tag:blogger.com,1999:blog-70757523385862335012024-03-11T03:01:35.513-07:00Empirical PlanetJasonhttp://www.blogger.com/profile/07604088878330614366noreply@blogger.comBlogger21125tag:blogger.com,1999:blog-7075752338586233501.post-4558491341097077412013-12-30T11:28:00.000-08:002014-01-03T16:53:02.049-08:00Sal Khan's Academy and the Purpose of Myelination<br />
ADDENDUM BELOW: <i>Please see the addendum at the end of the post - it seems that KA has redone their video, correcting the mistake I pointed out.</i><br />
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In recently learning about <a href="http://www.khanacademy.org/%E2%80%8E">Khan Academy</a> and <a href="http://fnoschese.wordpress.com/2011/12/02/you-khant-ignore-how-students-learn/">the debate</a> over their place in the world of education and whatnot, I stumbled across this quote from Salman Khan's <a href="http://www.youtube.com/watch?v=fJFKE8kyz7w">2011 interview</a> with Charlie Rose:<br />
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<iframe allowfullscreen="" frameborder="0" height="390" src="//www.youtube.com/embed/fJFKE8kyz7w#t=1147" width="640"></iframe>
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<blockquote class="tr_bq">
<i>But the main thing I do... whether it's history or chemistry or anything is get the scaffold and then really immerse myself for however long it takes and then make sure that I can make intuitive connections between everything that happens. [...] Understand why something - if I'm doing it on the neuron [...] a biology book will tell you the signal goes across because there's a myelin sheath. I'm like yeah but how does putting a little tissue around the neuron make the signal go faster, right? And no biology book will tell you that answer. And I'd kinda ponder it a bit and then I was like it's kinda like a fiber optic system and one's kind of amplifying the signal but if you amplify too - and then I'd call up some buddies who are either biologists or communications engineers or whatever and I was like "Does this make sense?" and they're like "No, I think you're right." And so it's a big deal for me if I'm doing biology - why does the myelin sheath make the signal go faster?</i></blockquote>
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As a fledgling neuroscientist, this struck me as a somewhat weird way to think about the purpose of <a href="http://en.wikipedia.org/wiki/Myelin">myelination</a>, so I went to check out the video in which he attempts to teach this concept. Here he is discussing what myelination does (skip to 8:35ish if you don't want to watch the whole thing):<br />
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<i>Now - the axons have these huge spaces where they're covered up. They're covered up by these Schwann cells or by these myelin sheaths. So even if there are gates underneath them they're useless. They can't interface with the outside sodiums. They can't interface with the outside sodiums and potassiums. So over this - over this distance of the axon you cannot have a straight-up action potential.</i> </blockquote>
<blockquote class="tr_bq">
<i>But what happened is your action potential it made everything a lot more positive than it would have been had there not been that opening of the gate and now you can have an electrotonic effect again. So you kind of boosted your signal so now this is going to - So now this might get to +40 maybe over here we only get to -50 but -50 once again is enough to trigger - to trigger a sodium gate which then makes everything really positive again. It - it boosts the - it boosts the signal.</i></blockquote>
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He seems to think that the purpose of the myelin sheath is to smother voltage-gated sodium channels on the axonal membrane. By preventing access of these channels to the extracellular fluid [this is his speculation, I don't think that's really 100% true] the myelin ensures that the signal can only propagate electrotonically in that region of the axon.<br />
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But what happens if we ask a student (or ask yourself if you don't know how myelin works and just learned from his video) the following question:<br />
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Suppose that voltage-gated sodium and potassium channels involved in action potential generation are clustered predominantly at the axon hillock and nodes of Ranvier, and are largely absent from the neuronal membrane wrapped in myelin [this happens to be true]. Now suppose we remove the myelin sheath, but keep those channels in the same locations. Would anything be different about how the action potential moves down the axon?</blockquote>
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The answer, based on what Khan teaches, is no. But the real answer is yes. Myelin does not simply exist as a measuring stick for how far apart action potential regeneration should be to guarantee reliable saltatory conduction. Most importantly, myelin is an insulator! It speeds conduction velocity along the membrane by increasing resistance across the membrane.<br />
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This illustrates one problem with Khan Academy: when you have just one guy learning about a lot of subjects and then trying to teach them, he's going to get some things wrong. And because his videos just gloss over the surface facts without explaining the concepts behind everything (to be expected because you can't teach everything in a short video), his students aren't going to know to ask the right questions to realize where he might have made a mistake.<br />
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ADDENDUM:<br />
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Well one day after this blog went up, the video I initially referenced went private (you may have noticed) and a new video on saltatory conduction was added in its place:<br />
<iframe allowfullscreen="" frameborder="0" height="390" src="//www.youtube.com/embed/ikFUv-gdNLQ" width="640"></iframe>
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This video corrects the earlier mistake! I don't know if it had anything to do with my little blog (this particular entry only had like 69 views...) or if others had pointed out the mistake earlier and they had the video ready to go and were simply prompted to get on it by this post, or if the timing was entirely coincidental. Still, credit to them for taking the time to redo the video and correcting the mistake!Jasonhttp://www.blogger.com/profile/07604088878330614366noreply@blogger.com1tag:blogger.com,1999:blog-7075752338586233501.post-89270869227523039092013-08-21T09:19:00.000-07:002013-08-21T09:23:54.054-07:00Can We Chill Out About How Complex the Brain Is?Time for busting another <a href="http://empiricalplanet.blogspot.com/2013/03/of-moon-backsides-and-ocean-bottoms.html">lazy hook</a>: <br />
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<blockquote class="tr_bq">
"We won't be able to understand the brain. It is <b>the most complex thing
in the universe</b>," says Professor Sir Robin Murray, one of the UK's
leading psychiatrists. (<a href="http://www.bbc.co.uk/news/uk-scotland-18233409">BBC</a>)<br />
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----<br />
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This is <a href="http://www.npr.org/2013/06/14/191614360/decoding-the-most-complex-object-in-the-universe">SCIENCE FRIDAY</a>. I'm Ira Flatow. Your brain has nearly 100
billion neurons, and one of my next guests compares that complexity to
the Amazon rainforest. In fact, he says there about as many trees in the
Amazon as there are neurons in your brain. Think about what the Amazon
looks like for a second.<br />
<br />
And the roots and the branches and the
leaves and the vines, all of that can be compared to the tangled
network formed between your brain cells because many of your neurons are
in fact wired to tens of thousands of other neurons. That incredible
complex network is packed into a soft, three pound organ inside your
head, making it, as my next guest [Christof Koch] says, <b>the</b> <b>most complicated object in
the known universe</b>.<br />
<br />
----- <br />
<br />
The center's goal is to understand
the biological parts and processes behind such phenomena as
consciousness, moral behavior and logical thought. "There
are more synapses in the brain than stars in the galaxy,"
Cohen notes. "We are studying <b>the most complex device in the
known universe</b>." (<a href="http://www.princeton.edu/pr/home/00/0501-brain/hmcap.html">Princeton</a>)</blockquote>
<br />
<span style="font-size: large;">1. The brain is not the most complex thing/device/object in the un/known universe. </span><br />
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If the brain is so complex, then isn't the human head more complex? It has more stuff in it than just the brain, therefore it must be more complex. Hey, why not the human body? Wait a minute, why not everything on planet Earth?<br />
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If you really care, <b>the most complex thing in the universe is, in fact, the entire universe.</b><br />
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<span style="font-size: large;">2. There's a lot of stuff in the brain and we don't know how it all works yet.</span><br />
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This is what people mean when they talk about how complex the brain is. More trees than the Amazon! More stars than the Milky Way! Stick that in your pipe and smoke it! Numerically unfathomable = complicated.<br />
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<span style="font-size: large;">3. The cool part about brains isn't how much stuff is in them - it's what they do with that stuff.</span><br />
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I know people like big numbers (for some reason), but I think us scientists and science communicators can more effectively hook our audiences' attention by talking about what the brain does instead of how many synapses it has. <br />
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So can we let go of the needless hyperbole? Jasonhttp://www.blogger.com/profile/07604088878330614366noreply@blogger.com2tag:blogger.com,1999:blog-7075752338586233501.post-84773055929786941242013-08-12T11:13:00.001-07:002013-08-12T11:13:34.160-07:00Criticizing a New Criticism of the BRAIN InitiativeAt The Stone, the NYTimes web blog for philosophy, Benjamin Fong has written a <a href="http://opinionator.blogs.nytimes.com/2013/08/11/bursting-the-neuro-utopian-bubble/">rather curious critique</a> of the BRAIN Initiative. His arguments are so ridiculous, they're actually interesting. Let's have a look:<br />
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<b>Corporations are evil:</b><br />
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<blockquote class="tr_bq">
<i>"On one level, its proponents are simply naïve about the corporate wolves
with whom they run. George Church, a genetics professor at Harvard and
one of the faces of the initiative, describes his sponsors, including
Chevron, Procter & Gamble and Merck, as institutions that are “<a href="http://www.youtube.com/watch?v=7wAmQvoFdBo">very pragmatic and practical about helping our world get better</a>.”
This willful ignorance regarding corporate influence is even more
disturbing in the case of the Brain Initiative, which promises a very
fine control over the seat of consciousness. With the help of this
research, today’s neuro-marketing – marketing researched not with focus
groups but M.R.I.s – may soon look quite primitive."</i><br />
<i></i></blockquote>
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1. George Church is not the entire BRAIN Initiative, and those sponsors have nothing to do with the BRAIN Initiative as far as I know. Church was one of the guys who helped get the ball rolling on the project but he isn't in charge of it. So the Chevron-P&G-Merck thing is all strawman.<br />
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2. Yeah okay I guess corporations are probably going to corporation-y things with any new research. But doesn't this argument just go into the tired "science isn't inherently evil, its what people do with it" stuff? I dunno. It feels like this Fong guy thinks that a bunch of corporations invented and are supporting the BRAIN Initiative and whatnot. That just isn't the case - the project came from scientists and was pushed by scientists from the beginning.<br />
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<b>Biological solutions to disease are given too much precedence over psychosocial solutions:</b><br />
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<blockquote class="tr_bq">
<i>"The real trouble with the Brain Initiative is not philosophical but
practical. In short, the instrumental approach to the treatment of
physiological and psychological diseases tends to be at odds with the
traditional ways in which human beings have addressed their problems:
that is, by talking and working with one another to the end of greater
personal self-realization and social harmony."</i> </blockquote>
<blockquote class="tr_bq">
<i>"We know, for instance, that <a href="http://www.ncbi.nlm.nih.gov/pmc/articles/PMC2779876/">low socioeconomic status at birth is associated with a greater risk of developing schizophrenia</a>,
but the lion’s share of research into schizophrenia today is carried
out by neurobiologists and geneticists, who are intent on uncovering the
organic “cause” of the disease rather than looking into psychosocial
factors. Though this research may very well bear fruit, its dominance
over other forms of research, in the face of the known connection
between poverty and schizophrenia, attests to a curious assumption that
has settled into a comfortable obviousness: that socioeconomic status,
unlike human biology, is something we cannot change “scientifically.”
That it is somehow more realistic, “scientifically,” to find a way to
change the human being itself than it is to work together to change the
kind of environment that lends itself to the emergence of a disorder
like schizophrenia." </i></blockquote>
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Ummmmmmmm.<br />
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1. Alright, there's no argument from me that we should reduce low socioeconomic status in our society, or develop strategies to provide effective mental health care for those populations. But schizophrenias are still biological disorders. Why not study both angles? Is his argument that the money is being spent disproportionately? Okay, fine. But that's not the biologists' fault.<br />
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2. "[T]alking and working with one another to the end of greater personal self-realization and social harmony" does not cure Alzheimer's, Parkinson's, or Huntington's.<br />
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<b>Neuroscience detracts from other approaches:</b><br />
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<blockquote class="tr_bq">
<i>My point is simply that the attempt to gain control over life itself has
severely detracted from the work of figuring out how we talk to and
work with one another in order to better ourselves and our world. To be
clear, I do not believe that this communicative project is easier or
more efficient than the instrumental approach – how we go about changing
socioeconomic conditions is a problem we have not even begun to solve –
but only that it is an important part of what it means to be a human
being. And no matter how precisely we can manipulate the brain with
drugs, electrodes, and other such contrivances, the emerging insights of
neuroscience will never provide sufficient help with this work.
</i><b><br /></b></blockquote>
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1. How does neuroscience "severely detract" from social work? Maybe he means that the government is spending too much on science and not on social programs/research? Doesn't it feel like he's just saying "Spend more on humanities and not on sciences"?<br />
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2. Neuroscience will also not cure malaria, generate a unified theory of quantum physics and general relativity, or bring world peace. And changing socioeconomic conditions will not end Alzheimer's disease.<br />
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__________<br />
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In closing, it's worth reflecting that none of his argument really needs the BRAIN Initiative. Really, he just doesn't like neuroscience because... I don't know. Some people are just reflexively anti-reductionist I guess.<br />
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<blockquote class="tr_bq">
</blockquote>
<i> </i>Jasonhttp://www.blogger.com/profile/07604088878330614366noreply@blogger.com1tag:blogger.com,1999:blog-7075752338586233501.post-87501382234009279562013-07-05T13:47:00.002-07:002013-07-06T10:14:58.941-07:00There is No "Primitive" Part of the BrainWas watching some old interview about "emotional intelligence" (itself a fraught term, but that's for another day) last night, when the interviewee (Daniel Goleman) calmly stated that emotional intelligence comes from your "primitive brain" that "arose earlier in evolution". ARGHGHSAGHGHGH<br />
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<iframe allowfullscreen="" frameborder="0" height="360" src="http://www.youtube.com/embed/NeJ3FF1yFyc#t=168s?feature=player_detailpage" width="640"></iframe> (<a href="http://www.youtube.com/watch?feature=player_detailpage&v=NeJ3FF1yFyc#t=168s">Click for time of offending remark</a>)<br />
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This idea of there being a "primitive" brain crops up all over the place, and from reputable sources:<br />
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"This means that areas traditionally considered to be more primitive were just as important during our evolution." (<a href="http://www.eurekalert.org/pub_releases/2013-05/du-bfl051013.php">Professor Robert Barton, Durham University, said that</a>). N.B. please see this comment from Dr. Barton: <i>As one of the people quoted, I am going to cry foul! I do completely
agree with your thesis, and that was the point of my comment about
"areas TRADITIONALLY ASSUMED to be primitive". I have been on a mission
to repudiate the "ice cream scoop" idea of brain evolution, and have
shown that cortex and subcortical structures co-evolved. So keep up the
good work, but please don't attack those who agree! Robert Barton</i> But note that despite his good intentions, his quote eventually led to <a href="http://www.psychologytoday.com/blog/the-athletes-way/201305/primitive-brain-area-linked-human-intelligence">this article</a> - the number one hit on google for "primitive brain" - to be written. The phrase has power! <br />
<br />
"They suggest that new learning isn't simply the smarter bits of our
brain such as the cortex 'figuring things out.' Instead, we should think
of learning as interaction between our primitive brain structures and
our more advanced cortex. In other words, primitive brain structures
might be the engine driving even our most advanced high-level,
intelligent learning abilities" (<a href="http://web.mit.edu/newsoffice/2005/basalganglia.html">Picower Professor of Neuroscience Earl Miller, MIT, said that</a>). <br />
<br />
"It's like adding scoops to an ice cream cone. So if you
imagine the lizard brain as a single-scoop ice cream cone, the way you
make a mouse brain out of a lizard brain isn't to throw the cone and the
first scoop away and start over and make a banana split — rather, it's
to put a second scoop on top of the first scoop." (<a href="http://www.npr.org/templates/story/story.php?storyId=129027124">Professor David Linden, Johns Hopkins, said that</a>).<br />
<br />
Now let me explain why this is all complete BS.<br />
<br />
First, semantics. What is "primitive"? How do you measure a tissue's "primitivity"? In the common usage of the word, primitive means simple, especially in the context of a task, idea, structure, way of life, etc that was employed a long time ago. Cavemen were more primitive than us, for example. Unfortunately, this means that "primitive" is a word that refers to things both "ancient" AND "simple". Which, as we'll see, is a big problem when you start applying it to mean only one of those things as occurs with the "primitive brain" meme.<br />
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Second, what are people actually talking about when they say "primitive brain"? This is confused as well, but in general the thought is structured like this:<br />
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Most primitive - brain stem, pons, cerebellum. (The hindbrain, basically).<br />
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Also primitive - the <a href="http://en.wikipedia.org/wiki/Limbic_system">limbic system</a> where "limbic" means "border, edge". This includes the hippocampus, amygdala, parts of the thalamus (who knows why), some of cortex, and some other bits. It's supposed to do "emotion" and this is what Daniel Goleman is referring to when he talks about the "primitive brain". Really though it's just a lumping together of all the structures right near the inner border of cortex, because why not lump it all together?<br />
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Gloriously advanced - the mighty cortex (you know, the wrinkly part on the outside).<br />
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Third, why do people say that these particular brain structures are "primitive"? The idea is that evolutionarily, one came after the other. As in, the first vertebrate just had a brain stem. Then it evolved more stuff after that. Then as things kept evolving, more and more stuff got added on. This is the "ice cream cone" model that David Linden espouses. It's also incredibly stupid (or at least misleading). Let's break it down.<br />
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Evolution did not happen like this:<br />
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" 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" 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Evolution did happen like this:<br />
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" 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" 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I hope everyone pretty much understands the concept of a phylogeny and the fact that every vertebrate came from one common ancestor. Yes, the common ancestor was a kind of fish. No, today's fish aren't the same as the common ancestor. They evolved from it just like everyone else, although "rates" of evolutionary phenomena like mutation and drift can vary and that's beyond the scope of this post.</div>
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The point is that the "primitive" brain meme is born in the idea that the brain components fish, lizards, mice, and humans share in common must be evolutionarily ancient and were likely shared in common by the common ancestor. So, homologous structures across the phylogeny indicate "ancientness". And "ancientness" = "primitive". (Except it doesn't, but more on that in a second).</div>
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And since we all share structures that resemble the brain stem, voilà! That's the most primitive part of the brain. Here's where things go astray.</div>
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First, we don't just share the brain stem with all animals. Here's the real "ice cream cone" of the brain:</div>
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<a href="https://en.wikipedia.org/wiki/Brain"><img alt="File:EmbryonicBrain.svg" height="269" src="https://upload.wikimedia.org/wikipedia/commons/thumb/5/54/EmbryonicBrain.svg/710px-EmbryonicBrain.svg.png" title="" width="320" /></a> </div>
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And when I say "the" brain, I should say "all vertebrate brains". Every fish, bird (including reptiles), amphibian, and mammal has a brain that starts out looking like the pictures above. Each colored bump (or "scoop of ice cream") represents a region of the brain very early on in development, when the whole nervous system is basically a simple tube. Each bump goes on to expand to varying sizes into varying kind of structures and yadda yadda depending on the species. The point, though, is that all vertebrates have a forebrain, a midbrain, and a hindbrain. And the hindbrain, by the way, is the "primitive" brain stem. But clearly, humans, fish, lizards, and mice all evolved from a common ancestor that had all brain regions, not just the hindbrain.</div>
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This is why David Linden's ice cream analogy is so dumb. He's implying that first you start with one scoop, the hindbrain, then add on another (the midbrain), and finally one more (the forebrain). Or at least he led NPR to believe that's the case:</div>
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When mammals like mice came along, the lizard brain didn't go away.
It simply became the brain stem, which is perched on top of the spine,
Linden says. Then evolution slapped more brain on top of the brain stem.</blockquote>
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But that's not what happened at all. All the scoops were there to begin with. Then as adaptation took its course, different scoops got bigger or smaller or just different as you began comparing across the entire phylogeny. Yes, humans have an enormous cortex and lizards don't. And yes, lizards simply evolved a different-looking kind of forebrain. That's all.</div>
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Second, homology does NOT imply "ancientness". Even if the hindbrain looks pretty similar across the vertebrate phylogeny as it exists today, that doesn't make it "ancient". The hindbrain has been evolving just like the midbrain and the forebrain. Maybe it's not been changing as much, but it's still been changing.</div>
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This leads me to why the "primitive" notion is so misleading, and should be avoided:</div>
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(1) Calling a part of the brain "primitive" suggests what David Linden articulated: that brain evolution happened like stacking scoops of ice cream. It implies that our brain stem is no different than that of a lizard, or of a mouse, or of a fish. Yet despite their vast similarities, they are clearly not the same. You can't plug a human forebrain into a lizard hindbrain and expect the thing to work. The hindbrain of humans HAD to adapt to having an enormous forebrain. There's something seductive in the idea that inside all of us is a primal being, a "reptilian brain". There isn't. It's a human brain, top to bottom.</div>
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(2) Calling brain parts "primitive" because they are shared across phylogeny is often used to justify how amazing our human cortex is. Look at what makes us us! We're so great! Well, I guess. But we are just one little excursion among many that evolution has produced. The lizard brain is adapated for what lizards need to do. The fish brain is adapted for what fish need to do. They don't have "primitive" brains. They have highly adapted brains, just like any other vertebrate.</div>
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(3) Simply using the word "primitive" makes the casual reader think of cavemen. It just does. And that's even more ridiculous, because ancient <i>Homo sapiens</i> were still <i>Homo sapiens</i>. Read what this poor misinformed blogger has <a href="http://carrie-health-healing.blogspot.com/2012/01/mind-your-brain-part-1-primitive-brain.html">written</a>:</div>
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So, let me explain the Primitive brain in simple terms. We
have an Intellectual (rational) part of the brain and a Primitive
(emotional) part of the
brain. In the picture above, the Primitive brain is around the
Hippocampus and Hypothalamus areas. In some texts, it has also been
called the Limbic System.</div>
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The subconscious Primitive part has been there ever since we were
cavemen
and cavewomen, and houses our fight/flight/freeze response (in the
amygdala in between the Hippocampus and the Hypothalamus). Its function
is to
ensure our survival.</blockquote>
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AHHHHHHHHHHHHHHH. You see? You see?????? </div>
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(4) There is not just a "primitive, emotional brain" and a "complex, intellectual brain". That is so.... wrong. Factually wrong. Yet people like Daniel Goleman sell books about emotional intelligence claiming that people need to develop their "emotional brain" and then bloggers like Carrie (above) start internalizing and spreading the misinformation. Folks. Let me be clear. You have ONE brain. One. It has many parts, which is to say that humans looking at brains have found ways to subdivide them into various areas and regions and structures and whatnot. Regardless of all that, the whole damn thing works together. It's one big circuit that does emotion, rationality, sensation, movement, the whole shebang. There isn't a simplistic "emotion" part and an "intellectual" part. The cortex is involved in emotions and feelings. The basal ganglia are involved in cognition. In fact, the whole idea of splitting emotion and reason into two separate camps is fraught, as emotion turns out to be critical in reasoning tasks like decision-making. </div>
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(5) The "primitiveness" of lizard brains is vastly overstated. Things like <a href="http://www.npr.org/templates/story/story.php?storyId=129027124">this</a> get written about the "primitive brain":</div>
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A lizard brain is about survival — it controls heart rate and breathing,
and processes information from the eyes and ears and mouth.</div>
</blockquote>
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This implies, to the casual reader, that lizards are just sitting around breathing. Maybe there's some "survival instinct" in there: look out for that big hawk! Yeah, okay. But guess what? Lizards gotta do other stuff too. They have to reproduce, find food, navigate their environment, learn, remember, make choices, etc. They aren't just breathing and instinct machines. And because they aren't, that means their brains aren't just doing that either. And why is it always lizards and reptiles? You'd think fish would get picked on more.</div>
<div class="separator" style="clear: both; text-align: left;">
<br /></div>
<div class="separator" style="clear: both; text-align: left;">
(6) "Primitive" in the context of a brain part primarily means "ancient". But the word "primitive", as we already saw, connotes simplicity. This leaves laypeople with many misconceptions. First, that the brain stem, or the "emotional brain", or whatever is simple. Or even that they're simpler. Nope. Not really. Pretty much every part of the brain is complex. Second, it reinforces, in the case of the "emotional brain", that emotions are beneath intellect. They came first, they are older, they are simpler, they are the stupid part of your brain. Again, just no. You need emotions to survive just as you need your intellect to survive. Fish need their emotions (an emotion, after all, is just a representation of bodily state imbued with a certain postive/negative valence) just like they need their reasoning abilities as well.</div>
<div class="separator" style="clear: both; text-align: left;">
<br /></div>
<div class="separator" style="clear: both; text-align: left;">
(7) People using "primitive" as scientists do it because it can sound cool and surprising. Look at how Earl Miller framed it, from above:</div>
<div class="separator" style="clear: both; text-align: left;">
<br /></div>
<blockquote class="tr_bq">
<div class="separator" style="clear: both; text-align: left;">
"They suggest that new learning isn't simply the smarter bits of our
brain such as the cortex 'figuring things out.' Instead, we should think
of learning as interaction between our primitive brain structures and
our more advanced cortex. In other words, primitive brain structures
might be the engine driving even our most advanced high-level,
intelligent learning abilities"</div>
</blockquote>
<br />
Look at that result! A primitive thing did something advanced! The forgotten thing is important! Or maybe - this is going to sound crazy - the whole system evolved together in order to support such essential tasks like learning. There never was a primitive part or an advanced part, despite two areas or regions being labeled as such. Every part of the human brain has been evolving for the same amount of time as every other part, and has been evolving to work as best as possible with each of those other parts.<br />
<div class="separator" style="clear: both; text-align: left;">
<br /></div>
<div class="separator" style="clear: both; text-align: left;">
(8) Finally, let's return to Daniel Goleman, who argues that "emotional intelligence" arises from the "primitive emotional brain". Then he waxes on and on about the value of emotional intelligence, particularly as it relates to social abilities. Ability to understand your own emotions. Ability to perceive those of others. Ability to interact well with others on the basis of understanding their emotions. Et cetera. That's all fine, but by saying this comes from an ancient, primitive, emotional brain might make people think that ancient vertebrates really had to know themselves, be able to read others, and interact socially. But there's a whole lot of solitary, nonsocial vertebrate species out there folks, and they have brainstems and limbic systems too.</div>
<div class="separator" style="clear: both; text-align: left;">
<br /></div>
<div class="separator" style="clear: both; text-align: left;">
Okay folks. Hopefully never again will you refer to a part of the brain as "primitive." Some structures probably more closely resemble their homologous counterparts in the last common ancestor of vertebrates, but all the basic parts were there from the beginning. And remember, evolution didn't happen just to make humans. We aren't more advanced in an evolutionary sense than fish, lizards, or mice. Each species is just adapted to the roles it finds itself in, and continues to adapt. Our sense of being "advanced" comes purely from our own self-regard and anthropocentric tendencies. The human brain is not the best brain, nor is it the most advanced brain, because there's no scale on which to measure how good a brain is. </div>
<div class="separator" style="clear: both; text-align: left;">
<br /></div>
<div class="separator" style="clear: both; text-align: left;">
To reiterate: we don't have primitive brain parts. Your urges, desires, rages, and other feelings you think you shouldn't have can't be excused away to a "primitive" brain. You are your brain - the whole thing.</div>
<span id="goog_1957348975"></span><span id="goog_1957348976"></span>Jasonhttp://www.blogger.com/profile/07604088878330614366noreply@blogger.com48tag:blogger.com,1999:blog-7075752338586233501.post-8256568585487161552013-06-24T12:55:00.000-07:002013-06-24T12:55:52.935-07:00Tell Me What to Do With My LifeSup Internet. I need your help. I'm a grad student, which means, in the words of Marge Simpson, that I've "<a href="http://www.youtube.com/watch?feature=player_detailpage&v=9Ym2L1urOz8#t=9s">made a terrible life choice</a>". Ha ha! Ha. Ha....<br />
<br />
Anyway, I promise I don't really spend all that much time angsting about The Future because being stressed annoys me. Still, The Future cometh and I've decided to do one thing every Monday about it. And what could be more productive than online ranting?<br />
<br />
So here's the roster of supposed career options for folks in my boat:<br />
<br />
If PhD not completed either for reasons of sucking or quitting,<br />
<ol>
<li>Leave with a Masters I guess?</li>
<li>Do... something. </li>
</ol>
If PhD completed,<br />
<br />
<b>Postdoc.</b> Noooooooooo... maybe? So, academia. I've found a lot to dislike about going into Research Academia. Mainly the usual gripe about the horrible odds of getting a job in a reasonable time frame in a place you want to live and having to negotiate moving all around the country during the postdoc years with your SO and potentially making young children move all over as well and yeah. And grantwriting booo. The way I see it, you have to really REALLY love doing science to put up with all that. I like learning science, but I definitely don't love DOING it enough to put myself through all that. On the other hand, maybe if an opportunity opened up to work on the right project I might consider a postdoc... <br />
<br /><b>Teaching Academia.</b> I think I could be a decent teaching professor. No real basis for that other than my own gut feeling, the fact that I have some family history of teachers, and that I prefected a class in undergrad once and more or less enjoyed it and got good reviews. On my super-confident days, I like the idea. Most days though it's pretty meh. Like research, I don't think I particularly care enough about teaching to go through the exact same rigamarole of postdoc-ing and traveling all over the place and the tenure games and whatnot.<br />
<br />
<b>Science Writing.</b> Ha! I once toyed with this idea, then quickly saw that this is not something one pursues as a career. It pays super-crappy, and has even fewer spots open at the top. Again, I'd have to be WAY more passionate about writing to go into this. Also I'd have to learn to write good.<br />
<br />
<b>Industry.</b> Stereotypically, I have very little clue about what "industry" is like. I'm in neuroscience, for which there are two basic forms: pharma and computational. I am neither computationally-inclined nor interested in molecular biology so... Also I hear these jobs are dried up as well? Can anyone confirm/deny? And is it as soul-sucking as people say or does everyone in it find a way to reach happiness equilibrium anyway?<br />
<br />
<b>Consulting.</b> I guess you go around fixing people's problems or something? I don't mind the short project-oriented nature of it, but I'm not really in a mood to have a job that requires traveling away from home all the time.<br />
<br />
<b>Government.</b> I dunno what this is either. I guess you can write/review grants for a living? Yay! No.<br />
<br />
____________<br />
<br />
<br />
Okay folks, that's the list. As you can see, I'm very good at finding problems with my options and shooting them down (are there careers that reward pessimistic rationalization?). Unfortunately, this has resulted in the elimination of all the career paths I know about that actually "require" the degree which I'm working towards. This is where you help:<br />
<br />
What can I do that's not on this list?<br />
<br />
If you could just figure that out for me, that would be great. Right now, I'm leaning towards Winning the Lottery or Just Sort of Floating Along and Getting Lucky as I Go as the most optimal career paths. <br />
<br />
Also, you should know that I have taken those career aptitude tests and whatnot and found that I'm supposed to either be a farmer or go into forestry. So I suppose there's always that.Jasonhttp://www.blogger.com/profile/07604088878330614366noreply@blogger.com10tag:blogger.com,1999:blog-7075752338586233501.post-17660775341731840122013-06-21T16:00:00.000-07:002013-06-21T16:11:48.416-07:00Keep Your Conventional Wisdom CoolHere's a good example of how journalism <a href="http://empiricalplanet.blogspot.com/2013/05/scienceifying-journalism.html">can become sloppy</a> where science writing wouldn't:<br />
<br />
<blockquote class="tr_bq">
Across the rotunda, House Republicans have clutched even harder the
conservative positions that are popular in largely gerrymandered
Congressional districts, if not among the majority of Americans. As
such, bipartisanship has been largely limited to things like post office
namings and the <a href="http://kind.house.gov/latest-news/us-house-unanimously-passes-rep-ron-kinds-permanent-electronic-duck-stamp-act/">Permanent Electronic Duck Stamp Act</a>.(<a href="http://www.nytimes.com/2013/06/22/us/politics/farm-bill-brings-house-senate-collision-path-in-sharp-focus.html?hp">NY Times</a>)</blockquote>
<br />
I mean, it's <i>probably</i> true. It sounds true to liberal me. But what if it isn't? A citation is necessary for (1) gerrymandering, (2) popularity of their opinions, and (3) conservativeness of the positions. And the piece should also ask whether Democrats are also motivated by similarly partisan forces.<br />
<br />
A citation is like a refrigerator: conventional wisdom spoils over time without one.<br />
<br />
________<br />
<br />
<br />
Also, required citations would prevent pure speculation like this:<br />
<br />
<blockquote class="tr_bq">
But the consequences for the party seem more predictable: while
Democrats have been eager in the past to find a way to compromise with
House Republicans on such things as keeping the government from shutting
down, their tears over failed immigration legislation may be more of
the crocodile variety. </blockquote>
Jasonhttp://www.blogger.com/profile/07604088878330614366noreply@blogger.com0tag:blogger.com,1999:blog-7075752338586233501.post-61811361097528709252013-06-21T14:28:00.000-07:002013-06-21T14:28:23.961-07:00Yearning for MagicSo David Brooks <a href="http://www.nytimes.com/2013/06/18/opinion/brooks-beyond-the-brain.html">did a thing</a>:<br />
<br />
<blockquote class="tr_bq">
At the highbrow end, there are scholars and theorists that some have
called the “nothing buttists.” Human beings are nothing but neurons,
they assert. Once we understand the brain well enough, we will be able
to understand behavior. We will see the chain of physical causations
that determine actions. We will see that many behaviors like addiction
are nothing more than brain diseases. We will see that people don’t
really possess free will; their actions are caused by material processes
emerging directly out of nature. Neuroscience will replace psychology
and other fields as the way to understand action. </blockquote>
<blockquote class="tr_bq">
<div itemprop="articleBody">
These two forms of extremism are refuted by the same reality. The brain
is not the mind. It is probably impossible to look at a map of brain
activity and predict or even understand the emotions, reactions, hopes
and desires of the mind. </div>
</blockquote>
<blockquote class="tr_bq">
...</blockquote>
<blockquote class="tr_bq">
They want to eliminate the confusing ambiguity of human freedom by reducing everything to material determinism.</blockquote>
<br />
And a lot of people have appropriately pooh-poohed him, mainly on account of his anti-materialism (<a href="http://neurocritic.blogspot.de/2013/06/a-conversation-on-mindless-neuroscience.html">Neurocritic</a>, <a href="http://bjoern.brembs.net/2013/06/free-will-is-not-what-you-think/">Bjoern Brembs</a>, the entire comments section after his column). So I won't really bother with that, except to concur wholeheartedly with Bjoern that materialism (the belief that all mental phenomena are inextricably linked to physical phenomena in the brain) does not necessarily lead to determinism (in this context, the belief that all behaviors are predictable if everything is known at once about the brain's physical state).<br />
<br />
Instead I'd like to ask why poor Brooksie felt the need to even write that column. Why is he so scared of the possibility that we might simply be "nothing but neurons" (and glia)? I think it's because he yearns for magic. The physical processes of a human's brain are insufficient to predict that human's mental experience or subsequent behavior (same thing, really) because that would mean that humans don't have a layer of magical soulness tethered to them that truly represents what they are. Or at least it would imply that such magic isn't necessary.<br />
<br />
People love magical reasoning because it quickly transforms the unexplained into the explained and the REALLY hard-to-explain into the simply unexplainable. Now a phenomenon that you don't understand needn't make you feel ignorant - you don't get it because you can't get it. So relax, don't worry about it. We can't really understand the mind because it's partly magical, somehow mysteriously tied to its physical underpinnings. There's no point to claiming that understanding the brain will enable us to predict what the mind experiences - it simply can't because magic.<br />
<br />
Note that Brooksie's belief in the magical inscrutability of the human mind derives largely from his desire to feel special. At least, that's how it works for me (and if David Brooks is allowed to psychoanalyze all of America based on his gut feelings, then I'm allowed to psychoanalyze him based on mine). Of course, I don't actually "believe" that my mind is a magically non-determined by my brain, but I can imagine what that's like. If my brain predicts my mental experience, then I'm not special anymore! I'm not magical! I'm just another stupid hunk of meat, herpty-derping around like the rest of them.<br />
<br />
So in my thoroughly unresearched and undoubtedly unoriginal opinion, the fear of accepting ignorance and the fear of admitting that you're not special drive belief in magical reasoning. And on the flipside, a lot of it also has to do with the positive reinforcement that comes when you invoke a magical explanation. It's a combination of the joy of thinking you've just understood something with the joy of feeling like you took a shortcut to get there. <br />
<br />
After all, who doesn't love feeling accomplished, efficient, special, and unignorant?<br />
<br />
Maybe someone should do an fMRI experiment to see if accepting a magical explanation leads to higher <a href="http://en.wikipedia.org/wiki/Nucleus_accumbens">nucleus accumbens</a> activity than accepting ignorance...<br />
<br />
<br />Jasonhttp://www.blogger.com/profile/07604088878330614366noreply@blogger.com0tag:blogger.com,1999:blog-7075752338586233501.post-36233146584352490172013-06-10T10:54:00.000-07:002013-06-10T10:54:20.871-07:00Citation NeededTo harp on a <a href="http://empiricalplanet.blogspot.com/2013/05/scienceifying-journalism.html">previously raised point</a>:<br />
<br />
<blockquote class="tr_bq">
Some studies indicate that grouping can damage students’ self-esteem by
consigning them to lower-tier groups; others suggest that it produces
the opposite effect by ensuring that more advanced students do not make
their less advanced peers feel inadequate. Some studies conclude that
grouping improves test scores in students of all levels, others that it
helps high-achieving students while harming low-achieving ones, and
still others say that it has little effect. (<a href="http://www.nytimes.com/2013/06/10/education/grouping-students-by-ability-regains-favor-with-educators.html?hp">NY Times</a>)</blockquote>
<br />
Would it really be that hard to add in links to the actual studies here? Newspapers are digital entities now as much as they are paper ones. They need to learn how to link their syntheses with the knowledge they've drawn upon. Satisfy one reader's curiosity and you've made that reader more likely to become a repeat customer. Jasonhttp://www.blogger.com/profile/07604088878330614366noreply@blogger.com1tag:blogger.com,1999:blog-7075752338586233501.post-47227126892552064902013-05-22T12:55:00.000-07:002013-05-22T12:55:12.480-07:00Scienceifying JournalismHere's a simple, stupid idea:<br />
<br />
<ul>
<li>All journalists must now explicitly and thoroughly incorporate citations into every piece they write</li>
<li>This means every point they make where evidence, a number, a percentage, a quote, an "economists say X", an "according to current research" must be followed by a citation</li>
<li>For all interviews the date, time, duration, location, medium and interviewer should be cited</li>
<li>Where an interview is on the record, a recording and/or transcript will be made publicly available, linked from the reference section (regardless of whether the interview resulted in a quote within the piece or was just background)</li>
<li>For all citations, paragraph and line information (or timestamp information for audio/visual data) should be given so that the reader can find the exact place in the source document that the author is referring to in the piece</li>
<li>All citations and reference section will be visible by toggle only - readers can choose to read the article in a "normal" state or click a button to see the citations included</li>
</ul>
<br />
Seems common sense to me - and not that hard to implement given that we're supposed to be in the digital age now.Jasonhttp://www.blogger.com/profile/07604088878330614366noreply@blogger.com0tag:blogger.com,1999:blog-7075752338586233501.post-86330920927373922572013-04-29T13:42:00.001-07:002013-04-29T13:42:52.412-07:00Bad Dramas and Worse Neuroscience<b>Spoiler Alert: I can't believe I'm writing this, but don't read this post if you ever want to watch the K-drama "Boys Over Flowers"</b> (<a href="http://movies.netflix.com/WiMovie/Boys_over_Flowers/70213130">netflix</a>, <a href="http://www.hulu.com/boys-before-flowers">hulu</a>).<br />
<br />
Okay, binge television. You and I have had some good times. In college it was Lost, Battlestar Galactica, and Firefly. More recently, The Wire, Mad Men, Game of Thrones, Breaking Bad. Hell, even Planet Earth. I don't feel weird about these shows.<br />
<br />
<div class="separator" style="clear: both; text-align: center;">
<a href="http://upload.wikimedia.org/wikipedia/en/a/ae/1233793982_boys-over-flowers.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" src="http://upload.wikimedia.org/wikipedia/en/a/ae/1233793982_boys-over-flowers.jpg" height="320" width="223" /></a></div>
<div style="text-align: center;">
<i><span style="font-size: x-small;">This show... this show. </span></i></div>
<br />
But now, binge television, you had to see fit to introduce me to Korean dramas? I mean, I normally binge on you because I don't know what's going to happen next. Suspense, twists, etc. But in this show, "<a href="http://en.wikipedia.org/wiki/Boys_Over_Flowers_%28TV_series%29">Boys Over Flowers</a>", I knew from the first episode I watched what the ending would be and yet I kept watching because I (embarrassingly) became way too emotionally invested in the well-being of the characters themselves. The show is about a hardworking, spunky commoner girl, Geum JanDi, who through a stroke of fortune ends up attending high school at the elite ShinHwa Academy. Of course, there are four rich, good-looking male heirs who attend there as well (the so-called "F4"). And yaddayadda Geum JanDi and the richest heir (Gu JunPyo) end up falling in love and whatnot. Of course, before they can live happily ever after, there's a whole bunch of setbacks, starting from the initial courtship to the alternate love interest to the break-up phase to the make-up phase and then, just when it seems like things are finally going to work out... <br />
<br />
(the spoiler is really coming now - if you're at all interested in watching this show, I warned you. It is an amazing show, a terrible show, a rewarding show, a painful show, and way too guiltily addictive.)<br />
<br />
.<br />
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<br />
...there's a completely BS case of amnesia, where Gu JunPyo, after getting hit by a car, suddenly cannot remember Geum JanDi. What??? Dear Reader, maybe this isn't connecting with you, but you have to understand the situation I was in. It was 3 AM. My girlfriend and I hadn't moved since like 6 PM, one-more-episoding our way until we were committed to finishing, in her words, in order to "stop the pain". The end is in sight. Then the dude hits his head and selectively forgets the love of his life?!?!?<br />
<br />
It was a bit too much for this neuroscientist to handle. You can forget *events*, but not people. The only way for JunPyo to completely forget JanDi was if he completely forgot like two years of his life. And there his friends were, trying to reenact specific events when they should have been like "Hey, do remember going to Macau? Do you remember going to the ski resort? Racing JiHoon on horseback? What was all that about?"<br />
<br />
The name for this general phenomenon is <a href="http://en.wikipedia.org/wiki/Lacunar_amnesia">lacunar amnesia</a>. If you've blacked out from drinking too much, that episode is a lacuna (cool word). It's pretty straightforward - we record memories of events based on when and where they happened, via brain structures called <a href="http://en.wikipedia.org/wiki/Hippocampus">hippocampi</a>. If the recording is messed up, then you can lose the ability to recall that memory. But if there's another event involving the same person, you would still know who that person was. I mean, even if you lost all memories of events involving the person, I'd bet you'd still find them vaguely familiar, purely based on facial recognition. <br />
<br />
So let this be a lesson to you future addictive television show writers - you can't just make a character entirely forget another. Especially not when some of your viewers are just dying for the damn couple to be happy already!<br />
<br />
<br />Jasonhttp://www.blogger.com/profile/07604088878330614366noreply@blogger.com0tag:blogger.com,1999:blog-7075752338586233501.post-43575271572560062202013-04-02T11:43:00.000-07:002013-04-03T08:43:27.781-07:00Introducing the Brain InitiativeIt's here!<br />
<br />
No longer BAM (the Brain Activity Map project), but perhaps more appropriately acronymed to BRAIN (Brain Research through Advancing Innovative Neurotechnologies). Watch here as Obama officially announces the venture (with crowd shots of Big Deal neuroscientists).<br />
<br />
<iframe allowfullscreen="" frameborder="0" height="315" src="http://www.youtube.com/embed/uJuxLDRsSQc" width="560"></iframe>
<br />
(<a href="http://www.whitehouse.gov/the-press-office/2013/04/02/remarks-president-brain-initiative-and-american-innovation?utm_source=Hootsuite&utm_medium=Twitter&utm_campaign=HHMINEWS-Twitterfeed">transcript</a>)<br />
<br />
Then read here for more official info:<br />
<ul>
<li><a href="http://www.whitehouse.gov/blog/2013/04/02/brain-initiative-challenges-researchers-unlock-mysteries-human-mind">White House summary</a></li>
<li><a href="http://www.whitehouse.gov/infographics/brain-initiative">White House infographic</a></li>
<li><a href="http://www.whitehouse.gov/the-press-office/2013/04/02/fact-sheet-brain-initiative">White House fact sheet</a></li>
<li><a href="http://www.nih.gov/science/brain/index.htm">NIH summary</a></li>
</ul>
The quick rundown: <br />
<ul>
<li>public funding: $50M DARPA, $40M NIH, $20M NSF</li>
<li>private funding: $60M Allen Brain Institute, $30M HHMI, $4M Kavli, $28M Salk Institute </li>
</ul>
Finally, watch the Q&A with Tom Kalil, <span class="st">Dr. Arati Prabhakar (DARPA), and Dr. Francis Collins (NIH), which has some good nuggets in there:</span><br />
<span class="st"> </span> <br />
<ul>
</ul>
<iframe allowfullscreen="" frameborder="0" height="315" src="http://www.youtube.com/embed/wNLjJi7ZSl4" width="560"></iframe>
<br />
Things I find interesting:<br />
<ul>
<li>The total dollar amount isn't Human Genome Project level - only ~$100M committed from public sources, and that just for FY2014. No statement anywhere about recurrent funding, though the private foundations seem to be kicking in annual contributions.</li>
<li>The money coming from NIH is being scraped together from existing neuroscience pots + a little discretionary. So it's not like money for cancer is being diverted to neuro.</li>
<li>Yeah they're still selling it on the "let's cure human diseases" thing. Which won't happen, but hey. </li>
<li><a href="http://www.nih.gov/science/brain/acd-roster.pdf">The team they've put together</a> to decide on concrete goals looks pretty awesome. It's also notably comprised of many names that were NOT involved with the initial planning of this venture so hopefully there will be some outside perspective.</li>
<li>The fact that this team is in place suggests that they're well aware of the criticisms that the project goals were too fuzzy. Even Partha Mitra was relieved:</li>
</ul>
<blockquote class="twitter-tweet">
@<a href="https://twitter.com/noahwg">noahwg</a> looks now like this will be a more realistic proposal to be shaped via a planning process, better chance of success<br />
— Partha Mitra (@partha_mitra) <a href="https://twitter.com/partha_mitra/status/318967670454247425">April 2, 2013</a></blockquote>
Questions that remain unanswered:<br />
<ul>
<li>How will the money be distributed/apportioned/made available for grant proposal?</li>
<li>What's the deal with the "brain observatories"? </li>
<li>What will the reaction be? Still not seeing anything really from the political sphere, or the media sphere. Perhaps this doesn't become an issue until Congress starts sinking its teeth into the budget.</li>
</ul>
<br />
<script async="" charset="utf-8" src="//platform.twitter.com/widgets.js"></script>
Jasonhttp://www.blogger.com/profile/07604088878330614366noreply@blogger.com0tag:blogger.com,1999:blog-7075752338586233501.post-60502950998077895222013-03-29T12:05:00.001-07:002013-03-29T13:04:37.175-07:00BAM's (officially) coming!<blockquote class="twitter-tweet">
Invited to White House by Obama for BAM announcement on Tuesday!!<br />
— rafael yuste (@yusterafa) <a href="https://twitter.com/yusterafa/status/317697577262911489">March 29, 2013</a></blockquote>
<br />
Giddy times!<br />
<br />
What I'm watching for:<br />
<br />
<b>How much money, for real?</b><br />
<br />
We've heard $10 billion, $3 billion, and there's also that whole sequesterbudgetmess thing that could have altered the bottom line at the last minute.<br />
<br />
<b>Who gets it and how much goes to what?</b><br />
<br />
What percentage will be set aside to establish the BAM "brain observatories"? What percentage will be available for the general neuroscience community to apply for? How much explicitly set aside for tech development? People are going to either be pleasantly surprised by this, really upset by this, or annoyed that they don't explain this enough. Probably all three.<br />
<br />
<b>Who pays for it?</b><br />
<br />
If this means a drop in NIH funding for everyone else, people ain't gonna be happy - expect the science Angstosphere to flip a lot of figurative tables in that event. Of course, no one wants that to happen, including none of the BAM scientists themselves. It's only the White House that can screw up the funding.<br />
<br />
<b>How will Obama sell it?</b><br />
<br />
Really interested to see if it's still all about Alzheimer's and humans or about what the scientists are actually proposing. Will his statement become fodder for Twittersnark or will the skeptics be impressed?<b> </b> <br />
<br />
<b>What will the Republicans say?</b><br />
<br />
Correct me if I'm wrong, but I haven't seen any political coverage of BAM. From my understanding, the Republicans still aren't big fans of the President, and they really don't like spending money. On the other hand, they don't mind neuroscience as far as I know. So... what will their statements say? Bland? Harsh? Enthusiastic? Will they say anything at all?<br />
<br />
<b>Will the media care?</b><br />
<br />
Lead story? One minute in the nightly news? Overlooked completely? The media needs a comparison or they won't know how to report it. I'm fully expect comparisons to the Human Genome Project, but the cynic in me won't be satisfied until I hear some commentator explaining how <a href="http://news.rutgers.edu/medrel/q-and-a-hot-topic/q-a-hot-topic-2013/march-2013/hot-topic-is-obamas-20130320">BAM is nothing like putting a man on the moon</a>.<b> </b><br />
<br />
<b>And if it's going to happen - when?</b><br />
<br />
Hey, I want my slice of the pie already!<br />
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Jasonhttp://www.blogger.com/profile/07604088878330614366noreply@blogger.com2tag:blogger.com,1999:blog-7075752338586233501.post-22094764111756873122013-03-13T19:40:00.001-07:002013-03-13T19:49:28.452-07:00Can Neuroscience Ever Fully Explain Subjective Consciousness?No.Jasonhttp://www.blogger.com/profile/07604088878330614366noreply@blogger.com4tag:blogger.com,1999:blog-7075752338586233501.post-6843187808677432972013-03-09T12:23:00.002-08:002013-03-09T12:32:45.849-08:00Of moon backsides and ocean bottoms<br />
<blockquote class="tr_bq">
<b>Lazy Hook</b> (n) - An overused rhetorical device used by writers who can't think of anything novel to engage their readers' attention. <i>That guy used a dictionary-style definition to start his post - what a lazy hook.</i> </blockquote>
<br />
Today's Lazy Hook comes from the world of oceanography, where this aphorism has proved <a href="http://discovermagazine.com/2013/jan-feb/0-alien-world-deep-underwater-research#.URwDpB1Fkb8">irresistible</a>:<br />
<br />
<blockquote class="tr_bq">
It’s an oft-repeated anecdote [<i>note the misuse of "anecdote"</i>] of ocean researchers that we know more
about the moon than about the bottom of our own oceans. </blockquote>
<br />
On the one hand, there's the moon. It's a thing, and a place. Go outside and you can see it from your front porch. "Wow," you might say to yourself, "that is a place that is hard to get to." Now look out at the ocean, which you can also see from your front porch if, for example, you're me (deal with it, plebs). "Wow," you say again, "that is also a place. However I can get there by walking for five minutes." Enter trite science writer: "Did you know that we know more about the surface of the moon than we do about the bottom of the ocean?" And cue your mind exploding.<br />
<br />
Then, as your mind starts putting its pieces back together, it might wonder, "Really? Why are we comparing the moon to the ocean?" <br />
<br />
First, some history. Roger Revelle. He's the famous geologist of <a href="http://sio.ucsd.edu/">Scripps Institution of Oceanography</a>, which is a beach-side <strike>resort</strike> research-center in San Diego. The place became very successful while he was there, and eventually decided it needed a university attached to it, so Revelle went and made UCSD happen (<a href="http://en.wikipedia.org/wiki/University_of_California,_San_Diego">true story</a>). <br />
<br />
Some time during the prime of his career (the '50s-'70s) Roger Revelle originated the saying that would later be attributed to him in his <a href="http://www.physicstoday.org/resource/1/phtoad/v45/i2/p119_s1">obituary</a>: "We know less about the ocean's bottom than the moon's back side."<br />
<br />
Back then, this was apropos. Lunar exploration was beginning scientifically and was already culturally profound. Plus, we REALLY didn't know anything about what was going on at the bottom of the ocean. Therefore it makes sense that Revelle, a geologist by training, would be interested in comparing the moon and ocean floor: here were two landscapes with interesting geographies and geologies, yet one - the far away one - was more explored. Back then, it was novel and fitting - an effective hook.<br />
<br />
But now...<br />
<br />
Observe how the comparison is dredged up in contexts it doesn't belong in. From <a href="http://oceansci.ucsc.edu/research/index.html">UC Santa Cruz</a>:<br />
<br />
<blockquote class="tr_bq">
There’s a cliché in science: We know more about our moon than the
ocean’s depths. And yet the sea remains Earth’s greatest frontier. A
reservoir of heat and life, the ocean controls and reacts to Earth's
climate in myriad ways. Winds, currents, and nutrients dictate which
species survive and where. Unknown stresses force so me [<i>sic</i>] microbes to
release dangerous toxins. These cycles, from local to global, drive the
research of ocean scientists at UC Santa Cruz. </blockquote>
<br />
How can you read that and not simply think, "Well, okay. So I guess there's just more to know about the ocean?" Because that's the uninteresting truth. By that standard, there's more to know about a baboon's back-side than about the back side of the moon, but do primatologists claim to be studying the final frontier?<br />
<br />
For another example of the moon Frontierifying the ocean, let's return to the Discover magazine piece to see the Lazy Hook in its entirety:<br />
<br />
<blockquote class="tr_bq">
<div class="content">
It’s an oft-repeated anecdote of ocean
researchers that we know more about the moon than about the bottom of
our own oceans. Humans meet our match when it comes to probing cold deep
bodies of water. </div>
</blockquote>
<blockquote class="tr_bq">
<div class="content">
We are drawn to the deep by its ancient mysteries, chilling down
below. But we also come up against our limitations there, battling
against equipment failure, aching cold, and the frontiers of technology. </div>
</blockquote>
<blockquote class="tr_bq">
<div class="content">
Research in the deep reveals the sometimes-shy face of science that
turns away from a soundbite-infatuated media: halting, meticulous, even
serendipitous. Like space exploration, exploring the deep can be
delicate and dangerous—a stage for human victories and heart-rending
mistakes. </div>
</blockquote>
<br />
What a load of saccharine rah-rah. Challenge! Triumph! Heartache! The human conquest of the depths!<br />
<br />
Is this really necessary to justify ocean research? Read the rest of the piece <a href="http://discovermagazine.com/2013/jan-feb/0-alien-world-deep-underwater-research#.USFx1Gexlfi">here</a>. Notice how after that opening, the article hilariously forgets those stirring themes. It's just a pretty straightforward look at four cool stories of ocean/lake science. And none of those stories, by the way, deal with anything that can be remotely compared to the moon! So why the need to motivate the reader with BS?<br />
<br />
The right way to use the moon-ocean comparison is to restrict it within its original Revellian context. As Gene Feldman puts it in <a href="http://www.nasa.gov/audience/forstudents/5-8/features/oceans-the-great-unknown-58_prt.htm">an interview</a> with NASA:<br />
<br />
<blockquote class="tr_bq">
But even with all the technology that we have today -- satellites,
buoys, underwater vehicles and ship tracks -- we have better maps of the
surface of Mars and the moon than we do the bottom of the ocean. We
know very, very little about most of the ocean. This is especially true
for the middle and deeper parts far away from the coasts.
<br />
<br /></blockquote>
See, science writers? If you're talking geography (and maybe geology) it's fair to hook your audience by comparing the moon and ocean floor. If you're talking biology, physical chemistry, or climate then go find yourself another angle.Jasonhttp://www.blogger.com/profile/07604088878330614366noreply@blogger.com1tag:blogger.com,1999:blog-7075752338586233501.post-39739178024900642922013-03-07T17:52:00.000-08:002013-03-08T20:23:57.779-08:00Clarifying BAM<span style="font-size: small;">A new <a href="http://www.sciencemag.org/content/early/2013/03/06/science.1236939">white paper</a> is out in Science Express today, written by many of those involved in the Brain Activity Map project (BAM). It's paywalled, so I thought I'd share some initial key quotes from it and my reactions:</span><br />
<span style="font-size: small;"><br /></span>
<span style="font-size: small;">First, they seem highly aware of the criticisms - born of the comparison to the Human Genome Project - that BAM had vague goals. Here they make directly explicit what was a bit fuzzy beforehand:</span><br />
<span style="font-size: small;"><br /></span>
<br />
<blockquote class="tr_bq">
<span style="font-size: small;">The BAM project is essentially a technology-building research program with three goals: (i) to build new classes of tools that can simulta-neously image or record the individual activity of most, or even all, neurons in a brain circuit, including those containing millions of neu-rons; (ii) to create tools to control the activity of every neuron individually in these circuits, because testing function requires intervention; and (iii) to understand circuit function. </span></blockquote>
<span style="font-size: small;"><br /></span>
<span style="font-size: small;">So, yes - this IS just tech dev. Will be interesting to see if the "But this isn't a moon shot!!!!!!" critics will chill out after this. Probably not.</span><br />
<span style="font-size: small;"><br /></span>
<span style="font-size: small;">Next, they have scaled back their ambitions. No longer is it even mentioned that in 15 years research could be progressing towards primates (among those, humans). Instead, they restrict themselves to the following timeline:</span><br />
<span style="font-size: small;"><br /></span>
<br />
<blockquote class="tr_bq">
<span style="font-size: small;">Within 5 years, it should be possible to monitor and/or to control tens of thousands of neurons, and by year 10 that number will increase at least 10-fold. By year 15, observing 1 million neurons with markedly reduced invasiveness should be possible. </span> </blockquote>
<span style="font-size: small;"><br /></span>
<span style="font-size: small;">Note that human brains have 90 billion neurons. They're talking about, at best, getting to a large chunk of mouse cortex in 15 years (still no easy feat), which should inure them to some of the criticism based on infeasibility/unreasonableness.</span><br />
<span style="font-size: small;"><br /></span>
<span style="font-size: small;">And among the model organisms they will use prior to mice: </span><br />
<blockquote class="tr_bq">
<span style="font-size: small;">Invertebrates such as the worm, fly, or <span style="font-size: large;"><b>leech</b></span> are ideal for testing new technologies, where the results can be compared to extensive, growing bodies of data on the functions of identified neurons and smaller-scale circuits. </span></blockquote>
<span style="font-size: small;">Sup.</span><br />
<span style="font-size: small;"><br /></span>
<span style="font-size: small;">(I study leech neuro... it's pretty cool that the leech gets a shout-out here, as it's usually not on the shortlist of invert experimental organisms [that stops at worm and fly]. Bit of an oversight, though, that they omit the crab <a href="http://www.scholarpedia.org/article/Stomatogastric_ganglion">stomatogastric ganglion</a>, as <a href="http://blogs.brandeis.edu/marderlab/">Eve Marder</a> is also involved in this).</span><br />
<span style="font-size: small;"><br /></span>
<span style="font-size: small;">Next, there's a lot of blahblah about connections to human clinical work and diseases and such. Lots of "may lead to" sentences and whatnot:</span><br />
<span style="font-size: small;"><br /></span>
<br />
<blockquote class="tr_bq">
<span style="font-size: small;">We believe that tools and knowledge created by the BAM project may lead to new approaches to rebalance disordered networks and treat [strokes, cerebral palsy, amyotrophic lat-eral sclerosis, or spinal cord injury].</span></blockquote>
<span style="font-size: small;"><br /></span>
<span style="font-size: small;">Finally, there's another statement designed to soothe the critics:</span><br />
<span style="font-size: small;"><br /></span>
<br />
<blockquote class="tr_bq">
<span style="font-size: small;">We believe this initiative should be funded by a partnership between federal and private organizations. It is essential that those funds not be taken away from existing neuroscience initiatives, which we view as crucial. In addition, data from the BAM project should be made immediately public and accessible to all researchers. </span></blockquote>
<span style="font-size: small;"><br /></span>
<span style="font-size: small;">So in sum, the new white paper doesn't add all that much - although it does clarify their goals and tighten up the proposal in response to criticism. There're no new details about the "brain observatories" idea that's floated around in some press and interviews. There's no new details about how the money will be structured. And the biggest question still remains unexplored:</span><br />
<span style="font-size: small;"><br /></span>
<span style="font-size: small;">Will Congress even want to fund this?</span>Jasonhttp://www.blogger.com/profile/07604088878330614366noreply@blogger.com0tag:blogger.com,1999:blog-7075752338586233501.post-49322722602538077092013-03-06T21:12:00.000-08:002013-10-28T21:05:17.461-07:00BRAIN links<span style="font-size: small;">*****************</span><br />
<span style="font-size: small;"><br /></span>
<span style="font-size: small;">Please find the updated version of this post on the tab above:</span><br />
<span style="font-size: small;"><br /></span>
<a href="http://empiricalplanet.blogspot.com/p/brain-initiative-links.html">http://empiricalplanet.blogspot.com/p/brain-initiative-links.html</a><br />
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<span style="font-size: small;"><br /></span>
<span style="font-size: small;">Here be a repository for <strike>BAM</strike> BRAIN Initiative links! If you have something I've missed (and I've probably missed tons) then please comment or hit me up <a href="https://twitter.com/jipkin">@jipkin</a>. I'll endeavor to update this as the story progresses. </span><br />
<span style="font-size: small;"><br /></span>
<span style="font-size: small;"><b>On the Internets</b>:</span><br />
<br />
<span style="font-size: small;"><a href="http://arxiv.org/abs/1306.5709">Physical Principles for Scalable Neural Recording</a> (arXiv) (July 2, 2013) </span><br />
<span style="font-size: small;"><a href="http://medicalxpress.com/news/2013-07-physical-principles-scalable-neural.html">Physical principles for scalable neural recording</a> (John Hewitt, medical express) (July 2, 2013) </span><br />
<br />
<a href="http://www.cbc.ca/quirks/episode/2013/06/22/june-22-2013/#4">Building a Brain</a> (CBC Quirks) (June 22, 2013)<br />
<a href="http://www.scientificamerican.com/article.cfm?id=hunting-brains-hidden-treasures">Hunting for the Brain's Hidden Treasures</a> (SciAm, Dwayne Godwin, Jorge Chan) (July 1, 2013)<br />
<a href="http://www.asbmb.org/asbmbtoday/asbmbtoday_article.aspx?id=47927">Reviewing the BRAIN Project</a> (ASMB today, Jeremy Berg) (June, 2013)<br />
<span style="font-size: small;"><a href="http://www.nature.com/nmeth/journal/v10/n6/full/nmeth.2513.html">Why mapping the brain matters</a> (Nature Methods, editorial) (May 30, 2013) </span><br />
<br />
<a href="http://blogs.scientificamerican.com/cross-check/2013/05/22/why-you-should-care-about-pentagon-funding-of-obamas-brain-initiative/">Why You Should Care about Pentagon Funding of Obama’s BRAIN Initiative</a> (SciAm, John Horgan) (May 22, 2013)<br />
<a href="http://nucambiguous.wordpress.com/2013/05/12/update-on-the-great-braini-debates/">Update on the Great BRAINI Debates</a> (Nucleus Ambiguous, Michael Carroll) (May 12, 2013)<br />
<a href="http://acrobeles.wordpress.com/2013/05/09/my-thoughts-on-the-first-brain-initiative-meeting/">My thoughts on the first BRAIN initiative meeting</a> (Dam Bumbarger) (May 9, 2013)<br />
<a href="http://emckiernan.wordpress.com/2013/05/09/where-are-the-braini-women/">Where are the BRAINI women?</a> (Erin McKiernan) (May 9, 2013)<br />
<span style="font-size: small;"><a href="http://medicalxpress.com/news/2013-05-neuroscientists-national-brainstorming-session.html">Neuroscientists put heads together at national brainstorming session</a> (Medical Express<span style="font-size: small;">, <span style="font-size: small;">John Hewitt) (May 8<span style="font-size: small;">, 2013)</span></span></span> <span style="font-size: small;"> </span></span><br />
<span style="font-size: small;"><span style="font-size: small;"><a href="http://brainfeedback.cit.nih.gov/welcome-to-brainfeedback-nih-gov/">BRAIN feedback at NIH</a> (NIH) </span></span><br />
<span style="font-size: small;"><span style="font-size: small;"><a href="http://scientopia.org/blogs/drugmonkey/2013/05/07/brain-initiative/">BRAIN Initiative</a> (Scientopia, DrugMon<span style="font-size: small;">key) (May 7, 2013)</span> </span></span><br />
<span style="font-size: small;"><span style="font-size: small;"><a href="http://physicsoflivingsystems.org/brainstructureandfunction/">Workshop on the Physical and Mathematical Principles of Brain Structure and Function</a><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"> (NSF) (<span style="font-size: small;">May 5-<span style="font-size: small;">7<span style="font-size: small;">, 2013)</span></span></span></span></span></span></span></span><br />
<span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><a href="http://blog.jovo.me/post/49798504105/nsfbrainmtg-live-blogging-of-data-topic#_=_">#nsfBRAINmtg live blogging of DATA topic</a> , <a href="http://blog.jovo.me/post/49789604533/nsfbrainmtg-live-blogging-of-theory-topic">THEORY</a> , <a href="http://blog.jovo.me/post/49793651308/nsfbrainmtg-live-blogging-of-the-electrical-topic">ELECTRICAL</a> (Joshua Vo<span style="font-size: small;">gelstein, May 6, 2013)</span></span></span></span><br />
<span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><a href="http://www.livestream.com/gviwebcasts"><span style="font-size: small;">livestream channel with VODs of nsfBRAINmtg</span></a> (Livestream, May 5<span style="font-size: small;">-<span style="font-size: small;">7, 2013)</span></span></span></span></span></span></span></span></span><br />
<span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><a href="http://blogs.nature.com/news/2013/05/neuroscientists-brainstorm-goals-for-us-brain-mapping-initiative.html">Neuroscientists brainstorm goals for US brain-mapping initiative</a> (Nature, Helen Shen<span style="font-size: small;">) (<span style="font-size: small;">May 6, 2013)</span></span></span></span></span></span></span></span></span></span></span><br />
<br />
<span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><a href="http://incubator.rockefeller.edu/?p=1222"> From BAM to The BRAIN Initiative: A clearer view of a major neuroscience enterprise</a><span style="font-size: small;"> (The In<span style="font-size: small;">cubator, G<span style="font-size: small;">abrielle Rabinowitz) (<span style="font-size: small;">May 3, 2013)</span></span></span></span> </span></span> </span></span></span></span></span> </span></span> </span></span><br />
<br />
<span style="font-size: small;"><a href="http://www.technologyreview.com/qa/513476/interview-with-brain-project-pioneer-miyoung-chun/">Interview with BRAIN Project Pioneer: Miyoung Chun</a> (<span style="font-size: small;">MIT tech review, Jason Pontin) (April 15, 2013)<span style="font-size: small;"><span style="font-size: small;"> </span></span></span></span><br />
<span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><a href="http://scientopia.org/blogs/drugmonkey/2013/04/15/the-brain-initiative-first-thoughts/"><span style="font-size: small;">The BRAIN Initiative, first thoughts</span></a> (Scientopia, DrugMonkey) (April 15, 2013)</span> </span></span><br />
<span style="font-size: small;"><span style="font-size: small;"><a href="http://www.huffingtonpost.com/daniel-burrus/why-the-human-brain-initi_b_3103869.html?utm_hp_ref=tw">Why The Human BRAIN Initiative Is So Important To All Of Us! </a> (HuffPo, Daniel Burrus) (April 17, 2013) [this is <span style="font-size: small;">a <span style="font-size: small;">funnily terrible article] </span></span></span> </span><br />
<br />
<span style="font-size: small;"><a href="http://blog.justinkiggins.com/2013/04/15/an-open-letter-to-larry-swanson-why-it-is-important-for-neuroscientists-to-debate-the-brain-initiative-in-public/">An open letter to Larry Swanson: Why it is important for neuroscientists to debate the Brain Initiative in public</a> (Justin Kiggins) (April 15, 2013) </span><br />
<span style="font-size: small;"><a href="http://blogs.scientificamerican.com/cross-check/2013/04/10/two-more-reasons-why-big-brain-projects-are-premature/#comment-6069">2 More Reasons Why Big Brain Projects Are Premature</a><span style="font-size: small;"> (<span style="font-size: small;">SciAm, John Horgan) (April 10, 2013)</span></span></span><br />
<br />
<span style="font-size: small;"><a href="http://www.cell.com/current-biology/fulltext/S0960-9822%2813%2900289-3">The ENCODE project: Missteps overshadowing a success</a> (Current Biology, Sean Eddy) (April 8<span style="font-size: small;">, 2013)</span> </span><br />
<span style="font-size: small;"><span style="font-size: small;"><a href="http://blogs.scientificamerican.com/scicurious-brain/2013/04/08/the-brain-initiative-bam-or-bust/">The BRAIN Initiative: BAM or BUST?</a> (Sci<span style="font-size: small;">Am, Scicurious) (April 8<span style="font-size: small;">, 2013)</span></span></span></span><br />
<span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><a href="http://nucambiguous.wordpress.com/2013/04/08/the-moon-is-not-made-of-cheese-and-other-hypotheses/">The Moon is not Made of Cheese and Other Hypotheses</a> (Nucl<span style="font-size: small;">e<span style="font-size: small;">us Ambiguous<span style="font-size: small;">, Michael Carroll) (April 8, 2013)</span></span></span></span></span></span></span><br />
<br />
<span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><a href="http://new-savanna.blogspot.com/2013/04/skepticism-about-obamas-brain-project.html">Skepticism about Obama's Brain Project</a> (New S<span style="font-size: small;">avanna, Bill Benzon) (April <span style="font-size: small;">7, 2<span style="font-size: small;">013)</span></span></span></span></span></span></span></span></span></span><br />
<span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><a href="http://www.reuters.com/article/2013/04/07/health-brain-idUSL2N0CT00H20130407?rpc=401">To crack human brain's code, a search for visionaries</a> (Reuters, Deborah Zab<span style="font-size: small;">arenko) (April 7, 2013<span style="font-size: small;">)</span></span></span></span></span></span></span></span></span></span></span></span><br />
<span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><a href="http://www.quora.com/Obama-Second-Term-2013%E2%80%932017/What-do-you-think-of-Obamas-proposed-BRAIN-Initiative">What do you think of Obama's proposed "BRAIN Initiative"?</a> (Quo<span style="font-size: small;">ra discussion) (April 7, 2013)</span></span></span></span></span></span></span></span></span></span></span></span></span><br />
<span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><a href="http://www.salon.com/2013/04/06/neuroscience_needs_its_einstein/">Neuroscience needs its Einstein </a> (<span style="font-size: small;">Salon, Jonathon Keats) (April 6, 2013)</span> </span></span></span></span></span></span></span></span></span></span></span></span></span><br />
<span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><a href="http://www.fiercebiotechresearch.com/story/some-still-skeptical-brain-initiative-details-remain-fuzzy/2013-04-05?utm_campaign=AddThis&utm_medium=AddThis&utm_source=twitter#.UV7tGnfO25Y.twitter">Some still skeptical of BRAIN initiative as details remain fuzzy</a> (Fi<span style="font-size: small;">erce Biotech Research, Emily Mullin) (April 5, 2013)</span></span></span></span></span></span></span></span></span></span></span></span></span></span><br />
<span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><a href="http://www.livescience.com/28505-map-the-brain.html">Obama's Brain Map Initiative Needs a Rethinking</a> <span style="font-size: small;">(<span style="font-size: small;">Live Science, Do<span style="font-size: small;">nald Stei<span style="font-size: small;">n) (April 6, 2013)</span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span><br />
<span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><a href="http://blog.ketyov.com/2013/04/colbert-gets-fake-eegd.html">Colbert gets fake EEG'd</a> (Oscillatory Thoughts, Bradley Voytek) (April 4, 2013)</span></span> </span></span></span></span></span> </span> </span></span></span></span></span></span></span></span></span></span></span></span></span><br />
<br />
<span style="font-size: small;"><a href="http://www.wired.com/wiredscience/2013/04/big-science/">Now or Then: Which Big Science Project are These Scientists Worked Up About</a> (Wired, Greg <span style="font-size: small;">Miller) (April 5, 2013)</span></span><br />
<span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><a href="http://www.wired.com/wiredscience/2013/04/newsome/">A Leader of Obama's New BRAIN Initiative Explains Why We Need It</a> (Wired, Greg Miller) (April 3, 2013)</span></span> </span></span><br />
<span style="font-size: small;"><span style="font-size: small;"><a href="http://news.sciencemag.org/scienceinsider/2013/04/as-white-house-embraces-brain-in.html">As White House Embraces BRAIN Initiative, Questions Linger</a> (Science Insider, Emily Underwood) (April 3<span style="font-size: small;">, 2013)</span> </span></span><br />
<span style="font-size: small;"><span style="font-size: small;"><a href="http://blog.okfn.org/2013/04/04/will-obamas-new-100m-brain-mapping-project-be-open-access/">Will Obama's new $100m brain mapping project be open access?</a> (Open Knowledge) (April 4, 2013)</span></span><br />
<span style="font-size: small;"><span style="font-size: small;"><a href="http://www.bio-itworld.com/2013/4/3/From-Junk-DNA-Junk-Economics-Beware-Inexorable-Sovietization-Big-Science.html">From Junk DNA to Junk Economics: Beware the Inexorable Sovietization of Big Science</a> (Bio IT, Bill Frezza) (April <span style="font-size: small;">3, 2013)</span> </span></span><br />
<span style="font-size: small;"><span style="font-size: small;"><a href="http://scientopia.org/blogs/neuropolarbear/2013/04/03/brain/">BRAIN</a> (<span style="font-size: small;">Scientopia, Neuropolarbear) (April 3, 2013)</span> </span></span><br />
<span style="font-size: small;"><span style="font-size: small;"><a href="http://www.nytimes.com/2013/04/03/opinion/obama-makes-a-giant-leap-for-brain-research.html?emc=eta1&_r=0">On The Frontiers of Brain Research</a> (N<span style="font-size: small;">YTimes, <span style="font-size: small;">Editor<span style="font-size: small;">ial Bo<span style="font-size: small;">ard) (<span style="font-size: small;">April 2, 2013)</span></span></span></span></span> </span></span><br />
<span style="font-size: small;"><span style="font-size: small;"><a href="http://www.colbertnation.com/the-colbert-report-videos/425102/april-04-2013/obama-s-brain-initiative">Obama's BRAIN Initiative</a> (The Colbert Report, Stephen Colbert) (April 4, 2013) </span> </span><br />
<span style="font-size: small;"><br /></span>
<span style="font-size: small;"><a href="http://www.whitehouse.gov/blog/2013/04/02/brain-initiative-challenges-researchers-unlock-mysteries-human-mind">BRAIN Initiative Challenges Researchers to Unlock Mysteries of Human Mind</a> (whitehouse) (April 2, 2013)</span><br />
<span style="font-size: small;"><a href="http://www.nih.gov/science/brain/index.htm">Brain Research through Advancing Innovative Neurotechnologies (BRAIN) Initiative</a> (NIH) (April 2, 2013)</span><br />
<span style="font-size: small;"><a href="http://www.youtube.com/watch?feature=player_embedded&v=wNLjJi7ZSl4">DARPA/NIH/OSTP Twitter Q&A</a> (whitehouse) (April 2, 2013)</span><br />
<span style="font-size: small;"><a href="http://www.youtube.com/watch?v=uJuxLDRsSQc&feature=youtu.be">President Obama Speaks on the BRAIN Initiative and American Innovation</a> (whitehouse) (April 2, 2013)</span><br />
<span style="font-size: small;"><br /></span>
<span style="font-size: small;"><a href="http://phenomena.nationalgeographic.com/2013/04/02/a-new-push-to-explore-the-brain/">A New Push To Explore the Brain</a> (The Loom, Carl Zimmer) (April 2, 2013)</span><br />
<span style="font-size: small;"><a href="http://www.extremetech.com/extreme/152395-obamas-brain-initiative-is-a-huge-boost-for-new-neurotechnology">Obama's BRAIN Initiative is a huge boost for new neurotechnology</a> (extremetech, John Hewitt) (April 3, 2013) </span><br />
<span style="font-size: small;"><a href="http://www.guardian.co.uk/commentisfree/2013/apr/02/president-obama-brain-mapping-project-not-ideal?CMP=twt_gu">President Obama's brain map project is hardly the next Human Genome</a> (guardian, Erin McKiernan) (April 2, 2013)</span><br />
<span style="font-size: small;"><a href="http://empiricalplanet.blogspot.com/2013/04/introducing-brain-initiative.html">Introducing the BRAIN Initiative</a> (empiricalplanet, Jason Pipkin)</span><br />
<span style="font-size: small;"><a href="http://nucambiguous.wordpress.com/2013/04/02/brain-initiative-nee-bam-made-officially-palatable/">BRAIN Initiative (nee BAM) Made Officially Palatable </a>(Nucleus Ambiguous, Michael Carroll) (April 2, 2013)</span><br />
<span style="font-size: small;"><a href="http://www.washingtonpost.com/blogs/wonkblog/wp/2013/04/03/obama-braaaaaains-partha-mitra-whoa-there-buddy/">Obama: 'Braaaaaaains.' Partha Mitra: 'Whoa there, buddy.'</a>
(WaPo Wonkblog, Dylan Matthews) (April 3, 2013) this is misleadingly
titled... Mitra is actually pretty much ok with the latest proposal from
his answers.</span><br />
<span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><a href="http://www.kqed.org/a/forum/R201304030900">Obama Invests in Brain-Mapping Project</a> (KQED<span style="font-size: small;">) (<span style="font-size: small;">April 3, 2<span style="font-size: small;">013) hate this title<span style="font-size: small;"> - they removed the "map"<span style="font-size: small;"> part for a reason<span style="font-size: small;"> when they went from BAM to BRAIN.</span></span></span></span></span></span></span></span></span><br />
<span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><a href="http://blog.brainfacts.org/2013/04/barack-obama-neuroscientist-in-chief/">Barack Obama, Neuroscientist in Chief?</a> (Brain Facts, Dwayne Goodwin)</span></span> </span></span></span></span></span></span></span></span> </span><br />
<span style="font-size: small;"><br /></span>
<span style="font-size: small;"><a href="http://emckiernan.wordpress.com/2013/03/30/bam-federal-funding-and-patents/">BAM, federal funding, and patents</a> (Erin McKiernan) (March 30, 2013)</span><br />
<span style="font-size: small;"><a href="http://www.npr.org/2013/03/31/175858397/somewhere-over-the-brainbow-the-journey-to-map-the-human-brain">Somewhere Over the Brainbow: The Journey To Map the Human Brain</a> (NPR) (March 31, 2013)</span><br />
<span style="font-size: small;"><a href="http://empiricalplanet.blogspot.com/2013/03/bams-officially-coming.html">BAM's (officially) coming!</a> (empiricalplanet, Jason Pipkin)</span><br />
<br />
<span style="font-size: small;"><a href="http://www.genengnews.com/insight-and-intelligence/is-brain-mapping-ready-for-big-science/77899786/">Is Brain Mapping Ready for Big Science?</a> (GenEngNews, P<span style="font-size: small;">atricia Dimond) (March 29, 2013)</span></span>
<span style="font-size: small;"><a href="http://nucambiguous.wordpress.com/2013/03/14/rafael-yuste-more-bucks-for-the-bam/">Rafael Yuste: More Bucks for the BAM</a> (Nucleus Ambiguous, Michael Carroll) (March 14, 2013)</span> <br />
<span style="font-size: small;"><a href="http://www.realclearscience.com/articles/2013/03/13/obamas_brain_activity_map_needs_a_compass_106481.html">Obama's Brain Activity Map Needs a Compass</a> (Real Clear Science, Brad Dickerson) (March 13, 2013)</span><br />
<span style="font-size: small; font-weight: normal;"> </span><span style="font-size: small;"> </span><br />
<span style="font-size: small;"><a href="http://www.newyorker.com/online/blogs/newsdesk/2013/03/brain-research-national-institutes-health-obama.html">The Three-Billion Dollar Brain</a> (New Yorker, Gary Marcus) (March 12, 2013)</span> <br />
<span style="font-size: small;"><a href="http://nucambiguous.wordpress.com/2013/03/10/whats-not-wrong-about-the-bam-project-and-how-to-fix-it/">What's Not Wrong with the BAM Project and How to Fix It</a> (Nucleus Ambiguous, Michael Carroll) (March 10, 2013)</span><br />
<span style="font-size: small; font-weight: normal;"><a href="http://nucambiguous.wordpress.com/2013/03/09/do-the-bam-proponents-even-understand-open-access/">Do the BAM Proponents Even Understand Open Access?</a> (Nucleus Ambiguous, Michael Carroll)</span><span style="font-size: small;"> (March 9, 2013) </span><br />
<span style="font-size: small;"><a href="http://www.economist.com/news/science-and-technology/21573089-ambitious-project-map-brain-works-possibly-too-ambitious-hard">Hard Cell</a> (The Economist) (March 9, 2013)</span><br />
<span style="font-size: small;"><a href="http://empiricalplanet.blogspot.com/2013/03/clarifying-bam.html">Clarifying BAM</a> (empiricalplanet) (March 7, 2013)</span><br />
<span style="font-size: small;"><br /></span>
<span style="font-size: small; font-weight: normal;"><a href="http://www.nature.com/news/behind-the-scenes-of-a-brain-mapping-moon-shot-1.12543">Behind the scenes of a brain mapping moon shot</a> (Nature, Meredith Wadman) (March 6, 2013) </span><br />
<span style="font-size: small; font-weight: normal;"><a href="http://www.scientificamerican.com/article.cfm?id=whats-wrong-with-the-brain-activity-map-proposal">What's Wrong with </a><a href="http://www.scientificamerican.com/article.cfm?id=whats-wrong-with-the-brain-activity-map-proposal">the Brain Activity Map Projec</a>t (Scientific American, Partha Mitra) (March 5, 2013)</span><br />
<span style="font-size: small; font-weight: normal;"><span style="font-weight: normal;"><a href="http://empiricalplanet.blogspot.com/2013/03/partha-mitra-makes-no-sense-to-me.html">Partha Mitra Makes no Sense (to me)</a> (empiricalplanet, Jason Pipkin) (March 5, 2013)</span> </span> <br />
<span style="font-size: small;"><a href="http://www.kurzweilai.net/what-is-the-brain-activity-map-a-qa-with-george-church?utm_source=KurzweilAI+Daily+Newsletter&utm_campaign=ef966c8cac-UA-946742-1&utm_medium=email">What is the Brain Activity Map? George Church </a><a href="http://www.kurzweilai.net/what-is-the-brain-activity-map-a-qa-with-george-church?utm_source=KurzweilAI+Daily+Newsletter&utm_campaign=ef966c8cac-UA-946742-1&utm_medium=email">Q&A</a> (Kurzweil) (March 4, 2013)<span style="font-weight: normal;"> </span></span><br />
<span style="font-size: small; font-weight: normal;"><a href="http://empiricalplanet.blogspot.com/2013/03/the-bloating-of-bam-and-how-to-sell-big.html">The Bloatin</a><a href="http://empiricalplanet.blogspot.com/2013/03/the-bloating-of-bam-and-how-to-sell-big.html">g of BAM and h</a><a href="http://empiricalplanet.blogspot.com/2013/03/the-bloating-of-bam-and-how-to-sell-big.html">ow to sell b</a><a href="http://empiricalplanet.blogspot.com/2013/03/the-bloating-of-bam-and-how-to-sell-big.html">ig brain science</a> (empiricalplanet, Jason Pipkin) (March 3, 2013)</span><br />
<span style="font-size: small;"><br /></span>
<span style="font-size: small; font-weight: normal;"><a href="http://empiricalplanet.blogspot.com/2013/03/whats-connectome-good-for-anyway.html">What's a connectome good for anyway?</a> (empiricalplanet, Jason Pipkin) (March 1, 2013)</span><br />
<span style="font-size: small; font-weight: normal;"><a href="http://www.foresight.org/nanodot/?p=5556">Proposed </a><a href="http://www.foresight.org/nanodot/?p=5556">Brain Activity Map may also advance nano</a><a href="http://www.foresight.org/nanodot/?p=5556">technology</a> (Foresight, James Lewis) (March 1, 2013) </span><br />
<span style="font-size: small; font-weight: normal;"><span style="font-weight: normal;"><a href="http://blogs.nature.com/spoonful/2013/03/qa-how-the-brain-activity-map-came-together-and-what-its-proponents-hope-to-achieve.html">How t</a><a href="http://blogs.nature.com/spoonful/2013/03/qa-how-the-brain-activity-map-came-together-and-what-its-proponents-hope-to-achieve.html">he Brain Activity Map came together</a> (Spoonful of Medicine, Nature Blog, Virginia Hughes) (March 1, 2013)</span></span><br />
<span style="font-size: small;"><a href="http://neurodojo.blogspot.com/2013/02/neuroscience-because-alzheimers.html">Neuroscience! Because Alzheimer's!</a> (NeuroDojo, Zen Faulkes) (Feb 28, 2013)</span><br />
<span style="font-size: small; font-weight: normal;"><a href="http://nucambiguous.wordpress.com/2013/02/27/bam-and-the-molecular-ticker-tape/">BAM and the Molecular Ticker Tape</a> (Nucleus, Ambiguous, Michael Carroll) - love this one! (Feb 27, 2013)</span><br />
<span style="font-size: small; font-weight: normal;"><a href="http://pensees.pascallisch.net/?p=1247">Bang or BAM? On respecting complex problems</a> (Pascal's Pensees, Pascal Wallisch) (Feb 27, 2013) </span><br />
<span style="font-size: small;"><br /></span>
<span style="font-size: small; font-weight: normal;"><span style="font-weight: normal;"><span style="font-weight: normal;"><a href="http://blog.brainfacts.org/2013/02/a-manhattan-project-to-map-the-brain/">A Manhattan Project to Map the Brain?</a> (Brain Facts, Dwayne Godwin) (Feb 27, 2013)</span></span></span><br />
<span style="font-size: small; font-weight: normal;"><span style="font-weight: normal;"><span style="font-weight: normal;"><span style="font-weight: normal;"><a href="http://incubator.rockefeller.edu/?p=730">A 3 Billion Dollar Mistake</a> (The Incubator, Gabrielle Rabinowitz) (Feb 25, 2013)</span></span></span></span><br />
<span style="font-size: small; font-weight: normal;"><span style="font-weight: normal;"><span style="font-weight: normal;"><span style="font-weight: normal;"><a href="http://neurdiness.wordpress.com/2013/02/24/finding-the-treasure-a-practical-view-on-where-the-brain-activity-map-project-will-lead-us/">Finding the Treasure: A practical view on where the Brain Activity Map will lead us</a> (Neurdiness, Grace Lindsay) (Feb 24, 2013)</span></span></span> </span><br />
<span style="font-size: small;"><a href="http://nucambiguous.wordpress.com/2013/02/24/bam-matters/">BAM Matters</a> (Nucleus Ambiguous, Michael Carroll) (Feb 24, 2013)</span><br />
<span style="font-size: small; font-weight: normal;"><a href="http://outfog.com/2013/02/24/brain-activity-map-boondoggle-or-bonanza/">Brain ac</a><a href="http://outfog.com/2013/02/24/brain-activity-map-boondoggle-or-bonanza/">tivity map</a><a href="http://outfog.com/2013/02/24/brain-activity-map-boondoggle-or-bonanza/">: boondo</a><a href="http://outfog.com/2013/02/24/brain-activity-map-boondoggle-or-bonanza/">ggle or bonanza?</a> (Out of the Fog, Chris Palmer [former labmate of mine!]</span><span style="font-size: small;">) (Feb 24, 2013)</span> <br />
<span style="font-size: small;"><br /></span>
<span style="font-size: small; font-weight: normal;"><span style="font-weight: normal;"><span style="font-weight: normal;"><span style="font-weight: normal;"><a href="http://news.sciencemag.org/scienceinsider/2013/02/brain-project-draws-presidential.html">Brain Project Draws Presidential Interest</a> (Science Insider, Emily Underwood and Jocelyn Kaiser) - source of some good info! (Feb 20, 2013)</span> </span></span></span><br />
<span style="font-size: small; font-weight: normal;"><span style="font-weight: normal;"><span style="font-weight: normal;"><span style="font-weight: normal;"><a href="http://nucambiguous.wordpress.com/2013/02/19/bam-my-thoughts-on-big-bucks-for-big-brain-science/">BAM! My thoughts on Big Bucks for Big Brain Science</a> (Nucleus Ambiguous, Michael Carroll) (Feb 19, 2013)</span> </span></span></span><br />
<span style="font-size: small; font-weight: normal;"><a href="http://empiricalplanet.blogspot.com/2013/02/bam-lets-do-neuroscience.html">BAM! Let's do neuroscience!</a>(empiricalplanet, Jason Pipkin) (Feb 18, 2013)</span><br />
<span style="font-size: small; font-weight: normal;"><a href="http://empiricalplanet.blogspot.com/2013/02/bam-mind-control.html">BAM! Mind control!</a> (empiricalplanet, Jason Pipkin) (Feb 18, 2013)</span><br />
<span style="font-size: small; font-weight: normal;"><span style="font-weight: normal;"><span style="font-weight: normal;"><a href="http://www.bobblum.com/ESSAYS/NEUROPSYCH/BAM.html">Brain Activity Map: Every Spike from Every Neuron</a> (Bob Blum) - nice science overview!</span> (Feb 18, 2013)</span></span><br />
<br />
<span style="font-size: small; font-weight: normal;"><span style="font-weight: normal;"><span style="font-size: small;"><b>Major Media</b>:</span></span></span><br />
<span style="font-size: small;"><br /></span>
<span style="font-size: small; font-weight: normal;"><a href="http://www.nytimes.com/2013/02/18/science/project-seeks-to-build-map-of-human-brain.html?pagewanted=all">Obama Seeking to Boost Study of Human Brain</a> (original newsbreak - NY Times)</span><br />
<span style="font-size: small; font-weight: normal;"><a href="http://www.nytimes.com/2013/02/26/science/proposed-brain-mapping-project-faces-significant-hurdles.html?pagewanted=all">Connecting the Neural Dots</a> (NY Times follow-up)</span><br />
<span style="font-size: small; font-weight: normal;"><a href="http://en.wikipedia.org/wiki/Brain_Activity_Map_Project">Bra</a><a href="http://en.wikipedia.org/wiki/Brain_Activity_Map_Project">in Activity Map Project</a> (wikipedia)</span><br />
<span style="font-size: small; font-weight: normal;"><span style="font-weight: normal;"> </span></span> <span style="font-size: small; font-weight: normal;"> </span><span style="font-size: small; font-weight: normal;"> </span><br />
<span style="font-size: small; font-weight: normal;"><b>Science </b><b>Chronology</b>:</span><br />
<span style="font-size: small; font-weight: normal;"> </span><br />
<span style="font-size: small; font-weight: normal;">Chicheley Meeting White Paper (no link, but there existed a white paper made by some of the people who met at the Kavli International Meeting in September 2011. This would later go on to become BAM)</span> <br />
<span style="font-size: small; font-weight: normal;"><a href="http://www.cell.com/neuron/abstract/S0896-6273%2812%2900518-1">The Brain </a><a href="http://www.cell.com/neuron/abstract/S0896-6273%2812%2900518-1">Ac</a><a href="http://www.cell.com/neuron/abstract/S0896-6273%2812%2900518-1">tivity Map Project and the Challenge of Functional Connectomics</a> (June 2012, Neuron. Initial look at what six of the scientists involved came up with).</span><span style="font-size: small;"> </span><br />
<span style="font-size: small; font-weight: normal;"><a href="http://news.sciencemag.org/scienceinsider/BAM.Kavli_Futures10_final_report.pdf">Data Deluge from the B</a><a href="http://news.sciencemag.org/scienceinsider/BAM.Kavli_Futures10_final_report.pdf">rain Activity Ma</a><a href="http://news.sciencemag.org/scienceinsider/BAM.Kavli_Futures10_final_report.pdf">p</a> (Summary from January 2013 Caltech meeting)</span><br />
<span style="font-size: small; font-weight: normal;"><a href="http://www.sciencemag.org/content/early/2013/03/06/science.1236939">The Brain Activit</a><a href="http://www.sciencemag.org/content/early/2013/03/06/science.1236939">y M</a><a href="http://www.sciencemag.org/content/early/2013/03/06/science.1236939">ap</a> (Science, BAM major players)</span><br />
<span style="font-size: small; font-weight: normal;"><a href="http://pubs.acs.org/doi/abs/10.1021/nn4012847">Nanotools for Neuroscience and Brain Activity Mapping</a> (ACS Nano, BAM players) </span> <br />
<span style="font-size: small;"><br /></span>
<span style="font-size: small; font-weight: normal;"><b>Science Backgrou</b><b>nd</b>:</span><br />
<span style="font-size: small;"><br /></span>
<span style="font-size: small; font-weight: normal;"><a href="http://www.ploscompbiol.org/article/info%3Adoi%2F10.1371%2Fjournal.pcbi.1002291">Of Toasters and Molecular Ticker Tapes</a> (PLOS compbio - first suggestion of using DNA to record neural activity at single-spike resolution, I believe)</span><br />
<span style="font-size: small; font-weight: normal;"><a href="http://www.plosbiology.org/article/info%3Adoi%2F10.1371%2Fjournal.pbio.1001411">Sequencing the Connectome</a> (PLOS bio - Tony Zador group idea that might be explored with BAM)</span><br />
<span style="font-size: small;"><br /></span>
<span style="font-size: small; font-weight: normal;"><b>Steering Committee:</b></span><br />
<span style="font-size: small;"><br /></span>
<span style="font-size: small;"><a href="http://lab.rockefeller.edu/bargmann/"><span style="font-weight: normal;">Cori Bargmann</span></a></span><br />
<span style="font-size: small;"><a href="http://monkeybiz.stanford.edu/"><span style="font-weight: normal;">Bill Newsome</span></a></span><br />
<span style="font-size: small;"><a href="http://davidandersonlab.caltech.edu/"><span style="font-weight: normal;">David Anderson</span></a></span><br />
<span style="font-size: small;"><a href="http://bcs.mit.edu/people/brown.html"><span style="font-weight: normal;">Emery Brown</span></a></span><br />
<span style="font-size: small;"><a href="http://www.stanford.edu/group/dlab/about_pi.html"><span style="font-weight: normal;">Karl Deisseroth</span></a></span><br />
<span style="font-size: small;"><a href="http://donoghue.neuro.brown.edu/"><span style="font-weight: normal;">John Donoghue</span></a></span><br />
<span style="font-size: small;"><a href="http://www.msm.edu/academic/neurobiology/faculty/Peter_MacLeish.aspx"><span style="font-weight: normal;">Peter MacLeish</span></a></span><br />
<span style="font-size: small; font-weight: normal;"><a href="http://www.bio.brandeis.edu/faculty/marder.html">Eve Marder</a> </span><br />
<span style="font-size: small;"><a href="http://www.bioen.utah.edu/faculty/ran/"><span style="font-weight: normal;">Richard Norman</span></a></span><br />
<span style="font-size: small;"><a href="http://dms.hms.harvard.edu/neuroscience/fac/Sanes.php"><span style="font-weight: normal;">Joshua Sanes</span></a></span><br />
<span style="font-size: small;"><a href="http://pyramidal.stanford.edu/"><span style="font-weight: normal;">Mark Schnitzer</span></a></span><br />
<span style="font-size: small;"><a href="http://www.salk.edu/faculty/sejnowski.html"><span style="font-weight: normal;">Terry Sejnowski</span></a></span><br />
<span style="font-size: small;"><a href="http://genomics.princeton.edu/tank/Index.html"><span style="font-weight: normal;">David Tank</span></a></span><br />
<span style="font-size: small;"><a href="http://www.tsienlab.ucsd.edu/"><span style="font-weight: normal;">Roger Tsien</span></a></span><br />
<span style="font-size: small;"><a href="http://www.cmrr.umn.edu/facultystaff/kamil.shtml"><span style="font-weight: normal;">Kamil Ugurbil</span></a></span><br />
<span style="font-size: small;"><br /></span>
<span style="font-size: small; font-weight: normal;">Ex Officio members:</span><br />
<span style="font-size: small; font-weight: normal;"><a href="http://www.nih.gov/about/almanac/historical/deputy_directors.htm#hudson">Kathy Hudson</a> (NIH) (went to my alma mater apparently)</span><br />
<span style="font-size: small; font-weight: normal;"><a href="http://www.darpa.mil/Our_Work/DSO/Personnel/Dr_Geoffrey_Ling.aspx">Geoffrey Ling</a> (DARPA) </span><br />
<span style="font-size: small; font-weight: normal;"> <b> </b></span><br />
<span style="font-size: small; font-weight: normal;">Note that this committee is dominated by scientists, not technologists. I'm told that this was the intent - to only include tech people that were interested in applications (Ugurbil, Tsien, Deisseroth) not for the sake of tech. The ostensible goal of this committee is to rally the larger neuro community and design the 2014 project goals, then the later goals.</span><span style="font-size: small;"><b> </b></span> <br />
<span style="font-size: small;"><br /></span>
<span style="font-size: small; font-weight: normal;"><b>Major Players</b>:</span><br />
<span style="font-size: small;"><br /></span>
<span style="font-size: small; font-weight: normal;"><a href="http://www.columbia.edu/cu/biology/faculty/yuste/">Rafael Yuste</a> (includes some good links to his media appearances) </span><br />
<span style="font-size: small;"><a href="http://www.hms.harvard.edu/dms/BBS/fac/church.php"><span style="font-weight: normal;">George Church</span></a></span><br />
<span style="font-size: small;"><a href="http://www.kavlifoundation.org/miyoung-chun"><span style="font-weight: normal;">Miyoung Chun</span></a></span><br />
<span style="font-size: small;"><a href="http://kibm.ucsd.edu/labs/GreenspanLab/greenspan.html"><span style="font-weight: normal;">Ralph Greenspan</span></a></span><br />
<span style="font-size: small;"><a href="http://www.cchem.berkeley.edu/pagrp/"><span style="font-weight: normal;">Paul Alivisatos</span></a></span><br />
<span style="font-size: small;"><a href="http://nano.caltech.edu/people/roukes-m.html"><span style="font-weight: normal;">Michael Roukes</span></a></span><br />
<span style="font-size: small;"><a href="http://donoghue.neuro.brown.edu/">John Donoghue</a></span><br />
<span style="font-size: small;"><a href="http://www.salk.edu/faculty/sejnowski.html"><span style="font-weight: normal;">Terry Sejnowski</span></a></span><br />
<span style="font-size: small; font-weight: normal;"><a href="http://www.usc.edu/programs/neuroscience/faculty/profile.php?fid=33">Larry Swanson </a></span><br />
<span style="font-size: small;"><a href="http://www.alleninstitute.org/about_us/staff/clay_reid.html"><span style="font-weight: normal;">Clay Reid</span></a></span><br />
<span style="font-size: small;"><a href="http://www.klab.caltech.edu/~koch/"><span style="font-weight: normal;">Christof Koch</span></a></span><br />
<span style="font-size: small;"><a href="http://www.stanford.edu/group/dlab/about_pi.html"><span style="font-weight: normal;">Karl Deisseroth</span></a></span><br />
<span style="font-size: small; font-weight: normal;"><a href="http://www.bio.brandeis.edu/faculty/marder.html">Eve Marder</a> </span><br />
<span style="font-size: small;"><a href="http://hebb.mit.edu/people/seung/"><span style="font-weight: normal;">Sebastian Seung</span></a></span><br />
<span style="font-size: small; font-weight: normal;"><a href="http://www.lassp.cornell.edu/lassp_data/mceuen/homepage/welcome.html">Paul McEuen</a></span><br />
<span style="font-size: small; font-weight: normal;"><a href="http://www.nano.ucla.edu/_psw/Weiss.html">Paul Weiss</a><br /> </span><br />
<span style="font-size: small; font-weight: normal;"> </span><span style="font-size: small;"> </span><br />
<span style="font-size: small; font-weight: normal;"> </span>Jasonhttp://www.blogger.com/profile/07604088878330614366noreply@blogger.com10tag:blogger.com,1999:blog-7075752338586233501.post-47516698639165750482013-03-05T13:11:00.000-08:002013-03-06T22:41:02.503-08:00Partha Mitra Makes No Sense (to me)The Brain Activity Mapping project (BAM) has a lot to be critical of. There's the <a href="http://empiricalplanet.blogspot.com/2013/03/the-bloating-of-bam-and-how-to-sell-big.html">dubious/wise</a> choice of selling it by promising Alzheimer's cures. There's the funding angst - will the Administration choose to reduce NIH budget to accommodate this? (Something, by the way, that no one, including BAM planners, wants to see). There's the particular scientific techniques they want to explore, including the far-out "<a href="http://nucambiguous.wordpress.com/2013/02/27/bam-and-the-molecular-ticker-tape/">molecular ticker-tape</a>" strategies.<br />
<br />
But in terms of overall scientific goals, BAM should be unimpeachable.<br />
<br />
The aspirations of BAM folks are to develop new technologies that will bring them closer to the goal of recording as many neurons simultaneously as possible. This, <a href="http://empiricalplanet.blogspot.com/2013/02/bam-lets-do-neuroscience.html">as I've written before</a>, is essentially what a large chunk of neuroscience is about. We want to know how the brain works, so we record from brain cells!<br />
<br />
Enter <a href="http://mitralab.org/">Partha Mitra</a>, a Cold Spring Harbor PI who does, essentially, mouse connectomics (anatomical brain mapping) as well as computation/theory. He's written a <a href="http://www.scientificamerican.com/article.cfm?id=whats-wrong-with-the-brain-activity-map-proposal">new article</a> appearing in Scientific American that mind-bogglingly challenges the very notion that we should even TRY to record from as many neurons as possible:<br />
<br />
<blockquote class="tr_bq">
The fundamental problem with the goal of measuring every spike of every
neuron is one of conceptual incoherence: the proposal does not stand up
to theoretical scrutiny.</blockquote>
<br />
So his argument is going to be that there's no point to recording every spike from every neuron - it's a fruitless task that can only end in "incoherence."<br />
<br />
Let's go point by point through some of his contentions, and see how they hold up:<br />
<br />
<blockquote class="tr_bq">
[...] the authors imply that this correlated or collective behavior
cannot be deduced from other levels of observation (including the
circuitry), hence the imperative need for the “measure every spike”
project. </blockquote>
<br />
This is grossly misleading. In fact, the authors "imply" exactly the opposite <a href="http://www.cell.com/neuron/abstract/S0896-6273%2812%2900518-1">in the article</a> he's referencing: <br />
<br />
<blockquote class="tr_bq">
Correlating this firing activity with both the connectivity of the circuit and its functional or behavioral output could enable the understanding of neuronal codes and their regulation of behavior and mental states. </blockquote>
<br />
Note "connectivity of the circuit". The whole point of BAM is to develop new tools and record from as many neurons as possible. Then, of course, take all that information into the BAM lair and look at it in isolation from everything else! Oh wait, that's stupid. Of course the anatomy of the circuit is important. That's why they want to start with organisms like <i>C. elegans</i> which has a defined connectome and progress to preparations like the mouse retina, which is already the subject of ongoing mapping efforts.<br />
<br />
Next: <br />
<br />
<blockquote class="tr_bq">
First, brains do not exist in isolation. Spikes are driven by two
sources: the intrinsic dynamics of the neuronal network, and external
stimuli. Even if one recorded all spikes from all neurons (and for the
entire life span of the organism), to make any sense of the data one
would have to simultaneously record all external stimuli, and all
aspects of behavior. It gets worse: there will be individual variation
among animals,
and each animal will have a different environmental history. The
“comprehensive” measurement exercise would extend ad infinitum. </blockquote>
<br />
This is all true and all irrelevant. He's arguing against the strawman, essentially saying "You can't measure everything all at once! There's too much!" But does that imply that there's no value in trying to measure as many cells as possible? In developing the technologies that would make that possible? Keep in mind, one can use these technologies for whatever behaviorally-limited purpose one wants, just as we already do.<br />
<br />
Of course he does admit this:<br />
<br />
<blockquote class="tr_bq">
One could moderate the number of neurons being recorded from, control
the environmental variables, and so on — and then one has returned to
the realm of what neuroscientists are doing in any case and we have a
specialized technology development project, not a moon shot or a genome
project.</blockquote>
<br />
And yes, this IS what we have. It's not moon shot or human genome - it is what it is, and that's tech dev -> massive simultaneous single-unit recordings. So perhaps a lot of what he's writing has to do with how grandiose BAM has been made out to be so far. Yet he still has an objection to even the idea of doing massive recordings - why?<br />
<br />
<blockquote class="tr_bq">
Still, to understand whether one should focus all energies on greatly
increasing the number of neurons being recorded from, we need to answer
the <i>theoretical</i> question of what we gain by recording every
neuron. If we cannot successfully argue that comprehensive neuronal
recordings solve all our problems, then partial observations certainly
won’t. </blockquote>
<br />
True but false. We cannot argue that massive recordings solve "all our problems". But they can help solve <i>some</i> of them. It's equivalent to the "Well the connectome can't do X, so there's no point in doing it at all" argument that is <a href="http://empiricalplanet.blogspot.com/2013/03/whats-connectome-good-for-anyway.html">clearly illogical</a> on its face (and he should be aware of that, given his research!). Spikes may be all or nothing, but the value of an experimental approach isn't.<br />
<br />
<blockquote class="tr_bq">
One is not really interested in the particulars of a given animal’s
history of all spikes in the brain: one is interested in characterizing
the <i>potential</i> dynamics of neurons, under all possible circumstances .</blockquote>
<br />
First of all, "one" can be interested in all sorts of things. But to his general point - again true but false. We can be interested in characterizing the potential dynamics under <i>some</i> circumstances and still have a valuable contribution to make.<br />
<br />
<blockquote class="tr_bq">
Here is the rub: what sets the laws of the neural network? Well, it is
precisely the circuit connections and the physiology of single neurons
that the authors have dismissed. The paper would focus all resources
into multi-neuron recordings, without any plan to complete the
outstanding task of mapping out the anatomical circuitry, itself a huge
project, which we have only begun to seriously address and which
provides a much closer analog to the Genome project. The physiological
properties of neurons depend on carefully studying individual cells or
pairs of cells, also not something that is on the agenda. <b>Once the
circuit and cellular physiology is known, we can in principle derive the
pattern of every spike from every neuron, under every environmental
stimulus.</b> Network structure and cellular physiology determine the
dynamical laws governing the neurons, and therefore drive the spiking
activity .</blockquote>
<br />
Yes, there is the rub. Focus on the bolded sentence:<br />
<br />
(1A) You cannot know cellular physiology without recording from cells.<br />
(1B) There are many cells in the circuit, each with a unique physiology, even if some belong to classes or types of similar cells.<br />
(1C) Therefore recording from as many cells as possible gives you the most cellular physiology.<br />
(1D) Therefore... BAM, which seeks to develop new tech to record from many neurons simultaneously, is crap?<br />
<br />
(2A) The circuit is knowable at any one given moment, say from a connectome.<br />
(2B) Circuits change over time.<br />
(2C) Therefore it is impossible to know the pattern of all spikes "under every environmental stimulus" except for the circuit in the state it was measured to be in.<br />
(2D) Therefore that sentence should be objectionable to Partha Mitra himself on the basis of the same criteria he laid out earlier: "The
“comprehensive” measurement exercise would extend ad infinitum."<br />
<br />
Additionally, when speaking of issues with Markram's brain-from-the-bottom-up project:<br />
<blockquote class="tr_bq">
The way to resolve this is not to measure every spike from every neuron,
but to map circuit connectivity and measure cellular physiology.</blockquote>
Measuring spikes from neurons INVOLVES MEASURING CELLULAR PHYSIOLOGY BY DEFINITION. <br />
<br />
_______________<br />
<br />
<br />
I think what's motivating Partha Mitra's response is NOT what BAM is, but rather how it's being presented (and maybe a little bit of saltiness that his mouse connectome efforts aren't included in it...). The record-every-neuron thing IS unfeasible, at least in humans and probably in mice too. But to argue that it's also wrong to want to record from every neuron?<br />
<br />
I guess I just don't get it. He says, for instance, that recording from a single neuron, or pairs of neurons is okay. But "every" neuron is not theoretically sound. So, presumably, somewhere between 2 and "every", which we'll call 90 billion, there's a number at which it's no longer theoretically justified to look at individual neuronal spiking? What?<br />
<br />
In fact, he even writes:<br />
<blockquote class="tr_bq">
Over the last two decades many labs have gathered spiking data
simultaneously from dozens to hundreds of neurons. This has not yet led
to any tremendous new insight: in fact, much of the dynamics can be
captured by the study of correlations between pairs of neurons.</blockquote>
So, yeah, all you guys and girls doing calcium imaging and multi-unit recordings and multi-electrode array recordings... guess what? You haven't produced any "tremendous new insight". Only non-tremendous ones, I guess, but everyone knows those don't count. There's only the behavioral level, and the single-cell level. What's the point trying to bridge the gap?<br />
<br />
Finally, I've ignored most of what he wrote comparing neuroscience and physics on the grounds that all analogies suck and that I'm not really qualified to argue whether we can expect truly emergent properties from these kinds of recordings or not. Maybe that's his objection - he doesn't think there are emergent properties, so BAM is bad. But that's fallacious because then he's just arguing against the motivations for what's being proposed, not what's actually being proposed. <br />
<br />
_________<br />
<br />
<br />
There are issues with BAM, related to cost, possible opportunity cost, and, especially, how its communication tends to rely on the grandiose. All of that is up for debate. But the merits of the scientific goals? There's no theoretical point to recording from a massive number of neurons? Better to just wait and build a simulation from the bottom up?<br />
<br />
Ridiculous. <br />
<br />
<br />Jasonhttp://www.blogger.com/profile/07604088878330614366noreply@blogger.com0tag:blogger.com,1999:blog-7075752338586233501.post-19164792405964424852013-03-03T13:46:00.000-08:002013-03-03T13:46:20.504-08:00The Bloating of BAM and How to Sell Big Brain Science<div style="text-align: center;">
<span style="font-size: x-large;">The Bloating of BAM</span></div>
<div style="text-align: center;">
<i>a fictional retelling</i> </div>
<br />
OFFICE OF SCIENCE AND TECHNOLOGY POLICY (OSTP) : BAM planners! We're very excited by the white paper you presented us following your <a href="http://blogs.nature.com/spoonful/2013/03/qa-how-the-brain-activity-map-came-together-and-what-its-proponents-hope-to-achieve.html">Chicheley meeting</a>.<span style="font-size: small;"> Could you please<span style="font-size: small;"> shape this into a<span style="font-size: small;"> proposal for a Presidentially-endorsed project?</span></span></span><br />
<br />
<span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;">BAM<span style="font-size: small;">: Of course! How about <span style="font-size: small;">$<span style="font-size: small;">10 million for<span style="font-size: small;"> developing new nanoprobes and <span style="font-size: small;"><span style="font-size: small;">improving</span> <span style="font-size: small;">ima<span style="font-size: small;">ging so that we can <span style="font-size: small;">record from 100<span style="font-size: small;">,000+ neurons at once? <span style="font-size: small;">These new <span style="font-size: small;">technologies <span style="font-size: small;">could accelerate systems neuroscience dramatically!</span></span></span></span></span></span></span></span></span></span></span></span></span></span></span><br />
<br />
<span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;">OSTP: <span style="font-size: small;"><i>(pause)</i> Okay. That<span style="font-size: small;"> sounds great. But I don't think you understand - <span style="font-size: small;">do you think we bother the President for <span style="font-size: small;">$10 million<span style="font-size: small;">?</span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span><br />
<br />
<span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;">BAM: Sorry<span style="font-size: small;">! I meant <span style="font-size: small;">$100<span style="font-size: small;"> million!<span style="font-size: small;"> We<span style="font-size: small;"> might be able to record over <span style="font-size: small;">1,000,000 neurons</span></span></span></span></span></span> <span style="font-size: small;">and maybe even get every neuron in <i>D<span style="font-size: small;">rosophila</span></i><span style="font-size: small;"> <span style="font-size: small;">at once!</span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span><br />
<br />
<span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;">OSTP: No.<span style="font-size: small;"> <span style="font-size: small;">We w<span style="font-size: small;">ant a Presidential <span style="font-size: small;">project.</span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span><br />
<br />
<span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;">BAM: But we -</span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span><br />
<br />
<span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;">OSTP: Higher.</span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span><br />
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<span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;">BAM: <i><span style="font-size: small;">(gulp) </span></i><span style="font-size: small;"><span style="font-size: small;">Alright. We need <span style="font-size: small;">$3 <span style="font-size: small;">billion. We'll, uh, <span style="font-size: small;">be able to do all th<span style="font-size: small;">e stuff before... a<span style="font-size: small;">nd<span style="font-size: small;">, uh, yeah we can <span style="font-size: small;">totally do the entire human brain all at once. Yep, all 90 billion neurons.</span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span><br />
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<span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;">OSTP: More.</span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span><br />
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<span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;">BAM:<span style="font-size: small;"> Oh, well once we've got that, curing Alz<span style="font-size: small;">he<span style="font-size: small;">imer's and Parkinson's should be a snap.</span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span><br />
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<span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;">OSTP: Great<span style="font-size: small;">! Done.</span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span><br />
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<span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;">__________________ </span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span><br />
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<span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;">And that, Dear Reader, is how I imagine BAM ended up in<span style="font-size: small;"> the situation it<span style="font-size: small;">'</span>s in. <span style="font-size: small;">The <span style="font-size: small;">scientist<span style="font-size: small;">s behind B<span style="font-size: small;">AM all seem like very reasonable people who would <span style="font-size: small;">certainly tell you in private that it's ridiculous to expect to be able to<span style="font-size: small;"> record from e<span style="font-size: small;">very neuron in the human brain <span style="font-size: small;">any time in the next 100 years. <span style="font-size: small;">Their language, in <a href="http://www.cell.com/neuron/abstract/S0896-6273%2812%2900518-1">the</a><span style="font-size: small;"><a href="http://www.cell.com/neuron/abstract/S0896-6273%2812%2900518-1"> initial Neuron article</a>, is tentative on<span style="font-size: small;"> <span style="font-size: small;">human research, and <a href="http://news.sciencemag.org/scienceinsider/BAM.Kavli_Futures10_final_report.pdf">the minutes from the Caltech meeting</a> <span style="font-size: small;">this year <span style="font-size: small;">suggest that "million-neuron march" (in mice) is <span style="font-size: small;">what they see as a more realistic goal. Yet there the<span style="font-size: small;"> Pres<span style="font-size: small;">ident is, making oblique references to BAM <span style="font-size: small;">curing Alz<span style="font-size: small;">heimer's in the <span style="font-size: small;"><a href="http://www.nytimes.com/2013/02/13/us/politics/obamas-2013-state-of-the-union-address.html?pagewanted=all&_r=0">State of the Union</a><span style="font-size: small;">, followed thereafte<span style="font-size: small;">r by <a href="http://www.nytimes.com/2013/02/18/science/project-seeks-to-build-map-of-human-brain.html">the giddy </a><span style="font-size: small;"><a href="http://www.nytimes.com/2013/02/18/science/project-seeks-to-build-map-of-human-brain.html">announcement</a> in the New York Times.</span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span><br />
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<span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;">This is <span style="font-size: small;">the critical communication<span style="font-size: small;"> problem<span style="font-size: small;"> for BAM: it's <span style="font-size: small;">promising something it fundamentally can't deliver<span style="font-size: small;"> in <span style="font-size: small;">any reasonable time frame.</span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span><br />
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<span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;">So how do we resolve this dilemma? Can we? </span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span><br />
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<span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;">Actually, wait a minute - <span style="font-size: small;">s</span>hould we even bother? </span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span><br />
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<span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;">As I thought <span style="font-size: small;">about it more and talked to some people around campus here, I've come to think that maybe <span style="font-size: small;">we <i><span style="font-size: small;">shouldn't</span></i><span style="font-size: small;"> <span style="font-size: small;">fix the co<span style="font-size: small;">mmunication <span style="font-size: small;">problem.<span style="font-size: small;"> I<span style="font-size: small;"> mean, he<span style="font-size: small;">re's the <span style="font-size: small;">two basic <span style="font-size: small;">ways to sell this thing, sta<span style="font-size: small;">rting with <a href="http://blogs.nature.com/spoonful/2013/03/qa-how-the-brain-activity-map-came-together-and-what-its-proponents-hope-to-achieve.html">what</a><span style="font-size: small;"><a href="http://blogs.nature.com/spoonful/2013/03/qa-how-the-brain-activity-map-came-together-and-what-its-proponents-hope-to-achieve.html"> people are saying in interviews</a>, but isn't showing up in the headlines:</span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span><br />
<span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><br /><b>(1) Retrench around "million neuron <span style="font-size: small;">march" and technology development</span></b></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span><br />
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<span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;">It's <span style="font-size: small;">both <span style="font-size: small;">re<span style="font-size: small;">as<span style="font-size: small;">onable and <span style="font-size: small;">excitingly</span></span> am<span style="font-size: small;">bitious to frame BAM this way: "<span style="font-size: small;">Let us develop breakthrough technologies that will help us<span style="font-size: small;"> measure <span style="font-size: small;">the brain <span style="font-size: small;">o<span style="font-size: small;">n a scale we've never done before. The tools we develop for generating<span style="font-size: small;"> and analyzing the <span style="font-size: small;">data will <span style="font-size: small;">revolutionize neuroscience a<span style="font-size: small;">nd <span style="font-size: small;">bring us clo<span style="font-size: small;">ser to understanding how the <span style="font-size: small;">building blocks <span style="font-size: small;">of the brain are really put to<span style="font-size: small;">gether."</span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span><b><span style="font-size: small;"> </span></b></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span><br />
<br />
<span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;">But this is also frustrating<span style="font-size: small;">ly abstract. As a<span style="font-size: small;"> neuroscientist<span style="font-size: small;">, hell yes! As a member of the public, or Congress? Ya<span style="font-size: small;">wn.</span></span></span></span></span></span><span style="font-size: small;"><span style="font-size: small;"> You don't get $<span style="font-size: small;">3 <span style="font-size: small;">bi<span style="font-size: small;">llion for a "million neuron march". And <span style="font-size: small;">with tha<span style="font-size: small;">t reality in mind<span style="font-size: small;">,</span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span><br />
<br />
<span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><b><span style="font-size: small;">(2) Why not oversell it<span style="font-size: small;">?</span></span></b></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span><br />
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<span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;">Hey, why not claim that you're going to map the <span style="font-size: small;">human brain and cure disease<span style="font-size: small;">?</span> After all, that's what everyone <span style="font-size: small;">in basic neuro ends up doing anyway in their grant proposals and pu<span style="font-size: small;">blications. albeit on a smaller scale. There was a period <span style="font-size: small;">not too long ago when every <span style="font-size: small;">paper about synapses had three sentences at the end about<span style="font-size: small;"> autism<span style="font-size: small;">, even when <span style="font-size: small;">nothing they did was <span style="font-size: small;">anything other than remotely linked to the disorder.</span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span><br />
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<span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;">The logic here is as follows: <span style="font-size: small;">members of the</span> public (and Congress) <span style="font-size: small;">don't really pay attention to Big Science once it's been funded. For instance, Mic<span style="font-size: small;">hael Eisen has been dropping <a href="https://twitter.com/mbeisen/status/307722914533367808">acid</a> <a href="https://twitter.com/mbeisen/status/307723086713745408">tweets</a> about BAM since <span style="font-size: small;">the news broke, mainly informed by his poor experience with something called <a href="http://encodeproject.org/ENCODE/">ENCODE</a><span style="font-size: small;">, another Big Science initiative. But I d<span style="font-size: small;">idn't ev<span style="font-size: small;">en know what ENCODE was<span style="font-size: small;"> until seeing his comments, and I'm a <span style="font-size: small;">pretty-well informed member of the public (I think).</span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span><br />
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<span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;">So i</span>t doesn't matter if BAM <span style="font-size: small;">can't</span> deliver on the human brain <span style="font-size: small;">- after all we'd still be able<span style="font-size: small;"> to deliver on a bunch of other really cool things that <span style="font-size: small;">actually migh<span style="font-size: small;">t just revolutionize the field and be<span style="font-size: small;">nefit society in other ways. One faculty member I spoke with compared it to stem cells - the public was initially sold on stem cells by <span style="font-size: small;">arguing that <span style="font-size: small;">we <span style="font-size: small;">would be able to use them to cure all sorts of diseases in 5 years. Naturally, Calif<span style="font-size: small;">ornia voters appropriated <span style="font-size: small;"><a href="http://ballotpedia.org/wiki/index.php/California_Proposition_71,_Stem_Cell_Research_%282004%29">$3 billion</a><span id="goog_1539906518"></span><span id="goog_1539906519"></span> to study <span style="font-size: small;">the<span style="font-size: small;">m</span>. <span style="font-size: small;"><span style="font-size: small;">So h</span>ave we cured all sorts of diseases? No, but good science got done<span style="font-size: small;"><span style="font-size: small;"> and we're closer to those<span style="font-size: small;"> cured-disease endpoints than we w<span style="font-size: small;">ould have been without the money (well, we think we are, anyway).</span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span><b><span style="font-size: small;"> </span></b></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span><br />
<br />
<span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;">I'm personally a<span style="font-size: small;"> bit uneasy about th<span style="font-size: small;">is approach (not a huge fan of <span style="font-size: small;">lying and all)</span>, but I can't deny that there's a certain pr<span style="font-size: small;">agmati<span style="font-size: small;">sm to it. There's no way anyone is going to give this much money to do basic neuroscience dressed as i<span style="font-size: small;">tsel<span style="font-size: small;">f</span></span> - so it's either you don't go for this much money or yo<span style="font-size: small;">u <span style="font-size: small;">bloat the project with grandiosity. </span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span><br />
<br />
<span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;">Reme<span style="font-size: small;">mber<span style="font-size: small;"> too that</span> this is no <a href="http://en.wikipedia.org/wiki/Superconducting_Super_Collider">superconducting super collider</a> - even if Congress pulls the plug on this thing two y<span style="font-size: small;">ears in, that's still <span style="font-size: small;">$600 million dollars<b> </b></span></span></span></span></span></span></span></span></span></span></span><span style="font-size: small;">spent on basic neuroscience res<span style="font-size: small;">earch</span>. Would that be such a bad thing?</span><b><span style="font-size: small;"> </span></b> </span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span><br />
<span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"> </span></span> </span></span></span></span></span></span></span> </span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span> </span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span>Jasonhttp://www.blogger.com/profile/07604088878330614366noreply@blogger.com0tag:blogger.com,1999:blog-7075752338586233501.post-73907922566460485162013-03-01T10:09:00.000-08:002013-03-01T10:14:21.387-08:00What's a connectome good for anyway?<span style="font-size: large;">Part One: <i>C. elegans</i>, connectomes, and model organisms </span><br />
<br />
If you've been following the Brain Activity Map (BAM) buzz out there, you've probably stumbled across an incarnation the following meme:<br />
<br />
<a href="http://www.plosbiology.org/article/info%3Adoi%2F10.1371%2Fjournal.pbio.1001411">Sciencey</a>:<br />
<blockquote class="tr_bq">
Indeed, the complete wiring diagram, or “connectome,” is known for only a single nervous system, that of the tiny worm <i>C. elegans</i>, with 302 neurons connected by about 7,000 synapses <a href="http://www.plosbiology.org/article/info%3Adoi%2F10.1371%2Fjournal.pbio.1001411#pbio.1001411-White1">[5]</a>,<a href="http://www.plosbiology.org/article/info%3Adoi%2F10.1371%2Fjournal.pbio.1001411#pbio.1001411-Varshney1">[6]</a>. Interestingly, the utility of the connectome in <i>C. elegans</i>
is somewhat limited because function is highly multiplexed, with
different neurons performing different roles depending on the state of
neuromodulation <a href="http://www.plosbiology.org/article/info%3Adoi%2F10.1371%2Fjournal.pbio.1001411#pbio.1001411-Bargmann1">[7]</a>, possibly as a mechanism for compensating for the small number of neurons.</blockquote>
<a href="http://incubator.rockefeller.edu/?p=730">Bloggy</a>: <br />
<blockquote class="tr_bq">
The only complete microscale connectome was <a href="http://rstb.royalsocietypublishing.org/content/314/1165/1">mapped</a> back in 1986: the nervous system of a nematode worm called <i><a href="http://en.wikipedia.org/wiki/Caenorhabditis_elegans">C. elegans</a></i>.
This worm has a total of 302 neurons, which make only 7,000 connections
– far fewer than the trillions in our own brain. So can we predict or
simulate a worm’s actions as the BAM proposal suggests we could? </blockquote>
<blockquote class="tr_bq">
In a word… No.</blockquote>
<a href="https://twitter.com/leonidkruglyak/status/303633436042735617">Twittery</a>: <br />
<div style="text-align: left;">
<blockquote class="twitter-tweet" data-conversation="none">
@<a href="https://twitter.com/eperlste">eperlste</a> @<a href="https://twitter.com/mbeisen">mbeisen</a> @<a href="https://twitter.com/emckiernan13">emckiernan13</a> @<a href="https://twitter.com/debivort">debivort</a> C. elegans nervous system 302 neurons. Connectivity known. Decades of study; don't understand it.<br />
— Leonid Kruglyak (@leonidkruglyak) <a href="https://twitter.com/leonidkruglyak/status/303633436042735617">February 18, 2013</a></blockquote>
</div>
<script async="" charset="utf-8" src="//platform.twitter.com/widgets.js"></script>
<i><br /></i>And introducing...<i>C. LOLegans</i>:<br />
<br />
<div class="separator" style="clear: both; text-align: center;">
<a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjcuG6I4Fz6MVROPKdtdCv8GybGxMwifIg7cZtIHv6CUPDL5GylQym-4hpKrH6DbSCvZIdfwj1X7lu-8OhjJWyGaGZERUmeGolHejin3FPYSZCPmirsCr4y8FIq91sDrPAafzfHDQZzX8CK/s1600/c+lolegans.png" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjcuG6I4Fz6MVROPKdtdCv8GybGxMwifIg7cZtIHv6CUPDL5GylQym-4hpKrH6DbSCvZIdfwj1X7lu-8OhjJWyGaGZERUmeGolHejin3FPYSZCPmirsCr4y8FIq91sDrPAafzfHDQZzX8CK/s1600/c+lolegans.png" height="400" width="387" /></a></div>
<div class="separator" style="clear: both; text-align: center;">
</div>
<br />
<span style="color: #0000ee;"><span style="color: #0000ee;"><span style="color: #0000ee;"><span style="color: #0000ee;"><span style="color: #0000ee;"><span style="color: #0000ee;"><span style="color: #0000ee;"><span style="color: #0000ee;"><span style="color: #0000ee;"> </span></span></span></span></span></span></span></span></span>______________<br />
<br />
<br />
A connectome, for those uninitiated into <span style="color: black;"><a href="http://www.ted.com/talks/sebastian_seung.html">the church of Sebastian Seu</a><a href="http://www.ted.com/talks/sebastian_seung.html">ng</a>, is the complete wiring diagram of a nervous system. Every single neuron, every single connection between them. Which means, if you're fond of the brain-as-computer analogy, that knowing the connectome naturally leads to knowing <i>everything</i>. Once we figure out how it's all wired, surely we'll know how the thing works, right?</span><br />
<br />
Except, as the quotes above attest, it's rather easy to blowtorch the connectome-as-holy-grail strawman. <br />
<br />
For one thing, it turns out that brains aren't computers. Connectomes are static images of fundamentally dynamic systems whose physical architecture can and does change over time (not so much with computers). Even within that static snapshot, you can't tell if a given synapse is excitatory or inhibitory or silent. You can't tell how strong each synapse is nor what neurotransmitter is released at each one. Can you even find electrical synapses? And good lord, what about neuromodulators? These are neurotransmitters that can be released at great distance from their site of action, and can fundamentally alter the state of the system. On and on and on and on, there's SO MUCH that connectomes don't tell us.<br />
<br />
So what's a connectome good for anyway?<br />
<br />
Let's give <a href="http://newswire.rockefeller.edu/2013/02/20/cori-bargmann-titia-de-lange-win-inaugural-breakthrough-prizes-worth-3-million/">$3 million award winner</a> Cori Bargmann a <a href="http://www.scientificamerican.com/article.cfm?id=c-elegans-connectome">chance to answer that</a>:<br />
<br />
<blockquote class="tr_bq">
"Some people say we don't know anything about how <i>C. elegans</i>'s brain works and I am like, 'Yes, we do!'" says <span style="color: black;"><a href="http://lab.rockefeller.edu/bargmann/">Cornelia Bargmann</a></span>
of The Rockefeller University, who has studied the nematode for more
than two decades and attended the Columbia debate. "A lot of what we
know about <i>C elegans</i>'s rapid behaviors we have learned through
and with the connectome. Every time we do an experiment, we look at
those wiring diagrams and use them as a starting point for generating
hypotheses."</blockquote>
<br />
The connectome, in other words, is a beginning, not a destination. Understanding the function of the nervous system - the nitty-gritty of how it senses the environment and generates behavior - certainly involves the connectome. But ultimately functional understanding comes from functional studies.<br />
<br />
Fine, you might say, but if we've had the <i>C. elegans</i> "starting point" since 1986, how come we still don't understand it? If the thing's only got 302 neurons and 7000 synapses, you'd think you guys could sort it out in twenty-six years, right?<br />
<br />
Here's my contention:<br />
<br />
The problem isn't that it's just too hard to understand how 302 neurons and 7000 synapses form the basis for a functional nervous system that intakes sensory information from its environment, integrates it, and generates behavioral responses. The problem is that it's hard to understand how those 302 neurons and 7000 synapses do all that -- in <i>C. elegans</i>. It ain't the neurons' fault - it's the animal they're in.<br />
<br />
<i>C. elegans</i> is a wonderful experimental system. You can mess with its genes - turning on specific genes in specific neurons. You can create mutant animals that express genes the wild type <i>C. elegans</i> genome lacks. You can employ both sensory and behavioral assays. You can look at one neuron in one animal and find the homologous neuron in another (a real luxury!).<i> </i>And you have the connectome.<br />
<br />
But the connectome is supposed to lead to function, and testing function ultimately involves some form of physiology.<br />
<br />
When I say "physiology" I mean any technique that a scientist can use to monitor neuronal electrical activity directly or indirectly. If the connectome gives you the wiring diagram, physiology gives you the tools to discern the properties of the resistors, transistors, capacitors, and whatever else is on the circuit board. So if you see from the connectome that neuron A is connected to neuron B, you would use physiological techniques to determine exactly how strong that connection is, for example. Does that connection's strength vary in the presence of different neuromodulators? Different behavioral states? Is it plastic - can it adapt over time?<br />
<br />
Unfortunately, it's with this kind of physiology that <i>C. elegans</i> as an experimental model organism historically has had its shortcomings.<br />
<br />
<a href="http://en.wikipedia.org/wiki/Electrophysiology">Traditional physiology</a> means electrodes. Ultra-fine-tipped glass tubes that you poke into a target neuron in order to record its electrical state. This, in <i>C. elegans,</i> is HARD. <a href="http://www.wormbook.org/chapters/www_intromethodsneurophys/intromethodsneurophys.html">It's been done</a> - but it's not fun. Because the whole animal is only 1 millimeter long, the neurons are super-tiny (2-3 microns) - and they're encased underneath a body wall of an animal that's fond of moving. Without going into details, let's just say that it's beyond the realm of possibility that someone will be able to do pairwise recordings (that is, sticking an electrode into neuron A and another one into neuron B) between all 302 neurons in order to figure out how exactly the synaptic connections observed in the connectome relate to their functional strengths. Traditional, direct physiology is out when it comes to making the "brain activity map" for <i>C. elegans</i>.<br />
<br />
What about indirect physiology? There's more promise here. Neurons in <i>C. elegans</i> undergo upticks in intracellular calcium when they're active. We can measure this signal by forcing the neurons to express a gene that encodes a special fluorescent protein whose intensity varies directly with calcium concentration. High calcium -> high fluorescence. Of course, calcium is only an indirect measure of electrical activity, and therefore it's still rather difficult to go from calcium imaging to full-blown circuit busting. For instance, you can know that neuron A and B are synaptically linked (from the connectome), and that when A experiences a bump in calcium, B tends to as well. But this is the crudest measurement of synaptic strength - to truly understand the functioning of the circuit, one would need to measure the actual electrical currents within B as A is active.<br />
<br />
Nevertheless, linking sensation, behavior, and calcium imaging with the connectome is a major goal of current <i>C. elegans</i> research. And this goal is precisely <a href="http://www.sciencedirect.com/science/article/pii/S0896627312005181">what's being proposed as a first step</a> in the BAM project:<br />
<br />
<blockquote class="tr_bq">
C. elegans is the only complete connectome (302 neurons and 7,000 connections) (White et al., 1986), and all of its neurons could be imaged simultaneously with two-photon imaging and genetic calcium indicators.</blockquote>
<br />
With such comprehensive imaging data (every neuron at once!) of <i>C. elegans</i> engaging in various sensory and behavioral assays, one effectively generates a real brain activity map. It's hoped, then, that computational modeling will be able to bridge the gap and generate testable hypotheses explaining how the observed activity is linked to the known connectome. And <span class="Latn">voilà</span>! The structure-function nut is cracked wide-open.<br />
<br />
Great! you might be thinking. With 3 billion dollars, BAM is going to help us solve the nematode brain!!<br />
<br />
Ok, you weren't thinking that. But the beauty of neurons is that they be neurons wherever they be neurons. The principles that we discover within the structure-function relationship of the <i>C. elegans</i> nervous system are likely to be common to other animals. Or at least that's the hope!<br />
<br />
Of course, there will be differences as well, probably some surprising ones too. In Part Two (<span style="font-size: xx-small;">to be written when I get around to it...</span>) I'll take a look at the state of connectomics in the famousest of all experimental organisms: the mouse.Jasonhttp://www.blogger.com/profile/07604088878330614366noreply@blogger.com2tag:blogger.com,1999:blog-7075752338586233501.post-25657737072885828232013-02-18T12:00:00.002-08:002013-02-22T18:11:29.621-08:00BAM! Mind control! (UPDATED)About this time last year, I was at a recruitment event for our program when I got to talking to a professor who attended. We got on to fancy new techniques, and somehow arrived at a moment in the conversation like this:<br />
<br />
<blockquote class="tr_bq">
Him: "Well it's not just going to be about connectomes anymore. People are in meetings now where they're talking about recording the activity of every single neuron and getting an 'activity-ome'. " </blockquote>
<blockquote class="tr_bq">
Me: "What? How is that even possible? Are they going to make little nano-bots to attach to every neuron and somehow record from them?" </blockquote>
<blockquote class="tr_bq">
Him: "Actually, yes that's exactly what So-and-So wants to do."</blockquote>
<br />
Now, this conversation was mainly about the Allen Brain Institute and where that was going, but it seems that these conversations he was referencing also eventually led to the <a href="http://www.nytimes.com/2013/02/18/science/project-seeks-to-build-map-of-human-brain.html?hp&_r=0">Brain Activity Map Project</a> now in the news (people from Allen, including So-and-So, are listed in the acknowledgments of the BAM project's <a href="http://www.sciencedirect.com/science/article/pii/S0896627312005181">NeuroView article in Neuron</a>).<br />
<br />
So, uh, what's this nanotechnology stuff then? Here's their plan:<br />
<ul>
<li>Make a tiny synthetic cell (5 micron diameter)</li>
<li>Fill said cell with synthetic <a href="http://en.wikipedia.org/wiki/DNA_polymerase">DNA polymerases</a>, a template sequence of DNA, and a bunch of free nucleotides (As, Cs, Ts, and Gs that are floating around freely, unconnected)</li>
<li>The DNA polymerases will polymerize DNA (like they do). This means they latch onto the template strand, open it up, and read the template all while constructing a copy made from the freely floating nucleotides.</li>
<li>Every now and then, these DNA polymerases make mistakes. For this purpose, the interesting part is that they make mistakes when there are high levels of calcium ions present. It just so happens that when neurons spike, lots of calcium comes inside their membrane from where it was floating around outside.</li>
<li>So, take this synthetic cell full of template DNA and synthetic DNA polymerases, and get it to fuse to the soma of a neuron (no problem...), perhaps via a <a href="http://en.wikipedia.org/wiki/Gap_junction">gap junction</a> (although that isn't mentioned).</li>
<li>Now when the neuron fires, calcium enters it and freely diffuses into the attached synthetic cell, causing an error in DNA synthesis. That error is recorded in the DNA. They claim it's theoretically possible to record something like an entire week of spiking data in this manner.</li>
</ul>
Sound crazy? Maybe. What we do now is stick electrodes into neurons, which directly record their spikes by sensing the flow of ion-mediated currents. That gets sent into an electronics box and eventually a computer that records the currents over time. This approach is like making a biological electrode and recording system all in one tiny 5 micron package.<br />
<br />
But wait - where does the mind control come in? Well that comes from this passage in their paper (my emphasis):<br />
<br />
<blockquote class="tr_bq">
Potential options for a <b>human</b> BAMProject include wireless electronics,safely and transiently introducing engineered cells to make tight (transient) junctions with neurons for recording and <b>possibly programmable stimulation</b>, or a combination of these approaches. </blockquote>
<br />
So the goal is to make these little biological recorders, and somehow introduce them "safely and transiently" into a person's brain. Which, if I had to fill in the dots, basically means injecting a bunch of these into your spinal canal, and letting them diffuse into the brain through the ventricular system. I can't see tiny cells getting across the blood-brain barrier otherwise.<br />
<br />
Would this be safe? Uh... maybe? As a labmate of mine put it, "I'm not going to let some scientists transiently change the capacitance of my neurons." This references the fact that by attaching a fake cell to your existing cell, you might be changing the properties that govern how your existing cell normally functions. And that might not be a big deal, or it might be terrible.<br />
<br />
What makes it transient? Not sure; there's no mechanism proposed.<br />
<br />
And once you're done with the week of recording, how do you collect all these biological recorders? If they just come loose and you do a lumbar tap to suck them out later, how on Earth do you figure out where in the brain they did their recording? The people behind this project are super-duper smart so they must have some idea for solving this, but if so they're not putting it out in public yet. <br />
<br />
Finally, what's this "possibly programmable stimulation" part? Apparently there's some way to get these cells to not just record the neurons they're attached to, but also stimulate them. In effect, to control what they do. This isn't that novel an idea - we do it all the time in other animals. In fact, we do this in humans all the time as well. For instance, we take surgical patients and zap their exposed cortex to map out areas that control important functions so that they aren't damaged. But to do so in a non-invasive setting with "normal" patients?<br />
<br />
As they later admit:<br />
<br />
<blockquote class="tr_bq">
There are also potential ethical ramifications of the BAM Project that will arise if this technology moves as swiftly as genomics has in the last years. These include issues of <b>mind-control</b>, discrimination, health disparities, unintended short- and long-term toxicities, and other consequences.</blockquote>
Uh...<br />
<br />
Good on them for being up-front about the "potential ethical ramifications". They could have left that point out, but they didn't. I'm worried, though, that this might turn into a really nice Rush Limbaugh talking point:<br />
<br />
"<i>Obama wants to spend billions of your tax-payer dollars to make nano-machines that they can put in your brain and read your thoughts. Not just that - they can do mind control. Mind control. I'm not making this up, folks. It's in the paper these scientists wrote, verbatim. Mind control.</i>"<br />
<br />
After all, this is a minor thing. It's not a proven technology. It's just a dream on a piece of paper. The rest of what they propose is great - and it's especially clever in setting up a nice funding side-pot for doing the basic neuroscience research that they wanted to do anyway. But this part is already in the press. In fact, it's the only part in the press:<br />
<br />
<blockquote class="tr_bq">
One possibility is to build a complete model map of brain activity by
creating fleets of molecule-size machines to noninvasively act as
sensors to measure and store brain activity at the cellular level. The
proposal envisions using synthetic DNA as a storage mechanism for brain
activity. (<a href="http://www.nytimes.com/2013/02/18/science/project-seeks-to-build-map-of-human-brain.html?hp&_r=0">NYTimes</a>)</blockquote>
<br />
Which means this mind control thing is going to come up eventually.<br />
<br />
So to the BAM people: better figure out how to communicate around this! If this is your flagship technique that makes the whole thing worthwhile because you could do it in humans, you better have some good explanations for how the benefits of developing this technology outweigh the risks enough to justify the cost of the project.<br />
<br />
Or maybe that won't matter because House Republicans don't want to spend on anything.<br />
<br />
UPDATE:<br />
<br />
Prescience <a href="http://www.esquire.com/the-side/feature/obama-brain-control-map">confirmed</a>, readers! I am the Muad'Dib of neuroscience. (too nerdy?)<br />
<br />
Anyway, one small point:<br />
<br />
Any objection to BAM that says "whoa, we can't do mind control!!11!" implies that not doing BAM means no mind control. That's silly. Technology plods ever onward - BAM only accelerates the pace. The authors are right, as I said, to address the ethics now. That said, they don't have an ethics problem right now. Right now, it's a communication problem - they're selling this like a human project (or, at least, the NYTimes sold it that way) and this <strike>dream</strike> technique is all they've got for doing million-neuron recordings in humans.<br />
<br />
<br />
<br />
Works Cited:<br />
<div class="separator" style="clear: both; text-align: center;">
<a href="http://www.sciencedirect.com/science/article/pii/S0896627312005181"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEh1p7hsFuYmyL9wxQH3R7qzSCvMn-dM0CGxUSrC8_f8muF8hdiGuLLG6oI9Y2K0e7ZLrjozQKPFEpHL3dO5IvhyNEZANdmCZSYYhio-cWZdiAcJe0nIQgyKABe9X5gBUR-KXTsjIPJtKxT7/s1600/BAM+citation.png" height="385" width="400" /></a></div>
<br />Jasonhttp://www.blogger.com/profile/07604088878330614366noreply@blogger.com0tag:blogger.com,1999:blog-7075752338586233501.post-41203742227349135082013-02-18T11:04:00.001-08:002013-02-18T12:08:05.303-08:00BAM! Let's do neuroscience!Holy crap we're going to <a href="http://www.nytimes.com/2013/02/18/science/project-seeks-to-build-map-of-human-brain.html?hp&_r=0">map the Entire Human Brain</a>!!<br />
<br />
Well... sort of. I have to admit, as someone who does "connectomics", my first thought when I saw the headline in the NYTimes was "I'm going to have a job!" So I won't be too critical... but I thought my regular readers (that's you, Mom and Dad) might want a little background info about what's going on with this "Brain Activity Map Project" that Obama is apparently going to propose. It's being compared to the Human Genome Project, and is being framed entirely from the human perspective:<br />
<br />
<blockquote class="tr_bq">
<div itemprop="articleBody">
The project, which the administration has been looking to unveil as
early as March, will include federal agencies, private foundations and
teams of neuroscientists and nanoscientists in a concerted effort to
advance the knowledge of the brain’s billions of neurons and gain
greater insights into perception, actions and, ultimately,
consciousness. </div>
<div itemprop="articleBody">
</div>
</blockquote>
<blockquote class="tr_bq">
Scientists with the highest hopes for the project also see it as a way
to develop the technology essential to understanding diseases like <a class="meta-classifier" href="http://health.nytimes.com/health/guides/disease/alzheimers-disease/overview.html?inline=nyt-classifier" title="In-depth reference and news articles about Alzheimer's Disease.">Alzheimer’s</a> and <a class="meta-classifier" href="http://health.nytimes.com/health/guides/disease/parkinsons-disease/overview.html?inline=nyt-classifier" title="In-depth reference and news articles about Parkinson's Disease.">Parkinson’s</a>, as well as to find new therapies for a variety of mental illnesses. </blockquote>
<blockquote class="tr_bq">
<div itemprop="articleBody">
Moreover, the project holds the potential of paving the way for advances in artificial intelligence. </div>
</blockquote>
<br />
Jeez! Heady!<br />
<br />
So what's the deal?<br />
<br />
Well the gist of it is that a bunch of really famous neuroscientists all got together and figured out how to fund what they want to do anyway. I've read the outlines of their proposal as it stood last June (you can find it <a href="http://www.cell.com/neuron/abstract/S0896-6273%2812%2900518-1">here</a>) and I'll list briefly what they want to do: <br />
<br />
<ul>
<li>Do calcium imaging of neuronal circuits</li>
<li>Do voltage imaging of neuronal circuits</li>
<li>Make new multiunit electrodes to record neuronal circuits</li>
<li>Play with some new ideas for recording from neurons by transiently attaching synthetic cells to neurons and using their DNA to record spike trains (another post on this part later...)</li>
</ul>
Basically, they want to do neuroscience. Recording neuronal circuits, understanding their properties, linking them to structural connectomes, linking them to behaviors, understanding disease states... that IS neuroscience. BAM = neuroscience funded outside the normal NIH pool.<br />
<br />
It's clear that humans weren't an original focus either. Rather, they state a modest progression: starting with C. Elegans and Drosophila, moving to the mouse retina and maybe, if they're lucky:<br />
<br />
<blockquote class="tr_bq">
Finally, it would also be interesting to consider mapping the cortex of the Etruscan shrew, the smallest known mammal, with only a million neurons.</blockquote>
<br />
The Etruscan shrew!!!<br />
<br />
Only in the most aspirational terms are humans mentioned:<br />
<br />
<blockquote class="tr_bq">
For a long-term goal (15 years), we would expect that technological developments<br />
will enable the reconstruction of the neuronal activity of the entire neocortex of an awake mouse, and proceed toward primates. We do not exclude the extension of the BAM Project to humans, and if this project is to be applicable to clinical research or practice, its special challenges are worth addressing early.</blockquote>
<br />
But! Who knows how that's changed since June, when their article was published. They obviously got someone important to listen (Collins?) and eventually Obama heard it too.<br />
<br />
And from Obama's point of view, this makes great sense. He's always looking for small ways he can do stimulus these days - this is one. Everyone loves solving brain diseases. And wouldn't that help slow the long-term growth in health-care costs?<br />
<br />
Of course, there will be objections, including one that could give Republicans an opening. The ethics of mind control. <a href="http://empiricalplanet.blogspot.com/2013/02/bam-mind-control.html">More on that here</a> :-)<br />
<br />
Works Cited:<br />
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Jasonhttp://www.blogger.com/profile/07604088878330614366noreply@blogger.com4