How many neurons do we really have? (And why we might have 10x fewer glia than we previously thought.)

May 19, 2012

This article is my translation of this Brazilian article  by RICARDO ZORZETTO (with lots of help from google translate)

Revising the Numbers

Get to know the anatomy of the human brain, especially how researchers got to a figure of 86 billion neurons,instead of the 100 billions previously estimated.

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On Wednesday, January 11, researchers Casarsa Frederico Azevedo and Moraes Carlos Humberto performed an unusual task for neuroscientists. They covered a shelf along the wall with white cardboard to hide the window behind it. They cleared a granite benchtop, moving beakers, pipettes and reagents to an adjacent bench already littered with glassware and equipment. They  were preparing Dr. Roberto Lent’s lab at the University Federal of Rio de Janeiro (UFRJ) for a photo and video shoot. They wanted to record in detail the operation of a machine they began creating seven years ago, which they plan to patent–the automated cell fractionator. Good scenery couldn’t hurt.

The complicatedly-named device is almost a meter high and resembles a garbage disposal. It contains electric motors that Read the rest of this entry »

Genoeconomics – Can genetic variation predict economic decisions?

May 13, 2012

Yes, Vernon L. Smith rocks a ponytail.

First, experimental economists and psychologists like nobel laureates Vernon L. Smith and Daniel Kahneman taught us that we aren’t economically rational–we’re influenced by biases and we use flawed heuristics (though often in very testable, repeatable ways).(1)

Then, Neuroeconomists showed that biology affects economic decisions–internasal oxytocin raises trust in risky exchanges, serum serotonin levels predict whether one will accept or reject an unfair offer from a stranger, and fMRIs demonstrate what brain systems are involved in our economic decision making.

Unfair offers in the ultimatum game conflict between emotional and cognitive more rational systems. (a) Areas in orange show greater activation following unfair as compared with fair offers–bilateral anterior insula and anterior cingulate cortex (ACC, right) and dorsolateral prefrontal cortex (dlPFC, left) (P<0.001). (b) Higher levels of right anterior insula activation predicts rejection of unfair offers. Sanfey (2006) Trends in Cognitive Sciences

Now, as The Boston Globe reports, genoeconomists are taking it further, confident they can use genetic variation to predict variation in financial behavior. (To which Princeton geneticist Leon Kruglyak tweeted “doubt it.”Read the rest of this entry »

Using machine learning, Harvard researchers create a web-based tool to diagnose autism in minutes

May 8, 2012

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Original full text of the study available from Translational Psychiatry here.

Conventionally, children are diagnosed using Autism Diagnostic Interview, Revised (ADI-R) a 93-question survey, and/or the Autism Diagnostic Observation Schedule (ADOS) which measures behavior. The two test can take up to 2.5 hours and must be administered by clinical professionals.  Dennis Wall–the lead author of the paper and director of the computational biology initiative at Harvard Medical School–says that “with the rising incidence of Autism parents often have to wait more than a year after initial warning signs and an appointment with a professional for official diagnoses,” and the earlier behavioral interventions start, the better.

Wall and colleagues set out to speed up diagnoses. Using machine learning analysis of ADI-R they found that only 7/93 questions were needed for near accuracy. Applying the same techniques to ADOS, they used an ADTree machine learning algorithm to shorten the test from 29 to 8 steps.

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Schematic of the refined ADOS diagnostic classifier generated using ADTree machine learning algorithm. One follows each path originating from the top node and increments or decrements a prediction variable. At the end, if the variable is negative it indicates autism, with the magnitude corresponding to the confidence. Eight items were found to be significant:A2-Frequency of Vocalization Directed to Others, B1-Unusual Eye Contact, B2-Responsive Social Smile, B5-Shared Enjoyment in Interaction, B9-Showing, and B10-Spontaneous Initiation of Joint Attention, C1-Functional Play with Objects, and C2-Imagination / Creativity. Two items appeared more than once in the tree (B9 and B10) indicating they may be especially important for screening. Wall (2010) Translational Psychiatry

With the refined ADOS after training on one set of data, it classified two other sets of data, correctly diagnosing 334/336 individuals with autism, and with 94% specificity on a collection of observed and simulated non-spectrum controls.

A veritable christmas tree of good results from the ADTree algorithm

Wall (2010) Translational Psychiatry

Combined, the changes shorten the tests by nearly 95 percent–from around 2.5 hours to around 8 minutes. What’s more, Wall wants to put these tests online,so that the ”caregiver will be able to take the crucial first steps to diagnosis and treatment from the comfort of their own home, and in just a few minutes.” Wall also asks the Autism community to help with the effort, by having the family member of someone clinically diagnosed with autism take an online survey or submit a short video to help verify and improve their tests.

Of course, autism diagnoses like most current psychiatric disorder diagnoses, are somewhat arbitrary in where they draw the line between Autism and Autism-like traits in neurotypical people. The algorithms may have to be adjusted next year with the release of the new psychiatric diagnostic manual, DSM 5.

Hopefully, these new tests will catch on within the psychiatric community increasing access to early diagnoses and early therapy when children’s brains are most plastic. Unfortunately the test only works for children two or older, but in the future functional imaging tests, eye-tracking, or genetic tests may allow earlier diagnoses.

New sequencing study links autism to FMRP, the gene disrupted in fragile X syndrome and a regulator of synaptic plasticity

May 8, 2012

Scientists reported a new connection between autism and fragile x syndrome in the latest issue of neuron. They sequenced the exomes–the parts of DNA that code proteins–of 343 families that had a single child with autism and at least one unaffected sibling. Looking at de novo mutations (ones that occurred in the sperm or egg but not found throughout the parents), they found twice as many disruptive nonsense, splice site, and frame shift mutations in the sibling with autism as in controls (59 vs. 28). Rates of disruptive mutations were higher in females (9/29) versus males (50/314) p=.07, which matches up with data from other studies on gene copy number variations (CNVs) in autism. Levels of missense mutations appeared the same in autism and control groups, but it is often hard to judge whether a missense mutation will have a significant effect on protein function with extensive testing. Most mutations came from the fathers and rates increased with the age of the father.

De novo mutations can make you green!

De Novo Mutations from http://www.cancer.gov/

Researchers compared the mutations they found to a previous study of gene copy number variations (CNVs) in autism. Two of the 59 disruptive mutations from the present study overlapped with the CNVs: Neurexin1 and PHF2.

Iossifov (2012) Neuron

More interestingly, of the disruptive mutations in the autism group, 14/59  are part of the 842 genes regulated by FMRP (fragile X mental retardation gene product) (p=.006). Of the previously identified CNVs FMRP regulates 13/72 (p=.0004). In the disruptive mutations from controls, FMRP regulates only 2/28 a statistically insignificant amount.

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Gatchel (2005) Nature Reviews Genetics

When they analyzed the overall sample, and not just the de novo mutations, they also discovered an extreme scarcity of disruptive mutations in FMRP-associated genes. While they found 11.18% of synonymous variants falling within FMRP-associated genes (which would be roughly expected since they tend to be long genes), only .025% of the disruptive mutations fell into this category (P<10^-50). This strongly suggests that there is a purifying selection pressure against disruptive mutations to FMRP-associated genes.

FMRP blocks translation of mRNA

Darnell (2011) Cell

Previously autism and FMRP had been connected because 90% of children with fragile X syndrome have autistic symptoms. FMRP regulates mRNA and is thought to inhibit synaptic protein translation of transcripts involved in synaptic plasticity, which is known to be essential for learning, memory, and general brain function, so from a mechanistic standpoint it is clear that such disruptions could impact cognition in atuism. Further, other regulators of synaptic plasticity such as TSC2 (tuberous sclerosis protein 2) and synaptic scaffolding proteins have also been implicated in autism.

The researchers hope to expand the study from the 343 families to 2800 families from the Simons Simplex Collection.

Mirror Touch Synesthesia and the Genetics of Synesthesia

May 6, 2012

Imagine cold fingers creeping up someone’s calf. Now imagine that whenever you saw someone else being touched, you would feel the sensation on your own body. That is mirror-touch synesthesia.

Psychologists at UCL verified mirror-touch synesthesia and further showed its linked with heightened empathy in their report in Nature Neuroscience.

Read the rest of this entry »

Genetics of Sleep – How much do you need?

November 29, 2011


Whenever I hear a friend talk about how they only sleep 6 hours a night—I feel a combination of pity (that must be rough) and annoyance (how can they do that to themselves), but reading up on the genetics of sleep maybe I should be feeling jealousy (since I need at least 8 solid hours).

Sleep differences are interesting because they affect our day to day lives, but also are associated with metabolic syndrome (coronary heart disease, stroke, and type-2 diabetes), psychiatric diseases, and fatal car accidents. Further, three in ten American women now take some kind of sleeping aid. Also, because sleep is easily quantified it is also amenable to these kinds of studies.

Recently, the first large-scale GWAS study of the genetics of sleep length was released. It found a significant effect of a common variant the gene ABCC9, which codes SUR2 an ATP-dependent K+ channel. SUR2’s role in sleep seems to have been conserved—knocking out the homologous gene in drosophila decreased the length of their sleep-like nighttime rest. Since SUR2 is also expressed in the heart, it calls into question the causality in the correlation between less sleep and heart disease. Is too little sleep contributing to the disease or is this genetic factor influencing both heart disease and sleep? Also possibly of interest, the study’s second most significant association KCNAB1 also codes for a potassium channel. Its interesting to see channels associated with such a distal function as sleep, I tend to think of them just influencing more proximal to membrane excitability such as epilepsy or reflexes.

Previously, a rare familial variant had been found in DEC2, an HDAC-interacting transcriptional repressor that lowered average sleep times of carriers from 8.06 to 6.25 hours, but as the authors noted, these rare variants are not significant to the population at large. Instead genetic differences in need for sleep will likely be regulated by effects of many common variations such as the ones found in ABCC9, gene x gene interactions, and gene x environment interactions.

Personally, I am interested in the influence of genetics not only to psychiatric disease, but also more subtle influences on personality, intelligence, and general individual differences. At the same time I am wary of overly reductionist genetics, and I think it will be important to always remember confounds —from developmental experiences to all-pervading culture. Luckily, the authors of the study include chronopsychologists (I did not know that was a term), interested in further unmasking affects from nicotine use, latitude and season, early rising larks versus night owls, the differences between sleep loss from work and naturally shorter sleep on weekend. Incidentally, if you sleep 6 hours on weekdays and then 12 on weekends, you are not a genetically short sleeper—try to cut down on afternoon caffeine, and manage your sleep cycle and light exposure better!

I hope that studies will follow up with these cohorts: is there a downside to needing less sleep or do you simply get more hours in your day? I’ve heard that couples that go to bed at the same time are more likely to stay together–is the same true for couples that need the same amount of sleep? It’s always frustrating when your partner conks out in the middle of your favorite movie, but I digress.

Can THC treat Anorexia and Bulemia? – Endocannabinoid systems are altered in eating disorders

November 2, 2011

“The munchies” — an effect of THC causing heightened craving and enjoyment of food after taking is currently used to help HIV patients and cancer patients undergoing chemotherapy patients maintain their weight. New research indicates that THC could help anorexics and bulemics regain weight–though probably not through “the munchies.”

A new PET imaging study reported in Biological Psychiatry suggests sufferers of anorexia and bulemia have a deficit in endocannabinoids (cannabinoids produced by the brain). Patients with eating disorders showed increased binding of a radio-labeled CB1R ligand [18F]MK-9470, and the authors of the study write that the upregulation of CB1R may be a compensation to a decrease in endocannabinoid signaling from the anorectic condition. CB1R Upregulation was especially notable in the insular cortex, which integrates interoception (stimuli produced from within, especially by the gut and other internal organs), taste, reward, and the processing of emotions such as disgust. Authors point out that the only clinical trial of cannabis on anorexia nervosa, high doses were used which can lower the appetite increasing effects.

MK-9470 - Selective CB1 inverse agonist

However, authors caution that differences in body fat could confound the PET imaging of the lipophilic tracer. Also, the authors mention previous data conflicting with their hypothesis that the receptor upregulation may be due to endocannabinoid deficiency–studies have shown that endocannabinoid levels in the blood of anorexic patients are higher than in controls. However, it is unknown how well peripheral levels correlate with CNS levels, especially since endocannabinoids can have very local, temporally-specific effects. A better approximation than blood might be spinal tap samples of CSF, but that is quite a painful procedure. Even better might by in vivo magnetic resonance spectrometry for endocannabinoids in the insula. Can that be performed? Which chemicals can be detected with that method and which cannot?

Videos have now been uploaded from MIT’s Symposium on the Emerging Genetics and Neurobiology of Severe Mental Illness

November 2, 2011

http://www.broadinstitute.org/scientific-community/science/programs/psychiatric-disease/symposium/session-videos

This two-day symposium, hosted by Drs. Ed Scolnick of the Broad Institute’s Stanley Center for Psychiatric Research, Li-Huei Tsai of MIT’s Picower Institute and Guoping Feng of MIT’s McGovern Institute, brought together leading scientists who work on the emerging genetics and biology of schizophrenia, bipolar disorder, autism and other mental illnesses. These illnesses cause lifelong disability in millions of people—combined, more than 3% of the world’s population is affected. We believe the timing of this symposium is ideal, as recent genetic findings are beginning to point to a new molecular understanding of the underlying pathophysiology as well as the commonalities and differences among these diseases. The four sessions reflect the flow of basic discoveries to new treatments, as the goal of this symposium is to reveal vast opportunities for new treatments for mental illnesses.

Topics include Genetics of Schizophrenia and Bipolar Illness, Genetics of Autism, OCD, Depression and Mental Retardation, Emerging Biology and Functional Data, and Clinical Applications.

Speaker List: Jonathan Sebat, Maria Karayiorgou, Michael O’Donovan, Shaun Purcell, Stephan Ripke, Pamela Sklar, Daniel Weinberger, Matthew State, Guoping Feng, Patrick Sullivan, Christopher A. Walsh, Ben Neale, Evan Eichler, Mario Capecchi, Elaine Lim, Mark Daly, Elly Nedivi, Li-Huei Tsai, Ed Boyden, Helen Mayberg, Rusty Gage, Jon Madison, Alea Mills, Peter Visscher, Jeff Conn, Ed Holson, Sasha Gragerov, Ronald Duman, Steve McKnight, Baltazar Gomez-Mancilla, Steve Hyman.

MPA, the Hormone used in the Depo Provera birth control shot, causes memory problems in rats

November 2, 2011


A new study published in Psychopharmacology shows young rats injected with medroxyprogesterone acetate (MPA) performed worse on behavioral memory tests. MPA’s memory impairment persisted even once it had been cleared from the blood.

MPA is the active component of the Depo Provera shot but not found in other hormonal contraceptives. The finding is especially significant because it is not true of all estrogens Read the rest of this entry »

Epigenetics and The Brain — 5-hydroxy-methocytosines

October 31, 2011

Detecting 5-hmCs

5-hydroxymethylcytosines (5-hmC) went undiscovered because they showed up like other 5-methoxycytosines through bisulfide sequencing. The neuroscientists behind a new study in Nature Neuroscience profiles 5-hmC across development using T4 bacteriophage B-glucosyltransferase to transfer an engineered glucose-azide moiety onto the the hydroxyl of 5-hmC. This moiety was then detected and used to map 5-hmCs across the genome of mouse cerebellar and hippocampal cells.

5-hmCs and the brain

5-hmCs are found overall in the brain at approximately 10x the levels found in stem cells, though it is variable between cell type and varies by age. Interestingly, the 5-hmc seems to be depleted from the X-chromosome of both males and females. Also, 5-hmC was found at lower levels in immature neurons of young and old mice, suggesting it plays a role in neuronal development.

5-hmCs and MECP2

This new study also shows that the bases differ in function from 5-methylcytosines (5-mCs) in that they are not bound by methyl CpG binding protein 2 (MECP2). Since MECP2 is mutated in the Rett syndrome, a severe neurodevelopmental disorder that results in seizures, usually complete verbal impairment, and mental retardation, this indicates that the accumulation of 5-hmC could have significant effects on brain function. Conversely, the authors wanted to see what affect MECP2 has on 5-hmC levels.  They found that MECP2 KOs showed a ~20% increase in 5-hmC and that MECP2-overexpressing animals showed a ~25% decrease in 5-hmC. They hypothesized that MECP2 binding to 5-mC may block the bases from being oxidized by TETs. They supported this hypothesis by adding the TET1 catalytic domain to 5-hmC DNA in vitro with or without the MECP2-methyl binding domain, and showed with a 1:1 ratio of Mecp2-MDB to 5-mC they could block 90% of the hydroxylation.

Future Directions

It is still unknown if proteins that specifically bind these epigenetic marks exist. Recently, polyclonal 5-hydroxymethylcytidine antibodies have been created , that can be used with DIPseq (DNA immunoperciptiation sequencing). I do not know if these enzymes can work with ChIP to isolate fragments enriched in 5-hmCs. I’m interested in the possibility of purifying proteins from ChIP and performing Mass-Spec on them to identify novel DNA-binding proteins. However, I’m not sure how hard it is to analyze mass-spec after the crosslinking and unlinking process.

I’d also be interested in generating TET-overexpressing mice to see if they could speed the process of 5-hydroxy-methylation in aging mice and see if there are behavioral or cellular phenotypes.

Finally it might be of interest to some scientists interested in studying 5-hmC modifications that there are restriction enzymes such as such as PVurts1I that cleave 5-hmC but not 5-mC DNA or unmethylated DNA, but I also have no personal experience with this enzyme.


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