{"id":226097,"date":"2017-07-06T12:48:35","date_gmt":"2017-07-06T16:48:35","guid":{"rendered":"http:\/\/www.euvolution.com\/futurist-transhuman-news-blog\/uncategorized\/using-big-data-to-hack-autism-scientific-american.php"},"modified":"2017-07-06T12:48:35","modified_gmt":"2017-07-06T16:48:35","slug":"using-big-data-to-hack-autism-scientific-american","status":"publish","type":"post","link":"https:\/\/www.euvolution.com\/futurist-transhuman-news-blog\/human-genetics\/using-big-data-to-hack-autism-scientific-american.php","title":{"rendered":"Using Big Data to Hack Autism &#8211; Scientific American"},"content":{"rendered":"<p><p>    Its been 10 years sinceMichael    Wiglerhad a breakthrough revelation in autism    geneticsone that arguably launched the field as we know it.  <\/p>\n<p>    In April 2007, Wigler and his then colleague,Jonathan Sebat,    reported that de novo mutationsthose that arise    spontaneously instead of being inheritedoccur more often in    people with autism than in typical people. The mutations they    noted were in the form of copy number variants    (CNVs), deletions or duplications of long stretches of DNA.    CNVs crop up frequently in cancer, an earlier focus of Wiglers    work. But his find that they are also involved in autism came    as a surprise to those in the field. Genetics was striking out    with other efforts based on transmission and inheritance,    Wigler says. In that vacuum, the new idea was quickly    embraced.  <\/p>\n<p>    The discovery fast led to further advances. Focusing primarily    onde novomutations, three teams of scientists,    including one led by Wigler, began hunting for genes that    contribute to autism. Their approach was efficient: Rather than    looking at the entire genome, they scoured the 2 percent that    encodes proteins, called theexome. And they    looked specifically at simplex families, which have a single    child with autism and unaffected parents and siblings. The    premise was that comparing the exomes of the family members    might exposede novomutations in the child with    autism. The approachyielded a bumper    crop: Based on data from more than 600 families, the teams    together predicted that there are hundreds of autism genes.    They identified six as leading candidates. Some of the genes    identified at the time CHD8,DYRK1A,SCN2A quickly    became hot areas of research.  <\/p>\n<p>    In 2014, the number of strong candidates jumped higher. In two    massive studies analyzing the sequences of more than 20,000    people, researchers linked 50 genes to autism with high    confidence. Wiglers team looked at simplex families and found    rarede novomutations in 27 genes. In the    second study, researchers screened for both inherited    andde novomutations and implicated 33    genes. The two studies identified 10 genes in common.  <\/p>\n<p>    Two years ago, the tally of autism gene candidates shot up    again. Deploying statistical wizardry to combine the data    onde novoand inherited mutations, along    with CNV data from theAutism Genome    Project, researchers pinpointed 65 genes    and six CNVsas being key to autism. They also    identified 28 genes that they could say with near certainty are    autism genes.  <\/p>\n<p>    For so long, weve been saying if we could just find these    genes, wed be able to really make some headway,    saysStephan Sanders,    assistant professor of psychiatry at the University of    California, San Francisco, who co-led the study. Suddenly,    youve got this list of 65-plus genes, which we know have a    causative role in autism, and as a foundation for going    forward, its amazing.  <\/p>\n<p>    These advances establish beyond doubt that autism is firmly    rooted in biology. More and more, we are erasing this idea of    autism being a stigmatizing psychiatric disorder, and I think    this is true for the whole of psychiatry, Sanders says. These    are genetic disorders; this is a consequence of biology, which    can be understood, and where traction can be made.  <\/p>\n<p>    This is just the start, however. As scientists enter the next    chapter of autism genetics, they are figuring out how to build    on what they have learned, using better sequencing tools and    statistics, bigger datasets and more robust models. For    example, they are looking for common variantswhich are found    in more than 1 percent of the population but may contribute to    autism when inherited en masse. And they are also starting to    look beyond the exome to the remaining 98 percent of the genome    they have largely neglected thus far.  <\/p>\n<p>    Most of the genetic advances fall into a category of    large-effect-sizede novovariants, which is only    one piece of the puzzle, saysDaniel Geschwind,    professor of human genetics at the University of California,    Los Angeles. Its an important piece, but one that still cannot    explain why autism clusters in families, for instance, or why    close relatives of people with autism often share some of the    conditions traits.  <\/p>\n<p>    So how much of autisms genetic architecture have scientists    uncovered? Current estimates suggest that rare mutations,    whetherde novoor inherited, contribute to the    condition somewhere between 10 and 30 percent of the time.    Before the recent spate of discoveries, the proportion of    individuals whose autism had a known genetic cause was only 2    to 3 percentmuch of that from rare related genetic syndromes,    such asfragile X    syndromeand tuberous sclerosis complex, which stem    from mutations in a single known gene. These syndromes often    involve some core features of autism, along with their own set    of characteristic traits, and intellectual disability.  <\/p>\n<p>    Two generations ago, at least 75 percent of the time autism    was comorbid with severe intellectual disability and other    neurodevelopmental abnormalities, saysMark Daly, associate    professor of medicine at Harvard University. It was also a    much rarer diagnosis.  <\/p>\n<p>    The large increase in diagnoses in recent decades    overwhelmingly reflects cases at the mild end of the    spectrum, Daly says, creating a new challenge. The genetics of    autism has us wrestling with the fact that rare mutations, and    especially these spontaneously arising ones, are the strongest    risk factors, he says. But at the same time, theres a    majority of cases now that dont have any of those high-impact    risk factors.  <\/p>\n<p>    Instead, much of the risk in these instances likely comes from    common variants, which have small effects on their own, but can    add up to increase overall risk. Researchers have tried to    identify those relevant to autism using genome-wide association    studies (GWAS), which compare the genomes of people with and    without a condition to find differences in single-letter swaps    of DNA called single nucleotide polymorphisms.  <\/p>\n<p>    Because common variants have small effects individually, they    are difficult to find, but multiple studies suggest that    theyplay a major    rolein autism risk. In a 2014 study, for instance,    researchers used statistical tools to estimate the heritability    of autism from the amount of common variation shared by    unrelated people with autism. They applied the method to data    from more than 3,000 people in Swedens national health    registry. Their calculations indicated thatcommon variants    account for 49 percentof the risk for autism in the    general population; rare variants, equal partsde    novoand inherited, explain 6 percent. Some    scientists dispute these figures, but its clear that common    variants, rare inherited variants and spontaneous mutations all    play a part in autism.  <\/p>\n<p>    Wigler says he is skeptical of using GWAS studies for autism    precisely because they focus on common variants. Most of the    disorders that will cause pain and suffering and require    expensive treatments, if theyre genetic, are caused by rare    variants that are not going to stay around in the population,    he says.  <\/p>\n<p>    Common variants may turn out to be more relevant at the milder    end of the spectrum than in those who are severely affected.    The people who havede novomutations, en    masse, tend to have lower intelligence quotients and more    cognitive problems, Sanders says.  <\/p>\n<p>    Researchers are grappling with how to fit these pieces    together: Finding and diagnosing rare variants linked to severe    outcomes is important, but so is unraveling how the core traits    of autism relate to other psychiatric conditions and manifest    in the general population. Both goals are important, and they    shouldnt be seen as at odds with each other, Daly says. In    fact, a study published in May reported thatrare and common    variants can combineto increase an individuals risk.  <\/p>\n<p>    The landscape of autism genetics becomes even more complex when    considering the sheer number of genes that could be    involvedsome researchers estimate up to a thousandand the    fact that many high-confidence autism genes are also associated    with other conditions, ranging from intellectual disability    andepilepsyto    schizophrenia and congenital heart disease.  <\/p>\n<p>    This many-to-one and one-to-many relationship is not    surprising, Sanders says. But it does mean there are probably    no unique autism genes per se. But I could flip that round    and say weve not found anything which is a pure intellectual    disability or schizophrenia gene [either]; on a fundamental    level, these disorders seem to be related, he says. If I was    to say, Can we find something which contributes more to autism    than other disorders? then I think the answers yes. The    genes that seem particularly tied to autism could offer    important clues about the conditions biology.  <\/p>\n<p>    The genes identified so far have hinted at a handful of    underlying mechanisms that contribute to autism. Most of them    seem to be involved in three broad categories of tasks:    maintaining the function ofsynapses, or the    connections between neurons; controlling the expression of    genes; and modifying chromatin, structures of DNA wound around    protein spools called histones. Chromatin determines which    stretches of DNA can be read and so influences gene expression.  <\/p>\n<p>    The idea of a brain condition originating with atypical    neuronal connections made logical sense from the start. There    had been a lot of interest in the synapse, Sanders says. But    the candidates that control gene expression only emerged in the    genetic studies. Two genes that consistently top the    high-confidence listsCHD8 and SCN2Awere both somewhat of a    surprise. CHD8 encodes a chromatin regulator that controls the    expression of thousands of other genes. SCN2A codes for a    sodium channel and had primarily been associated with infantile    seizures.  <\/p>\n<p>    Using gene expression maps, such as theBrainSpan Atlas, researchers have traced when and    where autism genes are active in the brain. They have found    that many of the genes, CHD8 and SCN2A included, are expressed    in parts of the cortex during mid- to late fetal    developmentwhich happens to be the peak period when neurons    are forming. We dont really understand it yet, but theyre    more likely than not to disrupt fetal brain development in    mid-gestation, Geschwind says. That timing suggests they    interfere with processes that are critical to setting up the    cortex, including which types of cells form and where in the    brain they migrate. If the cortex isnt set up right, he says,    you create ongoing problems with how neurons communicate, among    other important functions. Within the next few years, he says,    researchers will have a refined understanding of the neurons    and circuits affected.  <\/p>\n<p>    Work in animal and cell models reveals similar problems with    the genesis, structure and fate of new neurons and the    connections between them. In some cell and animal models of    syndromic forms of autism, scientists have managed to at least    partially correct some of these problems with drugs. The    unrealized promise of these findings is that some traits of    autism may ultimately prove reversible, even in adults.  <\/p>\n<p>    The idea that theres something plastic here, not set in stone    at birth, is very important, saysMatthew State,    chair of psychiatry at the University of California, San    Francisco, and lead investigator on many of the big autism    genetics studies.  <\/p>\n<p>    In the meantime, genetic discoveries have delivered some    immediate benefits for people with the condition. If you go    into a clinic today, theres about a 10 percent chance of you    getting a genetic diagnosis, and I would expect to find    evidence which was suggestive in about another 5 to 10    percent, Sanders says. We cant then turn round and say,    Heres your cure, but what we can do, at least, is put people    in touch with other people with that same mutation. Becoming    part of such a group gives people a better idea about what the    future holds for them and provides them with support and    understanding.  <\/p>\n<p>    Advocacy groups can lobby researchers and funding bodies,    contribute to research on their condition and help find    participants for clinical trialswhich, by grouping people    according to their underlying genetics, would then have a    greater chance of success. It becomes very empowering,    saysJoseph Buxbaum,    director of the Seaver Autism Center for Research and Treatment    in New York.  <\/p>\n<p>    Genetic diagnoses can also help families make decisions about    family planning and treatment options. For example, deletion of    a region on chromosome 17, called 17q12, is associated with    autism and schizophrenia, but treating someone who has this CNV    with certain mood stabilizers or antipsychotics could be    dangerous: It is also associated with renal failure and    adult-onset diabetes, which the drugs would exacerbate. Whats    more, certain mutations increase therisk for some types    of cancer. Knowing those mutations can be very helpful in    those cases, not just in treating autism, but in treating the    patient more broadly, Geschwind says.  <\/p>\n<p>    Debates abound on how best to move the field forward, but one    thing most researchers agree on is the need to identify more    mutations linked to autism. Theres great benefit now in just    doing more exome sequencing, Sanders says. Theres more genes    to be found: Those will hopefully help patients; theyll also    give us more of an understanding of what autism is.  <\/p>\n<p>    Much of the variation that predisposes someone to autism,    however, may lie in noncoding regions. If half of the variants    are outside of the coding region, we need to know how to    interpret them, Wigler says. For that reason alone, we have    to study that region. Plus, were going to learn an enormous    amount of biology in the process.  <\/p>\n<p>    Noncoding regions make up the dark genome,    which is about 98 percent of the whole. Because of the cost and    effort involved in sequencing the whole genome, most autism    researchers have stayed focused on exomes, until recently.    Several teams are now sequencing whole genomes of people with    autism, with the aim of identifying risk variants in these    noncoding regions. Whole-genome sequencing inevitably will    overtake exome sequencing, Sanders says. Its just a question    economically of whether its moment is now, or in two years, or    five years. Right now, thats a hard question to answer.  <\/p>\n<p>    In March, researchers in Canada reported results from the    largest set of whole genomes of people with autism to date.    They sequenced the whole genomes of more than 5,000    individuals, about half of whom have autism. Among    the61 variants the    researchers identified, 18 had not beenfirmly linked to    autismbefore. The team found that many of the CNVs in    people with autism rest in noncoding regions.  <\/p>\n<p>    Some teams are applying other resources, such as gene    co-expression maps and protein-protein interaction networks, to    understanding the underlying biology of the condition. These    networks are only likely to become more powerful as researchers    uncover more risk genes for autism. The question is how to    integrate all that genetic data with other -omics data, and    network-type approaches are probably going to be critical    there, Geschwind says.  <\/p>\n<p>    Most autism research arising from gene discovery is focused on    repercussions at the molecular and cellular levels, but theres    an important gap from there to whole circuits and behavior.    Ultimately, the value of genetics is very likely to play out    through an improved understanding of circuit-level function and    anatomy, State says.  <\/p>\n<p>    Stem cells and emerging technologies such as brain organoidsso    called mini-brains in a    dishcould afford researchers a prime opportunity to study the    effects of genetic variation in human neurons. Faced with the    limitations of mouse models in studying a condition    characterized by behavioral problems, some teams are    alsoturning to    monkeys, which enable them to study more complex social    interactions. Something we should be doing for the future is    taking the precise mutations we find in humans and making those    in primates, Wigler says.  <\/p>\n<p>    These days, Wigler is on to another big idea: risk modifiers.    Rare variants strongly associated with autism also occur in    people without autismespecially women. Researchers know that    mutations can contribute to autism by amplifying or attenuating    the effects of other genes, so its feasible that two mutations    could cancel each other out. But few teams have looked into    these combinations as yet. People talk about autism as being    an additive disorder, Wigler says, but nobodys really    looking at additivity.  <\/p>\n<p>    This idea brings him to a possible experiment: Take two    mutations that individually have damaging effects, and    introduce them both into mouse or monkey. Having the    combination would be predicted to be worse than having either    mutation alone. But what if the net result is correction?    Wigler asks. Then we know modifiers exist. Theres not much of    that kind of scientific exploration happening now.  <\/p>\n<p>    A finding of that nature would herald a whole new wave of    advances. It might also help to explain why the mutations    identified so far vary in their effector what geneticists call    penetranceonly sometimes resulting in autism. And it might    help researchers develop therapies. If we ever saw a    self-correcting defect in two mutations in autism, Wigler    says, I would stand up and cheer.  <\/p>\n<p>    This story wasoriginally publishedonSpectrum.  <\/p>\n<p><!-- Auto Generated --><\/p>\n<p>See the rest here: <\/p>\n<p><a target=\"_blank\" href=\"https:\/\/www.scientificamerican.com\/article\/using-big-data-to-hack-autism\/\" title=\"Using Big Data to Hack Autism - Scientific American\">Using Big Data to Hack Autism - Scientific American<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p> Its been 10 years sinceMichael Wiglerhad a breakthrough revelation in autism geneticsone that arguably launched the field as we know it. In April 2007, Wigler and his then colleague,Jonathan Sebat, reported that de novo mutationsthose that arise spontaneously instead of being inheritedoccur more often in people with autism than in typical people <a href=\"https:\/\/www.euvolution.com\/futurist-transhuman-news-blog\/human-genetics\/using-big-data-to-hack-autism-scientific-american.php\">Continue reading <span class=\"meta-nav\">&rarr;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"limit_modified_date":"","last_modified_date":"","_lmt_disableupdate":"","_lmt_disable":"","footnotes":""},"categories":[4],"tags":[],"class_list":["post-226097","post","type-post","status-publish","format-standard","hentry","category-human-genetics"],"modified_by":null,"_links":{"self":[{"href":"https:\/\/www.euvolution.com\/futurist-transhuman-news-blog\/wp-json\/wp\/v2\/posts\/226097"}],"collection":[{"href":"https:\/\/www.euvolution.com\/futurist-transhuman-news-blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.euvolution.com\/futurist-transhuman-news-blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.euvolution.com\/futurist-transhuman-news-blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.euvolution.com\/futurist-transhuman-news-blog\/wp-json\/wp\/v2\/comments?post=226097"}],"version-history":[{"count":0,"href":"https:\/\/www.euvolution.com\/futurist-transhuman-news-blog\/wp-json\/wp\/v2\/posts\/226097\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.euvolution.com\/futurist-transhuman-news-blog\/wp-json\/wp\/v2\/media?parent=226097"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.euvolution.com\/futurist-transhuman-news-blog\/wp-json\/wp\/v2\/categories?post=226097"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.euvolution.com\/futurist-transhuman-news-blog\/wp-json\/wp\/v2\/tags?post=226097"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}