{"id":218171,"date":"2024-10-03T00:00:04","date_gmt":"2024-10-03T04:00:04","guid":{"rendered":"https:\/\/www.thetransmitter.org\/?p=218171"},"modified":"2024-10-04T11:29:11","modified_gmt":"2024-10-04T15:29:11","slug":"untangling-biological-threads-from-autisms-phenotypic-patchwork-reveals-four-core-subtypes","status":"publish","type":"post","link":"https:\/\/www.thetransmitter.org\/spectrum\/untangling-biological-threads-from-autisms-phenotypic-patchwork-reveals-four-core-subtypes\/","title":{"rendered":"Untangling biological threads from autism\u2019s phenotypic patchwork reveals four core subtypes"},"content":{"rendered":"","protected":false},"excerpt":{"rendered":"<p>People belonging to the same subtype share genetic variants, behaviors and often co-occurring diagnoses, according to a new preprint.<\/p>\n","protected":false},"author":14,"featured_media":218172,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_relevanssi_hide_post":"","_relevanssi_hide_content":"","_relevanssi_pin_for_all":"","_relevanssi_pin_keywords":"","_relevanssi_unpin_keywords":"","_relevanssi_related_keywords":"","_relevanssi_related_include_ids":"","_relevanssi_related_exclude_ids":"","_relevanssi_related_no_append":"","_relevanssi_related_not_related":"","_relevanssi_related_posts":"","_relevanssi_noindex_reason":""},"categories":[152],"tags":[17,31,192,112,315,220,197],"acf":{"primary_tag":197,"doi_url":"https:\/\/doi.org\/10.53053\/ZDMW5762","custom_js_library":"","hero_type":"feat_image","hero_alt_image":null,"hero_youtube":"","hero_video":null,"hero_layout":"full","hero_caption":"<b>New threads:<\/b> The genetic variants associated with each autism subgroup influence gene expression at different stages of development, a new analysis reveals.","hero_by":"Illustration by","hero_credit":107823,"hero_bg_color":"none","authors":[107413],"other_authors":"","related_title":"Explore more from <em>The Transmitter<\/em>","related_hide":false,"related_filter":"latest","related_tag":null,"related_category":null,"related_custom":{"articles":null},"recommended_title":"Recommended reading","recommended_hide":false,"recommended_filter":"latest","recommended_tag":null,"recommended_category":null,"recommended_custom":{"articles":null},"comps":[{"acf_fc_layout":"copy_comp","copy":"Despite the huge variation in how autistic people experience the condition, they can be divided into just four subgroups, according to a <a href=\"https:\/\/doi.org\/10.1101\/2024.08.15.24312078\">preprint<\/a>. The people in these groups\u2014who share similar traits and life outcomes\u2014carry gene variants that implicate distinct biological pathways, the researchers found.\r\n\r\nEach group is associated with specific genetic variants that influence gene expression at different stages of development, the investigation revealed. The work includes genetic and phenotypic data from more than 5,000 autistic children.\r\n\r\nIdentifying autism subtypes has been on the minds of autism researchers for many years, says <a href=\"https:\/\/www.jcu.edu\/profile\/thomas-frazier-phd\">Thomas Frazier<\/a>, professor of psychology at John Carroll University, who was not involved in the work. \u201cBut what\u2019s really cool is that they link that to the underlying biology. To my knowledge, this is the first study to do this in a comprehensive, replicable way.\u201d\r\n\r\nAutism traits vary dramatically from person to person, and that diversity is reflected in the hundreds of genetic variants linked to the condition. But in most cases, genetic differences haven\u2019t been reliably mapped to autism traits, and two people with the same variant can show different phenotypes.\r\n\r\nThat lack of progress could stem from focusing on a single trait at the expense of the interactions among multiple genetic variants, says lead investigator <a href=\"https:\/\/www.cs.princeton.edu\/people\/profile\/ogt\">Olga Troyanskaya<\/a>, professor of computer science and integrative genomics at Princeton University and deputy director for genomics at the Flatiron Institute. \u201cIt\u2019s not as simple as a single variant associated with a single phenotype. It\u2019s a highly complex process,\u201d she says. (The Flatiron Institute, and the datasets Troyanskaya\u2019s team used in the study, are funded by the Simons Foundation, <em>The Transmitter<\/em>\u2019s parent organization.)\r\n\r\n[tt_sidebar_quote author='Anoushka Joglekar']With more data and potentially even better phenotyping, there may be more than these four categories.[\/tt_sidebar_quote]\r\n\r\nInstead, Troyanskaya and her colleagues investigated the variants associated with a person\u2019s collection of characteristics. They applied a statistical model to data on the traits and behaviors of 5,392 autistic people from the <a href=\"https:\/\/www.sfari.org\/resource\/spark\/\">SPARK<\/a> research cohort. By adjusting the number of groups, the team found the most significant similarities among participants when the model sorted the cohort into four autism subtypes.\r\n\r\nThe largest group\u2014consisting of 1,976 people\u2014shows mild challenges in core autism traits, whereas the smallest\u2014554 people\u2014has severe difficulties across those same traits. The other two subtypes are somewhere in between: One group specifically experiences social challenges and disruptive behavior, and the other shows developmental delay and difficulties in select traits.\r\n\r\n[tt_text class='']T[\/tt_text]he algorithm organized data from an independent cohort, the <a href=\"https:\/\/www.sfari.org\/resource\/simons-simplex-collection\/\">Simons Simplex Collection<\/a> (SSC), in a similar way, the team found. Considering the differences in the data\u2014clinicians gather information for the SSC, whereas SPARK consists of parent-filled questionnaires\u2014the consistency \u201cis a very good sign that we\u2019re finding true, clinically relevant biology here,\u201d Troyanskaya says.\r\n\r\nPeople belonging to the same subtype often share the same co-occurring diagnoses, further analysis found. Those with social difficulties and disruptive behavior, for instance, are more likely than the other groups to have a diagnosis of attention-deficit\/hyperactivity disorder or anxiety, and those in the strongly affected group are more likely to show cognitive impairment.\r\n\r\nPeople of the same subtype often harbor the same autism-linked common variants, according to a comparison of polygenic scores for 2,293 of the autistic children and 3,179 unaffected siblings from the SSC. And a search for rare mutations uncovered more spontaneous\u2014or de novo\u2014variants among the strongly affected group, whereas those with developmental delay harbor more inherited variants.\r\n\r\nVariants associated with each subtype influence different biological pathways, hinting that distinct mechanisms underlie autism\u2019s phenotypic differences. For example, the variants detected among the mildly autistic group alter histone methylation, whereas those identified in the developmental delay subtype affect neuronal action potentials.\r\n\r\n[tt_text class='']T[\/tt_text]he variants contribute to changes in gene expression at different points in development, the study also found. The subtype characterized by developmental delay\u2014which consisted of children diagnosed with autism at an early age\u2014possesses variants that affect gene expression during fetal and neonatal development. And those with social problems and disruptive behavior\u2014who are often diagnosed later in childhood\u2014harbor variants that influence gene expression after birth.\r\n\r\nThe findings were posted on medRxiv in August.\r\n\r\nThe results suggest that a subtype\u2019s genetic profile could\u2014at least in part\u2014determine clinical milestones, says study investigator <a href=\"https:\/\/lsi.princeton.edu\/people\/aviya-litman\">Aviya Litman<\/a>, a Ph.D. candidate in Troyanskaya\u2019s lab. Given more data, the team\u2019s approach could inform parents and guardians of potential milestone delays, Litman and her colleagues say.\r\n\r\nIn fact, the researchers plan to train their model with more data as they become available, including noncoding and whole-genome sequences, says <a href=\"https:\/\/www.simonsfoundation.org\/people\/natalie-sauerwald\/\">Natalie Sauerwald<\/a>, associate research scientist of computational genomics at the Flatiron Institute and an investigator on the study. More detailed genetic data could provide more insight into the mechanistic differences between autism subtypes, Sauerwald says.\r\n\r\nAnd larger datasets may reveal more nuance between autism subtypes. \u201cWith more data and potentially even better phenotyping, there may be more than these four categories,\u201d says <a href=\"https:\/\/anoushkajoglekar.com\/\">Anoushka Joglekar<\/a>, a computational biologist at the biotech company Immunai, who was not involved in the work. By analyzing whole genomes, the team may uncover important epigenetic mechanisms, she adds."},{"acf_fc_layout":"newsletter","title":"","subtitle":"Sign up for the weekly <em>Spectrum<\/em> newsletter to stay current with the latest advancements in autism research.","bg_image":200913,"groups":[{"group":"2","name":"","hide_checkbox":true}],"linktext":"","linkurl":""}]},"_links":{"self":[{"href":"https:\/\/www.thetransmitter.org\/wp-json\/wp\/v2\/posts\/218171"}],"collection":[{"href":"https:\/\/www.thetransmitter.org\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.thetransmitter.org\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.thetransmitter.org\/wp-json\/wp\/v2\/users\/14"}],"replies":[{"embeddable":true,"href":"https:\/\/www.thetransmitter.org\/wp-json\/wp\/v2\/comments?post=218171"}],"version-history":[{"count":6,"href":"https:\/\/www.thetransmitter.org\/wp-json\/wp\/v2\/posts\/218171\/revisions"}],"predecessor-version":[{"id":218758,"href":"https:\/\/www.thetransmitter.org\/wp-json\/wp\/v2\/posts\/218171\/revisions\/218758"}],"acf:post":[{"embeddable":true,"href":"https:\/\/www.thetransmitter.org\/wp-json\/wp\/v2\/contributor\/107413"},{"embeddable":true,"href":"https:\/\/www.thetransmitter.org\/wp-json\/wp\/v2\/contributor\/107823"}],"acf:term":[{"embeddable":true,"taxonomy":"post_tag","href":"https:\/\/www.thetransmitter.org\/wp-json\/wp\/v2\/tags\/197"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.thetransmitter.org\/wp-json\/wp\/v2\/media\/218172"}],"wp:attachment":[{"href":"https:\/\/www.thetransmitter.org\/wp-json\/wp\/v2\/media?parent=218171"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.thetransmitter.org\/wp-json\/wp\/v2\/categories?post=218171"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.thetransmitter.org\/wp-json\/wp\/v2\/tags?post=218171"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}