{"id":8876,"date":"2026-10-17T09:36:24","date_gmt":"2026-10-17T09:36:24","guid":{"rendered":"https:\/\/silvybrand.com\/?p=8876"},"modified":"2026-10-17T09:36:24","modified_gmt":"2026-10-17T09:36:24","slug":"why-ai-isnt-ready-to-tackle-our-convoluted-genomes","status":"publish","type":"post","link":"https:\/\/silvybrand.com\/?p=8876","title":{"rendered":"Why AI Isn\u2019t Ready to Tackle Our Convoluted Genomes"},"content":{"rendered":"<p><br \/>\n<\/p>\n<div>\n<p class=\"paywall\">Some enhancers are, as you\u2019d expect, close to the genes they regulate, or even sit on DNA inside a gene. But others sit far away from the gene\u2014perhaps millions of nucleotides away, with more genes in between.<\/p>\n<p class=\"paywall\">The existence of such so-called \u201cdistal\u201d enhancers \u201cseems bonkers,\u201d Bickmore said. \u201cHow do you get that information from over there to over here, to the gene that needs to be activated? That\u2019s a largely unanswered question.\u201d<\/p>\n<p class=\"paywall\">One of the answers comes in the form of a loop.<\/p>\n<p class=\"paywall\">Distal enhancers are brought to the gene they regulate on <a href=\"https:\/\/www.quantamagazine.org\/loops-of-dna-equipped-ancient-life-to-become-complex-20251008\/\" class=\"text link\">great loops of DNA<\/a> or, more strictly, of chromatin, the combination of DNA and its packaging proteins that are unraveled as if from a ball of wool. The loops are created by a protein motor called cohesin, which runs up and down the DNA strand and extrudes it as needed.<\/p>\n<p class=\"paywall\">Once cohesin has formed a loop to bring elements together, what then? It was once thought that they then stick together or assemble into a molecular machine, but they don\u2019t. Rather, the components appear to form a loose but dense blob in which they interact rather weakly, fleetingly, and indiscriminately\u2014a sort of committee, sometimes called a condensate.<\/p>\n<div class=\"GenericCalloutWrapper-loJzHJ kmUVYJ callout--has-top-border\" data-testid=\"GenericCallout\">\n<figure class=\"AssetEmbedWrapper-iJvQnD cOWUYC asset-embed\">\n<div class=\"AssetEmbedAssetContainer-fnduJP iaVSwI asset-embed__asset-container\"><span class=\"SpanWrapper-kFnjvc eKnjjD responsive-asset AssetEmbedResponsiveAsset-gaAbQ hXaxHA asset-embed__responsive-asset\"><picture class=\"ResponsiveImagePicture-jKunQM gjCCFj AssetEmbedResponsiveAsset-gaAbQ hXaxHA asset-embed__responsive-asset responsive-image\"><img decoding=\"async\" alt=\"Image may contain Device Screwdriver Tool and Weapon\" loading=\"lazy\" class=\"ResponsiveImageContainer-dkeESL cQPiWi responsive-image__image\" srcset=\"https:\/\/media.wired.com\/photos\/6acf64d167a6dde6bad56d28\/master\/w_120,c_limit\/Spot-3.jpg 120w, https:\/\/media.wired.com\/photos\/6acf64d167a6dde6bad56d28\/master\/w_240,c_limit\/Spot-3.jpg 240w, https:\/\/media.wired.com\/photos\/6acf64d167a6dde6bad56d28\/master\/w_320,c_limit\/Spot-3.jpg 320w, https:\/\/media.wired.com\/photos\/6acf64d167a6dde6bad56d28\/master\/w_640,c_limit\/Spot-3.jpg 640w, https:\/\/media.wired.com\/photos\/6acf64d167a6dde6bad56d28\/master\/w_768,c_limit\/Spot-3.jpg 768w, https:\/\/media.wired.com\/photos\/6acf64d167a6dde6bad56d28\/master\/w_960,c_limit\/Spot-3.jpg 960w, https:\/\/media.wired.com\/photos\/6acf64d167a6dde6bad56d28\/master\/w_1280,c_limit\/Spot-3.jpg 1280w, https:\/\/media.wired.com\/photos\/6acf64d167a6dde6bad56d28\/master\/w_1600,c_limit\/Spot-3.jpg 1600w\" sizes=\"100vw\" src=\"https:\/\/media.wired.com\/photos\/6acf64d167a6dde6bad56d28\/master\/w_1600%2Cc_limit\/Spot-3.jpg\"\/><\/picture><\/span><\/div>\n<p><span class=\"BaseText-fEwdHD CaptionCredit-cUgOGk fSrqtv hRFzlA caption__credit\">Courtesy of Quanta<\/span><\/p>\n<\/figure>\n<\/div>\n<p class=\"paywall\">These transcription hubs are extremely fluid and differ from one cell to another. \u201cThere\u2019ll be a bit of loop extrusion going on over here, in the next cell it might be over here, and the whole thing is turning over incredibly fast,\u201d Bickmore said. Even if the cells are notionally identical\u2014both skin cells, say\u2014exactly what the gene-regulatory machinery is up to at any moment is never quite the same in any two of them.<\/p>\n<p class=\"paywall\">Chromatin loops are just one reason why a gene\u2019s transcription depends on the shape and structure of the chromatin around it.<\/p>\n<p class=\"paywall\"><span class=\"lead-in-text-callout\">The textbook image<\/span> of a chromosome\u2014one of the 46 units into which our genomes are divided\u2014is of a <a href=\"https:\/\/www.quantamagazine.org\/how-cells-pack-tangled-dna-into-neat-chromosomes-20180222\/\" class=\"text link\">compact, X-shaped cluster of chromatin<\/a>. But any time a cell is not actively dividing, its chromatin is unwound into what looks like a tangled mess. There is order to the chaos, however. Some parts of chromatin are densely packed into a form called heterochromatin. The compacted DNA there is relatively inaccessible to transcription factors; the genes it contains are typically silenced. Meanwhile, other parts are relatively loose, open, and accessible: This is called euchromatin.<\/p>\n<\/div>\n<p><br \/>\n<br \/><a href=\"https:\/\/www.wired.com\/story\/why-ai-isnt-ready-to-tackle-our-convoluted-genomes\/\">Source link <\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Some enhancers are, as you\u2019d expect, close to the genes they regulate, or even sit on DNA inside a gene. But others sit far away from the gene\u2014perhaps millions of nucleotides away, with more genes in between. The existence of such so-called \u201cdistal\u201d enhancers \u201cseems bonkers,\u201d Bickmore said. \u201cHow do you get that information from [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":8877,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[9],"tags":[83,304,1528,780,1153,1527,1086],"class_list":["post-8876","post","type-post","status-publish","format-standard","has-post-thumbnail","category-gadgets","tag-artificial-intelligence","tag-biology","tag-biomechanics","tag-biotech","tag-genetics","tag-genomics","tag-quanta-magazine"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.7 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Why AI Isn\u2019t Ready to Tackle Our Convoluted Genomes - Silvybrand Lifestyle Blog<\/title>\n<meta name=\"description\" content=\"The DNA inside our cells isn\u2019t just a series of instructions, but something far more dynamic. 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