{"id":17990,"date":"2023-10-11T14:44:50","date_gmt":"2023-10-11T07:44:50","guid":{"rendered":"https:\/\/www.thegioimaychu.vn\/blog\/?p=17990"},"modified":"2023-10-12T05:58:51","modified_gmt":"2023-10-11T22:58:51","slug":"ai-duoc-su-dung-nhu-the-nao-trong-nganh-y-te-va-nghien-cuu-gen","status":"publish","type":"post","link":"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/ai-duoc-su-dung-nhu-the-nao-trong-nganh-y-te-va-nghien-cuu-gen-p17990\/","title":{"rendered":"AI \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng nh\u01b0 th\u1ebf n\u00e0o trong ng\u00e0nh y t\u1ebf v\u00e0 nghi\u00ean c\u1ee9u Gen"},"content":{"rendered":"<style>.iblink{color:#975!important;}.iblink:hover{color:orange!important;}<\/style><p>Trong nh\u1eefng n\u0103m g\u1ea7n \u0111\u00e2y, <a class=\"iblink\" href=\"\/blog\/tag\/ai\/\">Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/a> (AI) ng\u00e0y c\u00e0ng \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng h\u01a1n trong l\u0129nh v\u1ef1c gen, nghi\u00ean c\u1ee9u v\u1ec1 v\u1eadt ch\u1ea5t di truy\u1ec1n c\u1ee7a sinh v\u1eadt.\u00a0V\u1edbi nh\u1eefng ti\u1ebfn b\u1ed9 trong AI v\u00e0 h\u1ecdc m\u00e1y, gi\u1edd \u0111\u00e2y c\u00e1c nh\u00e0 khoa h\u1ecdc c\u00f3 th\u1ec3 ph\u00e2n t\u00edch l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u gen m\u1ed9t c\u00e1ch ch\u00ednh x\u00e1c v\u00e0 hi\u1ec7u qu\u1ea3 h\u01a1n bao gi\u1edd h\u1ebft.\u00a0\u0110i\u1ec1u n\u00e0y \u0111\u00e3 d\u1eabn \u0111\u1ebfn v\u00f4 s\u1ed1 hi\u1ec3u bi\u1ebft m\u1edbi v\u1ec1 ho\u1ea1t \u0111\u1ed9ng c\u1ee7a m\u00e3 di truy\u1ec1n v\u00e0 cho ph\u00e9p ph\u00e1t tri\u1ec3n c\u00e1c li\u1ec7u ph\u00e1p m\u1edbi cho c\u00e1c b\u1ec7nh di truy\u1ec1n v\u00e0 \u0111\u1ed5i m\u1edbi y t\u1ebf.<\/p>\n<p>Trong b\u00e0i vi\u1ebft n\u00e0y, ch\u00fang ta t\u00ecm hi\u1ec3u v\u1ec1 m\u1ed9t s\u1ed1 l\u0129nh v\u1ef1c \u1ee9ng d\u1ee5ng ch\u00ednh v\u00e0 c\u00e1ch AI \u0111ang chuy\u1ec3n \u0111\u1ed5i l\u0129nh v\u1ef1c nghi\u00ean c\u1ee9u gen, \u0111\u00e3 d\u1eabn \u0111\u1ebfn nh\u1eefng \u0111\u1ed9t ph\u00e1 nhanh ch\u00f3ng trong l\u0129nh v\u1ef1c y t\u1ebf v\u00e0 kh\u00e1m ph\u00e1 thu\u1ed1c.<\/p>\n<h2>Ph\u00e2n t\u00edch tr\u00ecnh t\u1ef1 DNA\/gen<\/h2>\n<p>M\u1ed9t trong nh\u1eefng \u1ee9ng d\u1ee5ng quan tr\u1ecdng nh\u1ea5t c\u1ee7a AI trong b\u1ed9 gen l\u00e0 ph\u00e2n t\u00edch tr\u00ecnh t\u1ef1 DNA.\u00a0C\u00f4ng ngh\u1ec7 gi\u1ea3i tr\u00ecnh t\u1ef1 DNA \u0111\u00e3 ph\u00e1t tri\u1ec3n nhanh ch\u00f3ng trong nh\u1eefng n\u0103m g\u1ea7n \u0111\u00e2y v\u00e0 c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u hi\u1ec7n c\u00f3 th\u1ec3 t\u1ea1o ra l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u gen trong m\u1ed9t kho\u1ea3ng th\u1eddi gian ng\u1eafn.<\/p>\n<p>Tuy nhi\u00ean, vi\u1ec7c ph\u00e2n t\u00edch d\u1eef li\u1ec7u n\u00e0y c\u00f3 th\u1ec3 n\u00f3i l\u00e0 m\u1ed9t nhi\u1ec7m v\u1ee5 r\u1ea5t kh\u00f3 kh\u0103n v\u00ec n\u00f3 \u0111\u00f2i h\u1ecfi ph\u1ea3i x\u00e1c\u00a0\u0111\u1ecbnh c\u00e1c m\u00f4 h\u00ecnh v\u00e0 m\u1ed1i t\u01b0\u01a1ng quan gi\u1eefa h\u00e0ng tri\u1ec7u c\u1eb7p n\u1ec1n.\u00a0C\u00e1c thu\u1eadt to\u00e1n AI c\u00f3 th\u1ec3 gi\u00fap t\u1ef1 \u0111\u1ed9ng h\u00f3a qu\u00e1 tr\u00ecnh n\u00e0y b\u1eb1ng c\u00e1ch x\u00e1c \u0111\u1ecbnh c\u00e1c bi\u1ebfn th\u1ec3 di truy\u1ec1n v\u00e0 c\u00f3 kh\u1ea3 n\u0103ng li\u00ean k\u1ebft ch\u00fang v\u1edbi c\u00e1c b\u1ec7nh c\u1ee5 th\u1ec3.<\/p>\n<p>V\u00ed d\u1ee5, trong m\u1ed9t\u00a0nghi\u00ean c\u1ee9u \u0111\u01b0\u1ee3c c\u00f4ng b\u1ed1 tr\u00ean t\u1ea1p ch\u00ed Nature Journal, c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u \u0111\u00e3 s\u1eed d\u1ee5ng AI \u0111\u1ec3 ph\u00e2n t\u00edch d\u1eef li\u1ec7u gen c\u1ee7a h\u01a1n 4.000 ng\u01b0\u1eddi m\u1eafc ch\u1ee9ng t\u1ef1 k\u1ef7.\u00a0Thu\u1eadt to\u00e1n \u0111\u00e3 x\u00e1c \u0111\u1ecbnh \u0111\u01b0\u1ee3c m\u1ed9t s\u1ed1 gen m\u1edbi c\u00f3 li\u00ean quan \u0111\u1ebfn t\u00ecnh tr\u1ea1ng n\u00e0y, c\u00f3 th\u1ec3 gi\u00fap c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u ph\u00e1t tri\u1ec3n c\u00e1c li\u1ec7u ph\u00e1p m\u1edbi trong t\u01b0\u01a1ng lai.<\/p>\r\n\t\t\t\t<div class=\"tgmcad hor\" style=\"text-align:center;margin:30px 0; padding: 10px 0; border-radius:5px; border-top:solid 1px #ccc; border-bottom:solid 1px #ccc; \">\r\n\t\t\t\t<a href=\"https:\/\/thegioimaychu.vn\/giai-phap\/deep-learning\/\"><img decoding=\"async\" alt=\"Gi\u1ea3i ph\u00e1p h\u1ea1 t\u1ea7ng Deep Learning, Tr\u00ed tu\u1ec7 Nh\u00e2n t\u1ea1o - AI\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2019\/11\/tgmc-deep-learning.jpg\" \/><\/a>\r\n\t\t\t\t<\/div>\n<p>Trong nghi\u00ean c\u1ee9u \u0111i\u1ec3n h\u00ecnh c\u1ee7a ch\u00fang t\u00f4i v\u1edbi \u0110\u1ea1i h\u1ecdc Montreal, Ti\u1ebfn s\u0129 Dumas v\u00e0 nh\u00f3m c\u1ee7a \u00f4ng s\u1eed d\u1ee5ng AI v\u00e0 H\u1ecdc m\u00e1y \u0111\u1ec3 nghi\u00ean c\u1ee9u t\u00e1c \u0111\u1ed9ng c\u1ee7a ki\u1ebfn \u200b\u200btr\u00fac b\u1ed9 gen v\u00e0 m\u1ed1i quan h\u1ec7 c\u1ee7a n\u00f3 v\u1edbi s\u1ef1 ph\u00e1t tri\u1ec3n n\u00e3o b\u1ed9 b\u1ecb h\u1ea1n ch\u1ebf.<\/p>\n<p>C\u00e1c thu\u1eadt to\u00e1n AI c\u00f3 th\u1ec3 gi\u00fap t\u1eadp h\u1ee3p\u00a0b\u1ed9 gen\u00a0t\u1eeb m\u1ed9t l\u01b0\u1ee3ng l\u1edbn d\u1eef li\u1ec7u gi\u1ea3i tr\u00ecnh t\u1ef1 \u0111\u1ecdc ng\u1eafn.\u00a0V\u00ed d\u1ee5, ph\u1ea7n m\u1ec1m d\u1ef1a tr\u00ean AI c\u00f3 t\u00ean\u00a0Canu\u00a0c\u00f3 th\u1ec3 t\u1eadp h\u1ee3p c\u00e1c chu\u1ed7i \u0111\u1ecdc d\u00e0i m\u1ed9t c\u00e1ch ch\u00ednh x\u00e1c v\u00e0 hi\u1ec7u qu\u1ea3.\u00a0Nhi\u1ec1u m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y kh\u00e1c nhau c\u00f3 hi\u1ec7u su\u1ea5t cao v\u00e0 nhanh ch\u00f3ng trong vi\u1ec7c ph\u00e1t hi\u1ec7n nh\u1eefng kh\u00e1c bi\u1ec7t trong b\u1ed9 gen m\u00e0 m\u1eaft ng\u01b0\u1eddi kh\u00f4ng th\u1ec3 l\u00e0m \u0111\u01b0\u1ee3c.<\/p>\n<p>AI c\u0169ng c\u00f3 th\u1ec3 gi\u00fap\u00a0x\u00e1c \u0111\u1ecbnh c\u00e1c bi\u1ebfn th\u1ec3 trong b\u1ed9 gen\u00a0b\u1eb1ng c\u00e1ch so s\u00e1nh d\u1eef li\u1ec7u gi\u1ea3i tr\u00ecnh t\u1ef1 v\u1edbi b\u1ed9 gen tham chi\u1ebfu.\u00a0DeepVariant, m\u1ed9t tr\u00ecnh g\u1ecdi bi\u1ebfn th\u1ec3 d\u1ef1a tr\u00ean AI, s\u1eed d\u1ee5ng m\u1ea1ng th\u1ea7n kinh t\u00edch ch\u1eadp \u0111\u1ec3 th\u1ef1c hi\u1ec7n c\u00e1c l\u1ec7nh g\u1ecdi bi\u1ebfn th\u1ec3 ch\u00ednh x\u00e1c.<\/p>\n<p>Kh\u00f4ng ch\u1ec9 DNA, AI c\u00f2n c\u00f3 th\u1ec3\u00a0ph\u00e2n t\u00edch d\u1eef li\u1ec7u gi\u1ea3i tr\u00ecnh t\u1ef1 RNA\u00a0\u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c lo\u1ea1i v\u00e0 m\u1ee9c \u0111\u1ed9 bi\u1ec3u hi\u1ec7n gen kh\u00e1c nhau.\u00a0V\u00ed d\u1ee5, ph\u1ea7n m\u1ec1m d\u1ef1a tr\u00ean AI c\u00f3 t\u00ean\u00a0Kallisto\u00a0c\u00f3 th\u1ec3 \u0111\u1ecbnh l\u01b0\u1ee3ng ch\u00ednh x\u00e1c m\u1ee9c \u0111\u1ed9 bi\u1ec3u hi\u1ec7n gen.\u00a0\u0110\u00e2y \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 ph\u00e2n t\u00edch Transcriptome v\u00e0 n\u00f3 \u0111ang ng\u00e0y c\u00e0ng s\u1eed d\u1ee5ng nhi\u1ec1u c\u00f4ng c\u1ee5 AI h\u01a1n.<\/p>\n<blockquote><p>\u0110\u1ec3 ch\u1ea1y c\u00e1c ph\u00e2n t\u00edch b\u1ed9 gen c\u00f3 hi\u1ec7u su\u1ea5t cao, h\u00e3y th\u1ef1c thi t\u1ea3i x\u1eed l\u00fd c\u1ee7a b\u1ea1n tr\u00ean\u00a0<a href=\"https:\/\/thegioimaychu.vn\/workstation\/\">M\u00e1y tr\u1ea1m AI<\/a> v\u00e0\u00a0<a href=\"https:\/\/thegioimaychu.vn\/workload\/deep-learning\/\">M\u00e1y ch\u1ee7 AI h\u1ecdc s\u00e2u<\/a>\u00a0\u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng \u0111\u1ec3 t\u0103ng t\u1ed1c c\u00e1c d\u1ef1 \u00e1n kh\u00f3 kh\u0103n nh\u1ea5t.<\/p><\/blockquote>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/10\/tgmc-blog-6523afe28e36f.jpg\" alt=\"\" \/><\/p>\n<h2>Kh\u00e1m ph\u00e1 thu\u1ed1c v\u00e0 ch\u1ea9n \u0111o\u00e1n l\u00e2m s\u00e0ng<\/h2>\n<p>AI \u0111ang \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1ee5c ti\u00eau d\u01b0\u1ee3c li\u1ec7u v\u00e0 ph\u00e1t tri\u1ec3n c\u00e1c lo\u1ea1i thu\u1ed1c m\u1edbi.\u00a0V\u00ed d\u1ee5, c\u00f4ng ty kh\u1edfi nghi\u1ec7p\u00a0Atomwise\u00a0s\u1eed d\u1ee5ng AI \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c lo\u1ea1i thu\u1ed1c m\u1edbi b\u1eb1ng c\u00e1ch d\u1ef1 \u0111o\u00e1n kh\u1ea3 n\u0103ng li\u00ean k\u1ebft c\u1ee7a c\u00e1c ph\u00e2n t\u1eed nh\u1ecf v\u1edbi protein m\u1ee5c ti\u00eau.\u00a0H\u01a1n n\u1eefa, AI c\u00f3 th\u1ec3 h\u1ed7 tr\u1ee3 ch\u1ea9n\u00a0\u0111o\u00e1n c\u00e1c b\u1ec7nh di truy\u1ec1n\u00a0b\u1eb1ng c\u00e1ch ph\u00e2n t\u00edch d\u1eef li\u1ec7u di truy\u1ec1n v\u00e0 x\u00e1c \u0111\u1ecbnh c\u00e1c \u0111\u1ed9t bi\u1ebfn g\u00e2y b\u1ec7nh.<\/p>\n<p>T\u1ea1i \u0110\u1ea1i h\u1ecdc Toronto, Acceleration Consortium \u0111\u00e3 s\u1eed d\u1ee5ng h\u1ec7 gen v\u00e0 c\u01a1 s\u1edf d\u1eef li\u1ec7u protein g\u1ea5p n\u1ebfp AI AlphaFold \u0111\u1ec3 ph\u00e1t hi\u1ec7n ra m\u1ed9t lo\u1ea1i thu\u1ed1c ti\u1ec1m n\u0103ng c\u00f3 th\u1ec3 \u0111i\u1ec1u tr\u1ecb ung th\u01b0 gan ch\u1ec9 trong 30 ng\u00e0y.\u00a0Kh\u1ea3 n\u0103ng c\u1ee7a AI \u0111ang \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 ph\u00e1t hi\u1ec7n ra c\u00e1c lo\u1ea1i thu\u1ed1c m\u1edbi n\u00e0y v\u1edbi t\u1ed1c \u0111\u1ed9 nhanh ch\u00f3ng v\u00e0 k\u1ef7 l\u1ee5c gi\u00fap gi\u1ea3m nhu c\u1ea7u s\u00e0ng l\u1ecdc h\u00e0ng ngh\u00ecn lo\u1ea1i thu\u1ed1c c\u00f3 th\u1ec3.\u00a0Qu\u00e1 tr\u00ecnh t\u1eebng m\u1ea5t nhi\u1ec1u n\u0103m c\u00f3 th\u1ec3 r\u00fat ng\u1eafn xu\u1ed1ng c\u00f2n v\u00e0i tu\u1ea7n.<\/p>\n<h2>Thu\u1ed1c ch\u1eefa b\u1ec7nh c\u00e1 nh\u00e2n h\u00f3a cho t\u1eebng ng\u01b0\u1eddi<\/h2>\n<p>M\u1ed9t l\u0129nh v\u1ef1c li\u00ean quan kh\u00e1c m\u00e0 AI \u0111ang c\u00f3 t\u00e1c \u0111\u1ed9ng \u0111\u00e1ng k\u1ec3 l\u00e0 s\u1ef1 ph\u00e1t tri\u1ec3n c\u1ee7a y h\u1ecdc ch\u00ednh x\u00e1c.\u00a0Y h\u1ecdc ch\u00ednh x\u00e1c nh\u1eb1m m\u1ee5c \u0111\u00edch cung c\u1ea5p c\u00e1c ph\u01b0\u01a1ng ph\u00e1p \u0111i\u1ec1u tr\u1ecb c\u00e1 nh\u00e2n h\u00f3a cho b\u1ec7nh nh\u00e2n d\u1ef1a tr\u00ean c\u1ea5u tr\u00fac di truy\u1ec1n \u0111\u1ed9c \u0111\u00e1o c\u1ee7a h\u1ecd.\u00a0V\u1edbi AI, c\u00e1c c\u00f4ng ty nh\u01b0\u00a0Deep Genomics\u00a0gi\u1edd \u0111\u00e2y c\u00f3 th\u1ec3\u00a0ph\u00e2n t\u00edch d\u1eef li\u1ec7u gen \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c \u0111\u1ed9t bi\u1ebfn gen\u00a0\u0111ang g\u00e2y b\u1ec7nh cho b\u1ec7nh nh\u00e2n v\u00e0 ph\u00e1t tri\u1ec3n c\u00e1c li\u1ec7u ph\u00e1p nh\u1eafm m\u1ee5c ti\u00eau \u0111\u1ec3 \u0111i\u1ec1u tr\u1ecb nh\u1eefng \u0111\u1ed9t bi\u1ebfn \u0111\u00f3.<\/p>\n<p>Trong m\u1ed9t nghi\u00ean c\u1ee9u \u0111\u01b0\u1ee3c c\u00f4ng b\u1ed1 tr\u00ean t\u1ea1p ch\u00ed Human Genetics v\u00e0o n\u0103m 2019, c\u00e1c t\u00e1c gi\u1ea3 \u0111\u00e3 xem x\u00e9t hi\u1ec7n tr\u1ea1ng v\u00e0 h\u01b0\u1edbng \u0111i t\u01b0\u01a1ng lai c\u1ee7a \u1ee9ng d\u1ee5ng AI trong gen ung th\u01b0 trong b\u1ed1i c\u1ea3nh quy tr\u00ecnh l\u00e0m vi\u1ec7c \u0111\u1ec3 t\u00edch h\u1ee3p ph\u00e2n t\u00edch gen\u00a0\u0111\u1ec3 ch\u0103m s\u00f3c ung th\u01b0 ch\u00ednh x\u00e1c.\u00a0C\u00e1c gi\u1ea3i ph\u00e1p hi\u1ec7n c\u00f3 c\u1ee7a AI v\u00e0 nh\u1eefng h\u1ea1n ch\u1ebf c\u1ee7a ch\u00fang trong x\u00e9t nghi\u1ec7m v\u00e0 ch\u1ea9n \u0111o\u00e1n di truy\u1ec1n ung th\u01b0 nh\u01b0 g\u1ecdi v\u00e0 gi\u1ea3i th\u00edch c\u00e1c bi\u1ebfn th\u1ec3 \u0111\u1ec1u \u0111\u01b0\u1ee3c ph\u00e2n t\u00edch nghi\u00eam t\u00fac.<\/p>\n<p>M\u1ed9t s\u1ed1 nghi\u00ean c\u1ee9u \u0111\u1ed9t ph\u00e1 quan tr\u1ecdng h\u01a1n \u0111\u01b0\u1ee3c tr\u00edch d\u1eabn d\u01b0\u1edbi \u0111\u00e2y,<\/p>\n<ol>\n<li>Ch\u1ea9n \u0111o\u00e1n ung th\u01b0 da:\u00a0AI \u0111\u00e3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 n\u00e2ng cao ch\u1ea9n \u0111o\u00e1n ung th\u01b0 da.\u00a0C\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u t\u1ea1i \u0110\u1ea1i h\u1ecdc Stanford \u0111\u00e3 ph\u00e1t tri\u1ec3n m\u1ed9t thu\u1eadt to\u00e1n h\u1ecdc s\u00e2u c\u00f3 th\u1ec3 x\u00e1c \u0111\u1ecbnh ung th\u01b0 da v\u1edbi t\u1ef7 l\u1ec7 ch\u00ednh x\u00e1c l\u00e0 91%.\u00a0Nghi\u00ean c\u1ee9u \u0111\u01b0\u1ee3c c\u00f4ng b\u1ed1 tr\u00ean T\u1ea1p ch\u00ed Nature n\u0103m 2017 (Esteva v\u00e0 c\u1ed9ng s\u1ef1, 2017).<\/li>\n<li>Ti\u00ean l\u01b0\u1ee3ng ung th\u01b0 v\u00fa: AI c\u0169ng \u0111\u00e3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n ti\u00ean l\u01b0\u1ee3ng b\u1ec7nh ung th\u01b0 v\u00fa.\u00a0C\u00e1c \u1ee9ng d\u1ee5ng chi ti\u1ebft c\u1ee7a c\u00e1c c\u00f4ng c\u1ee5 v\u00e0 k\u1ef9 thu\u1eadt AI \u0111\u1ec3 ch\u1ee5p \u1ea3nh v\u00e0 ti\u00ean l\u01b0\u1ee3ng ung th\u01b0 v\u00fa \u0111\u01b0\u1ee3c c\u00f4ng b\u1ed1 tr\u00ean t\u1ea1p ch\u00ed Nature Communications v\u00e0o n\u0103m 2022 (Koh v\u00e0 c\u1ed9ng s\u1ef1, 2022).<\/li>\n<li>Ch\u1ea9n \u0111o\u00e1n b\u1ec7nh Alzheimer: AI \u0111\u00e3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 t\u0103ng c\u01b0\u1eddng ch\u1ea9n \u0111o\u00e1n b\u1ec7nh Alzheimer.\u00a0M\u1ed9t khu\u00f4n kh\u1ed5 m\u1ea1nh m\u1ebd \u0111\u1ec3 \u0111i\u1ec1u tra \u0111\u1ed9 tin c\u1eady v\u00e0 t\u00ednh \u1ed5n \u0111\u1ecbnh c\u1ee7a c\u00e1c d\u1ea5u hi\u1ec7u <a class=\"iblink\" href=\"\/blog\/tag\/ai\/\">tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o<\/a> c\u00f3 th\u1ec3 gi\u1ea3i th\u00edch \u0111\u01b0\u1ee3c v\u1ec1 Suy gi\u1ea3m nh\u1eadn th\u1ee9c nh\u1eb9 v\u00e0 B\u1ec7nh Alzheimer \u0111\u00e3 \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n b\u1edfi c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u t\u1ea1i \u0110\u1ea1i h\u1ecdc Universit\u00e0 degli Studi di Bari Aldo Moro.\u00a0Nghi\u00ean c\u1ee9u \u0111\u01b0\u1ee3c c\u00f4ng b\u1ed1 tr\u00ean t\u1ea1p ch\u00ed &#8220;Tin h\u1ecdc n\u00e3o&#8221; v\u00e0o n\u0103m 2022 (Lombardi v\u00e0 c\u1ed9ng s\u1ef1, 2022).<\/li>\n<\/ol>\n<h2><\/h2>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/10\/tgmc-blog-6523afe376c3b.jpg\" alt=\"\" \/><\/p>\n<h2>Ch\u1ec9nh s\u1eeda gen<\/h2>\n<p>AI c\u0169ng \u0111\u00f3ng vai tr\u00f2 trong vi\u1ec7c ph\u00e1t tri\u1ec3n c\u00f4ng ngh\u1ec7 ch\u1ec9nh s\u1eeda gen, cho ph\u00e9p c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u s\u1eeda \u0111\u1ed5i m\u00e3 di truy\u1ec1n c\u1ee7a sinh v\u1eadt s\u1ed1ng.\u00a0M\u1ed9t trong nh\u1eefng c\u00f4ng ngh\u1ec7 ch\u1ec9nh s\u1eeda gen h\u1ee9a h\u1eb9n nh\u1ea5t l\u00e0\u00a0CRISPR-Cas9\u00a0, s\u1eed d\u1ee5ng h\u1ec7 th\u1ed1ng k\u00e9o ph\u00e2n t\u1eed \u0111\u1ec3 c\u1eaft v\u00e0 ch\u1ec9nh s\u1eeda DNA.<\/p>\n<p>Trong m\u1ed9t\u00a0nghi\u00ean c\u1ee9u \u0111\u01b0\u1ee3c c\u00f4ng b\u1ed1 tr\u00ean t\u1ea1p ch\u00ed Cancer Informatics v\u00e0o n\u0103m 2022, c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u \u0111\u00e3 s\u1eed d\u1ee5ng AI \u0111\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c m\u1ee5c ti\u00eau CRISPR-Cas9 m\u1edbi c\u00f3 th\u1ec3 d\u00f9ng \u0111\u1ec3 ch\u1ec9nh s\u1eeda b\u1ed9 gen c\u1ee7a th\u1ef1c v\u1eadt.\u00a0Vi\u1ec7c s\u1eed d\u1ee5ng n\u0103ng l\u1ef1c tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) \u0111\u1ec3 ch\u1ec9nh s\u1eeda b\u1ed9 gen th\u00f4ng qua CRISPR\/Cas9 cho ph\u00e9p s\u1eeda \u0111\u1ed5i c\u00e1c \u0111\u1ed9t bi\u1ebfn gen v\u00e0 m\u00f4 ph\u1ecfng ph\u00e2n t\u1eed.<\/p>\n<p>C\u00e1c ph\u01b0\u01a1ng ph\u00e1p ti\u1ebfp c\u1eadn AI bao g\u1ed3m c\u00e1c ph\u01b0\u01a1ng ph\u00e1p kh\u00e1m ph\u00e1 ki\u1ebfn \u200b\u200bth\u1ee9c, c\u00e1c ph\u01b0\u01a1ng ph\u00e1p d\u1ef1 \u0111o\u00e1n kh\u00e1ng nguy\u00ean v\u00e0 v\u0103n bia c\u0169ng nh\u01b0 c\u00e1c ph\u01b0\u01a1ng ph\u00e1p ti\u1ebfp c\u1eadn m\u00f4 h\u00ecnh d\u1ef1a tr\u00ean t\u00e1c nh\u00e2n.\u00a0Nh\u1eefng ph\u01b0\u01a1ng ph\u00e1p n\u00e0y k\u1ebft h\u1ee3p v\u1edbi CRISPR\/Cas9 c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng trong thi\u1ebft k\u1ebf v\u1eafc xin.<\/p>\n<h2>Ph\u00e2n t\u00edch m\u1ea1ng l\u01b0\u1edbi protein v\u00e0 gen<\/h2>\n<p>AI c\u0169ng \u0111ang \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 ph\u00e2n t\u00edch m\u1ea1ng l\u01b0\u1edbi gen v\u00e0 protein ph\u1ee9c t\u1ea1p g\u00e2y ra nhi\u1ec1u lo\u1ea1i b\u1ec7nh.\u00a0B\u1eb1ng c\u00e1ch ph\u00e2n t\u00edch c\u00e1c m\u1ea1ng l\u01b0\u1edbi n\u00e0y, c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u c\u00f3 th\u1ec3 x\u00e1c \u0111\u1ecbnh c\u00e1c gen v\u00e0 protein quan tr\u1ecdng c\u00f3 li\u00ean quan \u0111\u1ebfn s\u1ef1 ti\u1ebfn tri\u1ec3n c\u1ee7a b\u1ec7nh v\u00e0 ph\u00e1t tri\u1ec3n c\u00e1c li\u1ec7u ph\u00e1p m\u1edbi nh\u1eafm v\u00e0o c\u00e1c ph\u00e2n t\u1eed \u0111\u00f3.<\/p>\n<p>Trong m\u1ed9t nghi\u00ean c\u1ee9u \u0111\u01b0\u1ee3c c\u00f4ng b\u1ed1 tr\u00ean t\u1ea1p ch\u00ed L\u00e3o h\u00f3a v\u00e0 b\u1ec7nh t\u1eadt v\u00e0o n\u0103m 2020, c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u\u00a0\u0111\u00e3 s\u1eed d\u1ee5ng AI \u0111\u1ec3 ph\u00e2n t\u00edch m\u1ea1ng l\u01b0\u1edbi gen v\u00e0 protein li\u00ean quan \u0111\u1ebfn b\u1ec7nh Alzheimer.\u00a0\u0110\u00e1nh gi\u00e1 to\u00e0n di\u1ec7n t\u1eadp trung v\u00e0o\u00a0\u1ee9ng d\u1ee5ng AI trong nghi\u00ean c\u1ee9u di truy\u1ec1n b\u1ec7nh AD, bao g\u1ed3m ch\u1ea9n \u0111o\u00e1n v\u00e0 ti\u00ean l\u01b0\u1ee3ng b\u1ec7nh AD d\u1ef1a tr\u00ean d\u1eef li\u1ec7u di truy\u1ec1n, ph\u00e2n t\u00edch bi\u1ebfn th\u1ec3 di truy\u1ec1n, h\u1ed3 s\u01a1 bi\u1ec3u hi\u1ec7n gen, t\u01b0\u01a1ng t\u00e1c gen-gen trong AD v\u00e0 ph\u00e2n t\u00edch di truy\u1ec1n c\u1ee7a b\u1ec7nh AD. AD d\u1ef1a tr\u00ean c\u01a1 s\u1edf ki\u1ebfn \u200b\u200bth\u1ee9c.<\/p>\n<h2>Nh\u1eadn di\u1ec7n nh\u1eefng c\u1ea1m b\u1eaby c\u1ee7a vi\u1ec7c \u00e1p d\u1ee5ng Machine Learning trong nghi\u00ean c\u1ee9u gen<\/h2>\n<p>B\u1ea5t ch\u1ea5p nh\u1eefng ph\u00e1t tri\u1ec3n \u0111\u1ea7y h\u1ee9a h\u1eb9n n\u00e0y, v\u1eabn c\u00f2n m\u1ed9t s\u1ed1 th\u00e1ch th\u1ee9c c\u1ea7n v\u01b0\u1ee3t qua trong l\u0129nh v\u1ef1c AI v\u00e0 nghi\u00ean c\u1ee9u gen.\u00a0M\u1ed9t trong nh\u1eefng th\u00e1ch th\u1ee9c l\u1edbn nh\u1ea5t l\u00e0 thi\u1ebfu ti\u00eau chu\u1ea9n h\u00f3a trong d\u1eef li\u1ec7u gen.\u00a0C\u00e1c ph\u00f2ng th\u00ed nghi\u1ec7m v\u00e0 n\u1ec1n t\u1ea3ng gi\u1ea3i tr\u00ecnh t\u1ef1 kh\u00e1c nhau t\u1ea1o ra d\u1eef li\u1ec7u gen \u1edf c\u00e1c \u0111\u1ecbnh d\u1ea1ng kh\u00e1c nhau, g\u00e2y kh\u00f3 kh\u0103n cho vi\u1ec7c so s\u00e1nh v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u gi\u1eefa c\u00e1c nghi\u00ean c\u1ee9u kh\u00e1c nhau.<\/p>\n<p>\u0110\u1ec3 gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 n\u00e0y, m\u1ed9t s\u1ed1 s\u00e1ng ki\u1ebfn \u200b\u200b\u0111ang \u0111\u01b0\u1ee3c ti\u1ebfn h\u00e0nh \u0111\u1ec3 ph\u00e1t tri\u1ec3n c\u00e1c ph\u01b0\u01a1ng ph\u00e1p ti\u00eau chu\u1ea9n h\u00f3a \u0111\u1ec3 l\u01b0u tr\u1eef v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u gen.\u00a0V\u00ed d\u1ee5:\u00a0Li\u00ean minh to\u00e0n c\u1ea7u v\u1ec1 gen v\u00e0 s\u1ee9c kh\u1ecfe (GA4GH)\u00a0l\u00e0 m\u1ed9t n\u1ed7 l\u1ef1c h\u1ee3p t\u00e1c nh\u1eb1m ph\u00e1t tri\u1ec3n c\u00e1c ti\u00eau chu\u1ea9n chia s\u1ebb v\u00e0 ph\u00e2n t\u00edch d\u1eef li\u1ec7u gen tr\u00ean c\u00e1c n\u1ec1n t\u1ea3ng v\u00e0 t\u1ed5 ch\u1ee9c nghi\u00ean c\u1ee9u kh\u00e1c nhau.<\/p>\n<p>M\u1ed9t th\u00e1ch th\u1ee9c kh\u00e1c l\u00e0 kh\u1ea3 n\u0103ng sai l\u1ec7ch trong thu\u1eadt to\u00e1n AI.\u00a0C\u00e1c thu\u1eadt to\u00e1n h\u1ecdc m\u00e1y ch\u1ec9 t\u1ed1t khi d\u1eef li\u1ec7u m\u00e0 ch\u00fang \u0111\u01b0\u1ee3c \u0111\u00e0o t\u1ea1o v\u00e0 n\u1ebfu d\u1eef li\u1ec7u b\u1ecb sai l\u1ec7ch th\u00ec thu\u1eadt to\u00e1n c\u0169ng s\u1ebd b\u1ecb sai l\u1ec7ch.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/thegioimaychu.vn\/blog\/wp-content\/uploads\/2023\/10\/tgmc-blog-6523afe49dcb1.jpg\" alt=\"\" \/><\/p>\n<h2>T\u00e0i li\u1ec7u tham kh\u1ea3o nghi\u00ean c\u1ee9u ch\u00ednh<\/h2>\n<ol>\n<li>Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111\u1ec3 h\u01b0\u1edbng d\u1eabn li\u1ec7u ph\u00e1p ch\u1ed1ng ung th\u01b0 ch\u00ednh x\u00e1c b\u1eb1ng c\u00e1c ch\u1ea5t \u1ee9c ch\u1ebf kinase \u0111a m\u1ee5c ti\u00eau: Trong nghi\u00ean c\u1ee9u n\u00e0y, c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u \u0111\u00e3 \u0111\u1ec1 xu\u1ea5t m\u1ed9t k\u1ef9 thu\u1eadt h\u1ecdc s\u00e2u bi\u1ec3u \u0111\u1ed3 m\u1edbi &#8211; CancerOmicsNet.\u00a0M\u1ea1ng n\u00e0y t\u00edch h\u1ee3p nhi\u1ec1u d\u1eef li\u1ec7u kh\u00f4ng \u0111\u1ed3ng nh\u1ea5t b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng m\u00f4 h\u00ecnh h\u1ecdc bi\u1ec3u \u0111\u1ed3 s\u00e2u v\u1edbi c\u00e1c c\u01a1 ch\u1ebf truy\u1ec1n s\u1ef1 ch\u00fa \u00fd ph\u1ee9c t\u1ea1p \u0111\u1ec3 tr\u00edch xu\u1ea5t c\u00e1c \u0111\u1eb7c \u0111i\u1ec3m c\u00f3 t\u00ednh d\u1ef1 \u0111o\u00e1n cao t\u1eeb c\u00e1c m\u1ea1ng d\u00e0nh ri\u00eang cho b\u1ec7nh ung th\u01b0.\u00a0H\u1ec7 th\u1ed1ng d\u1ef1a tr\u00ean AI \u0111\u01b0\u1ee3c ph\u00e1t minh ra \u0111\u1ec3 cung c\u1ea5p nh\u1eefng d\u1ef1 \u0111o\u00e1n ch\u00ednh x\u00e1c v\u00e0 m\u1ea1nh m\u1ebd h\u01a1n so v\u1edbi ph\u01b0\u01a1ng ph\u00e1p kh\u00e1m ph\u00e1 li\u1ec7u ph\u00e1p \u0111i\u1ec1u tr\u1ecb d\u1ef1a tr\u00ean d\u1eef li\u1ec7u b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng ph\u01b0\u01a1ng ph\u00e1p \u0111\u1ea3o ng\u01b0\u1ee3c ch\u1eef k\u00fd gen.<\/li>\n<li>DeepTorrent: ph\u01b0\u01a1ng ph\u00e1p ti\u1ebfp c\u1eadn d\u1ef1a tr\u00ean h\u1ecdc s\u00e2u \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n c\u00e1c v\u1ecb tr\u00ed DNA N4-methylcytosine: Trong nghi\u00ean c\u1ee9u n\u00e0y, c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u \u0111\u00e3 \u0111\u1ec1 xu\u1ea5t m\u1ed9t ph\u01b0\u01a1ng ph\u00e1p ti\u1ebfp c\u1eadn d\u1ef1a tr\u00ean h\u1ecdc t\u1eadp s\u00e2u, \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 DeepTorrent, \u0111\u1ec3 c\u1ea3i thi\u1ec7n kh\u1ea3 n\u0103ng d\u1ef1 \u0111o\u00e1n c\u00e1c v\u1ecb tr\u00ed 4mC t\u1eeb tr\u00ecnh t\u1ef1 DNA.\u00a0N\u00f3 k\u1ebft h\u1ee3p b\u1ed1n s\u01a1 \u0111\u1ed3 m\u00e3 h\u00f3a t\u00ednh n\u0103ng kh\u00e1c nhau \u0111\u1ec3 m\u00e3 h\u00f3a c\u00e1c chu\u1ed7i DNA th\u00f4 v\u00e0 s\u1eed d\u1ee5ng m\u1ea1ng l\u01b0\u1edbi th\u1ea7n kinh t\u00edch ch\u1eadp nhi\u1ec1u l\u1edbp v\u1edbi module kh\u1edfi \u0111\u1ed9ng \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p v\u1edbi b\u1ed9 nh\u1edb ng\u1eafn h\u1ea1n d\u00e0i hai chi\u1ec1u \u0111\u1ec3 t\u00ecm hi\u1ec3u hi\u1ec7u qu\u1ea3 c\u00e1c bi\u1ec3u di\u1ec5n t\u00ednh n\u0103ng b\u1eadc cao h\u01a1n. \u0110i\u1ec1u n\u00e0y c\u00f3 th\u1ec3 gi\u00fap c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u hi\u1ec3u r\u00f5 h\u01a1n v\u1ec1 di truy\u1ec1n b\u1ec7nh t\u1eadt.<\/li>\n<li>Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o trong ph\u00e1t tri\u1ec3n thu\u1ed1c: hi\u1ec7n tr\u1ea1ng v\u00e0 tri\u1ec3n v\u1ecdng t\u01b0\u01a1ng lai\u00a0: Hi\u1ec7n t\u1ea1i, ng\u00e0nh d\u01b0\u1ee3c ph\u1ea9m \u0111ang ph\u1ea3i \u0111\u1ed1i m\u1eb7t v\u1edbi nh\u1eefng th\u00e1ch th\u1ee9c trong vi\u1ec7c duy tr\u00ec c\u00e1c ch\u01b0\u01a1ng tr\u00ecnh ph\u00e1t tri\u1ec3n thu\u1ed1c c\u1ee7a m\u00ecnh do chi ph\u00ed R&amp;D t\u0103ng v\u00e0 hi\u1ec7u qu\u1ea3 gi\u1ea3m.\u00a0Trong b\u00e0i \u0111\u00e1nh gi\u00e1 n\u00e0y, ch\u00fang t\u00f4i th\u1ea3o lu\u1eadn v\u1ec1 c\u00e1c nguy\u00ean nh\u00e2n ch\u00ednh d\u1eabn \u0111\u1ebfn t\u1ef7 l\u1ec7 hao h\u1ee5t trong qu\u00e1 tr\u00ecnh ph\u00ea duy\u1ec7t thu\u1ed1c m\u1edbi, nh\u1eefng c\u00e1ch kh\u1ea3 thi m\u00e0 AI c\u00f3 th\u1ec3 c\u1ea3i thi\u1ec7n hi\u1ec7u qu\u1ea3 c\u1ee7a qu\u00e1 tr\u00ecnh ph\u00e1t tri\u1ec3n thu\u1ed1c v\u00e0 s\u1ef1 h\u1ee3p t\u00e1c c\u1ee7a nh\u1eefng g\u00e3 kh\u1ed5ng l\u1ed3 trong ng\u00e0nh d\u01b0\u1ee3c ph\u1ea9m v\u1edbi c\u00e1c c\u00f4ng ty ph\u00e1t tri\u1ec3n thu\u1ed1c \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 b\u1edfi AI.<\/li>\n<li>DeepChrome: <a class=\"iblink\" href=\"\/blog\/tag\/deep-learning\/\">deep learning<\/a> \u0111\u1ec3 d\u1ef1 \u0111o\u00e1n bi\u1ec3u hi\u1ec7n gen t\u1eeb s\u1eeda \u0111\u1ed5i histone: Trong nghi\u00ean c\u1ee9u n\u00e0y, c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u \u0111\u00e3 ph\u00e1t tri\u1ec3n m\u1ed9t khung ph\u00e2n bi\u1ec7t \u0111\u1ed1i x\u1eed th\u1ed1ng nh\u1ea5t b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng m\u1ea1ng l\u01b0\u1edbi th\u1ea7n kinh t\u00edch ch\u1eadp s\u00e2u \u0111\u1ec3 ph\u00e2n lo\u1ea1i bi\u1ec3u hi\u1ec7n gen b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng d\u1eef li\u1ec7u s\u1eeda \u0111\u1ed5i histone l\u00e0m \u0111\u1ea7u v\u00e0o.\u00a0Khung m\u1edbi c\u1ee7a h\u1ecd, \u0111\u01b0\u1ee3c g\u1ecdi l\u00e0 DeepChrome, cho ph\u00e9p tr\u00edch xu\u1ea5t t\u1ef1 \u0111\u1ed9ng c\u00e1c t\u01b0\u01a1ng t\u00e1c ph\u1ee9c t\u1ea1p gi\u1eefa c\u00e1c t\u00ednh n\u0103ng quan tr\u1ecdng.\u00a0\u0110i\u1ec1u n\u00e0y c\u00f3 kh\u1ea3 n\u0103ng gi\u00fap c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u hi\u1ec3u r\u00f5 h\u01a1n v\u1ec1 quy \u0111\u1ecbnh gen.<\/li>\n<li>C\u00f4ng ngh\u1ec7 AI ti\u00ean ti\u1ebfn \u0111\u00e1p \u1ee9ng y h\u1ecdc ch\u00ednh x\u00e1c \u0111\u1ec3 c\u1ea3i thi\u1ec7n vi\u1ec7c ch\u0103m s\u00f3c ung th\u01b0: \u0110\u1ec3 cung c\u1ea5p thu\u1ed1c ch\u00ednh x\u00e1c \u0111\u1ec3 ch\u0103m s\u00f3c ung th\u01b0 t\u1ed1t h\u01a1n, c\u00e1c nh\u00e0 nghi\u00ean c\u1ee9u ph\u1ea3i l\u00e0m vi\u1ec7c tr\u00ean d\u1eef li\u1ec7u b\u1ec7nh nh\u00e2n l\u00e2m s\u00e0ng, ch\u1eb3ng h\u1ea1n nh\u01b0 h\u1ed3 s\u01a1 y t\u1ebf \u0111i\u1ec7n t\u1eed, ch\u1ee5p c\u1eaft l\u1edbp vi t\u00ednh, k\u1ebft qu\u1ea3 \u0111\u00e1nh gi\u00e1 sinh l\u00fd, k\u1ebft qu\u1ea3 ph\u00f2ng th\u00ed nghi\u1ec7m h\u00f3a sinh, b\u1ec7nh l\u00fd k\u1ef9 thu\u1eadt s\u1ed1 v\u00e0 c\u1ea3nh quan di truy\u1ec1n.\u00a0\u0110\u1ec3 gi\u1ea3i th\u00edch d\u1eef li\u1ec7u sinh h\u1ecdc n\u00e0y v\u1ec1 gen ung th\u01b0, m\u1ed9t quy tr\u00ecnh ho\u1ea1t \u0111\u1ed9ng d\u1ef1a tr\u00ean m\u00f4 h\u00ecnh AI v\u00e0 ML c\u0169ng nh\u01b0 n\u1ec1n t\u1ea3ng qu\u1ea3n l\u00fd y t\u1ebf v\u1edbi \u0111i\u1ec7n to\u00e1n hi\u1ec7u su\u1ea5t cao ph\u1ea3i \u0111\u01b0\u1ee3c thi\u1ebft l\u1eadp \u0111\u1ec3 c\u00f3 \u0111\u01b0\u1ee3c gen ung th\u01b0 ch\u00ednh x\u00e1c trong th\u1ef1c h\u00e0nh l\u00e2m s\u00e0ng.\u00a0\u0110\u00e2y l\u00e0 m\u1ed9t b\u00e0i vi\u1ebft \u0111\u00e1nh gi\u00e1 bao g\u1ed3m nh\u1eefng ph\u00e1t tri\u1ec3n g\u1ea7n \u0111\u00e2y trong c\u00e1c l\u0129nh v\u1ef1c n\u00e0y.<\/li>\n<\/ol>\n<h2>T\u01b0\u01a1ng lai c\u1ee7a AI trong nghi\u00ean c\u1ee9u gen l\u00e0 g\u00ec?<\/h2>\n<p>M\u1ed9t trong nh\u1eefng l\u0129nh v\u1ef1c quan tr\u1ecdng nh\u1ea5t m\u00e0 c\u00f4ng ngh\u1ec7 AI \u0111ang \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng l\u00e0 ch\u0103m s\u00f3c b\u1ec7nh ung th\u01b0, gi\u00fap x\u00e1c \u0111\u1ecbnh c\u00e1c \u0111\u1ed9t bi\u1ebfn gen c\u1ee5 th\u1ec3 g\u00e2y ra b\u1ec7nh ung th\u01b0 v\u00e0 ph\u00e1t tri\u1ec3n c\u00e1c ph\u01b0\u01a1ng ph\u00e1p \u0111i\u1ec1u tr\u1ecb c\u00e1 nh\u00e2n h\u00f3a.\u00a0Y h\u1ecdc ch\u00ednh x\u00e1c, bao g\u1ed3m vi\u1ec7c s\u1eed d\u1ee5ng th\u00f4ng tin di truy\u1ec1n \u0111\u1ec3 \u0111i\u1ec1u ch\u1ec9nh ph\u01b0\u01a1ng ph\u00e1p \u0111i\u1ec1u tr\u1ecb y t\u1ebf cho t\u1eebng b\u1ec7nh nh\u00e2n, l\u00e0 m\u1ed9t l\u0129nh v\u1ef1c kh\u00e1c m\u00e0 AI v\u00e0 h\u1ecdc m\u00e1y \u0111ang t\u1ea1o ra s\u1ef1 kh\u00e1c bi\u1ec7t.<\/p>\n<p>Nh\u1eefng c\u00f4ng ngh\u1ec7 n\u00e0y c\u0169ng \u0111ang \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng \u0111\u1ec3 ph\u00e2n t\u00edch c\u00e1c m\u1eabu bi\u1ec3u hi\u1ec7n gen v\u00e0 x\u00e1c \u0111\u1ecbnh c\u00e1c d\u1ea5u hi\u1ec7u sinh h\u1ecdc b\u1ec7nh, c\u00f3 th\u1ec3 h\u1ed7 tr\u1ee3 ch\u1ea9n \u0111o\u00e1n v\u00e0 \u0111i\u1ec1u tr\u1ecb s\u1edbm.\u00a0Vai tr\u00f2 c\u1ee7a AI v\u00e0 h\u1ecdc m\u00e1y trong vi\u1ec7c kh\u00e1m ph\u00e1 thu\u1ed1c, bao g\u1ed3m d\u1ef1 \u0111o\u00e1n c\u00e1c m\u1ee5c ti\u00eau thu\u1ed1c ti\u1ec1m n\u0103ng v\u00e0 t\u1ed1i \u01b0u h\u00f3a thi\u1ebft k\u1ebf thu\u1ed1c \u0111ang ng\u00e0y c\u00e0ng tr\u1edf n\u00ean quan tr\u1ecdng h\u01a1n.<\/p>\n<p>Khi m\u00e1y t\u00ednh ti\u1ebfn b\u1ed9 v\u00e0 t\u0103ng t\u1ed1c t\u1ea3i x\u1eed l\u00fd t\u00ednh to\u00e1n l\u1edbn, AI v\u00e0 h\u1ecdc m\u00e1y s\u1ebd ti\u1ebfp t\u1ee5c c\u00e1ch m\u1ea1ng h\u00f3a nghi\u00ean c\u1ee9u y t\u1ebf.\u00a0Ch\u0103m s\u00f3c b\u1ec7nh ung th\u01b0, y h\u1ecdc ch\u00ednh x\u00e1c, ph\u00e2n t\u00edch bi\u1ec3u hi\u1ec7n gen v\u00e0 kh\u00e1m ph\u00e1 thu\u1ed1c \u0111\u1ec1u c\u00f3 th\u1ec3 th\u1ef1c hi\u1ec7n \u0111\u01b0\u1ee3c nh\u1edd ph\u1ea7n c\u1ee9ng t\u1ed1t h\u01a1n v\u00e0 m\u00f4 h\u00ecnh h\u1ecdc m\u00e1y t\u1ed1t h\u01a1n.\u00a0V\u1edbi nh\u1eefng ti\u1ebfn b\u1ed9 h\u01a1n n\u1eefa trong c\u00e1c c\u00f4ng ngh\u1ec7 n\u00e0y, c\u00f3 kh\u1ea3 n\u0103ng t\u00e1c \u0111\u1ed9ng c\u1ee7a ch\u00fang \u0111\u1ed1i v\u1edbi nghi\u00ean c\u1ee9u v\u1ec1 gen s\u1ebd s\u1edbm tr\u1edf th\u00e0nh nh\u1eefng tuy\u1ec7t t\u00e1c khoa h\u1ecdc mang t\u00ednh \u0111\u1ed9t ph\u00e1.<\/p>\n<p><em>Ngu\u1ed3n<\/em> ExxactBlog<\/p>\n<div>____<br \/><b>B\u00e0i vi\u1ebft li\u00ean quan<\/b><\/div>\n<ul>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=22728\">Hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh h\u00e0ng tr\u0103m t\u1ef7 tham s\u1ed1 ngay t\u1ea1i b\u00e0n v\u1edbi MSI EdgeXpert<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=22612\">NVIDIA Merlin: T\u1ed5ng quan v\u1ec1 toolkit cho h\u1ec7 th\u1ed1ng g\u1ee3i \u00fd quy m\u00f4 l\u1edbn<\/a><\/li>\n<li><a href=\"https:\/\/thegioimaychu.vn\/blog\/?post_type=post&#038;p=22376\">OpenAI l\u1ea7n 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r\u00eca?<\/a><\/li>\n<\/ul>\n<\/p>","protected":false},"excerpt":{"rendered":"<p>Trong nh&#7919;ng n&#259;m g&#7847;n &#273;&acirc;y, Tr&iacute; tu&#7879; nh&acirc;n t&#7841;o (AI) ng&agrave;y c&agrave;ng &#273;&oacute;ng vai tr&ograve; quan tr&#7885;ng h&#417;n trong l&#297;nh v&#7921;c gen, nghi&ecirc;n c&#7913;u v&#7873; v&#7853;t ch&#7845;t di truy&#7873;n c&#7911;a sinh v&#7853;t.&nbsp;V&#7899;i nh&#7919;ng ti&#7871;n b&#7897; trong AI v&agrave; h&#7885;c m&aacute;y, gi&#7901; &#273;&acirc;y c&aacute;c nh&agrave; khoa h&#7885;c c&oacute; th&#7875; ph&acirc;n t&iacute;ch l&#432;&#7907;ng l&#7899;n d&#7919; li&#7879;u gen&#8230;<\/p>\n","protected":false},"author":2,"featured_media":17991,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3],"tags":[7,1013,416],"class_list":["post-17990","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-hpc","tag-ai","tag-genomics","tag-healthcare"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>AI \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng nh\u01b0 th\u1ebf n\u00e0o trong ng\u00e0nh y t\u1ebf v\u00e0 nghi\u00ean c\u1ee9u Gen - Blog | TheGioiMayChu<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/thegioimaychu.vn\/blog\/ai-hpc\/ai-duoc-su-dung-nhu-the-nao-trong-nganh-y-te-va-nghien-cuu-gen-p17990\/\" 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