{"id":15832,"date":"2023-12-04T12:00:11","date_gmt":"2023-12-04T12:00:11","guid":{"rendered":"https:\/\/www.fertilitycrete.gr\/?p=15832"},"modified":"2023-12-06T09:53:54","modified_gmt":"2023-12-06T09:53:54","slug":"comment-lia-aide-a-predire-la-viabilite-des-embryons","status":"publish","type":"post","link":"https:\/\/www.fertilitycrete.gr\/fr\/actualites-publications\/comment-lia-aide-a-predire-la-viabilite-des-embryons\/","title":{"rendered":"Comment l\u2019IA aide \u00e0 pr\u00e9dire la viabilit\u00e9 des embryons"},"content":{"rendered":"<p>Les scientifiques ont r\u00e9cemment combin\u00e9 des m\u00e9thodes de traitement d&rsquo;images par vision par ordinateur et des techniques d&rsquo;apprentissage profond pour cr\u00e9er le mod\u00e8le d&rsquo;IA non invasif Life Whisperer permettant de pr\u00e9dire de mani\u00e8re robuste la viabilit\u00e9 de l&#8217;embryon, mesur\u00e9e par l&rsquo;issue clinique de la grossesse, \u00e0 l&rsquo;aide d&rsquo;images statiques uniques de blastocystes du cinqui\u00e8me jour obtenues \u00e0 partir d&rsquo;une lumi\u00e8re optique standard. syst\u00e8mes de microscopes.<br \/>\nLe Centre de fertilit\u00e9 de Cr\u00e8te a uni le Dr Matthaios Fraidakis, 30 ans d&rsquo;exp\u00e9rience et <a href=\"https:\/\/www.fertilitycrete.gr\/fr\/actualites-publications\/utiliser-lia-pour-de-meilleurs-resultats-dans-la-selection-dembryons-par-fiv\/\">l&rsquo;IA pour aider encore mieux les patients FIV et \u00e9tablir des taux de r\u00e9ussite de FIV encore plus \u00e9lev\u00e9s.<\/a><\/p>\n<h2>Ce que l&rsquo;on sait d\u00e9j\u00e0<\/h2>\n<p>La s\u00e9lection d&#8217;embryons apr\u00e8s une FIV est un facteur essentiel pour d\u00e9terminer le succ\u00e8s de la grossesse ult\u00e9rieure. Le classement morphocin\u00e9tique traditionnel effectu\u00e9 par des embryologistes qualifi\u00e9s peut \u00eatre subjectif et variable, et d&rsquo;autres techniques compl\u00e9mentaires, telles que l&rsquo;imagerie acc\u00e9l\u00e9r\u00e9e, n\u00e9cessitent un \u00e9quipement co\u00fbteux et n&rsquo;ont pas d\u00e9montr\u00e9 de mani\u00e8re fiable leur capacit\u00e9 pr\u00e9dictive du point final de la grossesse clinique. Les m\u00e9thodes d\u2019IA sont \u00e9tudi\u00e9es comme moyens prometteurs pour am\u00e9liorer la s\u00e9lection des embryons et pr\u00e9dire les r\u00e9sultats de l\u2019implantation et de la grossesse.<\/p>\n<h2>Conception, taille et dur\u00e9e de l&rsquo;\u00e9tude<\/h2>\n<p>Ces \u00e9tudes impliquaient l\u2019analyse de donn\u00e9es collect\u00e9es r\u00e9trospectivement, notamment des images standard au microscope optique et les r\u00e9sultats cliniques de 8 886 embryons provenant de 11 cliniques de FIV diff\u00e9rentes, dans trois pays diff\u00e9rents, entre 2011 et 2018.<\/p>\n<h2>Participants\/mat\u00e9riel, cadre, m\u00e9thodes<\/h2>\n<p>Le mod\u00e8le bas\u00e9 sur l&rsquo;IA a \u00e9t\u00e9 form\u00e9 \u00e0 l&rsquo;aide d&rsquo;images statiques bidimensionnelles au microscope optique avec une issue clinique connue de la grossesse, mesur\u00e9e par le rythme cardiaque f\u0153tal, afin de fournir un score de confiance pour la pr\u00e9diction de la grossesse. La pr\u00e9cision pr\u00e9dictive a \u00e9t\u00e9 d\u00e9termin\u00e9e en \u00e9valuant la sensibilit\u00e9, la sp\u00e9cificit\u00e9 et la pr\u00e9cision globale pond\u00e9r\u00e9e, et a \u00e9t\u00e9 visualis\u00e9e \u00e0 l&rsquo;aide d&rsquo;histogrammes des distributions de pr\u00e9dictions. La comparaison avec la pr\u00e9cision pr\u00e9dictive desembryologistes a \u00e9t\u00e9 r\u00e9alis\u00e9e \u00e0 l&rsquo;aide d&rsquo;une approche de classification binaire et d&rsquo;une comparaison de classement \u00e0 5 bandes.<\/p>\n<h2>Principaux r\u00e9sultats et r\u00f4le du hasard<\/h2>\n<p>Le mod\u00e8le Life Whisperer AI a montr\u00e9 une sensibilit\u00e9 de 70,1 % pour les embryons viables tout en maintenant une sp\u00e9cificit\u00e9 de 60,5 % pour les embryons non viables sur trois ensembles de tests aveugles ind\u00e9pendants provenant de diff\u00e9rentes cliniques. La pr\u00e9cision globale pond\u00e9r\u00e9e dans chaque ensemble de tests \u00e0 l&rsquo;aveugle \u00e9tait &gt;63 %, avec une pr\u00e9cision combin\u00e9e de 64,3 % sur les embryons viables et non viables, d\u00e9montrant la robustesse et la g\u00e9n\u00e9ralisabilit\u00e9 du mod\u00e8le au-del\u00e0 du r\u00e9sultat attendu du hasard. Les distributions des pr\u00e9dictions ont montr\u00e9 une s\u00e9paration nette entre les embryons correctement et incorrectement class\u00e9s. La comparaison binaire de la classification des embryons viables\/non viables a d\u00e9montr\u00e9 une am\u00e9lioration de 24,7 % par rapport \u00e0 la pr\u00e9cision des embryologistes (P = 0,047, n = 2, test t de Student), et la comparaison du classement \u00e0 5 bandes a d\u00e9montr\u00e9 une am\u00e9lioration de 42,0 % par rapport aux embryologistes (P = 0,028, n = 2, test t de Student).<\/p>\n<h2>Limites, raisons de prudence<\/h2>\n<p>Le mod\u00e8le d\u2019IA d\u00e9velopp\u00e9 ici se limite \u00e0 l\u2019analyse des embryons du jour 5 ; par cons\u00e9quent, une \u00e9valuation plus approfondie ou une modification du mod\u00e8le est n\u00e9cessaire pour incorporer des informations provenant de diff\u00e9rents moments. Le crit\u00e8re d&rsquo;\u00e9valuation d\u00e9crit est la grossesse clinique mesur\u00e9e par le rythme cardiaque f\u0153tal, et cela n&rsquo;indique pas la probabilit\u00e9 d&rsquo;une naissance vivante. L&rsquo;enqu\u00eate actuelle a \u00e9t\u00e9 r\u00e9alis\u00e9e avec des donn\u00e9es collect\u00e9es r\u00e9trospectivement et il sera donc important de collecter des donn\u00e9es de mani\u00e8re prospective pour \u00e9valuer l&rsquo;utilisation r\u00e9elle du mod\u00e8le d&rsquo;IA.<\/p>\n<h2>Implications plus larges des r\u00e9sultats<\/h2>\n<p>Ces \u00e9tudes ont d\u00e9montr\u00e9 une capacit\u00e9 pr\u00e9dictive am\u00e9lior\u00e9e pour l&rsquo;\u00e9valuation de la viabilit\u00e9 des embryons par rapport aux m\u00e9thodes de classement morphocin\u00e9tique traditionnelles desembryologistes. La pr\u00e9cision sup\u00e9rieure du mod\u00e8le Life Whisperer AI pourrait conduire \u00e0 une am\u00e9lioration des taux de r\u00e9ussite des grossesses en FIV lorsqu\u2019il est utilis\u00e9 en milieu clinique. Cela pourrait \u00e9galement potentiellement contribuer \u00e0 la standardisation des m\u00e9thodes de s\u00e9lection d\u2019embryons dans plusieurs environnements cliniques, tout en \u00e9liminant le besoin d\u2019\u00e9quipements d\u2019imagerie acc\u00e9l\u00e9r\u00e9s complexes. Enfin, l&rsquo;application logicielle bas\u00e9e sur le cloud utilis\u00e9e pour appliquer le mod\u00e8le d&rsquo;IA Life Whisperer dans la pratique clinique le rend largement applicable et \u00e9volutif \u00e0 l&rsquo;\u00e9chelle mondiale pour les cliniques de FIV du monde entier.<\/p>\n<p>Source : pubmed.ncbi.nlm.nih.gov<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Les scientifiques ont r\u00e9cemment combin\u00e9 des m\u00e9thodes de traitement d&rsquo;images par vision par ordinateur et des techniques d&rsquo;apprentissage profond pour cr\u00e9er le mod\u00e8le d&rsquo;IA non invasif Life Whisperer permettant de pr\u00e9dire de mani\u00e8re robuste la viabilit\u00e9 de l&#8217;embryon, mesur\u00e9e par l&rsquo;issue clinique de la grossesse, \u00e0 l&rsquo;aide d&rsquo;images statiques uniques de blastocystes du cinqui\u00e8me jour<\/p>\n","protected":false},"author":2,"featured_media":15767,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[113],"tags":[117],"class_list":["post-15832","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-actualites-publications","tag-crete-fertility-centre-fr"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.2 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Comment l\u2019IA aide \u00e0 pr\u00e9dire la viabilit\u00e9 des embryons - Crete Fertility Centre<\/title>\n<meta name=\"description\" content=\"Nous avons combin\u00e9 des m\u00e9thodes de traitement d&#039;images de vision par ordinateur et des techniques d&#039;apprentissage profond pour cr\u00e9er le mod\u00e8le d&#039;IA non invasif Life Whisperer permettant de pr\u00e9dire de mani\u00e8re robuste la viabilit\u00e9 de l&#039;embryon, mesur\u00e9e par l&#039;issue clinique de la grossesse, \u00e0 l&#039;aide d&#039;images statiques uniques de blastocystes du jour 5 obtenues \u00e0 partir d&#039;un microscope optique standard. syst\u00e8mes.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.fertilitycrete.gr\/fr\/actualites-publications\/comment-lia-aide-a-predire-la-viabilite-des-embryons\/\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Comment l\u2019IA aide \u00e0 pr\u00e9dire la viabilit\u00e9 des embryons - Crete Fertility Centre\" \/>\n<meta property=\"og:description\" content=\"Nous avons combin\u00e9 des m\u00e9thodes de traitement d&#039;images de vision par ordinateur et des techniques d&#039;apprentissage profond pour cr\u00e9er le mod\u00e8le d&#039;IA non invasif Life Whisperer permettant de pr\u00e9dire 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