{"id":14258,"date":"2024-09-17T20:09:29","date_gmt":"2024-09-17T20:09:29","guid":{"rendered":"https:\/\/dailyai.com\/?p=14258"},"modified":"2024-09-18T08:42:03","modified_gmt":"2024-09-18T08:42:03","slug":"ai-accelerates-the-discovery-of-cryoprotectant-compounds-for-medicine-transport-and-storage","status":"publish","type":"post","link":"https:\/\/dailyai.com\/sv\/2024\/09\/ai-accelerates-the-discovery-of-cryoprotectant-compounds-for-medicine-transport-and-storage\/","title":{"rendered":"AI p\u00e5skyndar uppt\u00e4ckten av kryoprotektiva f\u00f6reningar f\u00f6r transport och lagring av l\u00e4kemedel"},"content":{"rendered":"

Forskare har utvecklat ett nytt maskininl\u00e4rningssystem som kan hj\u00e4lpa till att bevara vacciner, blod och andra medicinska behandlingar.\u00a0<\/b><\/p>\n

Den <\/span>forskning<\/span><\/a>som publiceras i Nature Communications, leddes av University of Warwick och University of Manchester.<\/span><\/p>\n

AI-systemet hj\u00e4lper till att identifiera molekyler som kallas kryoprotektanter - f\u00f6reningar som f\u00f6rhindrar skador vid frysning av biologiska material.\u00a0<\/span><\/p>\n

Kryoskyddsmedel \u00e4r speciella \u00e4mnen som hj\u00e4lper till att skydda levande celler och v\u00e4vnader fr\u00e5n skador n\u00e4r de fryses.<\/p>\n

De verkar genom att f\u00f6rhindra bildandet av skadliga iskristaller, som i princip bryter s\u00f6nder v\u00e4vnad n\u00e4r man fryser den, och hj\u00e4lper ocks\u00e5 cellerna att beh\u00e5lla sin struktur i extrem kyla.<\/p>\n

Dessa f\u00f6reningar \u00e4r mycket viktiga f\u00f6r att bevara t.ex. vacciner, blodprover och reproduktiva celler f\u00f6r l\u00e5ngtidsf\u00f6rvaring eller transport.<\/p>\n

Kryopresevants kan en dag anv\u00e4ndas f\u00f6r att bevara organ, komplexa v\u00e4vnader eller till och med hela m\u00e4nniskor.<\/p>\n

F\u00f6r n\u00e4rvarande \u00e4r det en l\u00e5ngsam process med f\u00f6rs\u00f6k och misstag att hitta nya kryoprotektiva \u00e4mnen. Denna nya ML-drivna metod g\u00f6r det m\u00f6jligt f\u00f6r forskare att snabbt screena hundratals potentiella molekyler virtuellt.<\/span><\/p>\n

H\u00e4r \u00e4r n\u00e5gra viktiga punkter i studien:<\/span><\/p>\n

    \n
  1. Teamet skapade en maskininl\u00e4rningsmodell som tr\u00e4nades p\u00e5 data fr\u00e5n befintliga kryoprotektorer.<\/span><\/li>\n
  2. Denna modell kan f\u00f6ruts\u00e4ga hur v\u00e4l nya molekyler kan fungera som kryoskyddsmedel.<\/span><\/li>\n
  3. Forskarna anv\u00e4nde modellen f\u00f6r att screena ett bibliotek med cirka 500 aminosyror.<\/span><\/li>\n
  4. Systemet identifierade flera lovande f\u00f6reningar, inklusive en aminooxazolester som \u00f6vertr\u00e4ffade m\u00e5nga k\u00e4nda kryoprotektorer.<\/li>\n
  5. Labbtester bekr\u00e4ftade AI: s f\u00f6ruts\u00e4gelser, med den nya f\u00f6reningen som visade stark iskristallf\u00f6rebyggande.<\/span><\/li>\n
  6. Den uppt\u00e4ckta molekylen f\u00f6rb\u00e4ttrade bevarandet av r\u00f6da blodkroppar n\u00e4r den kombinerades med standardtekniker.<\/span><\/li>\n<\/ol>\n

    Den aminooxazolester som identifierades i studien uppvisade s\u00e4rskilt anm\u00e4rkningsv\u00e4rda egenskaper f\u00f6r att h\u00e4mma isomkristallisation (IRI). Den hindrade n\u00e4stan helt iskristallerna fr\u00e5n att v\u00e4xa sig st\u00f6rre under frysningsprocessen.<\/p>\n

    F\u00f6reningen var effektiv \u00e4ven n\u00e4r forskarna s\u00e4nkte dess koncentration. Dessutom bibeh\u00f6ll den sina ish\u00e4mmande egenskaper i fosfatbuffrad saltl\u00f6sning (PBS), en l\u00f6sning som efterliknar saltkoncentrationen i m\u00e4nniskokroppen.<\/p>\n

    Dr Matt Warren, doktoranden som ledde projektet, beskrev hur modellen \u00f6kar effektiviteten: \"Efter \u00e5r av arbetsintensiv datainsamling i labbet \u00e4r det otroligt sp\u00e4nnande att nu ha en maskininl\u00e4rningsmodell som m\u00f6jligg\u00f6r ett datadrivet tillv\u00e4gag\u00e5ngss\u00e4tt f\u00f6r att f\u00f6ruts\u00e4ga kryoprotektiv aktivitet.\"<\/span><\/p>\n

    Professor Matthew Gibson fr\u00e5n Manchester till\u00e4gger: \"Resultaten av datormodellen var h\u00e4pnadsv\u00e4ckande och identifierade aktiva molekyler som jag aldrig skulle ha valt, inte ens med min m\u00e5ng\u00e5riga expertis.\"<\/span><\/p>\n

    Professor Gabriele Sosso, som ledde Warwick-teamet, <\/span>f\u00f6rklarade i ett blogginl\u00e4gg<\/span><\/a> att maskininl\u00e4rning, trots att den \u00e4r imponerande, inte \u00e4r en universall\u00f6sning f\u00f6r den h\u00e4r typen av forskningsproblem: \"Det \u00e4r viktigt att f\u00f6rst\u00e5 att maskininl\u00e4rning inte \u00e4r en magisk l\u00f6sning f\u00f6r alla vetenskapliga problem. I det h\u00e4r arbetet anv\u00e4nde vi det som ett verktyg bland m\u00e5nga.\"<\/span><\/p>\n

    Forskarna kombinerade AI-f\u00f6ruts\u00e4gelserna med molekyl\u00e4ra simuleringar och laboratorieexperiment - ett m\u00e5ngsidigt tillv\u00e4gag\u00e5ngss\u00e4tt som hj\u00e4lpte till att validera resultaten och f\u00f6rfina modellen.<\/span><\/p>\n

    Detta bidrar till en rad AI-drivna studier inom l\u00e4kemedelsuppt\u00e4ckt och materialdesign. Forskare har byggt AI-modeller f\u00f6r att generera intressanta Medicinska f\u00f6reningar<\/a>varav en har varit f\u00f6rdes till klinisk pr\u00f6vning<\/a>.<\/p>\n

    DeepMind skapade ocks\u00e5 en modell som heter GNoME<\/a> som automatiskt kan generera och syntetisera material.<\/p>\n

    De nya kryoprotektiva f\u00f6reningar som uppt\u00e4ckts kan f\u00e5 stor betydelse i verkligheten.<\/span><\/p>\n

    Forskarna beskriver till exempel hur f\u00f6rb\u00e4ttrad kryokonservering kan f\u00f6rl\u00e4nga h\u00e5llbarheten hos vacciner och g\u00f6ra det l\u00e4ttare att transportera k\u00e4nsliga medicinska behandlingar till avl\u00e4gsna omr\u00e5den.\u00a0<\/span><\/p>\n

    Tekniken skulle ocks\u00e5 kunna p\u00e5skynda blodtransfusioner genom att minska den tid som kr\u00e4vs f\u00f6r att bearbeta fryst blod.<\/span><\/p>\n

    \u00c4ven om resultaten \u00e4r lovande, varnar teamet f\u00f6r att mer arbete kr\u00e4vs f\u00f6r att fullt ut f\u00f6rst\u00e5 hur dessa nya f\u00f6reningar fungerar och f\u00f6r att s\u00e4kerst\u00e4lla medicinsk s\u00e4kerhet och stabilitet.\u00a0<\/span><\/p>","protected":false},"excerpt":{"rendered":"

    Forskare har utvecklat ett nytt maskininl\u00e4rningssystem som kan hj\u00e4lpa till att bevara vacciner, blod och andra medicinska behandlingar. Forskningen, som publiceras i Nature Communications, har letts av University of Warwick och University of Manchester. AI-systemet hj\u00e4lper till att identifiera molekyler som kallas kryoprotektanter - f\u00f6reningar som f\u00f6rhindrar skador vid frysning av biologiska material. Kryoprotektanter \u00e4r speciella \u00e4mnen som hj\u00e4lper till att skydda levande celler och v\u00e4vnader fr\u00e5n skador n\u00e4r de fryses. De f\u00f6rhindrar bildandet av skadliga iskristaller, som i princip bryter s\u00f6nder v\u00e4vnaden n\u00e4r man fryser den, och hj\u00e4lper \u00e4ven cellerna att beh\u00e5lla sin struktur i extrem kyla. Dessa f\u00f6reningar<\/p>","protected":false},"author":2,"featured_media":14259,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[88],"tags":[203,178],"class_list":["post-14258","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ethics","tag-biotech","tag-medicine"],"yoast_head":"\nAI accelerates the discovery of cryoprotectant compounds for medicine transport and storage | DailyAI<\/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:\/\/dailyai.com\/sv\/2024\/09\/ai-accelerates-the-discovery-of-cryoprotectant-compounds-for-medicine-transport-and-storage\/\" \/>\n<meta property=\"og:locale\" content=\"sv_SE\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI accelerates the discovery of cryoprotectant compounds for medicine transport and storage | DailyAI\" \/>\n<meta property=\"og:description\" content=\"Scientists have developed a new machine learning system that could help preserve vaccines, blood, and other medical treatments.\u00a0 The research, published in Nature Communications, was led by the University of Warwick and the University of Manchester. 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