AI a cikin Gano Drug
AI a cikin binciken miyagun ƙwayoyi yana amfani da koyo na na'ura don hasashen halayen ƙwayoyin cuta, ƙirƙira sabbin mahadi, da raguwa shekaru da biliyoyin da ake buƙata don nemo magani mai inganci.
Dubawa
It is reshaping the slowest, riskiest part of pharma.
Zurfafa nutsewa
Kawo magani zuwa kasuwa bisa ga al'ada yana ɗaukar shekaru 10 zuwa 15 kuma sama da dala biliyan ɗaya, tare da yawancin 'yan takara sun gaza. AI yana kai hare-hare da yawa. A cikin gano maƙasudi, ƙira ƙirƙira ilimin halittu da bayanan furotin don nemo sunadaran da ke da alaƙa da cutar da suka cancanci yin magani. A cikin binciken da aka samu, ƙirar ƙira suna ba da shawarar sabbin kwayoyin halitta tare da kaddarorin da ake so, yayin da tantancewar kama-da-wane ke da darajar miliyoyin mahadi ba tare da haɗin lab ba. DeepMind's AlphaFold ya annabta tsarin 3D don sunadaran sunadaran miliyan 200, yana ba masu bincike zane-zane waɗanda sau ɗaya suna buƙatar shekaru na crystallography. Kamfanoni kamar Magungunan Insilico da Recursion suna amfani da kwayoyin da aka tsara AI yanzu a cikin gwajin ɗan adam. AI kuma yana annabta guba da ADME (sha, rarrabawa, metabolism, excretion) da wuri, kashe miyagu 'yan takara kafin gwaji masu tsada.
Fahimtar Fasaha
Molecules galibi ana wakilta su azaman jadawali (atom a matsayin nodes, bond a matsayin gefuna) kuma ana sarrafa su ta hanyar hanyoyin sadarwa na jadawali, ko kuma a matsayin igiyoyin rubutu da ake kira SMILES da aka ciyar da su zuwa tsarin tsari. Hanyoyi masu ƙirƙira kamar bambance-bambancen autoencoders da samfuran watsawa suna samar da sabbin sifofi a cikin sararin sinadari da aka koyo, haɓaka don ɗaure alaƙa da kamannin ƙwayoyi. AlphaFold yana amfani da zurfin koyo mai zurfi wanda aka horar da shi akan Bankin Bayanai na Protein don hasashen yadda sarƙoƙin amino-acid ke ninka su cikin sifofin 3D waɗanda ke ƙayyade aiki.
Dabarun Tasiri
Mahallin da dokoki
Halin masana'antu yana ƙayyade ko ra'ayoyin AI sun tsira hulɗa da gaskiya.
Kula da inganci
Matsakaicin yanki yana tasiri karɓaɓɓun ƙimar kuskure da ƙirar sa ido.
Gina zaɓuɓɓuka
Nasarar tura kayan aiki sun daidaita iyawar fasaha tare da ayyukan aiki na gaba.
Makomar AI a Gano Drug
Iyakar tana rufe-madauki, dakunan gwaje-gwaje masu tuka kansu inda AI ke ba da shawarar kwayoyin halitta, robots suna haɗawa da gwada su, kuma sakamakon sake horar da samfurin a cikin kwanaki. Yi tsammanin sinadarai masu haɓakawa ta hanyar ra'ayoyin lab, ƙirar rigakafin AI da magungunan RNA, da ƙirar tushe waɗanda aka horar da su a cikin ilimin halitta. Masu gudanarwa suna tsara jagora ga ƴan takarar da aka samu AI. Gwaji mai wuya ya kasance gwajin asibiti, inda har yanzu hargitsin ilmin halitta ke ƙasƙantar da hasashe, don haka babbar nasara ta kusa da AI ta fi sauri, mai rahusa, mafi kyawun yanke shawara.
Aiwatar da Gaskiyar Duniya
Buɗaɗɗen bayanai na AlphaFold yana ba masu bincike a duk duniya damar bincika tsarin 3D da aka annabta na sunadaran don jagorantar ƙirar ƙwayoyi.
Insilico Medicine ya haɓaka maganin da aka gano AI don fibrosis na huhu a cikin gwajin asibiti na ɗan adam.
Ƙungiyoyin Pharma suna amfani da tantancewa na kama-da-wane don ƙididdige darajar miliyoyin ƙwayoyin ƴan takara, suna gwada mafi kyawu a cikin dakin gwaje-gwaje.
Samfuran masu guba na AI suna hasashen ko ɗan takara zai cutar da hanta ko zuciya, yana kawar da mahaɗan haɗari kafin gwajin dabba.
Hatsari & Tsare-tsare
Bukatun tsari na iya ɓata in ba haka ba ƙaƙƙarfan samfuri.
Bayanan tarihi na iya ɓoye son zuciya da ke cutar da takamaiman al'ummomi.
Tsarin gado na iya haifar da ƙullun haɗin kai da ɓoyayyun farashi.
Taswirar Hanya
Haɗa ƙwararrun yanki daga tsara matsala zuwa ƙima.
Zane hanyoyin duba da takaddun kafin ƙaddamarwa.
Tabbatar da yarda da wajibai na aminci da wuri.
Fitar a cikin matakai tare da bayyanannen ma'auni na tsayawa da juyawa.
Ci gaba da Bincike
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Jagora na gaba
Gano Drug Labs Isomorphic
Tambayoyin da ake yawan yi
What is AI in Drug Discovery?
AI a cikin binciken miyagun ƙwayoyi yana amfani da koyo na na'ura don hasashen halayen ƙwayoyin cuta, ƙirƙira sabbin mahadi, da raguwa shekaru da biliyoyin da ake buƙata don nemo magani mai inganci. Yana sake fasalin mafi hankali, mafi haɗari na pharma.
Menene DeepMind's AlphaFold ya cim ma wanda ke taimakawa gano magunguna?
AlphaFold yayi amfani da zurfin koyo don tsinkayar tsarin gina jiki na 3D a sikelin, yana baiwa masu binciken tsarin tsarin da suka ɗauki shekaru na gwaje-gwaje a baya.
Ta yaya ake yawan wakilta kwayoyin halitta don ƙirar koyan inji?
Molecules jadawalai ne ta dabi'a (atom = nodes, bonds = gefuna) waɗanda ke sarrafa su ta hanyoyin sadarwar jijiyoyi, ko kuma an sanya su azaman kirtani SMILES don ƙirar jeri.
Menene 'bincike na zahiri' a cikin gano magungunan AI?
Nunawa ta zahiri tana amfani da ƙira don ƙima manyan ɗakunan karatu na kwayoyin halitta a cikin siliki, don haka manyan ƴan takara ne kawai ake yin su kuma ana gwada su a cikin dakin gwaje-gwaje.
Me yasa tsinkayar ADME da guba da wuri suke da amfani sosai?
Hasashen farko na sha, metabolism, da guba yana kashe miyagu ƴan takara kafin gwajin dabba da ɗan adam masu tsada, adana lokaci da kuɗi.
Waɗanne fasahohin AI masu haɓakawa ake amfani da su don zayyana kwayoyin halitta?
Samfuran ƙira kamar VAEs da samfuran watsawa suna samar da sabbin sifofi daga sararin sinadarai da aka koya, suna haɓaka ga kaddarorin da ake so.