AI mu kuvumbura ibiyobyabwenge
AI mu kuvumbura ibiyobyabwenge ikoresha imashini yiga imashini guhanura imyitwarire ya molekile, gushushanya ibice bishya, no kugabanya imyaka na miliyari bisanzwe bikenewe kugirango tubone ibiyobyabwenge bifatika.
Incamake
It is reshaping the slowest, riskiest part of pharma.
Kwibira cyane
Kuzana ibiyobyabwenge ku isoko bisanzwe bifata imyaka 10 kugeza kuri 15 na miliyari zirenga y'amadolari, abakandida benshi baratsinzwe. AI yibasiye inzitizi nyinshi. Kumenyekanisha intego, icyitegererezo cya genomics hamwe namakuru ya poroteyine kugirango ubone poroteyine zifitanye isano nindwara zikwiye kunywa ibiyobyabwenge. Muri hit kuvumburwa, moderi yibyara inyungu itanga molekile yubuvanganzo ifite imitungo yifuzwa, mugihe iyerekanwa ryukuri rishyira miriyoni yibintu bitarimo synthesis. AlphaFold ya DeepMind yahanuye imiterere ya 3D kuri poroteyine zirenga miliyoni 200, biha abashakashatsi igishushanyo mbonera cyigeze gisaba imyaka ya kristu. Ibigo nka Medicine Insilico na Recursion bifashisha molekile zakozwe na AI ubu mubigeragezo byabantu. AI irahanura kandi uburozi na ADME (kwinjiza, gukwirakwiza, metabolisme, gusohoka) hakiri kare, bikica abakandida babi mbere yimanza zihenze.
Ubushishozi
Molecules ikunze kugaragazwa nkibishushanyo (atome nkumutwe, iminyururu nkimpande) kandi bigakorwa nimbuga zishushanyije, cyangwa nkimirongo yinyandiko yitwa SMILES igaburirwa icyitegererezo. Uburyo bwibyara nka autoencoders zitandukanye hamwe na diffuzion moderi byerekana imiterere mishya mumwanya wize wize, ugahuza guhuza no guhuza ibiyobyabwenge. AlphaFold ikoresha ubushakashatsi bwimbitse bushingiye kumyitozo yatojwe kuri Protein Data Bank kugirango hamenyekane uburyo iminyururu ya aminide-acide igabanuka muburyo bwa 3D bugena imikorere.
Ingaruka z'Ingamba
Context and rules
Inganda zerekana niba ibitekerezo bya AI bikomeza guhura nukuri.
Kugenzura ubuziranenge
Imbogamizi za domeni zigira ingaruka zemewe namakosa yo kugenzura.
Build choices
Ibikorwa bigenda neza bihuza ubushobozi bwa tekiniki hamwe nakazi kambere.
Kazoza ka AI mu kuvumbura ibiyobyabwenge
Imipaka ifunze-izenguruka, yikorera-laboratoire aho AI itanga molekile, robot ikomatanya ikagerageza, kandi ibisubizo bikongera kwerekana icyitegererezo muminsi mike. Witege chimie yibyara ikosorwa nibitekerezo bya laboratoire, antibodies zakozwe na AI hamwe nubuvuzi bwa RNA, hamwe na moderi yibanze yatojwe muri biologiya. Abagenzuzi bategura ubuyobozi kubakandida bakomoka kuri AI. Ikizamini gikomeye kiracyari ibigeragezo byubuvuzi, aho ibinyabuzima bigoye bigoye guca bugufi guhanura, bityo intsinzi ya AI intsinzi yigihe gito irihuta, ihendutse, ifite ubwenge bwambere.
Gushyira mu bikorwa Isi
Ububiko bwuzuye bwa AlphaFold butuma abashakashatsi ku isi hose bareba imiterere ya 3D ya poroteyine zahanuwe kugira ngo ziyobore ibishushanyo mbonera.
Ubuvuzi bwa Insilico bwateje imbere imiti yavumbuwe na AI yo mu bwoko bwa fibrosis idasanzwe.
Amakipe ya Farma akoresha ibizamini byo kubara kugirango abare urutonde rwa miriyoni z'abakandida, bagerageza gusa ibyiringiro muri laboratoire.
Ubwoko bwuburozi bwa AI buteganya niba umukandida azangiza umwijima cyangwa umutima, bikuraho ibintu biteje akaga mbere yo gupima inyamaswa.
Ingaruka & Kurinda
Ibisabwa kugenzurwa birashobora gutesha agaciro ubundi prototypes ikomeye.
Amakuru yamateka arashobora gushiramo kubogama byangiza abaturage.
Sisitemu yumurage irashobora gushiraho uburyo bwo kwishyira hamwe nibiciro byihishe.
Igishushanyo mbonera
Shyiramo abahanga ba domaine kuva ibibazo bitegura gusuzuma.
Shushanya inzira y'ubugenzuzi n'inyandiko mbere yo gutangira.
Emeza kubahiriza inshingano z'umutekano hakiri kare.
Kuzenguruka mu byiciro hamwe no guhagarara neza no kugaruka.
Komeza Ubushakashatsi
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Ubuyobozi bukurikira
Laboratoire ya Isomorphic
Ibibazo bikunze kubazwa
What is AI in Drug Discovery?
AI mu kuvumbura ibiyobyabwenge ikoresha imashini yiga imashini guhanura imyitwarire ya molekile, gushushanya ibice bishya, no kugabanya imyaka na miliyari bisanzwe bikenewe kugirango tubone ibiyobyabwenge bifatika. Irimo ivugurura igice cyihuta, gishobora guteza akaga farumasi.
Ni iki AlphaFold ya DeepMind yagezeho gifasha kuvumbura ibiyobyabwenge?
AlphaFold yakoresheje kwiga byimbitse guhanura poroteyine ya 3D ku gipimo, iha abashakashatsi igishushanyo mbonera cyafashe imyaka myinshi y'ubushakashatsi.
Nigute molekile ikunze kugaragazwa muburyo bwo kwiga imashini?
Molekile ni ibishushanyo bisanzwe (atome = node, bonds = impande) bitunganijwe nimbonerahamwe ya neural net, cyangwa ikabikwa nka SMILES imirongo ya moderi ikurikirana.
Niki 'kwipimisha muburyo' mubuvumbuzi bwa AI?
Isuzuma rya Virtual rikoresha moderi kugirango utange amasomero manini ya molekile muri silico, bityo abakandida bambere bonyine barakozwe kandi bapimwe muri laboratoire.
Kuki guhanura ADME n'uburozi hakiri kare cyane?
Guhanura hakiri kare kwinjizwa, metabolisme, nuburozi byica abakandida babi mbere yo kwipimisha inyamaswa n’abantu, bizigama igihe n'amafaranga.
Ni ubuhe buryo bwo kubyara AI bukoreshwa mugushushanya molekile nshya?
Moderi yibyara nka VAEs hamwe na diffuzion moderi yerekana ibyubaka bishya bivuye mumwanya wize wize, ugahitamo kubintu byifuzwa.