Ni uruhe ruhare rw'ubuhanga bwo gukora imibonano mpuzabitsina (AI) mu kuvumbura imiti?

Ni uruhe ruhare rwa Generative AI mu kuvumbura imiti?

Igisubizo kigufi: AI ikora cyane cyane yihutisha kuvumbura imiti hakiri kare binyuze mu gukora molekile cyangwa poroteyine, gutanga inzira zo gukora, no kugaragaza ibitekerezo bishobora gupimwa, bityo amatsinda ashobora gukora igerageza rike "ritanyuze mu bwenge". Ikora neza iyo ushyize mu bikorwa amabwiriza akomeye kandi wemeza umusaruro; ifatwa nk'aho ari indorerwamo, ishobora kuyobya ufite icyizere.

Ibintu by'ingenzi byakunzwe:

Kwihutisha : Koresha GenAI kugira ngo wongere umusaruro w'ibitekerezo, hanyuma ushyiremo uburyo bwo kuyungurura buhambaye.

Imbogamizi : Gusaba imiterere y'imitungo, amategeko agenga imiterere, n'ibipimo bishya mbere y'uko inkomoko ibaho.

Kwemeza : Fata ibyavuye mu bushakashatsi nk'ibipimo ngenderwaho; yemeza ukoresheje ibizamini n'ingero za orthogonal.

Gukurikirana : Inyandiko z'ibarura, ibyavuye mu bushakashatsi, n'impamvu zabyo kugira ngo ibyemezo bikomeze kugenzurwa no gusuzumwa.

Kurwanya gukoresha nabi : Kurinda gusohora amakuru no kwiringira cyane ubuyobozi, kugenzura uburyo abantu babona amakuru, no gusuzuma amakuru.

Ni uruhe ruhare rw'ubuhanga bwo gukora imibonano mpuzabitsina (AI) mu kuvumbura imiti?

Ingingo ushobora gukunda gusoma nyuma y'iyi:

🔗 Uruhare rw'ubukorano mu by'ubuvuzi
Uburyo ubuhanga bwo gukora imibonano mpuzabitsina (AI) bunoza gusuzuma indwara, imikorere, ubuvuzi bw'abarwayi, n'umusaruro.

🔗 Ese ubuhanga bwo gukora imibonano mpuzabitsina bugiye gusimbura abahanga mu by'imirasire?
Isesengura uburyo ikoranabuhanga ryongerera ubushobozi radiyo n'ibikomeza kuba abantu.

🔗 Ese ubuhanga bwo gukora imibonano mpuzabitsina (AI) buzasimbura abaganga?
Kureba neza ingaruka za AI ku kazi k'abaganga no ku kazi kabo.

🔗 Ibikoresho byiza bya laboratwari ya AI mu kuvumbura siyansi
Ibikoresho byiza bya laboratwari bya AI byo kwihutisha igerageza, isesengura, n'ubuvumbuzi.

Uruhare rw'ubukorano bw'ubukorano mu kuvumbura imiti, mu kanya gato 😮💨

Ikoranabuhanga rya AI rifasha amakipe y’imiti gukora ingirabuzimafatizo, guhanura imiterere, gutanga ibitekerezo byo guhindura, gutanga inama z’inzira zo gukora, gusesengura ibitekerezo by’ibinyabuzima, no guhosha uruziga rw’impinduka - cyane cyane mu kuvumbura hakiri kare no kunoza imikorere y’ibinyabutabire. Nature 2023 (isuzuma rya ligand) Isuzuma rya Elsevier 2024 (imiti ibyara umusaruro mu gushushanya imiti mishya)

Kandi yego, bishobora no gutuma habaho ubuswa bwizewe. Ibyo ni bimwe mu bigize amasezerano. Nk'umukozi w'imyitozo ushishikaye cyane ufite moteri ya roketi. Ubuyobozi bw'abaganga (ibyago byo kubona ibintu nk'ibi) npj Ubuvuzi bw'ikoranabuhanga 2025 (kubona ibintu nk'ibi n'uburyo bw'umutekano)

Impamvu ibi ari ingenzi kurusha uko abantu babyemera 💥

Ibikorwa byinshi byo kuvumbura ni "gushakisha." Shakisha ahantu hakoresha imiti, ibinyabuzima by'ubushakashatsi, inyandiko z'ubushakashatsi, isano y'imiterere n'imikorere y'ubushakashatsi. Ikibazo ni uko ahantu hakoresha imiti ari ... mu by'ukuri nta mupaka. Inyigo z'ubushakashatsi bwa shimi 2015 (ahantu hakoresha imiti) Irwin & Shoichet 2009 (igipimo cy'ahantu hakoresha imiti)

Ushobora kumara ubuzima bwawe bwose ugerageza gusa impinduka "zifatika".

Ikoranabuhanga rya AI rihindura imikorere kuva kuri:

  • “Reka dusuzume icyo dushobora gutekerezaho”

kuri:

  • “Reka dukore urutonde rw'amahitamo manini kandi asobanutse, hanyuma tugerageze meza kurushaho”

Ntabwo ari ukuvanaho igerageza. Ni uguhitamo igerageza ryiza kurushaho . 🧠 Nature 2023 (isuzuma rya ligand)

Nanone, kandi ibi bitaganiriweho cyane, bifasha amakipe kuganira mu nzego zitandukanye . Abahanga mu bya chimie, abahanga mu binyabuzima, abantu ba DMPK, abahanga mu by'imibare… buri wese afite ingero zitandukanye z'imitekerereze. Sisitemu nziza yo kubyara ishobora gukora nk'urutonde rusange. Isuzuma rya Frontiers in Drug Discovery 2024

Ni iki gituma verisiyo nziza ya AI ikora mu kuvumbura imiti? ✅

Ntabwo ubuhanga bwose bwo gukora imibonano mpuzabitsina (AI) bungana. Uburyo "bwiza" kuri iyi filime ntabwo buvuga cyane ku bijyanye n'amashusho meza ahubwo buvuga ku buryo umuntu yiringirwa (ubudashimishije ni ikintu cyiza hano). Nature 2023 (isuzuma rya ligand discovery)

Uburyo bwiza bwo gukora AI busanzwe bufite:

Niba ikoranabuhanga ryawe rya AI ridashobora guhangana n'imbogamizi, muri rusange ni ikintu gishya. Kwishima mu birori. Kwishima guke muri gahunda y'ibiyobyabwenge.

Aho ubuhanga bwo gukora imibonano mpuzabitsina (AI) bukwirakwira mu nzira yo kuvumbura imiti 🧭

Dore ikarita yoroshye yo mu mutwe. Ubuhanga bwo gukora ibintu bushobora gufasha hafi buri cyiciro, ariko bukora neza aho isubiramo rihenze kandi umwanya w'ibitekerezo ukaba munini. Nature 2023 (isuzuma rya ligand)

Ibintu bisanzwe byo gukoraho:

Muri gahunda nyinshi, intsinzi nini ziva mu guhuza imikorere , ntabwo ari icyitegererezo kimwe kiba "umuhanga". Icyitegererezo ni moteri - umuyoboro ni imodoka. Nature 2023 (isuzuma rya ligand discovery)

Imbonerahamwe yo kugereranya: uburyo buzwi bwo gukora imibonano mpuzabitsina ikoresheje ubuhanga bwa AI bukoreshwa mu kuvumbura imiti 📊

Ameza adatunganye gato, kuko ubuzima nyabwo budatunganye gato.

Igikoresho / Uburyo Ni byiza cyane ku (abakiriya) Igiciro gikwiye Impamvu bikora (n'igihe bitabikora)
Imashini zitanga molekile nshya (SMEYE, imbonerahamwe) Ubutabire bw'ubuvuzi + ubutabire bw'ikoranabuhanga $$-$$$ Ni nziza mu gushakisha analogues nshya vuba 😎 - ariko ishobora kugaragaza ko idakora neza REINVENT 4 GENTRL (Nature Biotech 2019)
Imashini zitanga poroteyine / imiterere Amatsinda y'ibinyabuzima, imiterere y'ibinyabuzima $$$ Ifasha gutanga urutonde + imiterere - ariko "bisa nkaho bishoboka" ntabwo ari kimwe n' "ibikorwa" AlphaFold (Nature 2021) RFdiffusion (Nature 2023)
Igishushanyo mbonera cya molekile mu buryo bwo gukwirakwiza Amakipe ya ML yo mu rwego rwo hejuru $$-$$$$ Ikomeye mu miterere y'inzitizi no gutandukana - imiterere ishobora kuba… ikintu cyose JCIM 2024 (uburyo bwo gukwirakwiza) Isuzuma rya PMC 2025 ryo gukwirakwiza
Abapilote babiri bategura iteganyagihe ry'imitungo (QSAR + GenAI combo) DMPK, amakipe y'imishinga $$ Ni byiza ku gupima no gushyira ku rutonde - ni bibi iyo bifatwa nk'ubutumwa bwiza 😬 OECD (domaine ikoreshwa) ADMETlab 2.0
Abategura gahunda yo gukora retrosynthesis Ubutabire bw'imikorere, CMC $$-$$$ Yihutisha gahunda yo kugenzura inzira - iracyakeneye abantu kugira ngo ikore neza kandi igire umutekano AiZynthFinder 2020 Coley 2018 (CASP)
Ibikoresho bya laboratwari bipima ibintu byinshi (amakuru y'inyandiko n'isuzuma) Amakipe y'ubuhinduzi $$$ Ifasha mu gukurura ibimenyetso mu matsinda y'amakuru - ishobora kwigirira icyizere gikabije iyo amakuru yangiritse Nature 2024 (ingaruka nyinshi mu gushushanya utunyangingo) npj Ubuvuzi bw'ikoranabuhanga 2025 (multimodal muri biotech)
Abafasha mu buvanganzo n'ibitekerezo Buri wese, mu bikorwa $ Bigabanya igihe cyo gusoma cyane - ariko kubona ibintu mu buryo butunguranye bishobora kunyerera, nk'amasogisi abura Imiterere ya 2025 (LLM mu kuvumbura imiti) Ubuyobozi bw'abaganga (kubona ibintu mu buryo butunguranye)
Imiterere yihariye y'ifatizo ry'inzu Farumasi nini, ikoranabuhanga rya biotechnics riterwa inkunga ihagije $$$$ Igenzura ryiza + guhuza - kandi birahenze kandi biratinda kubaka (mbabarira, ni ukuri) Isuzuma rya Frontiers in Drug Discovery 2024

Icyitonderwa: Ibiciro biratandukanye cyane bitewe n'ingano, imibare, uburenganzira, ndetse niba ikipe yawe ishaka "gukoresha ikoranabuhanga" cyangwa "tuzubake icyogajuru."

Irebere neza: Ikoranabuhanga rya AI ryo gushakisha ibintu byinshi no gushushanya ibintu bishya 🧩

Iyi ni yo ngingo y'ingenzi ikoreshwa: gukora molekile zigomba kuba zisanzwe kuva ku busa (cyangwa kuva ku gisenge) zijyanye n'imiterere y'ikintu runaka. Nature Biotechnology 2019 (GENTRL) REINVENT 4

Uko isanzwe ikora mu bikorwa:

  1. Sobanura inzitizi

  2. Kora abakandida

  3. Hindura mu buryo bukabije

  4. Hitamo itsinda rito ryo gukora isesengura

    • abantu baracyahitamo, kuko abantu bashobora guhumurirwa ibidafite ishingiro rimwe na rimwe

Ukuri guteye isoni: agaciro si "molekyuli nshya" gusa. Ni molekyuli nshya zisobanura inzitizi za porogaramu yawe . Icyo gice cya nyuma ni cyo cyose. Nature 2023 (isuzuma rya ligand)

Nanone, hari amagambo arenze urugero: iyo bikozwe neza, ushobora kumva nk'aho wahaye akazi itsinda ry'abahanga mu bya shimi badahwema gusinzira kandi ntibigeze binubira. Nanone, ntibasobanukiwe impamvu ingamba runaka zo kwirinda ari inzozi mbi, bityo… kuringaniza 😅.

Irebere neza: Gukoresha uburyo bwo gukora neza ikoranabuhanga rya "lead" hamwe n'uburyo bwo gukora "generative AI" (gutunganya ibintu byinshi) 🎛️

Guteza imbere imikorere y'abakoresha niho inzozi zigorana.

Urashaka:

  • imbaraga ziyongera

  • guhitamo hejuru

  • guhagarara neza mu mikorere y'umubiri (metabolism) biriyongera

  • gushonga kw'amazi kwariyongereye

  • ibimenyetso by'umutekano biragabanuka

  • ubushobozi bwo gupima “ni byiza cyane”

  • KANDI biracyashobora gukorwa

Iyi ni uburyo bwo gukora ibintu byinshi buzwi nka "multi-objective optimization". Ikoranabuhanga rya "AU" ridasanzwe ni ryiza cyane mu gutanga bitandukanye aho kwitwaza ko hari ikintu kimwe cyiza. REINVENT 4 Elsevier 2024 review (models generative)

Uburyo bufatika amakipe akoresha:

  • Igitekerezo cya analog : "Kora ubwoko 30 bugabanya ubushobozi ariko bugakomeza imbaraga"

  • Gusuzuma ibintu mu buryo busimbura : gushakisha ibintu mu buryo buyobowe aho kubarura ibintu mu buryo bw'ingufu z'inyamaswa

  • Gusimbuka ku rukuta : iyo igice cy'imbere cy'inzu kiguye ku rukuta (uburozi, IP, cyangwa ubwisanzure)

  • Sobanura ibitekerezo : “Iri tsinda ry’ibice by’umubumbe rishobora gufasha gushonga ariko rishobora kwangiza ubushobozi bwo kwinjira mu kirere” (si byiza buri gihe, ariko rirafasha)

Icyitonderwa: ibipimo by'imitungo bishobora kwangirika. Niba amakuru yawe y'amahugurwa adahuye n'uruhererekane rwawe rw'ibinyabutabire, icyitegererezo gishobora kuba kirimo amakosa. Nk'aho, ari amakosa cyane. Kandi ntabwo bizagaragara nabi. Amahame yo kwemeza QSAR ya OECD (urubuga rw'imikorere) Weaver 2008 (urubuga rw'imikorere rwa QSAR)

Irebere neza: ADMET, uburozi, no gusuzuma "ndakwinginze ntukice gahunda" 🧯

ADMET niho abantu benshi batsindwa bucece. Ikoranabuhanga rya AI ritanga umusaruro ntabwo rikemura ikibazo cy’ibinyabuzima, ariko rishobora kugabanya amakosa ashobora kwirindwa. ADMETlab 2.0 Waring 2015 (igabanuka ry’ubushobozi)

Inshingano zisanzwe:

  • guhanura ingaruka z'imikorere y'umubiri (ahantu hakorerwa imikorere y'umubiri, uko ibintu bigenda bihinduka)

  • kugaragaza impamvu zishobora kuba uburozi (amatangazo, abahagarariye abahuza)

  • gupima ingano y'ubushonge n'iy'ubuhumekero

  • gutanga igitekerezo cyo guhindura kugira ngo bigabanye ibyago bya hERG cyangwa kunoza uburyo ibintu bihagaze 🧪 FDA (ICH E14/S7B Q&A) EMA (ICH E14/S7B incamake)

Uburyo bwiza cyane bukunze kugaragara gutya: koresha GenAI kugira ngo utange amahitamo, ariko koresha moderi n'igerageza byihariye kugira ngo ugenzure.

Ikoranabuhanga rya AI (Generative AI) ni moteri y'ibitekerezo. Kwemeza biracyari mu bipimo.

Irebere neza: AI ikora ku binyabuzima no mu buhanga bwa poroteyine 🧬✨

Kuvumbura imiti si utuntu duto gusa. Ubushobozi bwo gukora AI bukoreshwa kandi kuri:

Poroteyine n'uburyo bwo gukora urukurikirane bishobora kugira imbaraga kuko "ururimi" rw'urukurikirane ruhuza neza n'uburyo bwa ML. Ariko dore inzira isanzwe: ihuza neza… kugeza ubwo bitagenze neza. Kubera ko ubushobozi bwo kwirinda indwara, uburyo zigaragara, imiterere ya glycosylation, n'imbogamizi zo gukura bishobora kuba bibi cyane. AlphaFold (Nature 2021) ProteinGenerator (Nat Biotech 2024)

Rero imiterere myiza irimo:

  • ibyuma biyungurura ubushobozi bwo guteza imbere

  • gupima ibyago byo kwangirika k'ubudahangarwa bw'umubiri

  • inzitizi ku buryo ibikoresho bitunganywa

  • imiyoboro yo muri laboratwari itose kugira ngo ivugururwe vuba 🧫

Iyo ubyirengagije, ubona urukurikirane rwiza rumeze nk'urumuri rw'imbyino mu ikorwa.

Irebere neza: Igenamigambi ry'imikorere n'ibitekerezo byo gusubiramo ibikorwa 🧰

Ikoranabuhanga rya AI rikora kandi ririmo kwinjira mu bikorwa bya chimie, atari mu bitekerezo bya molecule gusa.

Abategura gahunda yo gukora retrosynthesis bashobora:

  • gutanga inzira zo kugera ku gice cy'ingenzi

  • gutanga inama ku bikoresho byo gutangiza biboneka ku isoko

  • Inzira zo ku rwego rw'intambwe cyangwa uburyo bwo kubona ko bishoboka

  • fasha abahanga mu bya shimi kwihutisha ibitekerezo "byiza ariko bidashoboka" AiZynthFinder 2020 Coley 2018 (CASP)

Ibi bishobora kuzigama igihe nyacyo, cyane cyane iyo urimo ushakisha imiterere myinshi. Nyamara, abantu ni bo bafite agaciro cyane hano kubera:

  • impinduka ku kuboneka kwa reagent

  • impungenge z'umutekano n'ubunini bw'ibicuruzwa ni ukuri

  • intambwe zimwe zisa neza ku mpapuro ariko zikananirwa kenshi

Ni ikigereranyo kidatunganye cyane, ariko nzagikoresha uko byagenda kose: retrosynthesis AI ni nka GPS isanzwe ari nziza, uretse ko rimwe na rimwe iguca mu kiyaga ikavuga ko ari inzira y'ubusamo. 🚗🌊 Coley 2017 (retrosynthesis ifashijwe na mudasobwa)

Amakuru, moderi nyinshi, n'ukuri gukabije kwa laboratwari 🧾🧪

Ikoranabuhanga rya AI rikunda amakuru. Laboratwari zikora amakuru. Ku mpapuro, ibyo bisa n'ibyoroshye.

Oya.

Amakuru nyayo ya laboratwari ni:

Sisitemu zitanga umusaruro mu buryo bwinshi zishobora guhuzwa:

Iyo bikora neza, biratangaje. Ushobora kuvumbura imiterere idasobanutse neza no gutanga igerageza inzobere imwe ishobora kubura.

Iyo binaniranye, birananirana bucece. Ntabwo bikubita urugi. Bigutera gusa kugera ku mwanzuro utari wo. Niyo mpamvu imiyoborere, kwemeza, no gusuzuma domaine atari amahitamo. Ubuyobozi bw'abaganga (hallucinations) npj Ubuvuzi bw'ikoranabuhanga 2025 (hallucination + framework y'umutekano)

Ingaruka, imbogamizi, n'igice kivuga ngo “ntugashukwe n'umusaruro ugaragara” ⚠️

Niba wibuka ikintu kimwe gusa, ibuka ibi: ubuhanga bwo gukora imibonano mpuzabitsina (AI) butuma umuntu . Bushobora kumvikana neza mu gihe butari bwo. Ubuyobozi bw'abaganga (ibitekerezo bidasanzwe)

Ingaruka z'ingenzi:

Ingamba zo kugabanya ingaruka zifasha mu bikorwa:

  • komeza abantu mu gihe cyo gufata ibyemezo

  • inyandiko zisaba amakuru n'ibisohoka kugira ngo hamenyekane neza

  • kwemeza hakoreshejwe uburyo bwo kugenzura (ibizamini, ubundi buryo)

  • gushyira mu bikorwa inzitizi no gushungura mu buryo bwikora

  • gufata ibyavuye mu bushakashatsi nk'ibitekerezo, atari ibinini by'ukuri ubuyobozi bwa OECD QSAR

Generative AI ni igikoresho cy'amashanyarazi. Ibikoresho by'amashanyarazi ntibiguhindura umubaji… bihita bikora amakosa vuba iyo utazi icyo ukora.

Uburyo amakipe yakoresha ubuhanga bwo gukora imibonano mpuzabitsina (AI) nta kajagari 🧩🛠️

Amakipe akunze gushaka gukoresha ibi adahinduye ishyirahamwe imurikagurisha rya siyansi. Uburyo bwo kwakira abanyeshuri bugaragara gutya:

Nanone, ntugasuzugure umuco. Niba abahanga mu bya shimi bumva ko ubuhanga bwa gihanga (AI) buri kubashyira mu kaga, bazabyirengagiza. Niba bibarinda igihe kandi byubahirije ubuhanga bwabo, bazabyitaho vuba. Abantu barasetsa bene ako kageni 🙂.

Ni uruhe ruhare rwa AI ikora mu kuvumbura imiti iyo ukoresheje uburyo bworoshye bwo gukora ubushakashatsi? 🔭

Bivuye ku rugero rumwe, uruhare si "gusimbura abahanga mu bya siyansi." Ni "kwagura uburyo bwa siyansi." Nature 2023 (isuzuma rya ligand)

Bifasha amakipe:

  • shakisha ibindi bitekerezo buri cyumweru

  • gutanga ibitekerezo ku miterere y'abakandida kuri buri cyiciro

  • gushyira imbere igerageza mu buryo bw'ubwenge kurushaho

  • gukanda imiyoboro y'isubiramo hagati y'igishushanyo n'igerageza

  • gusangira ubumenyi muri silos Patterns 2025 (LLMs mu kuvumbura imiti)

Kandi wenda igice kidakunze kwitabwaho cyane: bigufasha kudapfusha ubusa ubuhanga buhenze bw'abantu mu mirimo isubirwamo. Abantu bagomba gutekereza ku buryo, ingamba, no gusobanura - ntibamare iminsi bakora urutonde rw'ibintu bitandukanye n'intoki. Nature 2023 (isuzuma rya ligand discovery)

Yego rero, uruhare rwa AI ikora mu kuvumbura imiti ni accelerator, moteri, filter, ndetse rimwe na rimwe ikaba ari ikintu giteza ibibazo. Ariko ni ingirakamaro.

Incamake isoza 🧾✅

Ikoranabuhanga rya AI rimaze kuba ingenzi mu kuvumbura imiti muri iki gihe kuko rishobora gukora molekile, ibitekerezo, uruhererekane, n'inzira vuba kurusha abantu - kandi rishobora gufasha amakipe guhitamo igerageza ryiza. Isuzuma rya Frontiers in Drug Discovery 2024 Nature 2023 (isuzuma rya ligand discovering)

Incamake y'amakuru:

Iyo ubifashe nk'umufatanyabikorwa - ntabwo ari umupfumu - bishobora guteza imbere gahunda mu by'ukuri. Kandi niba ubifashe nk'umupfumu ... ushobora kongera gukurikira iyo GPS mu kiyaga. 🚗🌊

Ibibazo Bikunze Kubazwa

Ni uruhe ruhare rw'ubukorano bw'ubukorano (AI) mu kuvumbura imiti?

Uburyo bwo gukora isuzumabumenyi (AI) butuma igitekerezo gikomeza kuvumburwa hakiri kare no kunoza imikorere y’ibice by’ingenzi binyuze mu gutanga ibitekerezo ku bintu bya ngombwa, uburyo poroteyine zikorwamo, inzira zo gukora isesengura, n’ibitekerezo bya biyoloji. Agaciro ni "gusimbuza igerageza" gato ahubwo ni "guhitamo igerageza ryiza" binyuze mu gukora amahitamo menshi hanyuma ukayungurura cyane. Bikora neza nk'umuvuduko mu mikorere ihamye, ntabwo ari nk'umuntu ufata ibyemezo wenyine.

Ni hehe ikoranabuhanga rya AI rikora neza mu buryo bwo kuvumbura imiti?

Ikunda gutanga agaciro gakomeye aho umwanya w’ibitekerezo ari munini kandi isubiramo rihenze, nko kumenya aho byagaragaye, gushushanya ibintu bishya, no kunoza imikorere y’amakuru. Amakipe kandi ayikoresha mu gukora isuzuma rya ADMET, gutanga ibitekerezo byo gukora retrosynthesis, no gushyigikira inyandiko cyangwa ibitekerezo. Inyungu nini akenshi ziva mu guhuza imikorere n’amashusho, amanota, no gusuzuma abantu aho kwitega ko moderi imwe izaba "y’ubwenge."

Ni gute washyiraho imipaka kugira ngo moderi zikora zidakora molekile zidafite akamaro?

Uburyo bufatika ni ugusobanura inzitizi mbere yo gusohora: imiterere y’imiterere (nk’uburyo bwo gushonga cyangwa intego za logP), amategeko agenga urwego rw’imiterere cyangwa imiterere, imiterere y’aho bihurira, n’imipaka y’ubushya. Hanyuma shyira mu bikorwa ibyuma biyungurura imiti (harimo n’amatsinda arwanya imihindagurikire y’ibintu) no kugenzura uburyo ibintu bikorerwa. Ingano-ya mbere y’ivuka ry’inzitizi ifasha cyane cyane mu miterere ya molekile n’imiterere nka REINVENT 4, aho intego nyinshi zishobora gushyirwaho.

Ni gute amakipe agomba kwemeza ibyavuye muri GenAI kugira ngo hirindwe kubona ibintu mu buryo butari bwo no kwigirira icyizere gikabije?

Fata buri gisubizo nk'igitekerezo, atari umwanzuro, kandi wemeze ukoresheje ibizamini n'ingero za orthogonal. Huza hamwe n'isesengura rikomeye, gupima cyangwa gutanga amanota aho bikwiye, hamwe n'igenzura ry'imiterere y'ibikoresho bya QSAR. Garagaza ko kutamenya neza igihe bishoboka, kuko ingero zishobora kuba zibeshya ku bijyanye n'ubutabire bw'ibicuruzwa bitarakwirakwizwa cyangwa ibivugwa mu buryo bw'ibinyabuzima bidasobanutse. Isuzuma ry'umuntu mu buryo burambuye riracyari ingenzi mu mutekano.

Ni gute wakwirinda ko amakuru asohoka, ibyago bya IP, n'ibisohoka "byafashwe mu mutwe"?

Koresha ubuyobozi n'uburyo bwo kugenzura uburyo bwo kwinjira kugira ngo amakuru y'ingenzi ya gahunda adashyirwa mu buryo busanzwe mu nyandiko, kandi wandike inyandiko/ibisubizo kugira ngo bigenzurwe neza. Shyira mu bikorwa igenzura rishya n'ibisa kugira ngo abakandida batanzwe badakwiye kuba hafi y'ibice bizwi cyangwa uturere turinzwe. Komeza amategeko asobanutse neza ku makuru yemewe mu buryo bwo hanze, kandi uhitemo ahantu hagenzurwa ibikorwa byo gukora ibintu bigezweho. Isuzuma ry'abantu rifasha kubona ibitekerezo "bisanzwe cyane" hakiri kare.

Ni gute ubuhanga bwo gukora imibonano mpuzabitsina (AI) bukoreshwa mu gutunganya neza imikorere y’amakuru no gutunganya ibintu byinshi?

Mu kunoza imikorere y’ikoranabuhanga, ubuhanga bwo gukora imibonano mpuzabitsina (AI) ni ingirakamaro kuko bushobora gutanga ibisubizo byinshi aho gukurikirana ikintu kimwe "gitunganye". Uburyo busanzwe bwo gukora ibintu burimo igitekerezo cya analog, guided substituent scanning, na scaffold hopping iyo ubushobozi, uburozi, cyangwa IP imbogamizi zibuza iterambere. Ibipimo by’umutungo bishobora kuba bibi, bityo amakipe asanzwe ashyira abakandida mu byiciro bitandukanye hanyuma akemeza amahitamo meza mu buryo bw’igerageza.

Ese ubuhanga bwo gukora imibonano mpuzabitsina (AI) bushobora gufasha mu bijyanye n'ibinyabuzima n'ubuhanga mu by'imashini zikora (protein engineering)?

Yego - amatsinda akoresha iyi porogaramu mu gukora sequence ya antibody, ibitekerezo byo gukura kwa affinity, kunoza sustainability, no gushakisha enzyme cyangwa peptide. Gukora poroteyine/sequence bishobora kugaragara nk'ibishoboka bitabaye ibyo, bityo ni ngombwa gukoresha filters zifasha mu iterambere, ubudahangarwa bw'umubiri, no gukora. Ibikoresho by'imiterere nka AlphaFold bishobora gushyigikira gutekereza, ariko "imiterere ishoboka" ntabwo ari ikimenyetso cy'uko igaragaza imikorere, imikorere, cyangwa umutekano. Imirongo yo muri laboratwari iracyari ngombwa.

Ni gute ikoranabuhanga rya AI ritanga inkunga mu gutegura no gusubiramo ibikorwa byaryo?

Abategura gahunda yo gukora retrosynthesis bashobora gutanga inama z'inzira, ibikoresho byo gutangira, n'uburyo bwo gushyira mu byiciro inzira kugira ngo bihutishe igitekerezo kandi vuba haveho inzira zidashoboka. Ibikoresho n'uburyo nk'igenamigambi rya AiZynthFinder bigira akamaro cyane iyo bihujwe n'igenzura ry'ubushobozi bw'ibintu mu buryo bufatika ritangwa n'abahanga mu bya shimi. Kuboneka, umutekano, imbogamizi zo kwagura, n' "ibisubizo by'impapuro" binanirana mu bikorwa biracyasaba ubwenge bw'abantu. Bikoreshejwe muri ubu buryo, bizigama igihe bitabanje kwitwaza ko shimi yakemutse.

Amareferensi

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