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Elix, CBI 2022, ランチョンセミナー, 分子構造生成モデルのクイックレビュー
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Elix
October 25, 2022
Technology
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Elix, CBI 2022, ランチョンセミナー, 分子構造生成モデルのクイックレビュー
Elix
October 25, 2022
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Transcript
Copyright © Elix, Inc. All rights reserved. ࢠߏੜϞσϧͷ ΫΠοΫϨϏϡʔ
גࣜձࣾ&MJY ϦαʔνΤϯδχΞ Ҫ্ وԝ
Copyright © Elix, Inc. All rights reserved. 2 ҩༀΛ͡Ίͱ͢ΔػೳੑԽ߹ͷߏઃܭʹࢼߦࡨޡ͕ඞཁͰɺ࣌ؒͱίετ͕͔͔Δ ➔
ߏઃܭͷखॱΛޮԽͰ͖Δͱศར ػೳੑԽ߹ͷ։ൃϓϩηε ޭ ߏઃܭ ߹ ࢼݧ ࣦഊʜʜ
Copyright © Elix, Inc. All rights reserved. 3 ߏੜث͋ΔछͷߏੜنଇΛ༻͍ͯίϯϐϡʔλ্ͰࢠߏΛൃੜͤ͞ΔϓϩάϥϜ ߏੜثΛ༻͍Δ͜ͱͰଟͷࢠߏΛੜͰ͖Δ
ଟͷࢠߏΛؚΉੜߏ܈͔Βɺॴͷੑ࣭Λ࣋ͭͱظ͞ΕΔ༗ͳԽ߹܈Λநग़͢Δ ➔ ༗Խ߹܈ʹରͯ͠ࢼݧ͢Δ͜ͱͰɺߏઃܭͷखॱΛޮԽͰ͖Δͱظ͞ΕΔ ߏੜث ߏੜث ੜߏ܈ ༗ߏ܈ நग़ ੜ
Copyright © Elix, Inc. All rights reserved. 4 ༩͑ΒΕͨσʔληοτ͔Βࣗಈநग़͞Εͨ ֬Ͱදݱ͞ΕΔ
ߏੜنଇΛ༻͍ͨਂੜϞσϧ ࢠߏͷݱΕ͢͞ σʔλੜ Λදݱ͢Δ ྫ һͱһͰɺһͷํ͕ݱΕ͍͢ $ݪࢠͱ4ݪࢠͰɺ$ݪࢠͷํ͕ࢠʹଟؚ͘·Ε͍ͯΔ ࢠߏͷಛʹҰఆͷ͕͋Δ ➔ ݱΕ͍͢ࢠߏʹରͯ͠ɺߴׂ͍͕֬ΓͯΒΕ͍ͯΔ ➔ ܇࿅ࡁΈϞσϧ͔ΒͷαϯϓϦϯάͰɺ܇࿅αϯϓϧΒ͍͠ ࢠߏΛੜͰ͖Δ Ҏ߱ͰɺਂߏੜثͷछྨԠ༻ʹ͍ͭͯ ؆୯ʹϨϏϡʔ͢Δ ਂߏੜث ߏੜنଇ ੜ ੜߏ܈ ਂߏੜث ࢠߏ σʔληοτ نଇͷநग़
Copyright © Elix, Inc. All rights reserved. 5 ࢠߏͷओͳදݱํ๏ CC(=O)Nc1cccc1
ਂߏੜثͷೖग़ྗʹར༻͞ΕΔࢠߏͷදݱํ๏ɺओʹछྨ͋Δ • จࣈྻʹΑΔදݱ • ࢠάϥϑʹΑΔදݱ • ࣍ݩ࠲ඪʹΑΔදݱ ҎԼɺͦΕͧΕͷಛʹ͍ͭͯ֓આ͢Δ
Copyright © Elix, Inc. All rights reserved. 6 • จࣈྻτʔΫϯͱݺΕΔ࠷খͷߏ୯Ґ͕ฒΜͩͷ
◦ τʔΫϯࣗવݴޠʹ͓͚Δ୯ޠʹ૬ ◦ 4.*-&4จࣈྻͰݩૉ͝ͱʹҰͭͷτʔΫϯΛͳ͢ͱߟ͑Δ͜ͱ͕ଟ͍ • ࢠߏΛग़ྗ͢Δͷʹѻ͍͍͢ ◦ طʹಘΒΕͨจࣈྻʹଓ͘τʔΫϯΛ֬తʹग़ྗ ݴޠϞσϧ • ଟ͘ͷϞσϧͰར༻͞Ε͍ͯΔͷ4.*-&4จࣈྻ ◦ Ұఆͷจ๏ʹैͬͯτʔΫϯ͕ฒΜͰ͍Δ • 4.*-&4ͷจ๏ʹैΘͳ͍จࣈྻɺࢠߏΛදݱ͠ͳ͍ແޮͳจࣈྻ ➔ 4.*-&4จࣈྻͷΘΓʹ4&-'*&4<>Λ༻͍ͨΓɺจ๏ΛߟྀͰ͖ΔϞσϧ FH (SBNNBS7"&<> 4%7"&<> Λར༻͢ΔͳͲͷ͕ͳ͞Ε͍ͯΔ จࣈྻʹΑΔදݱ CC(=O)Nc1cccc1 <>.,SFOO FUBM.BDI-FBSO4DJ5FDIOPM <>.+,VTOFS FUBM*$.- 1.-3 <>)%BJ FUBM*$-3
Copyright © Elix, Inc. All rights reserved. 7 • ࢠάϥϑݪࢠɾ݁߹ΛɾลʹରԠͤͯ͞Ͱ͖Δ
࿈݁ͳ άϥϑ ◦ ࣮ମɺྡߦྻͱݪࢠɾ݁߹ͷछྨΛද͢ଟ࣍ݩྻͷ ◦ ࢬ͔Εͱ͍ͬͨߏͷใΛ໌ࣔతʹදݱͰ͖Δ • ࢠάϥϑͷग़ྗํ๏ ◦ ҰׅੜྡߦྻͳͲͷσʔλΛੜ ◦ ஞ࣍ੜطʹಘΒΕͨ෦άϥϑʹݪࢠɾ݁߹Λ֬తʹՃ͠ͳ͕Βੜ • ࢠάϥϑͷ֤Ձ੍Λຬͨ͢ඞཁ͕͋Δ ◦ ҰׅੜՁ੍Λຬͨ͞ͳ͍ແޮͳάϥϑ͕ੜ͍͢͠ ◦ ஞ࣍ੜՃ͢Δݪࢠɾ݁߹ʹ੍Λ͔͚Δ͜ͱͰ༗ޮͳάϥϑΛ ੜ͍͢͠ ࢠάϥϑʹΑΔදݱ CC(=O)Nc1cccc1
Copyright © Elix, Inc. All rights reserved. 8 • ࢠΛߏ͢Δ֤ݪࢠͷछྨͱҐஔ
࣍ݩ࠲ඪ Λهͨ͠܈σʔλ ◦ ࢠߏͷίϯϑΥϝʔγϣϯͳͲɺཱମతͳใΛදݱ͍͢͠ • ࣍ݩ࠲ඪͷग़ྗํ๏ ◦ Ұׅੜ܈ΛҰʹੜ ◦ ஞ࣍ੜطʹಘΒΕͨ܈σʔλʹ৽ͨͳݪࢠΛ֬తʹՃ͠ͳ͕Βੜ • Ͳ͏͠ͷڑΛར༻ͯ͠ɺ܈σʔλ͔ΒࢠάϥϑΛߏͰ͖Δ ◦ ܈σʔλ͔Βߏͨ͠ࢠάϥϑՁ੍Λຬͨ͢ඞཁ͕͋Δ ࣍ݩ࠲ඪʹΑΔදݱ CC(=O)Nc1cccc1
Copyright © Elix, Inc. All rights reserved. 9 ਂߏੜثͰར༻͞Ε͍ͯΔయܕతͳϞσϧͷछྨҎԼͷͱ͓Γ •
ࣗݾճؼܕϞσϧ • มΦʔτΤϯίʔμ 7"& • ఢରతੜωοτϫʔΫ ("/ • ϑϩʔϕʔεϞσϧ • ֦ࢄϞσϧ • ΤωϧΪʔϕʔεϞσϧ ҎԼɺ۩ମతͳਂߏੜثΛڍ͛ͳ͕Β֓ཁΛհ͢Δ ϞσϧͷछྨʹΑΔਂߏੜثͷྨ
Copyright © Elix, Inc. All rights reserved. 10 • ݱࡏͷঢ়ଶΛೖྗ͢Δͱɺঢ়ଶΛमਖ਼͢Δૢ࡞ͷ֬Λࢉग़Ͱ͖ΔϞσϧ
➔ αϯϓϦϯάͨ͠ૢ࡞Ͱݱࡏͷঢ়ଶΛ܁Γฦ͠मਖ਼͢Δ͜ͱͰੜ • ྫ ◦ จࣈྻ$IFN54<> 3&*/7&/5<> ▪ 4.*-&4ݴޠϞσϧ ڧԽֶशͰॴͷੑɾ׆ੑΛ࣋ͭ ࢠΛੜ ◦ ࢠάϥϑ%(.(<> ▪ ݪࢠछͷαϯϓϦϯάͱ݁߹छɾҐஔͷαϯϓϦϯάΛ܁Γฦ͢ ◦ ࣍ݩ࠲ඪ(4DI/FU<> ▪ ݪࢠछͷαϯϓϦϯάͱஔ͢ΔҐஔͷαϯϓϦϯάΛ܁Γฦ͢ ࣗݾճؼܕϞσϧ Cl c 1 c c c c ೖྗ ੜ్த ࣗݾճؼܕ Ϟσϧ c: 40 % C: 7 % n: 10 % ộ [EOS]: 0.2% ग़ྗ ֤ૢ࡞ͷબ֬ Cl c 1 c c c c c मਖ਼͞Εͨೖྗ αϯϓϦϯά <>9:BOH FUBM4DJ5FDIOPM"EW.BUFS r <>.0MJWFDSPOB FUBM+$IFNJOGPSN r <>:-J FUBMBS9JW QSFQSJOU BS9JW <>/(FCBVFS FUBM/FVS*14
Copyright © Elix, Inc. All rights reserved. 11 • ࣍ݩͷϕΫτϧ
જࡏม ͔ΒαϯϓϧΛੜ͢ΔϞσϧ ◦ Τϯίʔμαϯϓϧ ➔ જࡏม ◦ σίʔμજࡏม ➔ αϯϓϧ • αϯϓϧ͔ΒٻΊͨજࡏม͔Βɺݩͷαϯϓϧ͕࠶ߏ͘͢͠ͳΔΑ͏܇࿅ ➔ જࡏมʹ܇࿅σʔληοτͷಛ͕ө͞ΕΔ • ྫ ◦ จࣈྻ$IFNJDBM7"&<> ▪ 4.*-&4จࣈྻΛೖग़ྗʹ༻͍ͨγϯϓϧͳ7"& ◦ ࢠάϥϑ+VODUJPO5SFF7"&<> ▪ ෦ߏͷͭͳ͕ΓΛදݱ͢ΔδϟϯΫγϣϯͱࢠάϥϑͦΕͧΕ ʹର͢Δ7"&Ͱߏੜ มΦʔτΤϯίʔμ 7"& ೖྗ ࠶ߏ͞Εͨ ೖྗ જࡏม Τϯίʔμ σίʔμ <>3(ÓNF[#PNCBSFMMJ FUBM"$4$FOU4DJ r <>8+JO FUBM*$.- 1.-3
Copyright © Elix, Inc. All rights reserved. 12 • ࣍ݩͷϕΫτϧ
જࡏม ͔ΒαϯϓϧΛੜ͢ΔϞσϧ ◦ δΣωϨʔλજࡏม ➔ αϯϓϧ ◦ σΟεΫϦϛωʔλੜαϯϓϧ͔܇࿅αϯϓϧ͔Λఆ • ೋͭͷωοτϫʔΫΛڝ͍߹ΘͤΔΑ͏ʹ܇࿅ ➔ δΣωϨʔλ͕܇࿅αϯϓϧΒ͍͠ߏΛੜͰ͖ΔΑ͏ʹ • ஞ࣍తʹੜ͢Δ߹ڧԽֶशͱซ༻͢Δ͜ͱ͕ଟ͍ • ྫ ◦ จࣈྻ03("/*$<> ▪ ݴޠϞσϧʹΑΔδΣωϨʔλΛڧԽֶशͰ܇࿅ ◦ ࢠάϥϑ($1/<> ▪ ࢠάϥϑੜͷࣗݾճؼܕϞσϧΛڧԽֶशͰ܇࿅ ఢରతੜωοτϫʔΫ ("/ જࡏม δΣωϨʔλ ੜ αϯϓϧ ܇࿅ αϯϓϧ ܇࿅ σʔληοτ σΟεΫϦϛωʔλ 0.87 ೖྗ͕ ܇࿅αϯϓϧ Ͱ͋Δ֬ <>#4BODIF[-FOHFMJOH FUBM$IFN3YJW QSFQSJOU DIFNSYJWW <>+:PV FUBM/FVS*14
Copyright © Elix, Inc. All rights reserved. 13 • જࡏมʹෳͷՄٯͳมมΛద༻ͯ͠αϯϓϧΛੜ͢ΔϞσϧ
◦ જࡏมͷɺαϯϓϧ͘͢͢͠ΔͨΊ୯७ͳͷʹઃఆ ◦ ܇࿅αϯϓϧ͕ͲͷఔϞσϧ͔ΒಘΒΕ͍͔͢ Λਖ਼֬ʹܭࢉͰ͖Δ ◦ มมͷύϥϝʔλʹχϡʔϥϧωοτϫʔΫΛར༻ ◦ ͲͷΑ͏ͳมมΛར༻͢Δ͔ʹΑͬͯόϦΤʔγϣϯ͕͋Δ • ܇࿅αϯϓϧʹର͢ΔΛ࠷େԽ͢ΔΑ͏ʹ܇࿅ • ྫ ◦ ࢠάϥϑ(SBQI/71<> ▪ ݪࢠɾ݁߹ͷछྨΛද͢ଟ࣍ݩྻΛੜ͢ΔछྨͷϑϩʔϕʔεϞσϧ ΛΈ߹ΘͤͯɺࢠάϥϑΛҰׅੜ ϑϩʔϕʔεϞσϧ ੜ αϯϓϧ જࡏม ộ ộ Մٯͳ มม <>,.BEIBXB FUBMBS9JW QSFQSJOUBS9JW
Copyright © Elix, Inc. All rights reserved. 14 • (BVTTܕϊΠζ͔ΒϊΠζΛஞ࣍తʹআڈ͢Δ͜ͱͰαϯϓϧΛੜ͢ΔϞσϧ
◦ αϯϓϧʹͩΜͩΜϊΠζ͕ͷΔ ֦ࢄ͢Δ ͜ͱͰ݁Ռతʹ(BVTTܕϊΠζ ͕ಘΒΕͨͱߟ͑Δ ◦ ֦ࢄͷ֤ஈ֊Ͱαϯϓϧʹ͔͔͍ͬͯΔϊΠζͷྔΛਪఆ͢Δͷʹ ωοτϫʔΫΛར༻ • ϊΠζΛఴՃͨ͠܇࿅αϯϓϧ͔ΒɺఴՃ͞ΕͨϊΠζͷྔΛ͏·͘ਪఆ Ͱ͖ΔΑ͏ʹωοτϫʔΫΛ܇࿅ • ྫ ◦ ࣍ݩ࠲ඪ& &%.<> ▪ & ରশੑ ฒਐɾճసɾసʹؔ͢Δରশੑ Λ֦࣋ͬͨࢄϞσϧʹ ΑΓ܈Λੜ͢Δ͜ͱͰɺ࣍ݩߏΛҰׅੜ ֦ࢄϞσϧ <>&)PPHFCPPN FUBM*$.- 1.-3 ੜ αϯϓϧ (BVTTܕ ϊΠζ ộ ộ ϊΠζͷ আڈ 𝜺! 𝜺!"# 𝜺#
Copyright © Elix, Inc. All rights reserved. 15 • σʔλੜͷΘΓʹαϯϓϧʹର͢ΔΤωϧΪʔΛωοτϫʔΫ
ͰϞσϧԽ͢Δ͜ͱͰɺσʔλੜΛؒతʹϞσϧԽ͢Δ ◦ ΤωϧΪʔͷ͍αϯϓϧ͕ੜ͞Ε͍͢ ◦ ΤωϧΪʔͷઃܭʹΑͬͯɺੑɾ׆ੑͷ୯తɾଟత࠷దԽ Մೳ • ੜαϯϓϧʹରͯ͠ΤωϧΪʔΛߴ͘͠ɺ܇࿅αϯϓϧʹରͯ͠ ΤωϧΪʔΛ͘͢ΔΑ͏ʹ܇࿅ ➔ ܇࿅αϯϓϧΒ͍͠ߏ͕αϯϓϦϯά͞Ε͘͢ͳΔ • ྫ ◦ ࢠάϥϑ(SBQI&#.<> ▪ ݪࢠɾ݁߹ͷछྨΛද͢ଟ࣍ݩྻΛੜ͢ΔΤωϧΪʔ ϕʔεϞσϧͰࢠάϥϑΛҰׅੜ ΤωϧΪʔϕʔεϞσϧ <>.-JV FUBMBS9JW QSFQSJOU BS9JW 𝐸 ੜ αϯϓϧ ܇࿅ αϯϓϧ ΤωϧΪʔ ϕʔε Ϟσϧ ΤωϧΪʔ Ҿ্͖͛ ΤωϧΪʔ Ҿ͖Լ͛
Copyright © Elix, Inc. All rights reserved. 16 σʔληοτɾ܇࿅ํ๏ɾϞσϧͷͰɺੜ͞ΕΔࢠߏ͕దͳ݅Λຬͨ͢Α͏ʹ੍ޚͰ͖Δ ੜߏͷ੍ޚ
<>4;IFOH FUBM+$IFNJOGPSN r • ॴͷࠎ֨Λ ͋Δఔ ༗͢Δߏͷੜ ◦ సҠֶशͷར༻ ▪ ॴͷࠎ֨ΛؚΉσʔληοτͰ ϑΝΠϯνϡʔχϯά͢Δ͜ͱͰ֘ͷ ࠎ֨ΛؚΉߏ͕૿Ճ<> ◦ ߏมϞσϧͷར༻ ▪ ߏΛೖྗ͢Δͱɺม͞Εͨߏ͕ ग़ྗ͞ΕΔϞσϧ ▪ ڐ༰͞ΕΔೖग़ྗͷύλʔϯΛదʹ ઃఆͯ͠܇࿅͢Εɺೖྗߏͷࠎ֨Λ ͋Δఔݻఆͯ͠ߏੜͰ͖Δ • ॴͷੑɾ׆ੑΛ࣋ͭͱ༧͞ΕΔߏͷੜ ◦ ༧ଌϞσϧͷಉ࣌܇࿅ ▪ 7"&ͳͲͰ જࡏม͔Βੑɾ׆ੑΛ ༧ଌ͢ΔϞσϧΛར༻ͨ͠જࡏมͷ ࠷దԽ ◦ ڧԽֶशͷར༻ ▪ ࣗݾճؼܕϞσϧͳͲͰ ࠷దԽ͍ͨ͠ ੑɾ׆ੑΛใुͱͯ͠ར༻
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ࢠߏͷσʔλੜΛχϡʔϥϧωοτϫʔΫͰϞσϧԽͨ͠ͷ • ೖग़ྗͷࢠߏͷදݱ จࣈྻ ࢠάϥϑ ࣍ݩ࠲ඪ • Ϟσϧͷछྨ ࣗݾճؼܕϞσϧ 7"& ("/ϑϩʔϕʔεϞσϧ ֦ࢄϞσϧ ΤωϧΪʔϕʔεϞσϧ • ੜߏͷ੍ޚ ॴͷੑɾ׆ੑΛ࣋ͭͱ༧͞ΕΔߏͷੜ ॴͷࠎ֨Λ ͋Δఔ ؚΉߏͷੜ ·ͱΊ
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