Genomic landscape of drug binding and pharmacogenetic variation across diverse populations using SNPdrug3D.
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| Title: | Genomic landscape of drug binding and pharmacogenetic variation across diverse populations using SNPdrug3D. |
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| Authors: | Malik AJ; Atomistic Simulations and Design in Biology, Bioinformatics Institute, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.; School of Chemistry and Molecular Biosciences, The University of Queensland, Brisbane, QLD, Australia.; Australian Centre for Ecogenomics, The University of Queensland, Brisbane, QLD, Australia.; Computational Biology and Clinical Informatics, Baker Heart and Diabetes Institute, Melbourne, VIC, Australia., Kenanov D; Protein Sequence Analysis, Bioinformatics Institute, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore., Chong CS; Protein Sequence Analysis, Bioinformatics Institute, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore., Ozturk MB; Experimental Drug Development Centre, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore., Wang Q; Department of Chemistry, Southern University of Science and Technology, Shenzhen, China., Chang HY; Cancer Science Institute of Singapore, National University of Singapore, Singapore, Singapore., Hebrard M; NPM-Genomic Intelligence & Informatics Engine (NPM-GINIE), Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.; Precision Health Research Singapore (PRECISE), Singapore, Singapore.; Garvan Institute of Medical Research, Sydney, NSW, Australia., Ho YS; Bioprocessing Technology Institute, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore., Wang Z; Duke-NUS Medical School, Singapore, Singapore., Limviphuvadh V; Protein Sequence Analysis, Bioinformatics Institute, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore., Miyajima JMT; Protein Sequence Analysis, Bioinformatics Institute, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore., Kannan S; Atomistic Simulations and Design in Biology, Bioinformatics Institute, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore., Magallanes RT; NPM-Genomic Intelligence & Informatics Engine (NPM-GINIE), Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore., Sim X; Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore., Chai JF; Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore., Davila S; Duke-NUS Medical School, Singapore, Singapore.; SingHealth Duke-NUS Institute of Precision Medicine, Singapore, Singapore.; SingHealth Duke-NUS Genomic Medicine Centre, Singapore, Singapore., Yeo KK; Duke-NUS Medical School, Singapore, Singapore.; SingHealth Duke-NUS Institute of Precision Medicine, Singapore, Singapore.; Department of Cardiology, National Heart Centre Singapore, Singapore, Singapore., Leong KP; Centre for Precision and Genomic Medicine, Tan Tock Seng Hospital, Singapore, Singapore., Goh LL; Centre for Precision and Genomic Medicine, Tan Tock Seng Hospital, Singapore, Singapore., Karnani N; Institute for Human Development and Potential, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.; Clinical Data Engagement, Bioinformatics Institute, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.; Department of Biochemistry, National University of Singapore, Singapore, Singapore., Eriksson JG; Institute for Human Development and Potential, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.; Department of Obstetrics & Gynaecology, Yong Loo Lin School of Medicine, National University of Singapore and National University Health System, Singapore, Singapore.; Folkhalsan Research Center, Helsinki, Finland.; Department of General Practice and Primary Health Care, University of Helsinki, Helsinki, Finland., Cheng CY; Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore.; Ophthalmology & Visual Sciences Academic Clinical Program, Duke-NUS Medical School, Singapore, Singapore.; Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.; Centre for Innovation and Precision Eye Health, Yong Loo Lin School of Medicine, National University of Singapore and National University Health System, Singapore, Singapore., Wong TY; Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore.; Beijing Visual Science and Translational Eye Research Institute (BERI), Beijing Tsinghua Changgung Hospital, School of Clinical Medicine, Tsinghua Medicine, Tsinghua University, Beijing, China., Loh M; Population and Global Health, Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Singapore.; Department of Epidemiology and Biostatistics, Imperial College London, London, UK.; Laboratory of DNA Methylation and Population Epigenetics, Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore., Dalan R; Department of Endocrinology, Tan Tock Seng Hospital, Singapore, Singapore., Khor CC; Laboratory of Complex Disease Genetics, Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore., Chew GL; Illumina Singapore, Singapore, Singapore., Lim WK; SingHealth Duke-NUS Institute of Precision Medicine, Singapore, Singapore.; Cancer & Stem Cell Biology Program, Duke-NUS Medical School, Singapore, Singapore.; Laboratory of Genome Variation Analytics, Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore., Ngeow J; Population and Global Health, Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Singapore.; Cancer Genetics Service, Division of Medical Oncology, National Cancer Centre, Singapore, Singapore.; Oncology Academic Clinical Program, Duke-NUS Medical School, Singapore, Singapore., Chambers JC; Precision Health Research Singapore (PRECISE), Singapore, Singapore.; Population and Global Health, Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Singapore.; Department of Epidemiology and Biostatistics, Imperial College London, London, UK., Tai ES; Precision Health Research Singapore (PRECISE), Singapore, Singapore.; Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore.; Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore and National University Health System, Singapore, Singapore., Bertin N; NPM-Genomic Intelligence & Informatics Engine (NPM-GINIE), Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore., Tan CSH; Department of Chemistry, Southern University of Science and Technology, Shenzhen, China., Koh J; Experimental Drug Development Centre, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.; Department of Biomedical Informatics, Yong Loo Lin School of Medicine, National University of Singapore and National University Health System, Singapore, Singapore., Tan P; Precision Health Research Singapore (PRECISE), Singapore, Singapore.; Duke-NUS Medical School, Singapore, Singapore.; Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore., Verma CS; Atomistic Simulations and Design in Biology, Bioinformatics Institute, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore. chandra@a-star.edu.sg.; School of Biological Sciences, Nanyang Technological University, Singapore, Singapore. chandra@a-star.edu.sg.; Department of Biological Sciences, National University of Singapore, Singapore, Singapore. chandra@a-star.edu.sg., Maurer-Stroh S; Protein Sequence Analysis, Bioinformatics Institute, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore. sebastianms@a-star.edu.sg.; Department of Biological Sciences, National University of Singapore, Singapore, Singapore. sebastianms@a-star.edu.sg.; Yong Loo Lin School of Medicine, National University of Singapore and National University Health System, Singapore, Singapore. sebastianms@a-star.edu.sg. |
| Corporate Authors: | SG10K_Health Consortium |
| Source: | Nature communications [Nat Commun] 2026 Jun 09. Date of Electronic Publication: 2026 Jun 09. |
| Publication Type: | Journal Article |
| Journal Info: | Publisher: Nature Pub. Group Country of Publication: England NLM ID: 101528555 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 2041-1723 (Electronic) Linking ISSN: 20411723 NLM ISO Abbreviation: Nat Commun Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
| FullText | Text: Availability: 0 |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 42265106 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Genomic landscape of drug binding and pharmacogenetic variation across diverse populations using SNPdrug3D. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Malik+AJ%22">Malik AJ</searchLink>; Atomistic Simulations and Design in Biology, Bioinformatics Institute, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.; School of Chemistry and Molecular Biosciences, The University of Queensland, Brisbane, QLD, Australia.; Australian Centre for Ecogenomics, The University of Queensland, Brisbane, QLD, Australia.; Computational Biology and Clinical Informatics, Baker Heart and Diabetes Institute, Melbourne, VIC, Australia.<br /><searchLink fieldCode="AU" term="%22Kenanov+D%22">Kenanov D</searchLink>; Protein Sequence Analysis, Bioinformatics Institute, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Chong+CS%22">Chong CS</searchLink>; Protein Sequence Analysis, Bioinformatics Institute, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Ozturk+MB%22">Ozturk MB</searchLink>; Experimental Drug Development Centre, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Wang+Q%22">Wang Q</searchLink>; Department of Chemistry, Southern University of Science and Technology, Shenzhen, China.<br /><searchLink fieldCode="AU" term="%22Chang+HY%22">Chang HY</searchLink>; Cancer Science Institute of Singapore, National University of Singapore, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Hebrard+M%22">Hebrard M</searchLink>; NPM-Genomic Intelligence & Informatics Engine (NPM-GINIE), Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.; Precision Health Research Singapore (PRECISE), Singapore, Singapore.; Garvan Institute of Medical Research, Sydney, NSW, Australia.<br /><searchLink fieldCode="AU" term="%22Ho+YS%22">Ho YS</searchLink>; Bioprocessing Technology Institute, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Wang+Z%22">Wang Z</searchLink>; Duke-NUS Medical School, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Limviphuvadh+V%22">Limviphuvadh V</searchLink>; Protein Sequence Analysis, Bioinformatics Institute, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Miyajima+JMT%22">Miyajima JMT</searchLink>; Protein Sequence Analysis, Bioinformatics Institute, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Kannan+S%22">Kannan S</searchLink>; Atomistic Simulations and Design in Biology, Bioinformatics Institute, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Magallanes+RT%22">Magallanes RT</searchLink>; NPM-Genomic Intelligence & Informatics Engine (NPM-GINIE), Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Sim+X%22">Sim X</searchLink>; Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Chai+JF%22">Chai JF</searchLink>; Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Davila+S%22">Davila S</searchLink>; Duke-NUS Medical School, Singapore, Singapore.; SingHealth Duke-NUS Institute of Precision Medicine, Singapore, Singapore.; SingHealth Duke-NUS Genomic Medicine Centre, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Yeo+KK%22">Yeo KK</searchLink>; Duke-NUS Medical School, Singapore, Singapore.; SingHealth Duke-NUS Institute of Precision Medicine, Singapore, Singapore.; Department of Cardiology, National Heart Centre Singapore, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Leong+KP%22">Leong KP</searchLink>; Centre for Precision and Genomic Medicine, Tan Tock Seng Hospital, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Goh+LL%22">Goh LL</searchLink>; Centre for Precision and Genomic Medicine, Tan Tock Seng Hospital, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Karnani+N%22">Karnani N</searchLink>; Institute for Human Development and Potential, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.; Clinical Data Engagement, Bioinformatics Institute, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.; Department of Biochemistry, National University of Singapore, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Eriksson+JG%22">Eriksson JG</searchLink>; Institute for Human Development and Potential, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.; Department of Obstetrics & Gynaecology, Yong Loo Lin School of Medicine, National University of Singapore and National University Health System, Singapore, Singapore.; Folkhalsan Research Center, Helsinki, Finland.; Department of General Practice and Primary Health Care, University of Helsinki, Helsinki, Finland.<br /><searchLink fieldCode="AU" term="%22Cheng+CY%22">Cheng CY</searchLink>; Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore.; Ophthalmology & Visual Sciences Academic Clinical Program, Duke-NUS Medical School, Singapore, Singapore.; Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.; Centre for Innovation and Precision Eye Health, Yong Loo Lin School of Medicine, National University of Singapore and National University Health System, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Wong+TY%22">Wong TY</searchLink>; Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore.; Beijing Visual Science and Translational Eye Research Institute (BERI), Beijing Tsinghua Changgung Hospital, School of Clinical Medicine, Tsinghua Medicine, Tsinghua University, Beijing, China.<br /><searchLink fieldCode="AU" term="%22Loh+M%22">Loh M</searchLink>; Population and Global Health, Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Singapore.; Department of Epidemiology and Biostatistics, Imperial College London, London, UK.; Laboratory of DNA Methylation and Population Epigenetics, Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Dalan+R%22">Dalan R</searchLink>; Department of Endocrinology, Tan Tock Seng Hospital, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Khor+CC%22">Khor CC</searchLink>; Laboratory of Complex Disease Genetics, Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Chew+GL%22">Chew GL</searchLink>; Illumina Singapore, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Lim+WK%22">Lim WK</searchLink>; SingHealth Duke-NUS Institute of Precision Medicine, Singapore, Singapore.; Cancer & Stem Cell Biology Program, Duke-NUS Medical School, Singapore, Singapore.; Laboratory of Genome Variation Analytics, Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Ngeow+J%22">Ngeow J</searchLink>; Population and Global Health, Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Singapore.; Cancer Genetics Service, Division of Medical Oncology, National Cancer Centre, Singapore, Singapore.; Oncology Academic Clinical Program, Duke-NUS Medical School, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Chambers+JC%22">Chambers JC</searchLink>; Precision Health Research Singapore (PRECISE), Singapore, Singapore.; Population and Global Health, Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Singapore.; Department of Epidemiology and Biostatistics, Imperial College London, London, UK.<br /><searchLink fieldCode="AU" term="%22Tai+ES%22">Tai ES</searchLink>; Precision Health Research Singapore (PRECISE), Singapore, Singapore.; Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore.; Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore and National University Health System, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Bertin+N%22">Bertin N</searchLink>; NPM-Genomic Intelligence & Informatics Engine (NPM-GINIE), Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Tan+CSH%22">Tan CSH</searchLink>; Department of Chemistry, Southern University of Science and Technology, Shenzhen, China.<br /><searchLink fieldCode="AU" term="%22Koh+J%22">Koh J</searchLink>; Experimental Drug Development Centre, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.; Department of Biomedical Informatics, Yong Loo Lin School of Medicine, National University of Singapore and National University Health System, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Tan+P%22">Tan P</searchLink>; Precision Health Research Singapore (PRECISE), Singapore, Singapore.; Duke-NUS Medical School, Singapore, Singapore.; Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Verma+CS%22">Verma CS</searchLink>; Atomistic Simulations and Design in Biology, Bioinformatics Institute, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore. chandra@a-star.edu.sg.; School of Biological Sciences, Nanyang Technological University, Singapore, Singapore. chandra@a-star.edu.sg.; Department of Biological Sciences, National University of Singapore, Singapore, Singapore. chandra@a-star.edu.sg.<br /><searchLink fieldCode="AU" term="%22Maurer-Stroh+S%22">Maurer-Stroh S</searchLink>; Protein Sequence Analysis, Bioinformatics Institute, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore. sebastianms@a-star.edu.sg.; Department of Biological Sciences, National University of Singapore, Singapore, Singapore. sebastianms@a-star.edu.sg.; Yong Loo Lin School of Medicine, National University of Singapore and National University Health System, Singapore, Singapore. sebastianms@a-star.edu.sg. – Name: AuthorCorporate Label: Corporate Authors Group: Au Data: <searchLink fieldCode="CA" term="%22SG10K%26#95%3BHealth+Consortium%22">SG10K&#95;Health Consortium</searchLink> – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22101528555%22">Nature communications</searchLink> [Nat Commun] 2026 Jun 09. <i>Date of Electronic Publication: </i>2026 Jun 09. – Name: TypePub Label: Publication Type Group: TypPub Data: Journal Article – Name: TitleSource Label: Journal Info Group: Src Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Nature+Pub%2E+Group%22">Nature Pub. 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| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1038/s41467-026-73816-4 Languages: – Code: eng Text: English Titles: – TitleFull: Genomic landscape of drug binding and pharmacogenetic variation across diverse populations using SNPdrug3D. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Malik AJ – PersonEntity: Name: NameFull: Kenanov D – PersonEntity: Name: NameFull: Chong CS – PersonEntity: Name: NameFull: Ozturk MB – PersonEntity: Name: NameFull: Wang Q – PersonEntity: Name: NameFull: Chang HY – PersonEntity: Name: NameFull: Hebrard M – PersonEntity: Name: NameFull: Ho YS – PersonEntity: Name: NameFull: Wang Z – PersonEntity: Name: NameFull: Limviphuvadh V – PersonEntity: Name: NameFull: Miyajima JMT – PersonEntity: Name: NameFull: Kannan S – PersonEntity: Name: NameFull: Magallanes RT – PersonEntity: Name: NameFull: Sim X – PersonEntity: Name: NameFull: Chai JF – PersonEntity: Name: NameFull: Davila S – PersonEntity: Name: NameFull: Yeo KK – PersonEntity: Name: NameFull: Leong KP – PersonEntity: Name: NameFull: Goh LL – PersonEntity: Name: NameFull: Karnani N – PersonEntity: Name: NameFull: Eriksson JG – PersonEntity: Name: NameFull: Cheng CY – PersonEntity: Name: NameFull: Wong TY – PersonEntity: Name: NameFull: Loh M – PersonEntity: Name: NameFull: Dalan R – PersonEntity: Name: NameFull: Khor CC – PersonEntity: Name: NameFull: Chew GL – PersonEntity: Name: NameFull: Lim WK – PersonEntity: Name: NameFull: Ngeow J – PersonEntity: Name: NameFull: Chambers JC – PersonEntity: Name: NameFull: Tai ES – PersonEntity: Name: NameFull: Bertin N – PersonEntity: Name: NameFull: Tan CSH – PersonEntity: Name: NameFull: Koh J – PersonEntity: Name: NameFull: Tan P – PersonEntity: Name: NameFull: Verma CS – PersonEntity: Name: NameFull: Maurer-Stroh S IsPartOfRelationships: – BibEntity: Dates: – D: 09 M: 06 Text: 2026 Jun 09 Type: published Y: 2026 Identifiers: – Type: issn-electronic Value: 2041-1723 Titles: – TitleFull: Nature communications Type: main |
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