Evidence map›Paper›PMID 42265106›Full record

ArticleNature communications2026

Genomic landscape of drug binding and pharmacogenetic variation across diverse populations using SNPdrug3D.

Ashar J Malik, Dimitar Kenanov, Cheng-Shoong Chong, Mert Burak Ozturk, Qiqi Wang, Hong-Yun Chang, Maxime Hebrard, Ying Swan Ho, Zhenxun Wang, Vachiranee Limviphuvadh and 28 more

Abstract read
In one paragraph

Article in Nature communications, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

38 authors.

Ashar J Malik *Atomistic Simulations and Design in Biology, Bioinformatics Institute, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.ORCID 0000-0003-4396-5059
Dimitar Kenanov *Protein Sequence Analysis, Bioinformatics Institute, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.ORCID 0009-0004-8059-5194
Cheng-Shoong Chong *Protein Sequence Analysis, Bioinformatics Institute, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.
Mert Burak OzturkExperimental Drug Development Centre, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.
Qiqi WangDepartment of Chemistry, Southern University of Science and Technology, Shenzhen, China.
Hong-Yun ChangCancer Science Institute of Singapore, National University of Singapore, Singapore, Singapore.
Maxime HebrardNPM-Genomic Intelligence & Informatics Engine (NPM-GINIE), Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.ORCID 0000-0003-2346-4513
Ying Swan HoBioprocessing Technology Institute, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.
Zhenxun WangDuke-NUS Medical School, Singapore, Singapore.ORCID 0000-0002-7862-4636
Vachiranee LimviphuvadhProtein Sequence Analysis, Bioinformatics Institute, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.
Jhoann M T MiyajimaProtein Sequence Analysis, Bioinformatics Institute, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.
Srinivasaraghavan KannanAtomistic Simulations and Design in Biology, Bioinformatics Institute, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.
Roberto Tirado MagallanesNPM-Genomic Intelligence & Informatics Engine (NPM-GINIE), Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.
Xueling SimSaw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore.ORCID 0000-0002-1233-7642
Jin Fang ChaiSaw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore.
Sonia DavilaDuke-NUS Medical School, Singapore, Singapore.
Khung Keong YeoDuke-NUS Medical School, Singapore, Singapore.ORCID 0000-0002-5457-4881
Khai Pang LeongCentre for Precision and Genomic Medicine, Tan Tock Seng Hospital, Singapore, Singapore.
Liuh Ling GohCentre for Precision and Genomic Medicine, Tan Tock Seng Hospital, Singapore, Singapore.ORCID 0000-0002-1387-3682
Neerja KarnaniInstitute for Human Development and Potential, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.
Johan Gunnar ErikssonInstitute for Human Development and Potential, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.
Ching-Yu ChengSingapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore.ORCID 0000-0003-0655-885X
Tien Yin WongSingapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore.
Marie LohPopulation and Global Health, Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Singapore.ORCID 0000-0003-3626-8466
Rinkoo DalanDepartment of Endocrinology, Tan Tock Seng Hospital, Singapore, Singapore.ORCID 0000-0001-9769-2696
Chiea Chuen KhorLaboratory of Complex Disease Genetics, Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.ORCID 0000-0002-1128-4729
Guo-Liang ChewIllumina Singapore, Singapore, Singapore.ORCID 0000-0003-4357-1404
Weng Khong LimSingHealth Duke-NUS Institute of Precision Medicine, Singapore, Singapore.ORCID 0000-0003-4391-1130
Joanne NgeowPopulation and Global Health, Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Singapore.ORCID 0000-0003-1558-3627
John C ChambersPrecision Health Research Singapore (PRECISE), Singapore, Singapore.ORCID 0000-0003-0209-4541
E Shyong TaiPrecision Health Research Singapore (PRECISE), Singapore, Singapore.ORCID 0000-0003-2929-8966
Nicolas BertinNPM-Genomic Intelligence & Informatics Engine (NPM-GINIE), Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.
Chris Soon Heng TanDepartment of Chemistry, Southern University of Science and Technology, Shenzhen, China.ORCID 0000-0002-8172-5235
Judice KohExperimental Drug Development Centre, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.ORCID 0000-0002-8454-7040
Patrick TanPrecision Health Research Singapore (PRECISE), Singapore, Singapore.
SG10K_Health Consortium
Chandra S VermaAtomistic Simulations and Design in Biology, Bioinformatics Institute, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore. chandra@a-star.edu.sg.ORCID 0000-0003-0733-9798
Sebastian Maurer-StrohProtein Sequence Analysis, Bioinformatics Institute, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore. sebastianms@a-star.edu.sg.ORCID 0000-0003-0813-9640

Funding

Agency for Science, Technology and Research (A*STAR) H17/01/a0/007Agency for Science, Technology and Research (A*STAR) H25J6a0007
6 · The paper itself

Abstract

One of the promises of precision medicine is to understand and act on inter-individual genetic differences in drug responses. SNPdrug3D contains the complete genomic landscape of missense single nucleotide variants (SNV) across the human proteome and at a population-wide level that could affect drug binding. Here, we map SNVs in over 80,000 individuals from the Singapore SG10K Health and gnomAD cohorts to identify ~1.17 million variants mapped to residues near ~6000 bound drugs in protein-drug complexes and experimentally verify effects of selected SNVs, including previously uncharacterized variants, on drug binding in relevant proteins ranging from kinases to cytochrome P450s (CYPs). The latter led to a specific predictor for interpreting variants in the CYP family that outperforms existing tools in the prediction of pharmacogenetic effects based on database-annotated (AUROC = 0.9) or assay-based (AUROC = 0.8) test sets. By placing variants and drugs in structural contexts, SNPdrug3D aids drug development by pre-emptively flagging potential resistance sites based on population-specific variability.

Indexed as

PharmacogeneticsPharmacogenomic VariantsPolymorphism, Single NucleotideCytochrome P-450 Enzyme SystemGenomicsHumansPharmaceutical PreparationsPrecision MedicineProtein BindingSingaporeCytochrome P-450 Enzyme SystemPharmaceutical Preparations

Identifiers

PMID42265106
PMCPMC13402600

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.