ArticleHuman genomics2018
Integrating rare genetic variants into pharmacogenetic drug response predictions.
Article in Human genomics, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 108 papers, 3 of them syntheses that pooled it.
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Who cites it
108 citing papers in PubMed, 3 syntheses or guidelines pooled it.
- Vietnamese pharmacogenomic variation in global context: a systematic review and meta-analysis for clinical implementation.Frontiers in pharmacology · 2026Pooled it
- The role of ABCB1 and CES1 genotypes on the efficacy and safety of dabigatran: a systematic review and meta-analysis.Human genomics · 2025Pooled it
- Review and Consensus on Pharmacogenomic Testing in Psychiatry.Pharmacopsychiatry · 2021Pooled it
- Role of Genetic Variation in Cytochromes P450 in Breast Cancer Prognosis and Therapy Response.International journal of molecular sciences · 2021Trial
- Patient views on receiving a pharmacogenetic passport - a mixed methods study exploring experiences and use after an opportunistic offer.European journal of human genetics : EJHG · 2026Article
- Predictive capacity of paediatric nasal epithelial cells in sequential CFTR modulator therapy.Thorax · 2026Article
- Analytical and Clinical Validation of Action PharmaKitDx: A Comprehensive NGS Panel for the Identification of Pharmacogenetic Variants in Diverse Populations.Pharmaceuticals (Basel, Switzerland) · 2026Article
- Computational variant predictors for pharmacogenomics: from evaluation of single alleles to assessment of adverse drug reactions to antidepressants.The pharmacogenomics journal · 2026Article
- The evolving landscape of pharmacogenomics: Current achievements and future directions.Pharmacological reviews · 2026Review
- Hereditary spastic paraplegia: from decades of therapy to future innovations.Therapeutic advances in neurological disorders · 2026Review
- Opportunities and Challenges of Population Pharmacogenomics.Annals of human genetics · 2025Review
- Hazardous Interactions Between Food, Herbs, and Drugs in the First Stage of Biotransformation: Case Reports of Adverse Drug Interactions in Humans.International journal of molecular sciences · 2025Review
- Translating pharmacogenomic sequencing data into drug response predictions-How to interpret variants of unknown significance.British journal of clinical pharmacology · 2025Review
- Implementation of pre-emptive testing of a pharmacogenomic panel in clinical practice: Where do we stand?British journal of clinical pharmacology · 2025Review
- Clues of HLAs, metabolic SNPs, and epigenetic factors in T cell-mediated drug hypersensitivity reactions.Heliyon · 2024Review
- Unveiling novel genetic variants in 370 challenging medically relevant genes using the long read sequencing data of 41 samples from 19 global populations.Molecular genetics and genomics : MGG · 2024Article
- APF2: an improved ensemble method for pharmacogenomic variant effect prediction.The pharmacogenomics journal · 2024Article
- Article
- Improving drug response prediction via integrating gene relationships with deep learning.Briefings in bioinformatics · 2024Article
- Large-scale next generation sequencing based analysis of SLCO1B1 pharmacogenetics variants in the Saudi population.Human genomics · 2024Review
48 more citing papers are in PubMed but not listed here.
Corrections and comments
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Authors and funding
4 authors.
Funding
Abstract
backgroundVariability in genes implicated in drug pharmacokinetics or drug response can modulate treatment efficacy or predispose to adverse drug reactions. Besides common genetic polymorphisms, recent sequencing projects revealed a plethora of rare genetic variants in genes encoding proteins involved in drug metabolism, transport, and response.
resultsTo understand the global importance of rare pharmacogenetic gene variants, we mapped the variability in 208 pharmacogenes by analyzing exome sequencing data from 60,706 unrelated individuals and estimated the importance of rare and common genetic variants using a computational prediction framework optimized for pharmacogenetic assessments. Our analyses reveal that rare pharmacogenetic variants were strongly enriched in mutations predicted to cause functional alterations. For more than half of the pharmacogenes, rare variants account for the entire genetic variability. Each individual harbored on average a total of 40.6 putatively functional variants, rare variants accounting for 10.8% of these. Overall, the contribution of rare variants was found to be highly gene- and drug-specific. Using warfarin, simvastatin, voriconazole, olanzapine, and irinotecan as examples, we conclude that rare genetic variants likely account for a substantial part of the unexplained inter-individual differences in drug metabolism phenotypes.
conclusionsCombined, our data reveal high gene and drug specificity in the contributions of rare variants. We provide a proof-of-concept on how this information can be utilized to pinpoint genes for which sequencing-based genotyping can add important information to predict drug response, which provides useful information for the design of clinical trials in drug development and the personalization of pharmacological treatment.
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