Evidence map›Paper›PMID 41162631›Full record

ArticleJournal of human genetics2026

A comprehensive assessment of pharmacogenomic annotation tools for next-generation sequencing data: an emphasis on cyp2d6 and vietnamese genomic data.

Thien Khac Nguyen, Cuong Tri Pham, Tham Hoang, Nam S Vo, Thanh Huong Phung

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

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5 · Who and what money

Authors and funding

5 authors.

Thien Khac NguyenGeneStory Joint Stock Company, Hanoi, Viet Nam.
Cuong Tri PhamGeneStory Joint Stock Company, Hanoi, Viet Nam.
Tham HoangGeneStory Joint Stock Company, Hanoi, Viet Nam.
Nam S VoGeneStory Joint Stock Company, Hanoi, Viet Nam.
Thanh Huong PhungFaculty of Biotechnology, Hanoi University of Pharmacy, Hanoi, Viet Nam. huongpt@hup.edu.vn.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Next-generation sequencing (NGS) offers a fast, cost-effective, and scalable solution for pharmacogenomic allele assignment but faces challenges in accurately identifying variants and haplotypes in regions with high sequence similarity. This study aimed to evaluate the performance of three NGS-compatible genotyping tools - PyPGx, Stargazer, and Aldy - for CYP2D6 annotation and investigated the CYP2D6 genetic distribution in 1008 whole-genome sequences from the 1000 Vietnamese Genome Project (VN1K) data. A benchmark dataset was constructed using 8556 diverse CYP2D6 alleles and 122 samples with complex structural variations. Tools were then assessed for haplotype, diplotype, and phenotype concordance across sequencing coverages of 8x, 30x, and 60x. Then, all three tools were subsequently applied to genotype CYP2D6 in the VN1K dataset. Overall, Aldy outperformed others, achieving haplotype and phenotype accuracies of 89.56% and 96.59%, respectively, even at low coverage (8x). In comparison, Stargazer and PyPGx achieved diplotype concordance rates of 51.33% and 47.77% under the same coverage level. According to the output of Aldy - the best performance tool in analysing the CYP2D6 genetic distribution in VN1K data, the results revealed a predominance of reduced-function alleles and a high prevalence of intermediate metabolizer phenotypes, underscoring the need for population-specific pharmacogenomic strategies and highlighting Aldy's potential in advancing precision medicine.

Indexed as

Cytochrome P-450 CYP2D6GenomicsHigh-Throughput Nucleotide SequencingMolecular Sequence AnnotationPharmacogeneticsAllelesGenome, HumanGenotypeHaplotypesHumansPhenotypePolymorphism, Single NucleotideSoutheast Asian PeopleVietnamCytochrome P-450 CYP2D6

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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.