Evidence map›Paper›PMID 41214119›Full record

ArticleScientific reports2025

Targeted adaptive sampling enables clinical pharmacogenomics testing and genome-wide genotyping.

Pamela Hui Peng Gan, Han Lin Yeo, Muhammad Irfan Bin Hajis, Yusuf Maulana, Audrey Qi Hui Ng, Kevin Nathanael Ramanto, Marta Nisita Dewanggana, Astrid Irwanto, Levana Sani, Liuh Ling Goh and 1 more

Abstract read
In one paragraph

Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Article
  2. Article
  3. Article
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

11 authors.

Pamela Hui Peng Gan *Nalagenetics Pte Ltd, Singapore, Singapore.
Han Lin Yeo *Nalagenetics Pte Ltd, Singapore, Singapore.
Muhammad Irfan Bin HajisNalagenetics Pte Ltd, Singapore, Singapore.
Yusuf MaulanaNalagenetics Pte Ltd, Singapore, Singapore.
Audrey Qi Hui NgNalagenetics Pte Ltd, Singapore, Singapore.
Kevin Nathanael RamantoNalagenetics Pte Ltd, Singapore, Singapore.
Marta Nisita DewangganaNalagenetics Pte Ltd, Singapore, Singapore.
Astrid IrwantoNalagenetics Pte Ltd, Singapore, Singapore.
Levana SaniNalagenetics Pte Ltd, Singapore, Singapore.
Liuh Ling GohTan Tock Seng Hospital, Singapore, Singapore.
Mar Gonzalez-PortaNalagenetics Pte Ltd, Singapore, Singapore. mar@nalagenetics.com.

Funding

Enterprise Development Grant 23113DBF
6 · The paper itself

Abstract

Pharmacogenomics (PGx) testing improves medication safety and efficacy by identifying genetic variants that affect drug response. However, current technologies often fail to resolve complex loci, detect structural variants, or phase alleles accurately. Here, we present an end-to-end PGx workflow based on Targeted Adaptive Sampling-Long Read Sequencing (TAS-LRS), integrating a streamlined laboratory protocol with a bioinformatics pipeline that includes a novel CYP2D6 caller. Using 1,000 ng of DNA and three-sample multiplexing on a single PromethION flow cell, the assay achieves consistent on-target (25x) and off-target (3x) coverage, enabling accurate, haplotype-resolved testing of 35 pharmacogenes alongside genome-wide genotyping from off-target reads. We further developed the workflow into a clinically ready service and validated its performance across 17 reference and clinical samples. The assay demonstrated high concordance for small variants (99.9%) and structural variants (> 95%), with phased diplotypes and metabolizer phenotypes reaching 97.7% and 98.0% concordance, respectively. Improved calls were observed in 12 genes due to enhanced genotyping, phasing, or novel allele detection. In addition, off-target reads supported accurate genome-wide imputation, comparable to short-read sequencing and superior to microarrays. These results establish the feasibility of long-read sequencing for clinical PGx testing and position TAS-LRS as a scalable solution combining both targeted and genome-wide utility.

Indexed as

Genome-Wide Association StudyGenotyping TechniquesPharmacogeneticsPharmacogenomic TestingComputational BiologyCytochrome P-450 CYP2D6GenotypeHaplotypesHigh-Throughput Nucleotide SequencingHumansPolymorphism, Single NucleotideCytochrome P-450 CYP2D6Adaptive samplingClinical genomicsCYP2D6Genome-wide genotypingHaplotype phasingLong-read sequencingPharmacogenomicsStructural variants

Identifiers

PMID41214119
PMCPMC12603316

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

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.