Evidence map›Paper›PMID 40193344›Full record

ArticlePLoS computational biology2025

Analysis of targeted and whole genome sequencing of PacBio HiFi reads for a comprehensive genotyping of gene-proximal and phenotype-associated Variable Number Tandem Repeats.

Sara Javadzadeh, Aaron Adamson, Jonghun Park, Se-Young Jo, Yuan-Chun Ding, Mehrdad Bakhtiari, Vikas Bansal, Susan L Neuhausen, Vineet Bafna

Abstract read
In one paragraph

Article in PLoS computational biology, 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
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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

9 authors.

Sara JavadzadehDepartment of Computer Science and Engineering, University of California San Diego, La Jolla, California, United States of America.ORCID 0000-0001-8240-2860
Aaron AdamsonDepartment of Population Sciences, Beckman Research Institute of City of Hope, Duarte, California, United States of America.
Jonghun ParkDepartment of Computer Science and Engineering, University of California San Diego, La Jolla, California, United States of America.
Se-Young JoDepartment of Computer Science and Engineering, University of California San Diego, La Jolla, California, United States of America.
Yuan-Chun DingDepartment of Population Sciences, Beckman Research Institute of City of Hope, Duarte, California, United States of America.
Mehrdad BakhtiariDepartment of Computer Science and Engineering, University of California San Diego, La Jolla, California, United States of America.
Vikas BansalSchool of Medicine, University of California, San Diego La Jolla, California, United States of America.ORCID 0000-0002-6684-5335
Susan L NeuhausenDepartment of Population Sciences, Beckman Research Institute of City of Hope, Duarte, California, United States of America.
Vineet BafnaDepartment of Computer Science and Engineering, University of California San Diego, La Jolla, California, United States of America.

Funding

Refining Mendelian disease analysis via detection of clinically relevant repeat variantsR01HG010149 · NHGRI · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI Vineet Bafna, Vikas Bansal · 2018 to 2026
$4.5M
Computational methods for detecting patterns of complex genomic variationR01GM114362 · NIGMS · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI Vineet Bafna · 2016 to 2026
$3.1M
Computational methods for variant calling and haplotyping using long-read sequencing technologiesR01HG010759 · NHGRI · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI BANSAL, VIKAS · 2020 to 2023
$1.5M
NHGRI NIH HHS R01 HG010149NHGRI NIH HHS R01 HG010759NIGMS NIH HHS R01 GM114362
6 · The paper itself

Abstract

Variable Number Tandem repeats (VNTRs) refer to repeating motifs of size greater than five bp. VNTRs are an important source of genetic variation, and have been associated with multiple Mendelian and complex phenotypes. However, the highly repetitive structures require reads to span the region for accurate genotyping. Pacific Biosciences HiFi sequencing spans large regions and is highly accurate but relatively expensive. Therefore, targeted sequencing approaches coupled with long-read sequencing have been proposed to improve efficiency and throughput. In this paper, we systematically explored the trade-off between targeted and whole genome HiFi sequencing for genotyping VNTRs. We curated a set of 10 , 787 gene-proximal (G-)VNTRs, and 48 phenotype-associated (P-)VNTRs of interest. Illumina reads only spanned 46% of the G-VNTRs and 71% of P-VNTRs, motivating the use of HiFi sequencing. We performed targeted sequencing with hybridization by designing custom probes for 9,999 VNTRs and sequenced 8 samples using HiFi and Illumina sequencing, followed by adVNTR genotyping. We compared these results against HiFi whole genome sequencing (WGS) data from 28 samples in the Human Pangenome Reference Consortium (HPRC). With the targeted approach only 4,091 (41%) G-VNTRs and only 4 (8%) of P-VNTRs were spanned with at least 15 reads. A smaller subset of 3,579 (36%) G-VNTRs had higher median coverage of at least 63 spanning reads. The spanning behavior was consistent across all 8 samples. Among 5,638 VNTRs with low-coverage ( < 15), 67% were located within GC-rich regions ( > 60%). In contrast, the 40X WGS HiFi dataset spanned 98% of all VNTRs and 49 (98%) of P-VNTRs with at least 15 spanning reads, albeit with lower coverage. Spanning reads were sufficient for accurate genotyping in both cases. Our findings demonstrate that targeted sequencing provides consistently high coverage for a small subset of low-GC VNTRs, but WGS is more effective for broad and sufficient sampling of a large number of VNTRs.

Indexed as

Genome, HumanMinisatellite RepeatsWhole Genome SequencingBase CompositionGenotypeHumansPhenotypePolymorphism, Genetic

Identifiers

PMID40193344
PMCPMC11975116

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Registered trials

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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.