Evidence map›Paper›PMID 35609568›Full record

ArticleAmerican journal of human genetics2022

A phenome-wide association study identifies effects of copy-number variation of VNTRs and multicopy genes on multiple human traits.

Paras Garg, Bharati Jadhav, William Lee, Oscar L Rodriguez, Alejandro Martin-Trujillo, Andrew J Sharp

Abstract read
In one paragraph

Article in American journal of human genetics, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 17 papers.

0numbers the graph read from it
0cells of the map it votes in
17citing 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

17 citing papers in PubMed.

  1. Trial
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  4. Structure of a polymorphic repeat at theProceedings of the National Academy of Sciences of the United States of America · 2025
    Article
  5. Structure of a polymorphic repeat at themedRxiv : the preprint server for health sciences · 2025
    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

6 authors.

Paras GargDepartment of Genetics and Genomic Sciences and Mindich Child Health and Development Institute, Icahn School of Medicine at Mount, Hess Center for Science and Medicine, 1470 Madison Avenue, Room 8-116, Box 1498, New York, NY 10029, USA.
Bharati JadhavDepartment of Genetics and Genomic Sciences and Mindich Child Health and Development Institute, Icahn School of Medicine at Mount, Hess Center for Science and Medicine, 1470 Madison Avenue, Room 8-116, Box 1498, New York, NY 10029, USA.
William LeeDepartment of Genetics and Genomic Sciences and Mindich Child Health and Development Institute, Icahn School of Medicine at Mount, Hess Center for Science and Medicine, 1470 Madison Avenue, Room 8-116, Box 1498, New York, NY 10029, USA.
Oscar L RodriguezDepartment of Genetics and Genomic Sciences and Mindich Child Health and Development Institute, Icahn School of Medicine at Mount, Hess Center for Science and Medicine, 1470 Madison Avenue, Room 8-116, Box 1498, New York, NY 10029, USA.
Alejandro Martin-TrujilloDepartment of Genetics and Genomic Sciences and Mindich Child Health and Development Institute, Icahn School of Medicine at Mount, Hess Center for Science and Medicine, 1470 Madison Avenue, Room 8-116, Box 1498, New York, NY 10029, USA.
Andrew J SharpDepartment of Genetics and Genomic Sciences and Mindich Child Health and Development Institute, Icahn School of Medicine at Mount, Hess Center for Science and Medicine, 1470 Madison Avenue, Room 8-116, Box 1498, New York, NY 10029, USA. Electronic address: andrew.sharp@mssm.edu.

Funding

Pilot investigation of tandem repeat variation as a cause of Alzheimer's disease using whole genome sequencing dataR01NS105781 · NINDS · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI SHARP, ANDREW JAMES · 2018 to 2022
$3.6M
COVID and Translational Science supercomputer (CATS)S10OD030463 · OD · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI KOVATCH, PATRICIA · 2021 to 2021
$2.0M
Big Omics Data Engine 2 SupercomputerS10OD026880 · OD · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI KOVATCH, PATRICIA · 2019 to 2019
$2.0M
Transforming Genomics with 5 PB Big Omics Data Engine Cray CS300-AC SupercomputerS10OD018522 · OD · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI KOVATCH, PATRICIA · 2014 to 2014
$1.9M
Development and application of a pipeline to identify tandem repeat expansions as a cause of Parkinson's disease in the AMP PD cohortU01NS120241 · NINDS · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI SHARP, ANDREW JAMES · 2020 to 2020
$507k
Identification of novel pathogenic tandem repeat expansions using long read sequencingF31NS108797 · NINDS · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI RODRIGUEZ, OSCAR L · 2018 to 2019
$85k
NIH HHS S10 OD018522NIH HHS S10 OD026880NIH HHS S10 OD030463NINDS NIH HHS F31 NS108797NINDS NIH HHS R01 NS105781NINDS NIH HHS U01 NS120241
6 · The paper itself

Abstract

The human genome contains tens of thousands of large tandem repeats and hundreds of genes that show common and highly variable copy-number changes. Due to their large size and repetitive nature, these variable number tandem repeats (VNTRs) and multicopy genes are generally recalcitrant to standard genotyping approaches and, as a result, this class of variation is poorly characterized. However, several recent studies have demonstrated that copy-number variation of VNTRs can modify local gene expression, epigenetics, and human traits, indicating that many have a functional role. Here, using read depth from whole-genome sequencing to profile copy number, we report results of a phenome-wide association study (PheWAS) of VNTRs and multicopy genes in a discovery cohort of ∼35,000 samples, identifying 32 traits associated with copy number of 38 VNTRs and multicopy genes at 1% FDR. We replicated many of these signals in an independent cohort and observed that VNTRs showing trait associations were significantly enriched for expression QTLs with nearby genes, providing strong support for our results. Fine-mapping studies indicated that in the majority (∼90%) of cases, the VNTRs and multicopy genes we identified represent the causal variants underlying the observed associations. Furthermore, several lie in regions where prior SNV-based GWASs have failed to identify any significant associations with these traits. Our study indicates that copy number of VNTRs and multicopy genes contributes to diverse human traits and suggests that complex structural variants potentially explain some of the so-called "missing heritability" of SNV-based GWASs.

Indexed as

DNA Copy Number VariationsMinisatellite RepeatsGenome, HumanGenome-Wide Association StudyHumansPhenotypeCNVGWASread depthtandem repeatvariable number tandem repeat

Identifiers

PMID35609568
PMCPMC9247821

What OpenQuestion holds

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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.