Evidence map›Paper›PMID 34699533›Full record

ArticlePLoS genetics2021

Chromatin accessibility and gene expression during adipocyte differentiation identify context-dependent effects at cardiometabolic GWAS loci.

Hannah J Perrin, Kevin W Currin, Swarooparani Vadlamudi, Gautam K Pandey, Kenneth K Ng, Martin Wabitsch, Markku Laakso, Michael I Love, Karen L Mohlke

Open access · goldAbstract read
In one paragraph

Article in PLoS genetics, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 20 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
20citing papers in PubMed, 2 pooled it
3.5field-weighted citation impact, top 7% of its field
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

20 citing papers in PubMed, 2 syntheses or guidelines pooled it, 33 citations in OpenAlex.

  1. Pooled it
  2. Pooled it
  3. Article
  4. Article
  5. Article
  6. Review
  7. Can classical statistics and deep learning converge on explainable, causally driven target discovery?DNA research : an international journal for rapid publication of reports on genes and genomes · 2025
    Review
  8. Article
  9. Article
  10. Review
  11. Article
  12. Article
  13. Loss ofbioRxiv : the preprint server for biology · 2024
    Article
  14. Article
  15. Article
  16. Review
  17. Article
  18. Article
  19. Article
  20. 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

9 authors at 3 institutions in 3 countries.

Hannah J PerrinDepartment of Genetics, University of North Carolina, Chapel Hill, North Carolina, United States of America.ORCID 0000-0002-3204-859X
Kevin W CurrinDepartment of Genetics, University of North Carolina, Chapel Hill, North Carolina, United States of America.
Swarooparani VadlamudiDepartment of Genetics, University of North Carolina, Chapel Hill, North Carolina, United States of America.ORCID 0000-0001-9650-768X
Gautam K PandeyDepartment of Genetics, University of North Carolina, Chapel Hill, North Carolina, United States of America.ORCID 0000-0003-0140-718X
Kenneth K NgDepartment of Genetics, University of North Carolina, Chapel Hill, North Carolina, United States of America.ORCID 0000-0003-4218-8841
Martin WabitschDepartment of Pediatrics and Adolescent Medicine, Ulm University Hospital, Ulm, Germany.ORCID 0000-0001-6795-8430
Markku LaaksoDepartment of Medicine, University of Eastern Finland and Kuopio University Hospital, Kuopio, Finland.ORCID 0000-0002-3394-7749
Michael I LoveDepartment of Genetics, University of North Carolina, Chapel Hill, North Carolina, United States of America.ORCID 0000-0001-8401-0545
Karen L MohlkeDepartment of Genetics, University of North Carolina, Chapel Hill, North Carolina, United States of America.ORCID 0000-0001-6721-153X
University of North Carolina at Chapel Hill · USUniversity Hospital Ulm · DEUniversity of Eastern Finland · FI

Funding

Tissue Procurement & PathologyP50CA058223 · NCI · UNIV OF NORTH CAROLINA CHAPEL HILL · PI CHARLES M PEROU · 1992 to 2026
$59.3M
UNC Initiative for Maximizing Student DevelopmentR25GM055336 · NIGMS · UNIV OF NORTH CAROLINA CHAPEL HILL · PI COOK, JEANETTE GOWEN, KASH, THOMAS L. · 1996 to 2023
$12.1M
Pre-doctoral Training Program in Integrative Vascular BiologyT32HL069768 · NHLBI · UNIV OF NORTH CAROLINA CHAPEL HILL · PI Christopher P. Mack · 2002 to 2026
$9.7M
Bridging the gap between type 2 diabetes GWAS and therapeutic targetsUM1DK126185 · NIDDK · UNIV OF NORTH CAROLINA CHAPEL HILL · PI CLAUSSNITZER, MELINA C, GLOYN, ANNA LOUISE · 2020 to 2024
$9.5M
Genetic epidemiology of rare and regulatory variants for metabolic traitsR01DK093757 · NIDDK · UNIV OF NORTH CAROLINA CHAPEL HILL · PI KAREN L. MOHLKE · 2011 to 2026
$8.2M
A Modular Framework for Accurate, Interpretable, and Reproducible Analysis of Long Read RNA-Seq DataR01HG009937 · NHGRI · UNIV OF NORTH CAROLINA CHAPEL HILL · PI Michael Isaiah Love, Robert Patro · 2018 to 2026
$2.8M
UNC Predoc Training Progr in Bioinformatics/Comp BiologyT32GM067553 · NIGMS · UNIV OF NORTH CAROLINA CHAPEL HILL · PI ELSTON, TIMOTHY C · 2005 to 2019
$2.5M
Functional annotation of cardiometabolic disease genetic risk variants using adipose open chromatinF31HL146121 · NHLBI · UNIV OF NORTH CAROLINA CHAPEL HILL · PI CURRIN, KEVIN WILLIAMS · 2019 to 2020
$53k
NCI NIH HHS P50 CA058223NHGRI NIH HHS R01 HG009937NHLBI NIH HHS F31 HL146121NHLBI NIH HHS T32 HL069768NIDDK NIH HHS R01 DK093757NIDDK NIH HHS UM1 DK126185NIGMS NIH HHS R25 GM055336NIGMS NIH HHS T32 GM067553
6 · The paper itself

Abstract

Chromatin accessibility and gene expression in relevant cell contexts can guide identification of regulatory elements and mechanisms at genome-wide association study (GWAS) loci. To identify regulatory elements that display differential activity across adipocyte differentiation, we performed ATAC-seq and RNA-seq in a human cell model of preadipocytes and adipocytes at days 4 and 14 of differentiation. For comparison, we created a consensus map of ATAC-seq peaks in 11 human subcutaneous adipose tissue samples. We identified 58,387 context-dependent chromatin accessibility peaks and 3,090 context-dependent genes between all timepoint comparisons (log2 fold change>1, FDR<5%) with 15,919 adipocyte- and 18,244 preadipocyte-dependent peaks. Adipocyte-dependent peaks showed increased overlap (60.1%) with Roadmap Epigenomics adipocyte nuclei enhancers compared to preadipocyte-dependent peaks (11.5%). We linked context-dependent peaks to genes based on adipocyte promoter capture Hi-C data, overlap with adipose eQTL variants, and context-dependent gene expression. Of 16,167 context-dependent peaks linked to a gene, 5,145 were linked by two or more strategies to 1,670 genes. Among GWAS loci for cardiometabolic traits, adipocyte-dependent peaks, but not preadipocyte-dependent peaks, showed significant enrichment (LD score regression P<0.005) for waist-to-hip ratio and modest enrichment (P < 0.05) for HDL-cholesterol. We identified 659 peaks linked to 503 genes by two or more approaches and overlapping a GWAS signal, suggesting a regulatory mechanism at these loci. To identify variants that may alter chromatin accessibility between timepoints, we identified 582 variants in 454 context-dependent peaks that demonstrated allelic imbalance in accessibility (FDR<5%), of which 55 peaks also overlapped GWAS variants. At one GWAS locus for palmitoleic acid, rs603424 was located in an adipocyte-dependent peak linked to SCD and exhibited allelic differences in transcriptional activity in adipocytes (P = 0.003) but not preadipocytes (P = 0.09). These results demonstrate that context-dependent peaks and genes can guide discovery of regulatory variants at GWAS loci and aid identification of regulatory mechanisms.

Indexed as

AdipocytesAdipose TissueAllelesAllelic ImbalanceBinding SitesCardiovascular DiseasesCell DifferentiationChromatinChromatin Immunoprecipitation SequencingEpigenomicsGene ExpressionGenetic TechniquesGenome-Wide Association StudyHumansMetabolic DiseasesPromoter Regions, GeneticChromatin

Identifiers

PMID34699533
PMCPMC8570510
OpenAlexW3210799295

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.