Evidence map›Paper›PMID 34340684›Full record

ArticleGenome medicine2021

Identification of TBX15 as an adipose master trans regulator of abdominal obesity genes.

David Z Pan, Zong Miao, Caroline Comenho, Sandhya Rajkumar, Amogha Koka, Seung Hyuk T Lee, Marcus Alvarez, Dorota Kaminska, Arthur Ko, Janet S Sinsheimer and 11 more

Erratum issuedOpen access · goldAbstract read
In one paragraph

Article in Genome medicine, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 34 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
34citing papers in PubMed, 1 pooled it
6.2field-weighted citation impact, top 3% 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

34 citing papers in PubMed, 1 synthesis or guideline pooled it, 44 citations in OpenAlex.

  1. Molecular Effects of Physical Activity and Body Composition: A Systematic Review and Meta-Analysis.International journal of environmental research and public health · 2025
    Pooled it
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  17. A cell atlas of thoracic aortic perivascular adipose tissue: a focus on mechanotransducers.American journal of physiology. Heart and circulatory physiology · 2024
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  19. The genetics of adipose tissue metabolism.Royal Society open science · 2024
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4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

21 authors at 6 institutions in 3 countries.

David Z PanDepartment of Human Genetics, David Geffen School of Medicine at UCLA, Los Angeles, USA.
Zong MiaoDepartment of Human Genetics, David Geffen School of Medicine at UCLA, Los Angeles, USA.
Caroline ComenhoDepartment of Human Genetics, David Geffen School of Medicine at UCLA, Los Angeles, USA.
Sandhya RajkumarDepartment of Human Genetics, David Geffen School of Medicine at UCLA, Los Angeles, USA.
Amogha KokaDepartment of Human Genetics, David Geffen School of Medicine at UCLA, Los Angeles, USA.
Seung Hyuk T LeeDepartment of Human Genetics, David Geffen School of Medicine at UCLA, Los Angeles, USA.
Marcus AlvarezDepartment of Human Genetics, David Geffen School of Medicine at UCLA, Los Angeles, USA.
Dorota KaminskaDepartment of Human Genetics, David Geffen School of Medicine at UCLA, Los Angeles, USA.
Arthur KoDepartment of Medicine, David Geffen School of Medicine at UCLA, Los Angeles, USA.
Janet S SinsheimerDepartment of Human Genetics, David Geffen School of Medicine at UCLA, Los Angeles, USA.
Karen L MohlkeDepartment of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA.
Nicholas MancusoCenter for Genetic Epidemiology, Department of Preventative Medicine, Keck School of Medicine, University of Southern California, Los Angeles, USA.
Linda Liliana Muñoz-HernandezTecnologico de Monterrey, Escuela de Medicina y Ciencias de la Salud, Ave. Morones Prieto 3000, Monterrey, N.L., México, 64710.
Miguel Herrera-HernandezDepartamento de Cirugía, Instituto Nacional de Ciencias Médicas y Nutrición, Mexico City, Mexico.
Maria Teresa Tusié-LunaUnidad de Biología Molecular y Medicina Genómica, Instituto de Investigaciones Biomédicas UNAM/ Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Mexico City, Mexico.
Carlos Aguilar-SalinasUnidad de Investigación de Enfermedades Metabólicas, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Mexico City, Mexico.
Kirsi H PietiläinenObesity Research Unit, Research Program for Clinical and Molecular Metabolism, Faculty of Medicine, University of Helsinki, Helsinki, Finland.
Jussi PihlajamäkiInstitute of Public Health and Clinical Nutrition, University of Eastern Finland, Kuopio, Finland.
Markku LaaksoDepartment of Medicine, University of Eastern Finland and Kuopio University Hospital, Kuopio, Finland.
Kristina M GarskeDepartment of Human Genetics, David Geffen School of Medicine at UCLA, Los Angeles, USA.
Päivi PajukantaDepartment of Human Genetics, David Geffen School of Medicine at UCLA, Los Angeles, USA. ppajukanta@mednet.ucla.edu.ORCID 0000-0002-6423-8056
University of California, Los Angeles · USInstituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán · MXUniversity of Eastern Finland · FIUniversity of Helsinki · FIUniversity of North Carolina at Chapel Hill · USUniversity of Southern California · US

Funding

Systems genomics of metabolic syndrome traitsP01HL028481 · NHLBI · UNIVERSITY OF CALIFORNIA LOS ANGELES · PI LUSIS, ALDONS JAKE · 1985 to 2019
$50.2M
Identifying Genes for Type 2 Diabetes: FUSIONU01DK062370 · NIDDK · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI BOEHNKE, MICHAEL L, SCOTT, LAURA J. · 2009 to 2021
$11.6M
Targeted Genetic Analysis of T2D and Quantitative TraitsR01DK072193 · NIDDK · UNIV OF NORTH CAROLINA CHAPEL HILL · PI KAREN L. MOHLKE · 2005 to 2026
$11.3M
UCLA MSD ProgramR25GM055052 · NIGMS · UNIVERSITY OF CALIFORNIA LOS ANGELES · PI BARBER, PAUL HENRY, HASSON, TAMA W. · 1996 to 2021
$9.2M
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
Identifying Genes for Type 2 Diabetes:FUSIONR01DK062370 · NIDDK · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI BOEHNKE, MICHAEL L, SCOTT, LAURA J. · 2003 to 2025
$6.7M
GENETIC ANALYSIS OF TYPE II DIABETES IN FINNISH POPULATIONZ01HG000024 · NHGRI · NATIONAL HUMAN GENOME RESEARCH INSTITUTE · PI COLLINS, FRANCIS S. · 1995 to 2008
$6.2M
Genomics of dyslipidemia in MexicansR01HL095056 · NHLBI · UNIVERSITY OF CALIFORNIA LOS ANGELES · PI PAJUKANTA, PAIVI · 2009 to 2018
$5.9M
Systems Genetics Dissection of Non-alcoholic SteatohepatitisR01DK117850 · NIDDK · UNIVERSITY OF CALIFORNIA LOS ANGELES · PI Aldons Jake Lusis · 2019 to 2026
$4.6M
Methods for Genomic Analysis in Heterogeneous TissuesR01HG010505 · NHGRI · UNIVERSITY OF CALIFORNIA LOS ANGELES · PI HALPERIN, ERAN · 2019 to 2022
$2.6M
Functional genetic variants for type 2 diabetesU01DK105561 · NIDDK · UNIV OF NORTH CAROLINA CHAPEL HILL · PI MOHLKE, KAREN L. · 2015 to 2019
$2.3M
Integrative approaches for mapping the genetic risk of complex traitsR01HG009120 · NHGRI · UNIVERSITY OF CALIFORNIA LOS ANGELES · PI PASANIUC, BOGDAN · 2017 to 2021
$2.3M
Academy of Finland 138006Howard Hughes Medical Institute (US) Gilliam FellowhipIntramural NIH HHS Z01 HG000024Medical Research Council MC_PC_17228Medical Research Council MC_QA137853NHGRI NIH HHS R01 HG009120NHGRI NIH HHS R01 HG010505NHLBI NIH HHS F31 HL142180NHLBI NIH HHS P01 HL028481NHLBI NIH HHS R01 HL095056NIDDK NIH HHS DK062370NIDDK NIH HHS F31 DK118865NIDDK NIH HHS F31 DK118865-02NIDDK NIH HHS R01 DK062370NIDDK NIH HHS R01 DK072193NIDDK NIH HHS R01 DK093757NIDDK NIH HHS R01 DK117850NIDDK NIH HHS R56 DK062370NIDDK NIH HHS U01 DK062370NIDDK NIH HHS U01 DK105561NIGMS NIH HHS R25 GM055052NLM NIH HHS T32 LM012424
6 · The paper itself

Abstract

backgroundObesity predisposes individuals to multiple cardiometabolic disorders, including type 2 diabetes (T2D). As body mass index (BMI) cannot reliably differentiate fat from lean mass, the metabolically detrimental abdominal obesity has been estimated using waist-hip ratio (WHR). Waist-hip ratio adjusted for body mass index (WHRadjBMI) in turn is a well-established sex-specific marker for abdominal fat and adiposity, and a predictor of adverse metabolic outcomes, such as T2D. However, the underlying genes and regulatory mechanisms orchestrating the sex differences in obesity and body fat distribution in humans are not well understood.

methodsWe searched for genetic master regulators of WHRadjBMI by employing integrative genomics approaches on human subcutaneous adipose RNA sequencing (RNA-seq) data (n ~ 1400) and WHRadjBMI GWAS data (n ~ 700,000) from the WHRadjBMI GWAS cohorts and the UK Biobank (UKB), using co-expression network, transcriptome-wide association study (TWAS), and polygenic risk score (PRS) approaches. Finally, we functionally verified our genomic results using gene knockdown experiments in a human primary cell type that is critical for adipose tissue function.

resultsHere, we identified an adipose gene co-expression network that contains 35 obesity GWAS genes and explains a significant amount of polygenic risk for abdominal obesity and T2D in the UKB (n = 392,551) in a sex-dependent way. We showed that this network is preserved in the adipose tissue data from the Finnish Kuopio Obesity Study and Mexican Obesity Study. The network is controlled by a novel adipose master transcription factor (TF), TBX15, a WHRadjBMI GWAS gene that regulates the network in trans. Knockdown of TBX15 in human primary preadipocytes resulted in changes in expression of 130 network genes, including the key adipose TFs, PPARG and KLF15, which were significantly impacted (FDR < 0.05), thus functionally verifying the trans regulatory effect of TBX15 on the WHRadjBMI co-expression network.

conclusionsOur study discovers a novel key function for the TBX15 TF in trans regulating an adipose co-expression network of 347 adipose, mitochondrial, and metabolically important genes, including PPARG, KLF15, PPARA, ADIPOQ, and 35 obesity GWAS genes. Thus, based on our converging genomic, transcriptional, and functional evidence, we interpret the role of TBX15 to be a main transcriptional regulator in the adipose tissue and discover its importance in human abdominal obesity.

Indexed as

Gene Expression RegulationAdipocytesAdipose TissueAdiposityAgedAlgorithmsBiomarkersBody Mass IndexCells, CulturedComputational BiologyDiabetes Mellitus, Type 2Disease SusceptibilityGene Expression ProfilingGene Knockdown TechniquesGene Regulatory NetworksGenome-Wide Association StudyBiomarkersT-Box Domain ProteinsTBX15 protein, humanTrans-ActivatorsMaster transcription factorPolygenic risk score (PRS)Transcriptional regulation of abdominal obesityTrans regulation of genesType 2 diabetes (T2D)Waist-hip ratio adjusted for body mass index (WHRadjBMI)

Identifiers

PMID34340684
PMCPMC8327600
OpenAlexW3192213928

What OpenQuestion holds

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LicenceCC BY
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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.