Evidence map›Paper›PMID 40581728›Full record

ArticleThe Journal of clinical endocrinology and metabolism2026

Multiomics of Human Obesity and Related Multisystem Diseases.

Mohammad Yaser Anwar, Heather M Highland, Quanhu Sheng, Hung-Hsin Chen, Rashedeh Roshani, Elizabeth G Frankel, Joshua Landman, Daeeun Kim, Kristin L Young, Wanying Zhu and 14 more

Abstract read
In one paragraph

Article in The Journal of clinical endocrinology and metabolism, 2026. 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. Review
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

24 authors.

Mohammad Yaser AnwarDepartment of Epidemiology, Gillings School of Global Public Health, The University of North Carolina at Chapel Hill, Chapel Hill, NC 27517, USA.ORCID 0000-0002-2349-8214
Heather M HighlandDepartment of Epidemiology, Gillings School of Global Public Health, The University of North Carolina at Chapel Hill, Chapel Hill, NC 27517, USA.
Quanhu ShengDepartment of Biostatistics, Vanderbilt University Medical Center, Nashville, TN 37232, USA.ORCID 0000-0001-8951-9295
Hung-Hsin ChenDepartment of Medicine, Division of Genetic Medicine, Vanderbilt University School of Medicine, Nashville, TN 37232, USA.
Rashedeh RoshaniDepartment of Medicine, Division of Genetic Medicine, Vanderbilt University School of Medicine, Nashville, TN 37232, USA.
Elizabeth G FrankelDepartment of Medicine, Division of Genetic Medicine, Vanderbilt University School of Medicine, Nashville, TN 37232, USA.
Joshua LandmanDepartment of Medicine, Division of Genetic Medicine, Vanderbilt University School of Medicine, Nashville, TN 37232, USA.
Daeeun KimDepartment of Epidemiology, Gillings School of Global Public Health, The University of North Carolina at Chapel Hill, Chapel Hill, NC 27517, USA.
Kristin L YoungDepartment of Epidemiology, Gillings School of Global Public Health, The University of North Carolina at Chapel Hill, Chapel Hill, NC 27517, USA.
Wanying ZhuDepartment of Medicine, Division of Genetic Medicine, Vanderbilt University School of Medicine, Nashville, TN 37232, USA.ORCID 0000-0002-2673-3048
Mohanraj KrishnanPenn State College of Health & Human Development, The Pennsylvania State University, University Park, PA 16802, USA.
Absalon GutierrezDepartment of Internal Medicine, Division of Endocrinology, Diabetes and Metabolism, The University of Texas Health Science Center, Houston, TX 77030, USA.
Penny Gordon-LarsenDepartment of Nutrition, Gillings School of Global Public Health, The University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA.
Miryoung LeeDepartment of Epidemiology, The University of Texas Health Science Center at Houston School of Public Health, Brownsville Regional Campus, Brownsville, TX 78520, USA.
Eric R GamazonDepartment of Medicine, Division of Genetic Medicine, Vanderbilt University School of Medicine, Nashville, TN 37232, USA.
Kaushik AmancherlaDepartment of Medicine, Division of Genetic Medicine, Vanderbilt University School of Medicine, Nashville, TN 37232, USA.
Saumya DasCardiovascular Research Center, Massachusetts General Hospital and Harvard Medical School, Boston, MA 02114, USA.ORCID 0000-0002-4521-4606
Michael J BettiDepartment of Medicine, Division of Genetic Medicine, Vanderbilt University School of Medicine, Nashville, TN 37232, USA.
Susan P Fisher-HochDepartment of Epidemiology, The University of Texas Health Science Center at Houston School of Public Health, Brownsville Regional Campus, Brownsville, TX 78520, USA.
Joseph B McCormickDepartment of Epidemiology, The University of Texas Health Science Center at Houston School of Public Health, Brownsville Regional Campus, Brownsville, TX 78520, USA.
Jennifer E BelowDepartment of Medicine, Division of Genetic Medicine, Vanderbilt University School of Medicine, Nashville, TN 37232, USA.
Mariaelisa GraffDepartment of Epidemiology, Gillings School of Global Public Health, The University of North Carolina at Chapel Hill, Chapel Hill, NC 27517, USA.
Ravi V ShahDepartment of Medicine, Division of Genetic Medicine, Vanderbilt University School of Medicine, Nashville, TN 37232, USA.
Kari E NorthDepartment of Epidemiology, Gillings School of Global Public Health, The University of North Carolina at Chapel Hill, Chapel Hill, NC 27517, USA.

Funding

Translational Analysis CoreP30DK058404 · NIDDK · VANDERBILT UNIVERSITY MEDICAL CENTER · PI MARY Kay WASHINGTON · 2002 to 2026
$29.9M
Center for Clinical and Translational Sciences (CCTS)UL1TR000371 · NCATS · UNIVERSITY OF TEXAS HLTH SCI CTR HOUSTON · PI MCPHERSON, DAVID D · 2012 to 2016
$13.4M
Polygenic Risk Scores for Diverse Populations - Bridging Research and Clinical CareR01HL151152 · NHLBI · FRED HUTCHINSON CANCER RESEARCH CENTER · PI Christy Leigh Avery, Jennifer Below · 2020 to 2026
$12.3M
Leveraging multi-omics approaches to examine metabolic challenges of obesity in relation to cardiovascular diseasesR01HL143885 · NHLBI · UNIV OF NORTH CAROLINA CHAPEL HILL · PI AVERY, CHRISTY LEIGH, GORDON-LARSEN, PENNY · 2019 to 2022
$8.9M
PAGE III: Population Architecture using Genomics and EpidemiologyR01HG010297 · NHGRI · RUTGERS, THE STATE UNIV OF N.J. · PI GIGNOUX, CHRISTOPHER R, MATISE, TARA C. · 2019 to 2022
$6.5M
Gene-Environment Interactions and Weight GainR01HD057194 · NICHD · UNIV OF NORTH CAROLINA CHAPEL HILL · PI GORDON-LARSEN, PENNY, NORTH, KARI E. · 2008 to 2019
$5.9M
Hispanic Latino Lipid ConsortiumR01HL142302 · NHLBI · VANDERBILT UNIVERSITY MEDICAL CENTER · PI Jennifer Below, JOSEPH MCCORMICK · 2018 to 2026
$5.8M
Integrative Approaches to Identifying Function and Clinical Significance of Adiposity Susceptibility GenesR01DK122503 · NIDDK · UNIV OF NORTH CAROLINA CHAPEL HILL · PI Anne Justice, Ching-Ti Liu · 2020 to 2026
$4.5M
Pharmacogenetics of the Response to GLP-1 in Mexican-Americans with PrediabetesR01DK127084 · NIDDK · UNIVERSITY OF TEXAS HLTH SCI CTR HOUSTON · PI GUTIERREZ, ABSALON DENNIS · 2021 to 2025
$3.5M
Multi-omics for obesity-associated liver disease in a high-risk population cohortU01CA288325 · NCI · UNIVERSITY OF TEXAS HLTH SCI CTR HOUSTON · PI Jennifer Below, JOSEPH MCCORMICK · 2023 to 2026
$3.3M
Leveraging Hispanic/Latino diversity to map and characterize cardiovascular disease lociR01HL163262 · NHLBI · UNIV OF NORTH CAROLINA CHAPEL HILL · PI Lindsay Fernandez-Rhodes, Mariaelisa Graff · 2023 to 2026
$2.9M
Haplotype-aware models of gene and isoform expression with application to genetic studies of disease in diverse populationsR01GM140287 · NIGMS · SEATTLE CHILDREN'S HOSPITAL · PI GAMAZON, ERIC R, MOHAMMADI, PEJMAN · 2021 to 2024
$2.8M
American Heart Association 18PRE34060101Center for Clinical and Translational SciencesNational R01AG078452National R01DK127084National R01GM140287National R01HD057194National R01HG010297National R01HG011138National R01HL142302National R01HL143885National R01HL151152National R01HL163262National R35HG010718National U01CA288325NCATS NIH HHS UL1 TR000371NCI NIH HHS U01 CA288325NEI NIH HHS R01 EY036258NHGRI NIH HHS R01 HG010297NHGRI NIH HHS R01 HG011138NHGRI NIH HHS R35 HG010718NHLBI NIH HHS R01 HL142302NHLBI NIH HHS R01 HL143885NHLBI NIH HHS R01 HL151152NHLBI NIH HHS R01 HL163262NIA NIH HHS R01 AG078452NICHD NIH HHS R01 HD057194NIDDK NIH HHS F31 DK145129NIDDK NIH HHS P30 DK058404NIDDK NIH HHS R01 DK122503NIDDK NIH HHS R01 DK127084NIDDK NIH HHS R01 DK139598NIGMS NIH HHS R01 GM140287
6 · The paper itself

Abstract

contextEfforts to characterize the shared molecular risk factors that contribute to obesity and the downstream disease sequelae it triggers have been limited.

objectiveWe aimed to identify functional genes with evidence for both causal and consequential effects on obesity-related traits and their downstream sequalae using integrated genomic and proteomic data.

methodsWe investigated the association of obesity-related traits with 2912 plasma proteins in 259 individuals from the Cameron County Hispanic Cohort with validation of results in ∼45 000 participants from the UK Biobank. Through colocalization and Mendelian randomization, we assessed evidence for the shared underpinning and the causal direction of significant proteins with respect to obesity and obesity-associated illnesses. We used gene ontology and cell- and tissue-specific protein and transcriptional activity patterns of the genes encoding target proteins to illuminate the functional relevance of implicated pathways. We additionally investigated the suitability of target proteins as potential therapeutic targets for drug development.

resultsOf the 122 significantly associated proteins with obesity metrics at a false discovery adjusted level (false discovery rate < 0.05), 121 replicated in UKBB. Most function in adipogenesis, inflammation, glucose metabolism, and neural and appetite regulation. Eighty of 121 replicated proteins showed evidence of statistical causality for obesity or obesity-associated illnesses. Those causally linked showed elevated transcript abundance in adipose and brain tissues and adipocytes. The promising weight reduction potential of several target proteins highlights their suitability for future pharmaceutical repurposing.

conclusionOur analyses revealed key regulatory mechanisms influenced by and influencing obesity, offering valuable targets for biomarkers and clinical interventions.

Indexed as

ObesityAdultAgedCohort StudiesFemaleGenomicsHumansMaleMendelian Randomization AnalysisMiddle AgedMultiomicsProteomicsUnited Kingdomdruggabilitygenomicsmetabolic disordersmultiomicsobesity

Identifiers

PMID40581728
PMCPMC12819863

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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.