Evidence map›Paper›PMID 42728365›Full record

ArticleNature metabolism2026

Paediatric proteomic signatures of cardiometabolic disease-associated traits predict adult disease outcomes.

Joshua M Landman, Heather M Highland, Andrew S Perry, Annie G Howard, Quanhu Sheng, Anna Lorenz, Alexandra B Palmer, Shilin Zhao, Wanying Zhu, Xinruo Zhang and 33 more

Abstract read
In one paragraph

Article in Nature metabolism, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

43 authors.

Joshua M Landman *Vanderbilt Genetics Institute, Vanderbilt University Medical Center, Nashville, TN, USA.ORCID http://orcid.org/0000-0003-2431-6053
Heather M Highland *Department of Epidemiology, Border Health Research Center, School of Public Health, Brownsville Regional Campus, The University of Texas Health Science Center at Houston, Brownsville, TX, USA.ORCID http://orcid.org/0000-0002-3583-8239
Andrew S Perry *Vanderbilt Translational and Clinical Cardiovascular Research Center, Vanderbilt University Medical Center, Nashville, TN, USA.ORCID http://orcid.org/0000-0003-3342-6158
Annie G HowardDepartment of Biostatistics, Gillings School of Global Public Health, The University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.ORCID http://orcid.org/0000-0003-0837-8166
Quanhu ShengDepartment of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, USA.ORCID http://orcid.org/0000-0001-8951-9295
Anna LorenzVanderbilt Genetics Institute, Vanderbilt University Medical Center, Nashville, TN, USA.ORCID http://orcid.org/0009-0003-4344-7486
Alexandra B PalmerDepartment of Epidemiology, Gillings School of Global Public Health, The University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
Shilin ZhaoDepartment of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, USA.ORCID http://orcid.org/0000-0002-3921-3965
Wanying ZhuVanderbilt Genetics Institute, Vanderbilt University Medical Center, Nashville, TN, USA.
Xinruo ZhangDepartment of Epidemiology, Gillings School of Global Public Health, The University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.ORCID http://orcid.org/0000-0001-5789-4592
Victoria L BuchananDepartment of Epidemiology, Border Health Research Center, School of Public Health, Brownsville Regional Campus, The University of Texas Health Science Center at Houston, Brownsville, TX, USA.ORCID http://orcid.org/0000-0001-9943-9950
Elizabeth G FrankelDivision of Genetic Medicine and Clinical Pharmacology, Department of Medicine, Vanderbilt University School of Medicine, Nashville, TN, USA.ORCID http://orcid.org/0009-0001-4764-612X
Rashedeh RoshaniDivision of Genetic Medicine and Clinical Pharmacology, Department of Medicine, Vanderbilt University School of Medicine, Nashville, TN, USA.
Alyssa ScartozziDivision of Genetic Medicine and Clinical Pharmacology, Department of Medicine, Vanderbilt University School of Medicine, Nashville, TN, USA.
Eric H Farber-EgerVanderbilt Institute for Clinical and Translational Research, Vanderbilt University, Nashville, TN, USA.ORCID http://orcid.org/0000-0003-0281-3796
Mohammad Y AnwarDepartment of Epidemiology, Border Health Research Center, School of Public Health, Brownsville Regional Campus, The University of Texas Health Science Center at Houston, Brownsville, TX, USA.
Jessica K SprinklesDepartment of Nutrition, Gillings School of Global Public Health, The University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
Ash BreidenbachDivision of Genetic Medicine and Clinical Pharmacology, Department of Medicine, Vanderbilt University School of Medicine, Nashville, TN, USA.
Ting-Chen WangDivision of Genetic Medicine and Clinical Pharmacology, Department of Medicine, Vanderbilt University School of Medicine, Nashville, TN, USA.ORCID http://orcid.org/0000-0001-6139-3168
Christine A BallardDepartment of Epidemiology, Gillings School of Global Public Health, The University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
Matthew NayorSections of Cardiovascular Medicine, Department of Medicine, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA.
Jaclyn TamaroffDivision of Pediatric Endocrinology and Diabetes, Department of Pediatrics, Vanderbilt University Medical Center, Nashville, TN, USA.ORCID http://orcid.org/0000-0002-3630-9937
Absalon GutierrezDivision of Endocrinology, Diabetes and Metabolism, Department of Internal Medicine, The University of Texas Health Science Center at Houston, Houston, TX, USA.ORCID http://orcid.org/0000-0002-5488-7028
Lauren E PettyVanderbilt Genetics Institute, Vanderbilt University Medical Center, Nashville, TN, USA.
Alexander S PettyVanderbilt Genetics Institute, Vanderbilt University Medical Center, Nashville, TN, USA.
Benjamin LippiVanderbilt Genetics Institute, Vanderbilt University Medical Center, Nashville, TN, USA.
Lindsay Fernandez-RhodesDepartment of Biobehavioral Health, College of Human and Health Development, Pennsylvania State University, University Park, PA, USA.ORCID http://orcid.org/0000-0001-6985-423X
Hung-Hsin ChenInstitute of Biomedical Sciences, Academia Sinica, Taipei, Taiwan.ORCID http://orcid.org/0000-0002-1921-2797
Mohanraj KrishnanDepartment of Epidemiology, Gillings School of Global Public Health, The University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
Mariaelisa GraffDepartment of Epidemiology, Gillings School of Global Public Health, The University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.ORCID http://orcid.org/0000-0001-6380-1735
Katie A MeyerDepartment of Nutrition, Gillings School of Global Public Health, The University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.ORCID http://orcid.org/0000-0001-7490-5273
Miryoung LeeDepartment of Epidemiology, Border Health Research Center, School of Public Health, Brownsville Regional Campus, The University of Texas Health Science Center at Houston, Brownsville, TX, USA.
Kristin L YoungDepartment of Epidemiology, Border Health Research Center, School of Public Health, Brownsville Regional Campus, The University of Texas Health Science Center at Houston, Brownsville, TX, USA.
Quinn WellsDivision of Genetic Medicine and Clinical Pharmacology, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA.ORCID http://orcid.org/0009-0009-4141-1520
Kahraman TanriverdiDepartment of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA.
Jane E FreedmanDepartment of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA.
Eric R GamazonDivision of Genetic Medicine and Clinical Pharmacology, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA.ORCID http://orcid.org/0000-0003-4204-8734
Joseph B McCormickDepartment of Epidemiology, Border Health Research Center, School of Public Health, Brownsville Regional Campus, The University of Texas Health Science Center at Houston, Brownsville, TX, USA.ORCID http://orcid.org/0000-0002-5844-8102
Susan P Fisher-HochDepartment of Epidemiology, Border Health Research Center, School of Public Health, Brownsville Regional Campus, The University of Texas Health Science Center at Houston, Brownsville, TX, USA.
Penny Gordon-LarsenDepartment of Nutrition, Gillings School of Global Public Health, The University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.ORCID http://orcid.org/0000-0001-5322-4188
Jennifer E BelowVanderbilt Genetics Institute, Vanderbilt University Medical Center, Nashville, TN, USA.ORCID http://orcid.org/0000-0002-1346-1872
Kari E NorthDepartment of Epidemiology, Border Health Research Center, School of Public Health, Brownsville Regional Campus, The University of Texas Health Science Center at Houston, Brownsville, TX, USA. Kari.E.North@uth.tmc.edu.ORCID http://orcid.org/0000-0002-8903-0366
Ravi V ShahVanderbilt Diabetes Center, Vanderbilt University Medical Center, Nashville, TN, USA. ravi.shah@vumc.org.ORCID http://orcid.org/0000-0002-4471-7156

Funding

TRANSGENIC MOUSE/ ES CELL SHARES RESOURCESP60DK020593 · NIDDK · VANDERBILT UNIVERSITY · PI ELASY, TOM A · 1986 to 2011
$28.1M
Hispanic Latino Lipid ConsortiumR01HL142302 · NHLBI · VANDERBILT UNIVERSITY MEDICAL CENTER · PI Jennifer Below, JOSEPH MCCORMICK · 2018 to 2026
$5.8M
Supporting, Promoting, and Launching the Expansion of Nutrition, Diabetes, and Obesity Researchers in North CarolinaU24DK132715 · NIDDK · UNIV OF NORTH CAROLINA CHAPEL HILL · PI Marc D Cook, SAAME R SHAIKH · 2022 to 2026
$4.2M
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
Metabolic Responses to an Oral Mixed Meal Tolerance Test: Intra-individual changes, correlates, and prognostic significanceR01HL156975 · NHLBI · BOSTON UNIVERSITY MEDICAL CAMPUS · PI NAYOR, MATTHEW G. · 2021 to 2025
$3.3M
VGM: Vanderbilt Genomic Medicine Training ProgramT32HG008341 · NHGRI · VANDERBILT UNIVERSITY MEDICAL CENTER · PI Nancy J Cox, Joseph F. Peterson · 2016 to 2026
$2.8M
Genomic, transcriptomic, and metabolic effects on skeletal health in Mexican AmericansR01AG078452 · NIA · UNIVERSITY OF TEXAS HLTH SCI CTR HOUSTON · PI MIRYOUNG LEE, Nahid J. Rianon · 2023 to 2026
$2.7M
Improving disease subtyping and physiological characterization of adult-onset diabetes in electronic health recordsU01DK140952 · NIDDK · VANDERBILT UNIVERSITY MEDICAL CENTER · PI Eric R Gamazon, Maggie Ng · 2024 to 2026
$2.3M
Leveraging metabolic pathways and gene expression data to propel understanding of severe obesity in a vulnerable and understudied populationR01DK139598 · NIDDK · UNIV OF NORTH CAROLINA CHAPEL HILL · PI Jennifer Below, PENNY GORDON-LARSEN · 2024 to 2026
$2.1M
Training Program on Genetic Variation and Human PhenotypesT32GM145734 · NIGMS · VANDERBILT UNIVERSITY · PI Jennifer Below, DAVID C SAMUELS · 2022 to 2026
$1.6M
Molecular characterization of frailty and functional limitations in HFpEFK23HL179316 · NHLBI · VANDERBILT UNIVERSITY MEDICAL CENTER · PI ANDREW PERRY · 2025 to 2026
$348k
NCI NIH HHS U01 CA288325NHGRI NIH HHS T32 HG008341NHLBI NIH HHS K23 HL179316NHLBI NIH HHS R01 HL142302NHLBI NIH HHS R01 HL156975NIA NIH HHS R01 AG078452NIDDK NIH HHS P60 DK020593NIDDK NIH HHS R01 DK139598NIDDK NIH HHS U01 DK140952NIDDK NIH HHS U24 DK132715NIGMS NIH HHS T32 GM145734U.S. Department of Health & Human Services | National Institutes of Health (NIH) K23HL179316U.S. Department of Health & Human Services | National Institutes of Health (NIH) P60DK020593U.S. Department of Health & Human Services | National Institutes of Health (NIH) R01AG078452U.S. Department of Health & Human Services | National Institutes of Health (NIH) R01DK139598U.S. Department of Health & Human Services | National Institutes of Health (NIH) R01HL142302U.S. Department of Health & Human Services | National Institutes of Health (NIH) R01HL156975U.S. Department of Health & Human Services | National Institutes of Health (NIH) T32GM145734U.S. Department of Health & Human Services | National Institutes of Health (NIH) T32HG008341U.S. Department of Health & Human Services | National Institutes of Health (NIH) U01CA288325U.S. Department of Health & Human Services | National Institutes of Health (NIH) U01DK140952U.S. Department of Health & Human Services | National Institutes of Health (NIH) U24DK132715
6 · The paper itself

Abstract

While the earliest pathological signs of cardiovascular-kidney-metabolic disease (CKMD) emerge before age 20, current adult-based risk thresholds fail to identify a substantial fraction of children at high risk. With increasing childhood obesity, early, sensitive detection of CKMD risk is critical to timely intervention. We linked 25 CKMD phenotypes spanning liver, adipose, vascular and dysglycaemia traits to the circulating proteome in 273 Hispanic or Latino children and adolescents (13.1 ± 2.7 years; 53% female). Here we show that proteome signatures of CKMD in children are strongly associated with clinical CKMD outcomes in adults. In 685 adults from the same community and 28,256 adults from UK Biobank, we observe high concordance between the paediatric and adult CKMD phenotype-proteome relationships, related to pancreatic beta-cell health and insulin sensitivity, liver homeostasis, inflammation and cholesterol metabolism. Many proteins linked to paediatric CKMD were modifiable with glucagon-like peptide-1 receptor agonist therapy in adults and are linked to genetic liability to CKMD. These findings support an early origin of CKMD disease liability embedded in the human proteome in children, underscoring the value of precision prevention to forestall metabolic disease long before its clinical manifestation.

Indexed as

Cardiovascular DiseasesKidney DiseasesMetabolic DiseasesProteomeProteomicsAdolescentAdultChildFemaleHispanic or LatinoHumansMalePhenotypeYoung AdultProteome

Identifiers

PMID42728365
PMCPMC13597307

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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.