Evidence map›Paper›PMID 42371749›Full record

ArticleDiabetes care2026

Genetic Determinants of Macronutrient Intake Are Associated With Specific Food Intake in Youth: A Cohort Study Across Childhood and Adolescence.

Soren Harnois-Leblanc, Jenny M Brown, Karen M Switkowski, Izzuddin M Aris, Sheryl L Rifas-Shiman, Emily Oken, Julie E Gervis, Kenneth Westerman, Hassan S Dashti, Marie-France Hivert and 1 more

Abstract read
In one paragraph

Article in Diabetes care, 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

11 authors.

Soren Harnois-LeblancDepartment of Population Medicine, Division of Chronic Disease Across the Lifecourse, Harvard Pilgrim Health Care Institute and Harvard Medical School, Boston, MA.ORCID 0000-0001-5894-976X
Jenny M BrownNovo Nordisk Foundation Center for Basic Metabolic Research, University of Copenhagen, Copenhagen, Denmark.
Karen M SwitkowskiDepartment of Population Medicine, Division of Chronic Disease Across the Lifecourse, Harvard Pilgrim Health Care Institute and Harvard Medical School, Boston, MA.
Izzuddin M ArisDepartment of Population Medicine, Division of Chronic Disease Across the Lifecourse, Harvard Pilgrim Health Care Institute and Harvard Medical School, Boston, MA.ORCID 0000-0002-9239-7476
Sheryl L Rifas-ShimanDepartment of Population Medicine, Division of Chronic Disease Across the Lifecourse, Harvard Pilgrim Health Care Institute and Harvard Medical School, Boston, MA.
Emily OkenDepartment of Population Medicine, Division of Chronic Disease Across the Lifecourse, Harvard Pilgrim Health Care Institute and Harvard Medical School, Boston, MA.
Julie E GervisCenter for Genomic Medicine, Massachusetts General Hospital, Boston, MA.ORCID 0000-0003-0125-9930
Kenneth WestermanPrograms in Metabolism and Medical & Population Genetics, Broad Institute of MIT and Harvard, Cambridge, MA.
Hassan S DashtiPrograms in Metabolism and Medical & Population Genetics, Broad Institute of MIT and Harvard, Cambridge, MA.ORCID 0000-0002-1650-679X
Marie-France HivertDepartment of Population Medicine, Division of Chronic Disease Across the Lifecourse, Harvard Pilgrim Health Care Institute and Harvard Medical School, Boston, MA.ORCID 0000-0001-7752-2585
Jordi MerinoNovo Nordisk Foundation Center for Basic Metabolic Research, University of Copenhagen, Copenhagen, Denmark.ORCID 0000-0001-8312-1438

Funding

Prenatal environmental determinants of health in young adulthood: a lifecourse approachR01HD034568 · NICHD · HARVARD PILGRIM HEALTH CARE, INC. · PI Marie-France Hivert, Emily Oken · 1998 to 2026
$20.6M
Maintain and Enrich Resource Infrastructure for Project Viva: a pre-birth cohort with follow up into adolescenceR24ES030894 · NIEHS · HARVARD PILGRIM HEALTH CARE, INC. · PI OKEN, EMILY · 2020 to 2024
$2.0M
American Diabetes Association 7-23-PDFT2DY-3American Heart Association 23CDA1050962Department of Population Medicine, Harvard Medical School Thomas O Pyle FellowshipDepartment of Population of Medicine, Harvard Medical SchoolEuropean Commission HORIZON-EIC-2023-PATHFINDERCHALLENGES-01-101161509European Foundation for the Study of Diabetes EFSD/NNF Future Leaders Award (0094134)NICHD NIH HHS R01 HD034568NIEHS NIH HHS R24 ES030894NIH HHS R01034568NIH HHS R24ES030894Novo Nordisk Foundation NNF23SA0084103
6 · The paper itself

Abstract

objectiveWe examined associations of polygenic scores (PS) for macronutrient intake with food intake and cardiometabolic outcomes during childhood and adolescence and evaluated gene enrichment in hypothalamic cell types. RESEARCH DESIGN AND

methodsWe derived carbohydrate, fat, and protein intake PS from an adult genome-wide association study among 516 non-Hispanic White children from the Project Viva cohort. We estimated dietary intake and calculated BMI z scores from measured height and weight at ages ∼3, 8, 13, and 18 years. Waist circumference, truncal fat, fasting glucose, insulin, glycated hemoglobin, and blood lipids were measured at 18 years. We estimated associations of PS with sugar-sweetened beverages (SSB), fast food, and BMI z score using generalized estimating equations (longitudinal) and using regression models for cardiometabolic and secondary dietary outcomes (cross-sectional). We evaluated enrichment of macronutrient intake genetic signals in hypothalamic cell types in the Human HYPOMAP data set.

resultsA 1-SD increase in carbohydrate PS was associated with higher odds of consuming two or more servings per week of SSB (odds ratio [OR] 1.20; 95% CI 1.07, 1.33) and one or more times per week of fast food (OR 1.11; 95% CI 1.004, 1.23) from ages 3 to 18 years. Higher-protein PS was associated with lower odds of consuming SSB (OR 0.84; 95% CI 0.75, 0.93). We did not observe consistent associations between macronutrient intake PS and cardiometabolic outcomes. We observed hypothalamic regional and neurotransmitter-specific patterns of gene enrichment for carbohydrate or protein intake.

conclusionsGenetic susceptibility for carbohydrate intake is associated with SSB and fast-food consumption in youth. Underlying pathways relating to hypothalamic nutrient-specific appetite signaling may be involved.

Indexed as

EatingNutrientsAdolescentChildCohort StudiesDietary CarbohydratesEnergy IntakeFemaleGenome-Wide Association StudyHumansMaleDietary Carbohydrates

Identifiers

PMID42371749
PMCPMC13493329

What Socratic holds

Textmetadata
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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 Socratic graph.