Evidence mapPaperPMID 38536175Full record

ArticleJAMA network open2024

Physical Activity and Incident Obesity Across the Spectrum of Genetic Risk for Obesity.

Evan L Brittain, Lide Han, Jeffrey Annis, Hiral Master, Andrew Hughes, Dan M Roden, Paul A Harris, Douglas M Ruderfer

Open access · goldAbstract read
In one paragraph

Article in JAMA network open, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 22 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
22citing papers in PubMed, 1 pooled it
19.0field-weighted citation impact, top 1% 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

22 citing papers in PubMed, 1 synthesis or guideline pooled it, 35 citations in OpenAlex.

  1. Pooled it
  2. Association of genetic risk and physical activity with incident type 2 diabetes.The Journal of clinical endocrinology and metabolism · 2026
    Article
  3. Article
  4. Review
  5. Article
  6. Article
  7. Article
  8. Article
  9. Review
  10. Article
  11. The Genetic Blueprint of Obesity: From Pathogenesis to Novel Therapies.Obesity reviews : an official journal of the International Association for the Study of Obesity · 2025
    Review
  12. Review
  13. Article
  14. Article
  15. Article
  16. Article
  17. Article
  18. Review
  19. Exercise as a tool to mitigate metabolic disease.American journal of physiology. Cell physiology · 2024
    Review
  20. Article
4 · The record

Corrections and comments

  • Commented on by
    2025
5 · Who and what money

Authors and funding

8 authors at 1 institution in 1 country.

Evan L BrittainDivision of Cardiovascular Medicine, Vanderbilt University Medical Center, Nashville, Tennessee.
Lide HanCenter for Digital Genomic Medicine, Department of Medicine, Vanderbilt University Medical Center, Nashville, Tennessee.
Jeffrey AnnisVanderbilt Institute of Clinical and Translational Research, Vanderbilt University Medical Center, Nashville, Tennessee.
Hiral MasterVanderbilt Institute of Clinical and Translational Research, Vanderbilt University Medical Center, Nashville, Tennessee.
Andrew HughesDepartment of Medicine, Vanderbilt University Medical Center, Nashville, Tennessee.
Dan M RodenDepartment of Medicine, Vanderbilt University Medical Center, Nashville, Tennessee.
Paul A HarrisDepartment of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, Tennessee.
Douglas M RuderferCenter for Digital Genomic Medicine, Department of Medicine, Vanderbilt University Medical Center, Nashville, Tennessee.
Vanderbilt University Medical Center · US

Funding

Technology to Empower Changes in Health (TECH) Network Participant Technologies CenterU24OD023176 · OD · SCRIPPS RESEARCH INSTITUTE, THE · PI Eric Jeffrey Topol · 2021 to 2021
$52.3M
Precision Medicine Initiative Cohort Program BiobankU24OD023121 · OD · MAYO CLINIC ROCHESTER · PI Mine Cicek, Travis Henry · 2023 to 2023
$35.4M
Data and Research Support CenterU2COD023196 · OD · VANDERBILT UNIVERSITY MEDICAL CENTER · PI DAVID GLAZER, Paul A. Harris · 2022 to 2022
$16.0M
Healthy Americas: All of Us Research ProgramOT2OD025277 · NATIONAL ALLIANCE FOR HISPANIC HEALTH · 2025 to 2025
$3.0M
Risk and Resilience in Pulmonary Arterial Hypertension and Genetically Susceptible IndividualsR01FD007627 · VANDERBILT UNIVERSITY MEDICAL CENTER · 2025 to 2025
$400k
MhOVE-PPH Study: Mobile health interventiOn to improVe Exercise in Pediatric PHR34HL173389 · VANDERBILT UNIVERSITY MEDICAL CENTER · 2025 to 2025
$261k
FDA HHS R01 FD007627NHLBI NIH HHS R01 HL146588NHLBI NIH HHS R21 HL172038NHLBI NIH HHS R34 HL173389NHLBI NIH HHS R61 HL158941NIH HHS OT2 OD023205NIH HHS OT2 OD023206NIH HHS OT2 OD025276NIH HHS OT2 OD025277NIH HHS OT2 OD025315NIH HHS OT2 OD025337NIH HHS OT2 OD026548NIH HHS OT2 OD026549NIH HHS OT2 OD026550NIH HHS OT2 OD026551NIH HHS OT2 OD026552NIH HHS OT2 OD026553NIH HHS OT2 OD026554NIH HHS OT2 OD026555NIH HHS OT2 OD026556NIH HHS OT2 OD026557NIH HHS U24 OD023121NIH HHS U24 OD023163NIH HHS U24 OD023176NIH HHS U2C OD023196
6 · The paper itself

Abstract

Importance: Despite consistent public health recommendations, obesity rates in the US continue to increase. Physical activity recommendations do not account for individual genetic variability, increasing risk of obesity. Objective: To use activity, clinical, and genetic data from the All of Us Research Program (AoURP) to explore the association of genetic risk of higher body mass index (BMI) with the level of physical activity needed to reduce incident obesity. Design, Setting, and Participants: In this US population-based retrospective cohort study, participants were enrolled in the AoURP between May 1, 2018, and July 1, 2022. Enrollees in the AoURP who were of European ancestry, owned a personal activity tracking device, and did not have obesity up to 6 months into activity tracking were included in the analysis. Exposure: Physical activity expressed as daily step counts and a polygenic risk score (PRS) for BMI, calculated as weight in kilograms divided by height in meters squared. Main Outcome and Measures: Incident obesity (BMI ≥30). Results: A total of 3124 participants met inclusion criteria. Among 3051 participants with available data, 2216 (73%) were women, and the median age was 52.7 (IQR, 36.4-62.8) years. The total cohort of 3124 participants walked a median of 8326 (IQR, 6499-10 389) steps/d over a median of 5.4 (IQR, 3.4-7.0) years of personal activity tracking. The incidence of obesity over the study period increased from 13% (101 of 781) to 43% (335 of 781) in the lowest and highest PRS quartiles, respectively (P = 1.0 × 10-20). The BMI PRS demonstrated an 81% increase in obesity risk (P = 3.57 × 10-20) while mean step count demonstrated a 43% reduction (P = 5.30 × 10-12) when comparing the 75th and 25th percentiles, respectively. Individuals with a PRS in the 75th percentile would need to walk a mean of 2280 (95% CI, 1680-3310) more steps per day (11 020 total) than those at the 50th percentile to have a comparable risk of obesity. To have a comparable risk of obesity to individuals at the 25th percentile of PRS, those at the 75th percentile with a baseline BMI of 22 would need to walk an additional 3460 steps/d; with a baseline BMI of 24, an additional 4430 steps/d; with a baseline BMI of 26, an additional 5380 steps/d; and with a baseline BMI of 28, an additional 6350 steps/d. Conclusions and Relevance: In this cohort study, the association between daily step count and obesity risk across genetic background and baseline BMI were quantified. Population-based recommendations may underestimate physical activity needed to prevent obesity among those at high genetic risk.

Indexed as

Population HealthCohort StudiesExerciseFemaleGenetic Risk ScoreHumansMaleMiddle AgedObesityRetrospective Studies

Identifiers

PMID38536175
PMCPMC10973894
OpenAlexW4393221333

What Socratic holds

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LicenceCC BY
Read underepoch 390

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.