Related Experiment Video
Updated: Oct 9, 2025

Assessment of Child Anthropometry in a Large Epidemiologic Study
Published on: February 2, 2017
Geographic Variation in Obesity at the State Level in the All of Us Research Program
Cheryl R Clark1, Paulette D Chandler2, Guohai Zhou2
1Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, 1620 Tremont St, 3rd Floor, Boston, MA 02120.
Introduction:
National obesity prevention strategies may benefit from precision health approaches involving diverse participants in population health studies. We used cohort data from the National Institutes of Health All of Us Research Program (All of Us) Researcher Workbench to estimate population-level obesity prevalence.
Methods:
To estimate state-level obesity prevalence we used data from physical measurements made during All of Us enrollment visits and data from participant electronic health records (EHRs) where available. Prevalence estimates were calculated and mapped by state for 2 categories of body mass index (BMI) (kg/m2): obesity (BMI >30) and severe obesity (BMI >35). We calculated and mapped prevalence by state, excluding states with fewer than 100 All of Us participants.
Results:
Data on height and weight were available for 244,504 All of Us participants from 33 states, and corresponding EHR data were available for 88,840 of these participants. The median and IQR of BMI taken from physical measurements data was 28.4 (24.4- 33.7) and 28.5 (24.5-33.6) from EHR data, where available. Overall obesity prevalence based on physical measurements data was 41.5% (95% CI, 41.3%-41.7%); prevalence of severe obesity was 20.7% (95% CI, 20.6-20.9), with large geographic variations observed across states. Prevalence estimates from states with greater numbers of All of Us participants were more similar to national population-based estimates than states with fewer participants.
Conclusion:
All of Us participants had a high prevalence of obesity, with state-level geographic variation mirroring national trends. The diversity among All of Us participants may support future investigations on obesity prevention and treatment in diverse populations.
Related Concept Videos
Obesity
Pharmacokinetics in Obese Patients: Drug Absorption and Distribution
Drug Dosing: Obese Patients
Metabolic States of the Body: The Absorptive State
Pharmacokinetics in Obese Patients: Drug Metabolism and Excretion
Bias in Epidemiological Studies

