TY - JOUR
T1 - Geographic Variation in Obesity at the State Level in the All of Us Research Program
AU - Clark, Cheryl R.
AU - Chandler, Paulette D.
AU - Zhou, Guohai
AU - Noel, Nyia
AU - Achilike, Confidence
AU - Mendez, Lizette
AU - O’Connor, George T.
AU - Smoller, Jordan W.
AU - Weiss, Scott T.
AU - Murphy, Shawn N.
AU - Ommerborn, Mark J.
AU - Karnes, Jason H.
AU - Klimentidis, Yann C.
AU - Jordan, Christina D.
AU - Hiatt, Robert A.
AU - Ramirez, Andrea H.
AU - Loperena, Roxana
AU - Mayo, Kelsey
AU - Cohn, Elizabeth
AU - Ohno-Machado, Lucila
AU - Boerwinkle, Eric
AU - Cicek, Mine
AU - Schully, Sheri D.
AU - Mockrin, Stephen
AU - Gebo, Kelly A.
AU - Karlson, Elizabeth W.
N1 - Funding Information:
The All of Us Research Program is funded by grants through the National Institutes of Health, Office of the Director: RegionalMedical Centers: 1 OT2 OD026549; 1 OT2 OD026554; 1 OT2OD026557; 1 OT2 OD026556; 1 OT2 OD026550; 1 OT2 OD026552; 1 OT2 OD026553; 1 OT2 OD026548; 1 OT2 OD026551;1 OT2 OD026555; IAA no.: AOD 16037; Federally QualifiedHealth Centers: HHSN 263201600085U; Data and Research Center:5 U2C OD023196; Biobank: 1 U24 OD023121; The ParticipantCenter: U24 OD023176; Participant Technology SystemsCenter: 1 U24 OD023163; Communications and Engagement: 3OT2 OD023205; 3 OT2 OD023206; and Community Partners: 1OT2 OD025277; 3 OT2 OD025315; 1 OT2 OD025337; 1 OT2OD025276. In addition to the funded partners, the All of Us ResearchProgram would not be possible without the contributionsmade by its participants.
Funding Information:
The All of Us Research Program is funded by grants through the National Institutes of Health, Office of the Director: Regional Medical Centers: 1 OT2 OD026549; 1 OT2 OD026554; 1 OT2 OD026557; 1 OT2 OD026556; 1 OT2 OD026550; 1 OT2 OD 026552; 1 OT2 OD026553; 1 OT2 OD026548; 1 OT2 OD026551; 1 OT2 OD026555; IAA no.: AOD 16037; Federally Qualified Health Centers: HHSN 263201600085U; Data and Research Center: 5 U2C OD023196; Biobank: 1 U24 OD023121; The Participant Center: U24 OD023176; Participant Technology Systems Center: 1 U24 OD023163; Communications and Engagement: 3 OT2 OD023205; 3 OT2 OD023206; and Community Partners: 1 OT2 OD025277; 3 OT2 OD025315; 1 OT2 OD025337; 1 OT2 OD025276. In addition to the funded partners, the All of Us Research Program would not be possible without the contributions made by its participants.
Publisher Copyright:
© 2021, Preventing Chronic Disease. All Rights Reserved.
PY - 2021/12
Y1 - 2021/12
N2 - Introduction National obesity prevention strategies may benefit from precisionhealth approaches involving diverse participants in populationhealth studies. We used cohort data from the National Institutes of Health All of Us Research Program (All of Us) Researcher Workbenchto estimate population-level obesity prevalence.MethodsTo estimate state-level obesity prevalence we used data fromphysical measurements made during All of Us enrollment visitsand data from participant electronic health records (EHRs) whereavailable. Prevalence estimates were calculated and mapped bystate for 2 categories of body mass index (BMI) (kg/m2): obesity(BMI >30) and severe obesity (BMI >35). We calculated andmapped prevalence by state, excluding states with fewer than 100All of Us participants.ResultsData on height and weight were available for 244,504 All of Usparticipants from 33 states, and corresponding EHR data wereavailable for 88,840 of these participants. The median and IQR ofBMI taken from physical measurements data was 28.4 (24.4–33.7) and 28.5 (24.5–33.6) from EHR data, where available. Overallobesity prevalence based on physical measurements data was41.5% (95% CI, 41.3%–41.7%); prevalence of severe obesity was20.7% (95% CI, 20.6–20.9), with large geographic variations observedacross states. Prevalence estimates from states with greaternumbers of All of Us participants were more similar to nationalpopulation-based estimates than states with fewer participants.ConclusionAll of Us participants had a high prevalence of obesity, with statelevelgeographic variation mirroring national trends.
AB - Introduction National obesity prevention strategies may benefit from precisionhealth approaches involving diverse participants in populationhealth studies. We used cohort data from the National Institutes of Health All of Us Research Program (All of Us) Researcher Workbenchto estimate population-level obesity prevalence.MethodsTo estimate state-level obesity prevalence we used data fromphysical measurements made during All of Us enrollment visitsand data from participant electronic health records (EHRs) whereavailable. Prevalence estimates were calculated and mapped bystate for 2 categories of body mass index (BMI) (kg/m2): obesity(BMI >30) and severe obesity (BMI >35). We calculated andmapped prevalence by state, excluding states with fewer than 100All of Us participants.ResultsData on height and weight were available for 244,504 All of Usparticipants from 33 states, and corresponding EHR data wereavailable for 88,840 of these participants. The median and IQR ofBMI taken from physical measurements data was 28.4 (24.4–33.7) and 28.5 (24.5–33.6) from EHR data, where available. Overallobesity prevalence based on physical measurements data was41.5% (95% CI, 41.3%–41.7%); prevalence of severe obesity was20.7% (95% CI, 20.6–20.9), with large geographic variations observedacross states. Prevalence estimates from states with greaternumbers of All of Us participants were more similar to nationalpopulation-based estimates than states with fewer participants.ConclusionAll of Us participants had a high prevalence of obesity, with statelevelgeographic variation mirroring national trends.
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U2 - 10.5888/PCD18.210094
DO - 10.5888/PCD18.210094
M3 - Article
C2 - 34941480
AN - SCOPUS:85122906860
SN - 1545-1151
VL - 18
JO - Preventing chronic disease
JF - Preventing chronic disease
M1 - E104
ER -