Grant Details
Grant Number: |
5R01CA228147-05 Interpret this number |
Primary Investigator: |
Benmarhnia, Tarik |
Organization: |
University Of California, San Diego |
Project Title: |
Integrating Novel Gis and Gps Data to Assess the Impact of Built Environments on Changes in Bmi, Physical Activity and Cancer-Related Biomarkers in Two Successful Weight Loss Interventions in Women at |
Fiscal Year: |
2023 |
Abstract
In 2018, 266,120 new cases of invasive breast cancer are expected. The Breast Cancer and Environment
Research Program, funded by NIEHS and NCI, identified a need to better understand environmental
exposures to inform cancer prevention efforts. Further, Just in Time Adaptive Interventions (JITAIs) employ
temporal and spatial cues to prompt behavior change, but little is known about spatial predictors of behaviors
at the minute level and beyond home neighborhoods. Two successful weight loss trials in women at risk for
breast cancer, conducted in harmony under the NCI-funded Transdisciplinary Research and Energetics in
Cancer Center, offer a unique opportunity to examine the health impacts of changing environmental exposures
in a heterogeneous sample. One trial focused on older breast cancer survivors, the other on women across
the age range at increased breast cancer risk due to their obesity status. The studies included numerous
identical measures at baseline and 6 months, including biomarkers, GPS and accelerometer measurements,
and perceived environment surveys. We propose to investigate the relationship between minute level objective
GIS measured walkability, greenspace, pollution and food environments and changes in BMI, physical activity
(PA), and cancer related biomarkers. Few studies have assessed the impact of the built environment on weight
loss interventions using objective daily measures, and none included biomarkers of cancer risk. Further, no
studies have employed novel GPS measures of total environment exposure that can change as behaviors
change in an intervention. Assessing the effects of built environments on intervention outcomes and
investigating changes in exposure over time will provide more causal evidence to inform the policy agenda.
Most data on built environment and health are cross sectional. We need longitudinal, causal evidence to
support policy changes in urban design that will have lasting impact on large population groups and those at
risk, recommended by the WHO, IOM and CDC. In addition, we will use estimates of exposure change from
the current study to simulate the potential impact of JITAIs and to identify decision points, decision rules and
tailoring variables for future interventions. The current study will geocode each GPS coordinate (42 million),
integrate built environment data on walkability, greenspace, pollution and food environments in GIS using
validated integrated data analysis techniques, and investigate whether the environment influences changes in
biomarkers, BMI and PA. The Ecological model posits that factors at the individual, interpersonal, and
community level can influence behavior and health. These analyses will assess the multi-level predictors, while
adjusting for interpersonal and individual covariates. Results will be disseminated to existing community
partners from cancer, aging and transportation planning to inform local advocacy efforts. This study will also
inform future RCTs controlling for individual and environmental predictors at baseline and inform JITAIs by
developing and testing minute level spatial, temporal and behavioral rules.
Publications
Simulating the impact of greenspace exposure on metabolic biomarkers in a diverse population living in San Diego, California: A g-computation application.
Authors: Teyton A.
, Nukavarapu N.
, Letellier N.
, Sears D.D.
, Yang J.A.
, Jankowska M.M.
, Benmarhnia T.
.
Source: Environmental Epidemiology (philadelphia, Pa.), 2024 Aug; 8(4), p. e326.
EPub date: 2024-08-07 00:00:00.0.
PMID: 39118965
Related Citations
Sociodemographic and geographic variation in mortality attributable to air pollution in the United States.
Authors: Geldsetzer P.
, Fridljand D.
, Kiang M.V.
, Bendavid E.
, Heft-Neal S.
, Burke M.
, Thieme A.H.
, Benmarhnia T.
.
Source: Medrxiv : The Preprint Server For Health Sciences, 2024-04-19 00:00:00.0; , .
EPub date: 2024-04-19 00:00:00.0.
PMID: 38699349
Related Citations
Designing and Evaluating a Hierarchical Framework for Matching Food Outlets across Multi-sourced Geospatial Datasets: a Case Study of San Diego County.
Authors: Cao Y.
, Yang J.A.
, Nara A.
, Jankowska M.M.
.
Source: Journal Of Urban Health : Bulletin Of The New York Academy Of Medicine, 2024-01-02 00:00:00.0; , .
EPub date: 2024-01-02 00:00:00.0.
PMID: 38167974
Related Citations
Aircraft and road traffic noise, insulin resistance, and diabetes: The role of neighborhood socioeconomic status in San Diego County.
Authors: Letellier N.
, Yang J.A.
, Cavaillès C.
, Casey J.A.
, Carrasco-Escobar G.
, Zamora S.
, Jankowska M.M.
, Benmarhnia T.
.
Source: Environmental Pollution (barking, Essex : 1987), 2023-10-15 00:00:00.0; 335, p. 122277.
EPub date: 2023-07-29 00:00:00.0.
PMID: 37524238
Related Citations
Immortal Time Bias With Time-Varying Exposures in Environmental Epidemiology: A Case Study in Lung Cancer Survival.
Authors: Sheridan P.
, Chen C.
, Thompson C.A.
, Benmarhnia T.
.
Source: American Journal Of Epidemiology, 2023-10-10 00:00:00.0; 192(10), p. 1754-1762.
PMID: 37400995
Related Citations
The Burden of Wildfire Smoke on Respiratory Health in California at the Zip Code Level: Uncovering the Disproportionate Impacts of Differential Fine Particle Composition.
Authors: Darling R.
, Hansen K.
, Aguilera R.
, Basu R.
, Benmarhnia T.
, Letellier N.
.
Source: Geohealth, 2023 Oct; 7(10), p. e2023GH000884.
EPub date: 2023-10-19 00:00:00.0.
PMID: 37869264
Related Citations
Air quality improvement and incident dementia: Effects of observed and hypothetical reductions in air pollutant using parametric g-computation.
Authors: Letellier N.
, Gutierrez L.A.
, Duchesne J.
, Chen C.
, Ilango S.
, Helmer C.
, Berr C.
, Mortamais M.
, Benmarhnia T.
.
Source: Alzheimer's & Dementia : The Journal Of The Alzheimer's Association, 2022 Dec; 18(12), p. 2509-2517.
EPub date: 2022-02-09 00:00:00.0.
PMID: 35142029
Related Citations
How do environmental characteristics jointly contribute to cardiometabolic health? A quantile g-computation mixture analysis.
Authors: Letellier N.
, Zamora S.
, Yang J.A.
, Sears D.D.
, Jankowska M.M.
, Benmarhnia T.
.
Source: Preventive Medicine Reports, 2022 Dec; 30, p. 102005.
EPub date: 2022-09-26 00:00:00.0.
PMID: 36245803
Related Citations
The Role of Neighborhood Air Pollution Exposure on Somatic Non-Small Cell Lung Cancer Mutations in the Los Angeles Basin (2013-2018).
Authors: Letellier N.
, Wing S.E.
, Yang J.A.
, Gray S.W.
, Benmarhnia T.
, Erhunmwunsee L.
, Jankowska M.M.
.
Source: International Journal Of Environmental Research And Public Health, 2022-09-03 00:00:00.0; 19(17), .
EPub date: 2022-09-03 00:00:00.0.
PMID: 36078743
Related Citations
Air pollution and metabolic disorders: Dynamic versus static measures of exposure among Hispanics/Latinos and non-Hispanics.
Authors: Letellier N.
, Zamora S.
, Spoon C.
, Yang J.A.
, Mortamais M.
, Escobar G.C.
, Sears D.D.
, Jankowska M.M.
, Benmarhnia T.
.
Source: Environmental Research, 2022-02-01 00:00:00.0; 209, p. 112846.
EPub date: 2022-02-01 00:00:00.0.
PMID: 35120894
Related Citations
Accounting for space, time, and behavior using GPS derived dynamic measures of environmental exposure.
Authors: Jankowska M.M.
, Yang J.A.
, Luo N.
, Spoon C.
, Benmarhnia T.
.
Source: Health & Place, 2021-11-17 00:00:00.0; , p. 102706.
EPub date: 2021-11-17 00:00:00.0.
PMID: 34801405
Related Citations
Endothelial-derived cardiovascular disease-related microRNAs elevated with prolonged sitting pattern among postmenopausal women.
Authors: Chang Y.J.
, Tuz-Zahra F.
, Godbole S.
, Avitia Y.
, Bellettiere J.
, Rock C.L.
, Jankowska M.M.
, Allison M.A.
, Dunstan D.W.
, Rana B.
, et al.
.
Source: Scientific Reports, 2021-06-03 00:00:00.0; 11(1), p. 11766.
EPub date: 2021-06-03 00:00:00.0.
PMID: 34083573
Related Citations
Device-Measured and Self-Reported Active Travel Associations with Cardiovascular Disease Risk Factors in an Ethnically Diverse Sample of Adults.
Authors: Crist K.
, Benmarhnia T.
, Zamora S.
, Yang J.A.
, Sears D.D.
, Natarajan L.
, Dillon L.
, Sallis J.F.
, Jankowska M.M.
.
Source: International Journal Of Environmental Research And Public Health, 2021-04-08 00:00:00.0; 18(8), .
EPub date: 2021-04-08 00:00:00.0.
PMID: 33917841
Related Citations
Wildfire smoke impacts respiratory health more than fine particles from other sources: observational evidence from Southern California.
Authors: Aguilera R.
, Corringham T.
, Gershunov A.
, Benmarhnia T.
.
Source: Nature Communications, 2021-03-05 00:00:00.0; 12(1), p. 1493.
EPub date: 2021-03-05 00:00:00.0.
PMID: 33674571
Related Citations
Long-Term Exposure to Ambient Air Pollution and Cognitive Function Among Hispanic/Latino Adults in San Diego, California.
Authors: Ilango S.D.
, Gonzalez K.
, Gallo L.
, Allison M.A.
, Cai J.
, Isasi C.R.
, Hosgood D.H.
, Vasquez P.M.
, Zeng D.
, Mortamais M.
, et al.
.
Source: Journal Of Alzheimer's Disease : Jad, 2021; 79(4), p. 1489-1496.
PMID: 33492285
Related Citations
Examining the joint effects of heatwaves, air pollution, and green space on the risk of preterm birth in California.
Authors: Sun Y.
, Ilango S.D.
, Schwarz L.
, Wang Q.
, Chen J.C.
, Lawrence J.M.
, Wu J.
, Benmarhnia T.
.
Source: Environmental Research Letters : Erl [web Site], 2020 Oct; 15(10), .
EPub date: 2020-10-09 00:00:00.0.
PMID: 34659452
Related Citations
Extreme heat episodes and risk of preterm birth in California, 2005-2013.
Authors: Ilango S.D.
, Weaver M.
, Sheridan P.
, Schwarz L.
, Clemesha R.E.S.
, Bruckner T.
, Basu R.
, Gershunov A.
, Benmarhnia T.
.
Source: Environment International, 2020 04; 137, p. 105541.
EPub date: 2020-02-18 00:00:00.0.
PMID: 32059147
Related Citations
Total Sitting Time and Sitting Pattern in Postmenopausal Women Differ by Hispanic Ethnicity and are Associated With Cardiometabolic Risk Biomarkers.
Authors: Chang Y.J.
, Bellettiere J.
, Godbole S.
, Keshavarz S.
, Maestas J.P.
, Unkart J.T.
, Ervin D.
, Allison M.A.
, Rock C.L.
, Patterson R.E.
, et al.
.
Source: Journal Of The American Heart Association, 2020-02-18 00:00:00.0; 9(4), p. e013403.
EPub date: 2020-02-17 00:00:00.0.
PMID: 32063113
Related Citations
Kernel Density Estimation As A Measure Of Environmental Exposure Related To Insulin Resistance In Breast Cancer Survivors
Authors: Jankowska M.M.
, Natarajan L.
, Godbole S.
, Meseck K.
, Sears D.D.
, Patterson R.E.
, Kerr J.
.
Source: Cancer Epidemiology, Biomarkers & Prevention : A Publication Of The American Association For Cancer Research, Cosponsored By The American Society Of Preventive Oncology, 2017-03-03 00:00:00.0; , .
PMID: 28258052
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