Exploring the impact of environmental exposure changes on metabolic biomarkers: A 6-month GPS-GIS study among women with overweight or obesity

Environ Res. 2024 Feb 15:243:117881. doi: 10.1016/j.envres.2023.117881. Epub 2023 Dec 7.

Abstract

Background: Little is known about the impact of environmental exposure change on metabolic biomarkers associated with cancer risk. Furthermore, this limited epidemiological evidence on metabolic biomarkers focused on residential exposure, without considering the activity space which can be done by modelling dynamic exposures. In this longitudinal study, we aimed to investigate the impact of environmental exposures change on metabolic biomarkers using GPS-GIS based measurements.

Methods: Among two weight loss interventions, the Reach for Health and the MENU studies, which included ∼460 women at risk of breast cancer or breast cancer survivors residing in Southern California, three metabolic biomarkers (insulin resistance, fasting glucose, and C-reactive protein) were assessed. Dynamic GPS-GIS based exposure to green spaces, recreation, walkability, NO2, and PM2.5 were calculated at baseline and 6 months follow-up using time-weighted spatial averaging. Generalized estimating equations models were used to examine the relationship between changes in environmental exposures and biomarker levels over time.

Results: Overall, six-month environmental exposure change was not associated with metabolic biomarkers change. Stratified analyses by level of environmental exposures at baseline revealed that reduced NO2 and PM2.5 exposure was associated with reduced fasting glucose concentration among women living in a healthier environment at baseline (β -0.010, 95%CI -0.025, 0.005; β -0.019, 95%CI -0.034, -0.003, respectively). Women living in poor environmental conditions at baseline and exposed to greener environments had decreased C-reactive protein concentrations (β -1.001, 95%CI -1.888, -0.131).

Conclusions: The impact of environmental exposure changes on metabolic biomarkers over time may be modified by baseline exposure conditions.

Keywords: Activity space; Built environment; Chronic disease; Dynamic movement; Neighborhood environment; Pollution.

MeSH terms

  • Air Pollutants* / analysis
  • Air Pollution* / analysis
  • C-Reactive Protein / analysis
  • Environmental Exposure / analysis
  • Female
  • Geographic Information Systems
  • Glucose
  • Humans
  • Longitudinal Studies
  • Obesity
  • Overweight / epidemiology
  • Particulate Matter / analysis

Substances

  • C-Reactive Protein
  • Particulate Matter
  • Glucose
  • Air Pollutants