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Chemical mixture exposure patterns and obesity among U.S. adults in NHANES 2005–2012 by Yuqing Zhang; Xu Wang; Xu Yang; Qi Hu; Kuldeep Chawla; Bo Hang; Jian-Hua Mao; Antoine M. Snijders; Hang Chang; Yankai Xia is a Environmental Science article available to read on EtoBox.
What is Chemical mixture exposure patterns and obesity among U.S. adults in NHANES 2005–2012 about?
## Background: The effect of chemical exposure on obesity has raised great concerns. Real-world chemical exposure always imposes mixture impacts, however their exposure patterns and the corresponding associations with obesity have not been fully evaluated. ## Objectives: To discover obesity-related mixed chemical exposure patterns in the general U.S. population. ## Methods: Sparse Decompositional Regression (SDR), a model adapted from sparse representation learning technique, was developed to identify exposure patterns of chemical mixtures with exclusion (non-targeted model) and inclusion (targeted model) of health outcomes. We assessed the relationships between the identified chemical mixture patterns and obesity-related indexes. We also conducted a comprehensive evaluation of this SDR model by comparing to the existing models, including generalized linear regression model (GLM), principal component analysis (PCA), and Bayesian kernel machine regression (BKMR). ## Results: Eight core exposure patterns were identified using the non-targeted SDR model. Patterns of high levels of MEP, high levels of naphthalene metabolites (EOH-Nap), and a pattern of high exposure levels of MCOP, MCN
Who reads Chemical mixture exposure patterns and obesity among U.S. adults in NHANES 2005–2012?
It is typically read by researchers, students, and practitioners in Environmental Science.
- Author
- Yuqing Zhang; Xu Wang; Xu Yang; Qi Hu; Kuldeep Chawla; Bo Hang; Jian-Hua Mao; Antoine M. Snijders; Hang Chang; Yankai Xia
- Publisher
- Elsevier BV
- Published
- 2022
- Language
- EN
- Field
- Environmental Science (Physical Sciences)