Statistical Methods for Chemical Mixtures: A Roadmap for Practitioners Using Simulation Studies and a Sample Data Analysis in the PROTECT Cohort

We develop an integrated R package "CompMix" that provides a platform for mixtures analysis where the practitioners can implement a pipeline that includes several approaches for mixtures analysis. Our study offers guidelines for selecting appropriate statistical methods for addressing specific scientific questions related to mixtures research. We identify critical gaps where new and better methods are needed. https://doi.org/10.1289/EHP15305.

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Publication Details

Journal
Environmental Health Perspectives
Published
2025-05-20
DOI
https://doi.org/10.1289/ehp15305
Citations
9
Primary Topic
Statistical Methods and Bayesian Inference
Type
article
Field-Weighted Citation Impact
23.67
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article

Statistical Methods for Chemical Mixtures: A Roadmap for Practitioners Using Simulation Studies and a Sample Data Analysis in the PROTECT Cohort

John D. Meeker, Max T. Aung, Amber L. Cathey, Bhramar Mukherjee et al.
9 citations
Environmental Health Perspectives
Statistical Methods and Bayesian Inference
23.67
article

Statistical Methods for Chemical Mixtures: A Roadmap for Practitioners Using Simulation Studies and a Sample Data Analysis in the PROTECT Cohort

John D. Meeker, Max T. Aung, Amber L. Cathey, Bhramar Mukherjee, Jonathan Boss, Wei Hao
article en
9 citations

Abstract

We develop an integrated R package "CompMix" that provides a platform for mixtures analysis where the practitioners can implement a pipeline that includes several approaches for mixtures analysis. Our study offers guidelines for selecting appropriate statistical methods for addressing specific scientific questions related to mixtures research. We identify critical gaps where new and better methods are needed. https://doi.org/10.1289/EHP15305.

Environmental Health PerspectivesVol. 133(6)
University of Michigan (US), Yale University (US)
Openalex Percentile: Top 0%
Statistical Methods and Bayesian Inference
23.67
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