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Two-step approach for assessing the health effects of environmental chemical mixtures: application to simulated datasets and real data from the Navajo Birth Cohort Study.

Li LuoLaurie G HudsonJohnnye LewisJi-Hyun Lee
Published in: Environmental health : a global access science source (2019)
Our proposed two-step approach provides a robust way of analyzing the effects of high-throughput chemical mixture exposures on health outcomes by combining the strengths of variable selection and adaptive shrinkage strategies.
Keyphrases
  • high throughput
  • air pollution
  • electronic health record
  • big data
  • ionic liquid
  • single cell
  • rna seq
  • human health
  • gestational age
  • machine learning
  • artificial intelligence
  • data analysis
  • preterm birth