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Abstract
This study investigated the association between sleep duration, depression, and breast cancer using data from the National Health and Nutrition Examination Survey (NHANES) 2009-2018. Logistic regression analysis revealed a significant association between depression and breast cancer (OR = 1.99, 95% CI: 1.55–3.51), but no significant association was found between sleep duration and breast cancer. Six machine learning algorithms were used to predict breast cancer, with AdaBoost showing the best performance (AUC = 0.84).
Publisher
Annals of Medicine
Published On
Dec 31, 2024
Authors
Yufan Cai, Yizhou Zhaoxiong, Wei Zhu, Haiyu Wang
DOI
https://doi.org/10.1080/07853890.2024.2314235
Tags
sleep duration
depression
breast cancer
NHANES
machine learning

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