Andrology-Open Access
Open Access
ISSN: 2167-0250
+44 1300 500008
ISSN: 2167-0250
+44 1300 500008
Department of Medicine, Shanghai Jiao Tong University, Shanghai, China
Research Article
Impact of Lifestyle and Mental Health on Sperm DNA Fragmentation Rate in Infertile Men and Construction of a Predictive Model: Based on Machine Learning Algorithms
Author(s): Ke Wang, Jing Hu, Ningxin Qin*, Jie Bai, You Zhang, Xin Huang and Yan Xu
Objective: This study aims to investigate the current status of sperm DNA Fragmentation rate (DFI) in infertile men, analyze the impact of lifestyle and mental health on it, and construct a predictive model for DFI using machine learning algorithms.
Methods: A cross-sectional survey was conducted from March, 2023 to August, 2023 involving 592 infertile male patients receiving Assisted Reproductive Technology (ART) treatment at the Reproductive Medicine Center of Tongji University Affiliated Obstetrics and Gynecology Hospital. Patients completed a general information questionnaire, the Self-Rating Anxiety Scale (SAS), the Self-Rating Depression Scale (SDS), and the Athens Insomnia Scale (AIS). DFI data were collected, and binary logistic regression was utilized to analyze independent risk factors affecting DFI quality. Predictive models for D.. View More»
DOI:
10.35248/2167-0250.24.13.335