不孕症和影响其发展的因素的数据挖掘:来自伊朗RaNCD前性队列研究的发现
Hosna Heydarian1, Masoumeh Abbasi2, Farid Najafi3
1Department of Information Technology Engineering, Industrial and Systems Engineering Faculty Tarbiat Modares University Tehran Iran.
Health science reports
|January 27, 2025
概括
生活方式因素显著影响不孕. 主要风险包括长时间,中心肥胖,重复使用油和食用油炸食品,强调需要针对性的干预措施来降低不孕率.
科学领域:
- 生殖健康 生殖健康
- 数据挖掘 数据挖掘
- 流行病学 流行病学
背景情况:
- 不孕症是指在经过12个月的定期,无保护性交后无法怀孕的情况.
- 生活方式因素越来越被认为是导致不孕不育的潜在因素.
- 了解这些因素对于开发有效的干预措施至关重要.
研究的目的:
- 使用数据挖掘技术识别与不孕症相关的关键生活方式因素.
- 分析患者数据,包括临床特征和饮食习惯,以发现与不孕不育有关的模式.
- 为旨在降低不孕率的有针对性的干预提供见解.
主要方法:
- 采用机器学习和数据挖掘,特别是协会规则,以分析不育因素.
- 包括在Ravansar非传染性疾病队列研究中的4437名参与者队列中的434名不育妇女.
- 利用38个变量来生成和评估协会规则,评估支持,信心和提升.
主要成果:
- 97%的不孕女性花费超过2小时做饭,并从事站立活动.
- 94%的不育妇女表现出中心肥胖.
- 重复使用油 (73%),经常食用炸食品 (74%),大量食用蛋 (>24/月,98%),以及食用模糊果/糖 (97%) 相关的不孕症可能性很高.
结论:
- 关键的生活方式因素与不孕症有很大关系.
- 改变生活方式可能在减少不孕症方面起到至关重要的作用.
- 需要进一步的研究来证实这些关联并阐明潜在的机制.
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