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Updated: Sep 16, 2025

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Using Mouse Oocytes to Assess Human Gene Function During Meiosis I
Published on: April 10, 2018
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父亲年龄对胚胎欧化产生不利影响:从回顾性分析和可解释的机器学习中获得的见解
Tangyi Geng1, Hui Ji1, Kai Ding1
1Department of Reproductive Medicine, The Affiliated Obstetrics and Gynaecology Hospital of Nanjing Medical University, Nanjing Women and Children's Healthcare Hospital, Nanjing, China.
Human fertility (Cambridge, England)
|July 8, 2025
概括
先进的父亲年龄增加了胚胎无体积率,影响了生殖成功. 这项研究证实,年长的父亲有助于更高的异常胚胎的可能性,需要在计划生育中考虑.
科学领域:
- 生殖医学 生殖医学
- 遗传学 是一个遗传学.
- 数据科学数据科学数据科学
背景情况:
- 延迟生育是一个日益增长的趋势,父母的平均年龄在增加.
- 父亲年龄对胚胎欧化的影响尚未完全理解,仍在争论中.
研究的目的:
- 为了研究父亲年龄对胚胎euploidy的影响.
- 利用回顾性数据和可解释的机器学习进行分析.
主要方法:
- 追溯分析了960对夫妇和4718个胚胎,这些胚胎接受了前植入性遗传测试,以检测形积分 (PGT-A).
- 在父亲年龄组 (≥40岁和<40岁) 之间比较胚胎无体积症的发病率.
- 一般化估计方程 (GEE) 和可解释的机器学习模型的应用.
主要成果:
- 父亲年龄≥40岁的夫妇与年轻的父亲相比 (41.03%,P < 0.001) 呈现出明显更高的胚胎无体积率 (60.21%).
- GEE分析证实了父亲年龄与形积分率 (OR: 1.396,P < 0.01) 之间的积极关联.
- 机器学习模型验证了父亲年龄对胚胎繁体化产生负面影响.
结论:
- 父亲的年龄是影响胚胎euploidy的重要因素.
- 研究结果强调了在生殖计划和生育治疗中考虑父亲年龄的重要性.
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