登山因果推理:一种数据驱动的方法,用于识别父母行为,遗传风险和儿童外部化行为之间的因果路径
1Department of Neuroscience, The Scripps Research Institute, San Diego, CA 92037, United States.
Journal of the American Medical Informatics Association : JAMIA
|September 19, 2025
概括
父母的行为显著影响孩子的外部化行为,而不是遗传风险. 这突出了家长的行为作为旨在减少儿童侵略性和过度活跃性的干预措施的关键目标.
科学领域:
- 发展性精神病学是一个发展性精神病学.
- 行为遗传学 行为遗传学
- 因果推理因果推理
背景情况:
- 儿童的外化行为是复杂的遗传和环境相互作用的结果.
- 父母的行为是影响儿童发育的重要环境因素.
- 数据驱动的方法对于理解这些复杂的因果关系至关重要.
研究的目的:
- 开发和应用一种新的因果发现方法,山登因果推理.
- 调查因果路径,将父母的行为,遗传倾向和儿童的外部化行为联系起来.
- 量化父母因素与遗传风险的相对贡献.
主要方法:
- 使用山坡搜索算法与线性高斯贝叶斯信息标准 (BIC).
- 将该方法应用于青少年大脑认知发展 (ABCD) 研究的数据.
- 整合了维度缩小,多基因风险评分 (PRS) 和结构方程建模 (SEM).
主要成果:
- 确定了从父母行为到孩子的外部化结果的重大因果途径.
- 父母滥用酒精和行为问题显示出比儿童的PRS更强烈的直接影响.
- 父母滥用药物集体对外部化行为产生了实质性的总体影响,由引导和灵敏度分析验证.
结论:
- 父母的行为比遗传风险对孩子的外部化行为有更大的影响.
- 研究结果表明,家长因素是预防和干预策略的关键目标.
- 登山-因果框架为发育研究中的因果路径绘制提供了一个多功能工具.
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