基于连接组的预测模型,对青少年同时和未来的物质使用情况进行预测
João F Guassi Moreira1, Nicholas Allgaier2, Micah E Johnson3
1Department of Psychology, University of Wisconsin, Madison.
bioRxiv : the preprint server for biology
|September 15, 2025
概括
青少年物质使用预测模型在两年内得到了改进,大脑连接更好地预测青春期晚些时候的访问和家庭病史. 这突显了在物质使用风险中的动态大脑行为联系.
科学领域:
- 神经科学是一个神经科学.
- 发展心理学 发展心理学
- 公共卫生 公共卫生
背景情况:
- 青少年吸毒是公众健康的一个主要问题.
- 了解它的神经基础对于预防和治疗至关重要.
- 现有的方法与物质使用的多面性和发育变化作斗争.
研究的目的:
- 用休息状态大脑连接来建模青少年物质使用方面 (意图,访问,家族史).
- 为了检查这些大脑行为关系在青春期如何变化.
- 调查特征冲动性作为一个风险因素.
主要方法:
- 利用了来自ABCD竞标社区集合 (ABCC) 的休息状态功能连接数据.
- 训练有素的预测模型对青少年物质使用的三个维度进行预测:意图,访问和家庭发展史.
- 分析了基线数据和2年的随访,以评估发育变化.
主要成果:
- 对物质使用方面的预测准确性从基线到随访显著增加.
- 使用意图在基线最容易预测;在随访时,更好地预测了使用和家庭病史.
- 这表明大脑绘制物质使用漏洞的发育转变.
结论:
- 药物使用的神经生物学相关性在整个青春期都是动态的.
- 药物使用和发展时间的不同方面对于理解风险至关重要.
- 早期的个体差异预测了后来的物质使用结果,强调了需要量身定制的干预措施.
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