一个一般的暴露因子解释了功能性大脑网络拓和青少年认知的个体差异
Arielle S Keller1, Tyler M Moore2, Audrey Luo1
1Penn Lifespan Informatics and Neuroimaging Center, University of Pennsylvania, Philadelphia, PA, USA; Department of Psychiatry, University of Pennsylvania, Philadelphia, PA, USA.
Developmental cognitive neuroscience
|April 7, 2024
概括
一个孩子的综合环境,或暴露组,显著影响认知神经发育和大脑功能. 这种暴露量测量可以比单独的神经成像更好地预测认知能力.
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
- 环境健康 环境健康
背景情况:
- 儿童时期的环境对认知神经发育有着重要的影响.
- 大规模的神经成像和环境数据越来越多.
- 之前的研究经常检查有限的环境因素和神经成像特征.
研究的目的:
- 调查儿童暴露基因对功能性大脑拓和认知的综合影响.
- 为了确定暴露组是否可以预测认知表现和大脑组织.
- 为了比较暴露组的预测能力与神经成像数据用于认知.
主要方法:
- 利用数据驱动的计算模型来量化儿童的暴露.
- 应用预先注册的分析来定义个性化的功能性大脑网络.
- 在大型发现和复制样本 (ABCD研究) 上使用交叉验证的回归.
主要成果:
- 暴露组与儿童当前和未来的认知能力有显著的关联.
- 随着时间的推移,暴露组的变化与认知变化相关.
- 暴露组有效地预测了认知表现,并反映在功能性大脑拓结构中.
结论:
- 对儿童暴露体的综合测量是认知神经发育的强有力的预测指标.
- 暴露组提供了比广泛的神经成像数据更准确和节的认知预测.
- 复杂,多维的童年环境对于认知发展至关重要.
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