了解自闭症异质性:确定临床子组和神经解剖学偏差
Jente Meijer1, Bruno Hebling Vieira1, Camille Elleaume1
1Methods of Plasticity Research, Department of Psychology, University of Zurich.
Journal of psychopathology and clinical science
|October 31, 2024
概括
研究人员根据临床症状确定了两个自闭症子组,发现了局部的神经解剖学差异. 然而,在小组内仍然存在显著的异质性,这凸显了对自闭症亚型的进一步研究的需要.
科学领域:
- 神经科学是一个神经科学.
- 精神病学是一个精神病学.
- 遗传学 遗传学 是一个
背景情况:
- 自闭症谱系障碍 (ASD) 在行为和神经解剖学中呈现出显著的异质性,使研究和干预开发复杂化.
- 识别同质子组是解决这种异质性和理解个体差异的关键策略.
- 以前的研究已经探索了自闭症的神经解剖学变异,但将临床和神经解剖学数据集成为子组分析仍然至关重要.
研究的目的:
- 通过将临床特征集群与大脑结构的规范建模相结合,分析自闭症的临床和神经解剖学异质性.
- 根据症状概况,在自闭症患者群体中识别出不同的临床子组.
- 评估这些临床子组是否表现出更大的神经生物学同质性,并提高诊断分类准确性.
主要方法:
- 应用基于模型的集群对来自499名自闭症个体的自闭症诊断观察表 (ADOS) 数据进行了应用,以确定临床子组.
- 从自闭症脑成像数据交换 (ABIDE) 数据集中利用皮层厚度 (CT) 和亚皮层体积的规范建模 (N 自闭症 = 690,N NAI = 744).
- 我们比较了所识别的子组和整体自闭症组之间的神经解剖学偏差,并使用监督机器学习来确定分类的准确性.
主要成果:
- 确定了两个主要的临床子组,主要在限制性和重复性行为 (RRB) 中存在差异.
- 与一般自闭症组相比,这两小组在局部神经解剖学偏差方面均性增加.
- 高RRB的小组有小脑体积偏差,而低RRB的小组显示CT偏差在后中心环和状皮质.
结论:
- 基于RRB的临床分组揭示了自闭症内的局部神经生物学差异.
- 尽管分组,但在小组内仍然存在相当大的异质性,如机器学习分类准确度没有提高所证明的.
- 未来的研究需要更大的样本和综合的神经解剖学聚类,以进一步减少异质性,并使自闭症的定制干预成为可能.
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