在心理生理相互作用分析中的模型规范过程中常见的陷
Vicky He1,2, Bahman Tahayori1,2, David N Vaughan1,2,3
1The Florey Institute of Neuroscience and Mental Health, Heidelberg, Victoria, Australia.
Imaging neuroscience (Cambridge, Mass.)
|November 13, 2025
概括
神经成像中的心理生理相互作用 (PPI) 分析需要仔细的方法应用. 这项研究纠正了PPI分析中的常见陷,例如不当的预白和平均中心,以确保有效的连接性发现.
科学领域:
- 神经成像是一种神经成像.
- 认知神经科学 认知神经科学
- 统计建模 统计建模
背景情况:
- 心理生理相互作用 (PPI) 分析是功能神经成像中的标准回归技术.
- 它用于识别从种子区域的依赖任务的连接变化.
- 然而,常见的方法问题可能会损害PPI分析的有效性.
研究的目的:
- 识别和纠正PPI分析中常见的方法陷.
- 通过模拟和经验数据来证明这些问题的不利影响.
- 倡导改进报告准则和PPI分析的适当方法.
主要方法:
- 该研究使用了来自澳大利亚项目的模拟和经验语言fMRI数据.
- 研究了与种子时间序列预白和任务回归器的平均中心化相关的方法陷.
- 针对这些问题的纠正得到了开发和验证.
主要成果:
- 种子时间序列的预白会改变信号结构,使后续的解卷变量不够理想.
- 种子回归器的双重预白发生在模型装配期间应用预白时.
- 如果不能将任务回归器的平均值置于中心,就会导致模型的错误规范和潜在的虚假推理.
结论:
- 纠正预漂白和平均中心化问题可以提高PPI分析的有效性.
- 一项系统性审查揭示了公布的PPI研究中广泛存在的模型错误规范和报告不足.
- 建议制定更明确的报告准则和适当的方法实践,以确保可靠的神经成像连接发现.
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