Brain-wide functional connectivity artifactually inflates throughout functional magnetic resonance imaging scans

IF 21.4 1区 心理学 Q1 MULTIDISCIPLINARY SCIENCES Nature Human Behaviour Pub Date : 2024-06-19 DOI:10.1038/s41562-024-01908-6
Cole Korponay, Amy C. Janes, Blaise B. Frederick
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Abstract

Functional magnetic resonance imaging (fMRI) is a central tool for investigating human brain function, organization and disease. Here, we show that fMRI-based estimates of functional brain connectivity artifactually inflate at spatially heterogeneous rates during resting-state and task-based scans. This produces false positive connection strength changes and spatial distortion of brain connectivity maps. We demonstrate that this artefact is driven by temporal inflation of the non-neuronal, systemic low-frequency oscillation (sLFO) blood flow signal during fMRI scanning and is not addressed by standard denoising procedures. We provide evidence that sLFO inflation reflects perturbations in cerebral blood flow by respiration and heart rate changes that accompany diminishing arousal during scanning, although the mechanisms of this pathway are uncertain. Finally, we show that adding a specialized sLFO denoising procedure to fMRI processing pipelines mitigates the artifactual inflation of functional connectivity, enhancing the validity and within-scan reliability of fMRI findings. Korponay et al. show that estimates of functional brain connectivity artifactually inflate over the course of resting-state and task-based fMRI scans.

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整个大脑的功能连通性在整个功能磁共振成像扫描过程中人为膨胀
功能磁共振成像(fMRI)是研究人脑功能、组织和疾病的核心工具。在这里,我们展示了在静息态和任务扫描过程中,基于 fMRI 的大脑功能连接估计值会以空间异质性速率人为膨胀。这会产生假阳性连接强度变化和大脑连接图的空间扭曲。我们证明,这种假象是由 fMRI 扫描期间非神经元、系统性低频振荡(sLFO)血流信号的时间膨胀驱动的,而标准去噪程序无法解决这一问题。我们提供的证据表明,sLFO 的膨胀反映了扫描过程中伴随唤醒减弱而出现的呼吸和心率变化对脑血流的扰动,尽管这一途径的机制尚不确定。最后,我们展示了在 fMRI 处理管道中添加专门的 sLFO 去噪程序可减轻功能连接的人为膨胀,从而提高 fMRI 研究结果的有效性和扫描内可靠性。
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来源期刊
Nature Human Behaviour
Nature Human Behaviour Psychology-Social Psychology
CiteScore
36.80
自引率
1.00%
发文量
227
期刊介绍: Nature Human Behaviour is a journal that focuses on publishing research of outstanding significance into any aspect of human behavior.The research can cover various areas such as psychological, biological, and social bases of human behavior.It also includes the study of origins, development, and disorders related to human behavior.The primary aim of the journal is to increase the visibility of research in the field and enhance its societal reach and impact.
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