Activation network mapping for integration of heterogeneous fMRI findings

计算机科学 认知心理学 心理学
作者
Shaoling Peng,Pengfei Xu,Yaya Jiang,Gaolang Gong
出处
期刊:Nature Human Behaviour [Nature Portfolio]
卷期号:6 (10): 1417-1429 被引量:58
标识
DOI:10.1038/s41562-022-01371-1
摘要

Functional neuroimaging techniques have been widely used to probe the neural substrates of facial emotion processing in healthy people. However, findings are largely inconsistent across studies. Here, we introduce a new technique termed activation network mapping to examine whether heterogeneous functional magnetic resonance imaging findings localize to a common network for emotion processing. First, using the existing method of activation likelihood estimation meta-analysis, we showed that individual-brain-based reproducibility was low across studies. Second, using activation network mapping, we found that network-based reproducibility across these same studies was higher. Validation analysis indicated that the activation network mapping-localized network aligned with stimulation sites, structural abnormalities and brain lesions that disrupt facial emotion processing. Finally, we verified the generality of the activation network mapping technique by applying it to another cognitive process, that is, rumination. Activation network mapping may potentially be broadly applicable to localize brain networks of cognitive functions. Gong et al. introduce a new method, activation network mapping, for integration of neuroimaging findings.
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