Effective connectivity during working memory and resting states: A DCM study
NeuroImage 169, 485-495
Abstract
Although the relationship between resting-state functional connectivity and task-related activity has been addressed, the relationship between task and resting-state directed or effective connectivity - and its behavioral concomitants - remains elusive. We evaluated effective connectivity under an N-back working memory task in 24 participants using stochastic dynamic causal modelling (DCM) of 7 T fMRI data. We repeated the analysis using resting-state data, from the same subjects, to model connectivity among the same brain regions engaged by the N-back task. This allowed us to: (i) examine the relationship between intrinsic (task-independent) effective connectivity during resting (A rest ) and task states (A task ), (ii) cluster phenotypes of task-related changes in effective connectivity (B task ) across participants, (iii) identify edges (B task ) showing high inter-individual effective connectivity differences and (iv) associate reaction times with the similarity between B task and A rest in these edges. We found a strong correlation between A rest and A task over subjects but a marked difference between B task and A rest . We further observed a strong clustering of individuals in terms of B task , which was not apparent in A rest . The task-related effective connectivity B task varied highly in the edges from the parietal to the frontal lobes across individuals, so the three groups were clustered mainly by the effective connectivity within these networks. The similarity between B task and A rest at the edges from the parietal to the frontal lobes was positively correlated with 2-back reaction times. This result implies that a greater change in context-sensitive coupling - from resting-state connectivity - is associated with faster reaction times. In summary, task-dependent connectivity endows resting-state connectivity with a context sensitivity, which predicts the speed of information processing during the N-back task.
Korean summary
휴지기와 과제 수행 중의 뇌 연결이 어떤 관계에 있는지를 방향성 있는 실효연결망(effective connectivity) 관점에서 살핀 연구입니다. 7T 고자장 fMRI로 N-back 작업기억 과제와 휴지기 자료를 같은 참가자에게서 얻고, 확률적 동적 인과 모델링(DCM)으로 두 상태에서 동일한 뇌 영역들 사이의 연결을 추정해 비교했습니다. 과제와 무관한 기저 연결은 휴지기와 과제 상태에서 매우 유사했지만, 과제로 인해 달라지는 연결 변화는 휴지기 연결과 뚜렷이 달랐고, 특히 두정엽에서 전두엽으로 향하는 연결에서 개인차가 커 참가자들이 몇 개의 유형으로 나뉘었습니다. 과제 관련 연결 변화가 휴지기 연결과 닮을수록 반응 시간이 느렸는데, 이는 맥락에 따라 연결을 크게 바꿀 수 있는 뇌일수록 정보 처리가 빠르다는 뜻으로 해석됩니다. 휴지기 연결망이 과제에 따라 어떻게 재구성되는지가 인지 수행의 개인차를 설명한다는 점을 보여준 결과입니다.