Outcome prediction with resting-state functional connectivity after cardiac arrest

被引:24
|
作者
Wagner, Franca [1 ]
Hanggi, Matthias [2 ]
Weck, Anja [2 ]
Pastore-Wapp, Manuela [1 ]
Wiest, Roland [1 ]
Kiefer, Claus [1 ]
机构
[1] Univ Bern, Dept Diagnost & Intervent Neuroradiol, Support Ctr Adv Neuroimaging SCAN, Inselspital,Bern Univ Hosp, Freiburgstr 10, CH-3010 Bern, Switzerland
[2] Univ Bern, Inselspital, Dept Intens Care Med, Univ Hosp Bern, Bern, Switzerland
关键词
DEFAULT-MODE NETWORK; AGE-RELATED-CHANGES; FRONTOPARIETAL NETWORK; VEGETATIVE STATE; BRAIN ACTIVITY; CONSCIOUSNESS; DISORDERS; ORGANIZATION; ARCHITECTURE; RECOVERY;
D O I
10.1038/s41598-020-68683-y
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Predicting outcome in comatose patients after successful cardiopulmonary resuscitation is challenging. Our primary aim was to assess the potential contribution of resting-state-functional magnetic resonance imaging (RS-fMRI) in predicting neurological outcome. RS-fMRI was used to evaluate functional and effective connectivity within the default mode network in a cohort of 90 comatose patients and their impact on functional neurological outcome after 3 months. The RS-fMRI processing protocol comprises the evaluation of functional and effective connectivity within the default mode network. Seed-to-voxel and ROI-to-ROI feature analysis was performed as starting point for a supervised machine-learning approach. Classification of the Cerebral Performance Category (CPC) 1-3 (good to acceptable outcome) versus CPC 4-5 (adverse outcome) achieved a positive predictive value of 91.7%, sensitivity of 90.2%, and accuracy of 87.8%. A direct link to the level of consciousness and outcome after 3 months was identified for measures of segregation in the precuneus, in medial and right frontal regions. Thalamic connectivity appeared significantly reduced in patients without conscious response. Decreased within-network connectivity in the default mode network and within cortico-thalamic circuits correlated with clinical outcome after 3 months. Our results indicate a potential role of these markers for decision-making in comatose patients early after cardiac arrest.
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收藏
页数:9
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