Disruptions of network connectivity predict impairment in multiple behavioral domains after stroke

被引:442
作者
Siegel, Joshua Sarfaty [1 ]
Ramsey, Lenny E. [1 ]
Snyder, Abraham Z. [2 ]
Metcalf, Nicholas V. [1 ]
Chacko, Ravi V. [3 ]
Weinberger, Kilian [4 ,5 ]
Baldassarre, Antonello [1 ,6 ]
Hacker, Carl D. [3 ]
Shulman, Gordon L. [1 ]
Corbetta, Maurizio [1 ,2 ,3 ,7 ,8 ]
机构
[1] Washington Univ, Sch Med, Dept Neurol, St Louis, MO 63110 USA
[2] Washington Univ, Sch Med, Mallinckrodt Inst Radiol, St Louis, MO 63110 USA
[3] Washington Univ, Sch Med, Dept Biomed Engn, St Louis, MO 63110 USA
[4] Washington Univ, Sch Med, Dept Comp Sci, St Louis, MO 63110 USA
[5] Cornell Univ, Dept Comp Sci, Ithaca, NY 14850 USA
[6] Univ G dAnnunzio, Dept Neurosci Imaging & Clin Sci, I-66013 Chieti, Italy
[7] Washington Univ, Sch Med, Dept Anat & Neurobiol, St Louis, MO 63110 USA
[8] Univ Padua, Dept Neurosci, I-35128 Padua, Italy
关键词
stroke; functional connectivity; interhemispheric; memory; language; FUNCTIONAL CONNECTIVITY; NEURAL BASIS; ATTENTION; LANGUAGE; NEGLECT; LOCALIZATION; ORGANIZATION; SEGREGATION; RECOVERY; DEFICITS;
D O I
10.1073/pnas.1521083113
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
Deficits following stroke are classically attributed to focal damage, but recent evidence suggests a key role of distributed brain network disruption. We measured resting functional connectivity (FC), lesion topography, and behavior in multiple domains (attention, visual memory, verbal memory, language, motor, and visual) in a cohort of 132 stroke patients, and used machine-learning models to predict neurological impairment in individual subjects. We found that visual memory and verbal memory were better predicted by FC, whereas visual and motor impairments were better predicted by lesion topography. Attention and language deficits were well predicted by both. Next, we identified a general pattern of physiological network dysfunction consisting of decrease of interhemispheric integration and intrahemispheric segregation, which strongly related to behavioral impairment in multiple domains. Network-specific patterns of dysfunction predicted specific behavioral deficits, and loss of interhemispheric communication across a set of regions was associated with impairment across multiple behavioral domains. These results link key organizational features of brain networks to brain-behavior relationships in stroke.
引用
收藏
页码:E4367 / E4376
页数:10
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