Computational Modeling of Resting-State Activity Demonstrates Markers of Normalcy in Children with Prenatal or Perinatal Stroke

被引:15
作者
Adhikari, Mohit H. [1 ]
Beharelle, Anjali Raja [2 ]
Griffa, Alessandra [3 ,4 ,5 ]
Hagmann, Patric [3 ,4 ,5 ]
Solodkin, Ana [6 ,7 ]
McIntosh, Anthony R. [8 ,9 ,10 ]
Small, Steven L. [7 ]
Deco, Gustavo [1 ,11 ]
机构
[1] Univ Pompeu Fabra, Ctr Brain & Cognit, Computat Neurosci Grp, Dept Informat & Commun Technol, Barcelona 08018, Spain
[2] Univ Zurich, Dept Econ, Lab Social & Neural Syst Res, CH-8006 Zurich, Switzerland
[3] Univ Lausanne Hosp, Dept Radiol, CH-1011 Lausanne, Switzerland
[4] Univ Lausanne, CH-1011 Lausanne, Switzerland
[5] Signal Proc Lab, Lausanne, Switzerland
[6] Ecole Polytech Fed Lausanne, Lausanne, Switzerland
[7] Univ Calif Irvine, Dept Anat & Neurobiol, Irvine, CA 92868 USA
[8] Univ Calif Irvine, Dept Neurol, Irvine, CA 92868 USA
[9] Baycrest, Rotman Res Inst, Toronto, ON M6A 2E1, Canada
[10] Univ Toronto, Dept Psychol, Toronto, ON M5S 3G3, Canada
[11] Univ Pompeu Fabra, Inst Catalana Recerca Estudis Avancats, Barcelona 08010, Spain
基金
欧洲研究理事会; 美国国家卫生研究院;
关键词
functional connectivity; network model; prenatal/perinatal stroke; resting-state fMRI; structural connectivity; FUNCTIONAL CONNECTIVITY MRI; BRAIN-LESIONS; STRUCTURAL CONNECTIVITY; ISCHEMIC-STROKE; VIRTUAL BRAIN; LANGUAGE; PLASTICITY; HEMISPHERE; INJURY; MOTION;
D O I
10.1523/JNEUROSCI.4560-14.2015
中图分类号
Q189 [神经科学];
学科分类号
071006 [神经生物学];
摘要
Children who sustain a prenatal or perinatal brain injury in the form of a stroke develop remarkably normal cognitive functions in certain areas, with a particular strength in language skills. A dominant explanation for this is that brain regions from the contralesional hemisphere "take over" their functions, whereas the damaged areas and other ipsilesional regions play much less of a role. However, it is difficult to tease apart whether changes in neural activity after early brain injury are due to damage caused by the lesion or by processes related to postinjury reorganization. We sought to differentiate between these two causes by investigating the functional connectivity (FC) of brain areas during the resting state in human children with early brain injury using a computational model. We simulated a large-scale network consisting of realistic models of local brain areas coupled through anatomical connectivity information of healthy and injured participants. We then compared the resulting simulated FC values of healthy and injured participants with the empirical ones. We found that the empirical connectivity values, especially of the damaged areas, correlated better with simulated values of a healthy brain than those of an injured brain. This result indicates that the structural damage caused by an early brain injury is unlikely to have an adverse and sustained impact on the functional connections, albeit during the resting state, of damaged areas. Therefore, these areas could continue to play a role in the development of near-normal function in certain domains such as language in these children.
引用
收藏
页码:8914 / 8924
页数:11
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