Measuring robustness of brain networks in autism spectrum disorder with Ricci curvature

被引:9
作者
Simhal, Anish K. [1 ]
Carpenter, Kimberly L. H. [2 ]
Nadeem, Saad [3 ]
Kurtzberg, Joanne [4 ]
Song, Allen [5 ]
Tannenbaum, Allen [6 ,7 ]
Sapiro, Guillermo [1 ,8 ,9 ,10 ]
Dawson, Geraldine [2 ,4 ,11 ]
机构
[1] Duke Univ, Dept Elect & Comp Engn, Durham, NC 27706 USA
[2] Duke Univ, Sch Med, Dept Psychiat & Behav Sci, Duke Ctr Autism & Brain Dev, Durham, NC 27706 USA
[3] Mem Sloan Kettering Canc Ctr, Dept Med Phys, New York, NY 10021 USA
[4] Duke Univ, Med Ctr, Marcus Ctr Cellular Cures, Durham, NC 27706 USA
[5] Duke Univ, Brain Imaging & Anal Ctr, Durham, NC 27706 USA
[6] SUNY Stony Brook, Dept Comp Sci, Stony Brook, NY 11794 USA
[7] SUNY Stony Brook, Dept Appl Math & Stat, Stony Brook, NY 11794 USA
[8] Duke Univ, Dept Biomed Engn, Durham, NC 27706 USA
[9] Duke Univ, Dept Comp Sci, Durham, NC 27706 USA
[10] Duke Univ, Dept Math, Durham, NC 27706 USA
[11] Duke Univ, Duke Inst Brain Sci, Durham, NC 27706 USA
基金
美国国家科学基金会;
关键词
SOCIAL COGNITION; NEURAL CIRCUITRY; YOUNG-CHILDREN; CONNECTIVITY; NEUROINFLAMMATION; OPTIMIZATION; REGISTRATION; ATTENTION; BEHAVIOR; DEFAULT;
D O I
10.1038/s41598-020-67474-9
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
Ollivier-Ricci curvature is a method for measuring the robustness of connections in a network. In this work, we use curvature to measure changes in robustness of brain networks in children with autism spectrum disorder (ASD). In an open label clinical trials, participants with ASD were administered a single infusion of autologous umbilical cord blood and, as part of their clinical outcome measures, were imaged with diffusion MRI before and after the infusion. By using Ricci curvature to measure changes in robustness, we quantified both local and global changes in the brain networks and their potential relationship with the infusion. Our results find changes in the curvature of the connections between regions associated with ASD that were not detected via traditional brain network analysis.
引用
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页数:8
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