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

Publication ,  Journal Article
Simhal, AK; Carpenter, KLH; Nadeem, S; Kurtzberg, J; Song, A; Tannenbaum, A; Sapiro, G; Dawson, G
Published in: Sci Rep
July 2, 2020

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.

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Published In

Sci Rep

DOI

EISSN

2045-2322

Publication Date

July 2, 2020

Volume

10

Issue

1

Start / End Page

10819

Location

England

Related Subject Headings

  • White Matter
  • Nerve Net
  • Male
  • Humans
  • Fetal Blood
  • Female
  • Diffusion Magnetic Resonance Imaging
  • Child, Preschool
  • Blood Transfusion, Autologous
  • Autism Spectrum Disorder
 

Citation

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Simhal, A. K., Carpenter, K. L. H., Nadeem, S., Kurtzberg, J., Song, A., Tannenbaum, A., … Dawson, G. (2020). Measuring robustness of brain networks in autism spectrum disorder with Ricci curvature. Sci Rep, 10(1), 10819. https://doi.org/10.1038/s41598-020-67474-9
Simhal, Anish K., Kimberly L. H. Carpenter, Saad Nadeem, Joanne Kurtzberg, Allen Song, Allen Tannenbaum, Guillermo Sapiro, and Geraldine Dawson. “Measuring robustness of brain networks in autism spectrum disorder with Ricci curvature.Sci Rep 10, no. 1 (July 2, 2020): 10819. https://doi.org/10.1038/s41598-020-67474-9.
Simhal AK, Carpenter KLH, Nadeem S, Kurtzberg J, Song A, Tannenbaum A, et al. Measuring robustness of brain networks in autism spectrum disorder with Ricci curvature. Sci Rep. 2020 Jul 2;10(1):10819.
Simhal, Anish K., et al. “Measuring robustness of brain networks in autism spectrum disorder with Ricci curvature.Sci Rep, vol. 10, no. 1, July 2020, p. 10819. Pubmed, doi:10.1038/s41598-020-67474-9.
Simhal AK, Carpenter KLH, Nadeem S, Kurtzberg J, Song A, Tannenbaum A, Sapiro G, Dawson G. Measuring robustness of brain networks in autism spectrum disorder with Ricci curvature. Sci Rep. 2020 Jul 2;10(1):10819.

Published In

Sci Rep

DOI

EISSN

2045-2322

Publication Date

July 2, 2020

Volume

10

Issue

1

Start / End Page

10819

Location

England

Related Subject Headings

  • White Matter
  • Nerve Net
  • Male
  • Humans
  • Fetal Blood
  • Female
  • Diffusion Magnetic Resonance Imaging
  • Child, Preschool
  • Blood Transfusion, Autologous
  • Autism Spectrum Disorder