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Node persistence from topological data analysis reveals changes in brain functional connectivity.

Madhumita Mondal1,2, Yasharth Yadav3, Jürgen Jost4,5,6,7

  • 1The Institute of Mathematical Sciences (IMSc), Chennai, Tamil Nadu 600113, India.

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PubMed
Summary
This summary is machine-generated.

Persistent homology reveals brain region differences in healthy aging and autism spectrum disorder (ASD). This topological data analysis method identifies key brain areas affected by these conditions.

Keywords:
autism spectrum disorderfunctional connectivityhealthy agingnon-invasive brain stimulationpersistent homologyresting-state fMRItopological data analysis

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Area of Science:

  • Neuroscience
  • Topological Data Analysis
  • Computational Biology

Background:

  • Large-scale brain functional connectivity analysis reveals neurological disruptions.
  • Healthy aging and autism spectrum disorder (ASD) involve altered brain activity and connectivity.

Purpose of the Study:

  • Investigate changes in resting-state functional connectivity using persistent homology (PH).
  • Analyze these changes across global, mesoscopic, and local brain scales.
  • Introduce and validate 'node persistence' for identifying clinically relevant brain regions.

Main Methods:

  • Applied persistent homology (PH) to resting-state functional connectivity data.
  • Examined brain changes at global (brain-wide), mesoscopic (network), and local (region) scales.
  • Developed and utilized node persistence, a PH-based metric for regional analysis.

Main Results:

  • Identified significant differences in functional connectivity at local scales in healthy aging and ASD.
  • Node persistence effectively detected brain regions with altered connectivity.
  • These identified regions align with those targeted for therapeutic interventions.

Conclusions:

  • Persistent homology, particularly node persistence, is a valuable tool for analyzing brain connectivity.
  • This approach can identify brain regions impacted by healthy aging and ASD.
  • Findings suggest clinical relevance for targeted brain stimulation and interventions.