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A complex network perspective on brain disease.

David Papo1,2, Javier M Buldú3

  • 1Department of Neuroscience and Rehabilitation, Section of Physiology, University of Ferrara, Via Fossato di Mortara, 19, Ferrara, 44121, Italy.

Biological Reviews of the Cambridge Philosophical Society
|October 15, 2025
PubMed
Summary
This summary is machine-generated.

Brain network structure is key to function and dysfunction. Understanding this "networkness" can reveal brain pathology, vulnerability, and recovery potential.

Keywords:
brain topologycomplex networksdegeneracydynamical diseaseevolvabilityneutral networkspathoconnectomicsresilience and vulnerability

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Area of Science:

  • Neuroscience
  • Network Science
  • Computational Biology

Background:

  • Complex network structures are increasingly recognized in brain anatomy and dynamics.
  • The role of these network structures in brain dysfunction and pathology remains unclear.
  • Defining brain disease through a network lens is an emerging area of research.

Purpose of the Study:

  • To explore how complex network representations can characterize brain pathology.
  • To assess the implications of network structure for vulnerability and recovery from brain disease.
  • To investigate the relationship between disease definition, functional definition, and relevant network properties.

Main Methods:

  • Conceptual analysis of brain network theory.
  • Discussion of network properties in relation to brain function and dysfunction.
  • Framework for defining brain pathologies as 'network diseases'.

Main Results:

  • Network structure significantly influences both brain function and dysfunction.
  • The definition of disease and function dictates the relevance of specific network properties.
  • A network perspective offers insights into individual susceptibility and recovery trajectories.

Conclusions:

  • Characterizing brain pathology using network science can illuminate disease mechanisms.
  • Understanding brain 'networkness' has potential clinical implications for assessing and treating neurological disorders.
  • This approach enhances our understanding of functional brain activity and its relationship to pathology.