Functional brain network modularity predicts response to cognitive training after brain injury

Neurology. 2015 Apr 14;84(15):1568-74. doi: 10.1212/WNL.0000000000001476. Epub 2015 Mar 18.


Objective: We tested the value of measuring modularity, a graph theory metric indexing the relative extent of integration and segregation of distributed functional brain networks, for predicting individual differences in response to cognitive training in patients with brain injury.

Methods: Patients with acquired brain injury (n = 11) participated in 5 weeks of cognitive training and a comparison condition (brief education) in a crossover intervention study design. We quantified the measure of functional brain network organization, modularity, from functional connectivity networks during a state of tonic attention regulation measured during fMRI scanning before the intervention conditions. We examined the relationship of baseline modularity with pre- to posttraining changes in neuropsychological measures of attention and executive control.

Results: The modularity of brain network organization at baseline predicted improvement in attention and executive function after cognitive training, but not after the comparison intervention. Individuals with higher baseline modularity exhibited greater improvements with cognitive training, suggesting that a more modular baseline network state may contribute to greater adaptation in response to cognitive training.

Conclusions: Brain network properties such as modularity provide valuable information for understanding mechanisms that influence rehabilitation of cognitive function after brain injury, and may contribute to the discovery of clinically relevant biomarkers that could guide rehabilitation efforts.

Publication types

  • Research Support, N.I.H., Extramural
  • Research Support, Non-U.S. Gov't
  • Research Support, U.S. Gov't, Non-P.H.S.

MeSH terms

  • Adult
  • Attention / physiology*
  • Brain Injuries / physiopathology*
  • Brain Injuries / rehabilitation*
  • Cognitive Behavioral Therapy / methods*
  • Connectome / methods*
  • Executive Function / physiology*
  • Female
  • Humans
  • Individuality
  • Magnetic Resonance Imaging
  • Male
  • Middle Aged
  • Mindfulness / methods
  • Nerve Net / physiopathology*
  • Prognosis
  • Treatment Outcome
  • Young Adult