Network substrates of cognitive impairment in Alzheimer's Disease.

•Cognitive impairment scores correlate with small-worldness of networks in Alzheimer’s Disease.•Computational modelling is used to uncover mechanisms of altered small-worldness.•Temporal lobe disconnection revealed as a potential mechanism for cognitive impairment.