Modular organization of functional network connectivity in healthy controls and patients with schizophrenia during the resting state
Qingbao Yu1*, Sergey M. Plis
1,
Erik B. Erhardt1,
Elena A. Allen1,
Jing Sui1,
Kent A. Kiehl1,2,
Godfrey Pearlson3,4 and
Vince D Calhoun1,3,4,5
- 1 The Mind Research Network, Albuquerque, NM, USA
- 2 Department of Psychology, University of New Mexico, Albuquerque, NM, USA
- 3 Olin Neuropsychiatry Research Center, Hartford, CT, USA
- 4 Departments of Psychiatry and Neurobiology, Yale University, New Haven, CT, USA
- 5 Department of ECE, University of New Mexico, Albuquerque, NM, USA
Neuroimaging studies have shown that functional brain networks composed from select regions of interest have a modular community structure. However, the organization of functional network connectivity (FNC), comprising a purely data-driven network built from spatially independent brain components, is not yet clear. The aim of this study is to explore the modular organization of FNC in both healthy controls (HCs) and patients with schizophrenia (SZs). Resting state functional magnetic resonance imaging data of HCs and SZs were decomposed into independent components (ICs) by group independent component analysis (ICA). Then weighted brain networks (in which nodes are brain components) were built based on correlations between ICA time courses. Clustering coefficients and connectivity strength of the networks were computed. A dynamic branch cutting algorithm was used to identify modules of the FNC in HCs and SZs. Results show stronger connectivity strength and higher clustering coefficient in HCs with more and smaller modules in SZs. In addition, HCs and SZs had some different hubs. Our findings demonstrate altered modular architecture of the FNC in schizophrenia and provide insights into abnormal topological organization of intrinsic brain networks in this mental illness.
Keywords: functional network connectivity, ICA, modularity, R-fMRI, schizophrenia
Citation: Yu Q, Plis SM, Erhardt EB, Allen EA, Sui J, Kiehl KA, Pearlson G and Calhoun VD (2012) Modular organization of functional network connectivity in healthy controls and patients with schizophrenia during the resting state. Front. Syst. Neurosci. 5:103. doi: 10.3389/fnsys.2011.00103
Received: 02 November 2011; Paper pending published: 16 November 2011;
Accepted: 19 December 2011; Published online: 10 January 2012.
Edited by:
Detlef H. Heck, University of Tennessee Health Science Center, USA
Copyright: © 2012 Yu, Plis, Erhardt, Allen, Sui, Kiehl, Pearlson and Calhoun. This is an open-access article distributed under the terms of the Creative Commons Attribution Non Commercial License, which permits non-commercial use, distribution, and reproduction in other forums, provided the original authors and source are credited.
*Correspondence: Qingbao Yu, The Mind Research Network, 1101 Yale Blvd NE, Albuquerque, NM 87106, USA. e-mail: qyu@mrn.org