Revisiting the Functional and Structural Connectivity of Large-Scale Cortical Networks

Brain Connect. 2018 Apr;8(3):129-138. doi: 10.1089/brain.2017.0536. Epub 2018 Mar 2.

Abstract

Multimodal neuroimaging research has become increasingly popular, and structure-function correspondence is tacitly assumed. Researchers have not yet adequately assessed whether the functional connectivity (FC) and structural connectivity (SC) of large-scale cortical networks are in agreement. Structural magnetic resonance imaging (sMRI), resting-state functional MRI (rfMRI), and diffusion-weighted imaging (DWI) data sets from 36 healthy subjects (age 27.4) were selected from a Rockland sample (Enhanced Nathan Kline Institute). The cerebral cortex was parcellated into 62 regions according to the Desikan-Killiany atlas for FC and SC analyses. Thresholded correlations in rfMRI and tractography derived from DWI were used to construct FC and SC maps, respectively. A community detection algorithm was applied to reveal the underlying organization, and modular consistency was quantified to bridge cross-modal comparisons. The distributions of correlation coefficients in FC and SC maps were significantly different. Approximately one-fourth of the connections in the SC map were located at a correlation level below 0.2 (df 253). The index of modular consistency in the within-modality interindividual condition (either FC or SC) was considerably greater than that in the between-modality intraindividual analog. In addition, the SC-FC differential map (SC connections with lower correlations) revealed reliable modular structures. Based on these results, the hypothesized FC-SC agreement is partially valid. Contingent on extant neuroimaging tools and analytical conventions, the neural informatics of FC and SC should be regarded as complementary rather than concordant. Furthermore, the results verify the physiological significance of moderately (or mildly) correlated brain signals in rfMRI, which are often discarded by stringent thresholding.

Keywords: community detection; diffusion tensor imaging (DTI); diffusion-weighted imaging (DWI); functional connectivity; functional magnetic resonance imaging (fMRI); resting-state fMRI (rfMRI); structural connectivity.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Adult
  • Cerebral Cortex* / anatomy & histology
  • Cerebral Cortex* / diagnostic imaging
  • Cerebral Cortex* / physiology
  • Connectome / methods*
  • Diffusion Tensor Imaging / methods*
  • Female
  • Humans
  • Image Processing, Computer-Assisted / methods*
  • Male
  • Nerve Net* / anatomy & histology
  • Nerve Net* / diagnostic imaging
  • Nerve Net* / physiology
  • Young Adult