Literature DB >> 26124112

Tracking ongoing cognition in individuals using brief, whole-brain functional connectivity patterns.

Javier Gonzalez-Castillo1, Colin W Hoy2, Daniel A Handwerker3, Meghan E Robinson4, Laura C Buchanan3, Ziad S Saad5, Peter A Bandettini6.   

Abstract

Functional connectivity (FC) patterns in functional MRI exhibit dynamic behavior on the scale of seconds, with rich spatiotemporal structure and limited sets of whole-brain, quasi-stable FC configurations (FC states) recurring across time and subjects. Based on previous evidence linking various aspects of cognition to group-level, minute-to-minute FC changes in localized connections, we hypothesized that whole-brain FC states may reflect the global, orchestrated dynamics of cognitive processing on the scale of seconds. To test this hypothesis, subjects were continuously scanned as they engaged in and transitioned between mental states dictated by tasks. FC states computed within windows as short as 22.5 s permitted robust tracking of cognition in single subjects with near perfect accuracy. Accuracy dropped markedly for subjects with the lowest task performance. Spatially restricting FC information decreased accuracy at short time scales, emphasizing the distributed nature of whole-brain FC dynamics, beyond univariate magnitude changes, as valuable markers of cognition.

Keywords:  classification; cognitive states; connectivity dynamics; fMRI; functional connectivity states

Mesh:

Year:  2015        PMID: 26124112      PMCID: PMC4507216          DOI: 10.1073/pnas.1501242112

Source DB:  PubMed          Journal:  Proc Natl Acad Sci U S A        ISSN: 0027-8424            Impact factor:   11.205


  48 in total

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  113 in total

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9.  Distinct modes of functional connectivity induced by movie-watching.

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