Literature DB >> 23631991

Clinical applications of the functional connectome.

F Xavier Castellanos1, Adriana Di Martino, R Cameron Craddock, Ashesh D Mehta, Michael P Milham.   

Abstract

Central to the development of clinical applications of functional connectomics for neurology and psychiatry is the discovery and validation of biomarkers. Resting state fMRI (R-fMRI) is emerging as a mainstream approach for imaging-based biomarker identification, detecting variations in the functional connectome that can be attributed to clinical variables (e.g., diagnostic status). Despite growing enthusiasm, many challenges remain. Here, we assess evidence of the readiness of R-fMRI based functional connectomics to lead to clinically meaningful biomarker identification through the lens of the criteria used to evaluate clinical tests (i.e., validity, reliability, sensitivity, specificity, and applicability). We focus on current R-fMRI-based prediction efforts, and survey R-fMRI used for neurosurgical planning. We identify gaps and needs for R-fMRI-based biomarker identification, highlighting the potential of emerging conceptual, analytical and cultural innovations (e.g., the Research Domain Criteria Project (RDoC), open science initiatives, and Big Data) to address them. Additionally, we note the need to expand future efforts beyond identification of biomarkers for disease status alone to include clinical variables related to risk, expected treatment response and prognosis.
Copyright © 2013 Elsevier Inc. All rights reserved.

Entities:  

Keywords:  Functional connectome; Predictive modeling; Reliability; Sensitivity; Specificity; Validity

Mesh:

Year:  2013        PMID: 23631991      PMCID: PMC3809093          DOI: 10.1016/j.neuroimage.2013.04.083

Source DB:  PubMed          Journal:  Neuroimage        ISSN: 1053-8119            Impact factor:   6.556


  197 in total

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  118 in total

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Review 4.  Characterizing Resting-State Brain Function Using Arterial Spin Labeling.

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