Clinical applications of the functional connectome

被引:228
作者
Castellanos, F. Xavier [1 ,2 ]
Di Martino, Adriana [1 ]
Craddock, R. Cameron [2 ,3 ]
Mehta, Ashesh D. [4 ,5 ]
Milham, Michael P. [2 ,3 ]
机构
[1] NYU, Ctr Child Study, Phyllis Green & Randolph Cowen Inst Pediat Neuros, New York, NY 10016 USA
[2] Nathan S Kline Inst Psychiat Res, Orangeburg, NY 10962 USA
[3] Child Mind Inst, Ctr Developing Brain, New York, NY 10022 USA
[4] Hofstra North Shore LIJ Sch Med, Dept Neurosurg, Manhasset, NY 11030 USA
[5] Feinstein Inst Med Res, Manhasset, NY 11030 USA
关键词
Validity; Reliability; Sensitivity; Specificity; Functional connectome; Predictive modeling; DEFAULT-MODE NETWORK; TEST-RETEST RELIABILITY; RESTING-STATE FMRI; SPONTANEOUS BRAIN ACTIVITY; SPONTANEOUS FLUCTUATIONS; DISCRIMINATIVE ANALYSIS; CONNECTIVITY PATTERNS; PHYSIOLOGICAL NOISE; COMPONENT ANALYSIS; DISCOVERY SCIENCE;
D O I
10.1016/j.neuroimage.2013.04.083
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
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. (C) 2013 Elsevier Inc. All rights reserved.
引用
收藏
页码:527 / 540
页数:14
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