The Whole-Brain "Global" Signal from Resting State fMRI as a Potential Biomarker of Quantitative State Changes in Glucose Metabolism

被引:75
作者
Thompson, Garth J. [1 ,2 ]
Riedl, Valentin [3 ,4 ,5 ]
Grimmer, Timo [5 ,6 ]
Drzezga, Alexander [7 ]
Herman, Peter [1 ,2 ,8 ]
Hyder, Fahmeed [1 ,2 ,8 ,9 ]
机构
[1] Yale Univ, MRRC, N143 TAC,300 Cedar St, New Haven, CT 06520 USA
[2] Yale Univ, Dept Radiol & Biomed Imaging, New Haven, CT 06520 USA
[3] Tech Univ Munich, Dept Neuroradiol, Ismaninger Str 22, D-81675 Munich, Germany
[4] Tech Univ Munich, Dept Nucl Med, Munich, Germany
[5] Tech Univ Munich, Neuroimaging Ctr, Munich, Germany
[6] Tech Univ Munich, Dept Psychiat, Munich, Germany
[7] Uniklinikum, Nucl Med, Cologne, Germany
[8] Yale Univ, Quantitat Neurosci Magnet Resonance QNMR Core Ctr, New Haven, CT 06520 USA
[9] Yale Univ, Dept Biomed Engn, New Haven, CT 06520 USA
关键词
baseline state; default mode; energy metabolism; functional connectivity; neuronal activity; resting state;
D O I
10.1089/brain.2015.0394
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
The evolution of functional magnetic resonance imaging to resting state (R-fMRI) allows measurement of changes in brain networks attributed to state changes, such as in neuropsychiatric diseases versus healthy controls. Since these networks are observed by comparing normalized R-fMRI signals, it is difficult to determine the metabolic basis of such group differences. To investigate the metabolic basis of R-fMRI network differences within a normal range, eyes open versus eyes closed in healthy human subjects was used. R-fMRI was recorded simultaneously with fluoro-deoxyglucose positron emission tomography (FDG-PET). Higher baseline FDG was observed in the eyes open state. Variance-based metrics calculated from R-fMRI did not match the baseline shift in FDG. Functional connectivity density (FCD)-based metrics showed a shift similar to the baseline shift of FDG, however, this was lost if R-fMRI "nuisance signals" were regressed before FCD calculation. Average correlation with the mean R-fMRI signal across the whole brain, generally regarded as a "nuisance signal," also showed a shift similar to the baseline of FDG. Thus, despite lacking a baseline itself, changes in whole-brain correlation may reflect changes in baseline brain metabolism. Conversely, variance-based metrics may remain similar between states due to inherent region-to-region differences overwhelming the differences between normal physiological states. As most previous studies have excluded the spatial means of R-fMRI metrics from their analysis, this work presents the first evidence of a potential R-fMRI biomarker for baseline shifts in quantifiable metabolism between brain states.
引用
收藏
页码:435 / 447
页数:13
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