Task-related oxygenation and cerebral blood volume changes estimated from NIRS signals in motor and cognitive tasks

被引:37
作者
Tanaka, Hirokazu [1 ]
Katura, Takusige [2 ]
Sato, Hiroki [2 ]
机构
[1] Japan Adv Inst Sci & Technol, Sch Informat Sci, Nomi, Ishikawa 9231211, Japan
[2] Hitachi Ltd, Cent Res Lab, Hatoyama, Saitama 3500395, Japan
关键词
Covariance maximization; Inter-hemoglobin covariance; Balloon model; Functional neuroimaging; Optical topography; Biomedical data analysis; NEAR-INFRARED SPECTROSCOPY; HEMODYNAMIC-RESPONSE; QUANTITATIVE-EVALUATION; COMPONENT ANALYSIS; DEOXY-HEMOGLOBIN; FUNCTIONAL BRAIN; NEWBORN-INFANTS; NEURAL ACTIVITY; CORTEX; BOLD;
D O I
10.1016/j.neuroimage.2014.02.036
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Although functional near-infrared spectroscopy (fNIRS) has an advantage of simultaneously measuring changes in oxy- and deoxy-hemoglobin concentrations (Delta[HbO] and Delta[HbR]), only few analysis approaches exploit this advantage. As an extension of our recently proposed method (task-related component analysis, TRCA), this study proposes a new analysis method that extracts task-related oxygenation and cerebral blood volume (CBV) changes. In the original formulation of TRCA, task-relatedness of a signal is defined as consistent appearance of a same waveform in every task block, thereby constructing task-related components by maximizing inter-block covariance. The new method proposes that, in addition to maximizing inter-block covariance, the covariance between task-related Delta[HbO] and Delta[HbR] is maximized (TRCA(+)) or minimized (TRCA(-)) so that oxygenation and CBV changes are maximally contrasted. The proposed method (collectively called TRCA(+/-)) was formulated as a matrix eigenvalue problem, which can be solved efficiently with standard numerical methods, and was tested with a synthetic data generated by a balloon model, successfully recovering oxygenation and CBV components. fNIRS data from sensorimotor areas in a finger-tapping task and from prefrontal lobe in a working-memory (WM) task were then analyzed. For both tasks, the time courses and the spatial maps for oxygenation and CBV changes were found to differ consistently, providing certain constraints in the parameters of balloon models. In summary, TRCA can estimate task-related oxygenation and CBV changes simultaneously, thereby extending the applicability of fNIRS. (C) 2014 Elsevier Inc. All rights reserved.
引用
收藏
页码:107 / 119
页数:13
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