A Graphics Processing Unit Accelerated Motion Correction Algorithm and Modular System for Real-time fMRI

被引:13
|
作者
Scheinost, Dustin [1 ,4 ]
Hampson, Michelle [2 ]
Qiu, Maolin [2 ]
Bhawnani, Jitendra [2 ]
Constable, R. Todd [1 ,2 ,3 ]
Papademetris, Xenophon [1 ,2 ]
机构
[1] Yale Univ, Dept Biomed Engn, New Haven, CT 06510 USA
[2] Yale Univ, Dept Diagnost Radiol, New Haven, CT 06510 USA
[3] Yale Univ, Dept Neurosurg, New Haven, CT 06510 USA
[4] Magnet Resonance Res Ctr, New Haven, CT 06520 USA
关键词
Real-time fMRI; Motion correction; Graphics processing unit; Open-source software; BRAIN ACTIVATION; CORTICAL ACTIVITY; FUNCTIONAL MRI; NEUROFEEDBACK; INTERFACE; MOTOR; REORGANIZATION; CONNECTIVITY; FEASIBILITY;
D O I
10.1007/s12021-013-9176-3
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Real-time functional magnetic resonance imaging (rt-fMRI) has recently gained interest as a possible means to facilitate the learning of certain behaviors. However, rt-fMRI is limited by processing speed and available software, and continued development is needed for rt-fMRI to progress further and become feasible for clinical use. In this work, we present an open-source rt-fMRI system for biofeedback powered by a novel Graphics Processing Unit (GPU) accelerated motion correction strategy as part of the BioImage Suite project (www.bioimagesuite.org). Our system contributes to the development of rt-fMRI by presenting a motion correction algorithm that provides an estimate of motion with essentially no processing delay as well as a modular rt-fMRI system design. Using empirical data from rt-fMRI scans, we assessed the quality of motion correction in this new system. The present algorithm performed comparably to standard (non real-time) offline methods and outperformed other real-time methods based on zero order interpolation of motion parameters. The modular approach to the rt-fMRI system allows the system to be flexible to the experiment and feedback design, a valuable feature for many applications. We illustrate the flexibility of the system by describing several of our ongoing studies. Our hope is that continuing development of open-source rt-fMRI algorithms and software will make this new technology more accessible and adaptable, and will thereby accelerate its application in the clinical and cognitive neurosciences.
引用
收藏
页码:291 / 300
页数:10
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