NIRS-KIT: a MATLAB toolbox for both resting-state and task fNIRS data analysis

被引:182
作者
Hou, Xin [1 ]
Zhang, Zong [1 ]
Zhao, Chen [1 ]
Duan, Lian [1 ]
Gong, Yilong [1 ]
Li, Zheng [2 ,3 ]
Zhu, Chaozhe [1 ,3 ]
机构
[1] Beijing Normal Univ, IDG McGovern Inst Brain Res, State Key Lab Cognit Neurosci & Learning, Beijing, Peoples R China
[2] Beijing Normal Univ Zhuhai, Ctr Cognit & Neuroergon, State Key Lab Cognit Neurosci & Learning, Zhuhai, Peoples R China
[3] Beijing Normal Univ, Ctr Collaborat & Innovat Brain & Learning Sci, Beijing, Peoples R China
基金
中国国家自然科学基金;
关键词
near-infrared spectroscopy-KIT; functional near-infrared spectroscopy; resting-state; task activation; data analysis; toolbox; NEAR-INFRARED SPECTROSCOPY; TRANSCRANIAL FUNCTIONAL BRAIN; EFFECTIVE CONNECTIVITY; GLOBAL INTERFERENCE; PREFRONTAL CORTEX; FMRI; NETWORK; BOLD; CONNECTOME; AMPLITUDE;
D O I
10.1117/1.NPh.8.1.010802
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Significance: Functional near-infrared spectroscopy (fNIRS) has been widely used to probe human brain function during task state and resting state. However, the existing analysis toolboxes mainly focus on task activation analysis, few software packages can assist resting-state fNIRS studies. Aim: We aimed to provide a versatile and easy-to-use toolbox to perform analysis for both resting state and task fNIRS. Approach: We developed a MATLAB toolbox called NIRS-KIT that works for both resting-state analysis and task activation detection. Results: NIRS-KIT implements common and necessary processing steps for performing fNIRS data analysis, including data preparation, quality control, preprocessing, individual-level analysis, group-level statistics with several popular statistical models, and multiple comparison correction methods, and finally results visualization. For resting-state fNIRS analysis, functional connectivity analysis, graph theory-based network analysis, and amplitude of low-frequency fluctuations analysis are provided. Additionally, NIRS-KIT also supports activation analysis for task fNIRS. Conclusions: NIRS-KIT offers an open source tool for researchers to analyze resting-state and/or task fNIRS data in one suite. It contains several key features: (1) good compatibility, supporting multiple fNIRS recording systems, data formats of NIRS-SPM and Homer2, and the shared near-infrared spectroscopy format data format recommended by the fNIRS society; (2) flexibility, supporting customized preprocessing scripts; (3) ease-to-use, allowing processing fNIRS signals in batch manner with user-friendly graphical user interfaces; and (4) feature-packed data viewing and result visualization. We anticipate that this NIRS- KIT will facilitate the development of the fNIRS field. (C) The Authors. Published by SPIE under a Creative Commons Attribution 4.0 Unported License.
引用
收藏
页数:20
相关论文
共 89 条
[1]  
[Anonymous], NEUROPHOTONICS 01080, V8
[2]  
Barbour R. L., 2014, BIOMED OPT
[3]   AN INFORMATION MAXIMIZATION APPROACH TO BLIND SEPARATION AND BLIND DECONVOLUTION [J].
BELL, AJ ;
SEJNOWSKI, TJ .
NEURAL COMPUTATION, 1995, 7 (06) :1129-1159
[4]  
Belouchrani A., 1993, P INT C DIG SIGN PRO, P346
[5]   CONTROLLING THE FALSE DISCOVERY RATE - A PRACTICAL AND POWERFUL APPROACH TO MULTIPLE TESTING [J].
BENJAMINI, Y ;
HOCHBERG, Y .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1995, 57 (01) :289-300
[6]   FUNCTIONAL CONNECTIVITY IN THE MOTOR CORTEX OF RESTING HUMAN BRAIN USING ECHO-PLANAR MRI [J].
BISWAL, B ;
YETKIN, FZ ;
HAUGHTON, VM ;
HYDE, JS .
MAGNETIC RESONANCE IN MEDICINE, 1995, 34 (04) :537-541
[7]   The development of functional network organization in early childhood and early adolescence: A resting-state fNIRS study [J].
Cai, Lin ;
Dong, Qi ;
Niu, Haijing .
DEVELOPMENTAL COGNITIVE NEUROSCIENCE, 2018, 30 :223-235
[8]   NIRS-SPM: Statistical parametric mapping for near-infrared spectroscopy [J].
Chul, Jong ;
Tak, Sungho ;
Jang, Kwang Eun ;
Jung, Jinwook ;
Jang, Jaeduck .
NEUROIMAGE, 2009, 44 (02) :428-447
[9]   SYSTEM FOR LONG-TERM MEASUREMENT OF CEREBRAL BLOOD AND TISSUE OXYGENATION ON NEWBORN-INFANTS BY NEAR-INFRARED TRANS-ILLUMINATION [J].
COPE, M ;
DELPY, DT .
MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, 1988, 26 (03) :289-294
[10]  
Cordes D, 2000, AM J NEURORADIOL, V21, P1636