Study of data analysis methods in functional connectivity photoacoustic tomography (fcPAT)

被引:5
作者
Khodaei, Afsoon [1 ]
Nasiriavanaki, Mohammadreza [1 ,2 ,3 ]
机构
[1] Wayne State Univ, Dept Biomed Engn, Detroit, MI 48202 USA
[2] Wayne State Univ, Sch Med, Dept Neurol, Detroit, MI 48201 USA
[3] Barbara Ann Karmanos Canc Inst, Detroit, MI USA
来源
PHOTONS PLUS ULTRASOUND: IMAGING AND SENSING 2017 | 2017年 / 10064卷
关键词
Seed-based analysis; resting-state functional connectivity; photoacoustic tomography; SVD; ICA; FLUCTUATIONS;
D O I
10.1117/12.2254341
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
Resting-state functional connectivity (RSFC) is a method to monitor the health of the brain and find out abnormalities in brain networks. Recently functional connectivity photoacoustic tomography (fcPAT) has been used to study RSFC in the mouse brain. The current method of RSFC data analysis is called "seed-based". This method is not data-driven, and involves user intervention. Alternative signal processing approaches, such as singular value decomposition (SVD) and independent component analysis (ICA), will be explored to complement and cross validate the seed-based approach, possibly substituting them for the seed-based method. The methods are implemented and applied on the fcPAT data of a mouse brain.
引用
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页数:5
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