Title :
A phase based method for investigating the functional connectivity in the fMRI data
Author :
Deshmukh, Ajay V. ; Shivhare, Vivek ; Gadre, Vikram M. ; Patkar, Deepak P. ; Shah, Smruti ; Pungavkar, Sona
Author_Institution :
Dept. of Electr. Eng., Indian Inst. of Technol., Mumbai, India
Abstract :
Detection of functional MRI activation signal and observing the functional connectivity in the spatial domain are two important aspects in the analysis of functional MRI data. There are various approaches to test for functional connectivity. One of these is based on the correlation analysis in time domain. However, it assumes that the haemodynamic response model be a linear system. On the other hand this assumption may not always be true. Therefore, a different approach towards the signal detection and spatial functional connectivity is presented in this paper. Our method is based on the phases of the time series data. Concept of phase difference vector norm has been implemented. Results are presented on a clinical data set obtained from the finger tapping experiment. Clinical relevance of functional connectivity is described along with the background information.
Keywords :
biomechanics; biomedical MRI; blood flow measurement; correlation theory; linear systems; medical signal detection; time series; correlation analysis; fMRI data; finger tapping experiment; functional magnetic resonance imaging; haemodynamic response model; linear system; phase based method; phase difference vector norm; signal detection; spatial functional connectivity; time series data; Blood flow; Data processing; Fingers; Magnetic field measurement; Magnetic resonance imaging; Paramagnetic materials; Pollution measurement; Signal detection; Testing; Time domain analysis;
Conference_Titel :
India Annual Conference, 2004. Proceedings of the IEEE INDICON 2004. First
Print_ISBN :
0-7803-8909-3
DOI :
10.1109/INDICO.2004.1497754