DocumentCode :
2571488
Title :
An adaptive complex independent component analysis to analyze dynamic contrast enhanced-MRI
Author :
Mehrabian, Hatef ; Pang, Ian ; Chopra, Rajiv ; Martel, Anne L.
Author_Institution :
Dept. of Med. Biophys., Univ. of Toronto, Toronto, ON, Canada
fYear :
2012
fDate :
2-5 May 2012
Firstpage :
1052
Lastpage :
1055
Abstract :
Pharmacokinetic (PK) modeling of tumors provides information about perfusion and vascular permeability of tumors. Identifying arterial input function (AIF) is crucial in PK modeling using dynamic contrast enhanced (DCE)-MRI. An adaptive complex independent component analysis method is developed to identify and separate AIF from complex DCE-MRI data. The results are compared with a previously introduced AIF estimation method that applied ICA to magnitude DCE-MRI data. Using simulation and experimental phantom studies it is shown that using both magnitude and phase data (complex) results in a more robust and more accurate AIF measurement algorithm.
Keywords :
biomedical MRI; blood vessels; independent component analysis; medical image processing; permeability; phantoms; tumours; PK modeling; adaptive complex ICA; adaptive complex independent component analysis method; arterial input function; dynamic contrast enhanced-MRI; experimental phantom; pharmacokinetic modeling; phase data; robust AIF measurement algorithm; tumor perfusion; vascular permeability; Adaptation models; Electron tubes; Image resolution; Magnetic resonance imaging; Phantoms; Tumors; Adaptive Complex ICA (AC-ICA); Arterial Input Function (AIF); Pharmacokinetic modeling;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Biomedical Imaging (ISBI), 2012 9th IEEE International Symposium on
Conference_Location :
Barcelona
ISSN :
1945-7928
Print_ISBN :
978-1-4577-1857-1
Type :
conf
DOI :
10.1109/ISBI.2012.6235739
Filename :
6235739
Link To Document :
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