Title :
A Robust Method for Assessment of Iron Overload in Liver by Magnetic Resonance Imaging
Author :
Positano, V. ; Salani, B. ; Scattini, B. ; Santarelli, M.F. ; Ramazzotti, A. ; Pepe, A. ; Lombardi, M. ; Landini, L.
Author_Institution :
CNR Inst. of Clinical Physiol., Pisa
Abstract :
Assessment of iron overload in liver by T2* magnetic resonance imaging (MRI) is a widely used clinical procedure. In the common clinical practice, measurement is performed locally by manually drawing a small region of interest in liver. This procedure may be affected by a noticeable intra- and inter-observer variability. In this study, a new approach is proposed that performs a global semi-automatic measurement of T2* involving the whole liver extension. Parenchyma is automatically segmented by an adaptive fuzzy-clustering algorithm. The liver T2* global value is evaluated using a pixel-wise approach by introducing an appropriate signal decay model. The proposed method was tested on a synthetic software model and on MR images acquired from 30 thalassemia major patients. The methods was demonstrated to increase the measure precision in T2* assessment and to significantly reduce the intra- and inter- observer variability.
Keywords :
adaptive signal processing; biomedical MRI; fuzzy logic; iron; liver; medical computing; medical image processing; pattern clustering; Fe; T2* MRI; adaptive fuzzy clustering algorithm; automatic parenchyma segmentation; global semiautomatic measurement; liver iron overload assessment; magnetic resonance imaging; signal decay model; synthetic software model; thalassemia major patients; Biopsy; Heart; Image segmentation; Iron; Liver; Magnetic resonance imaging; Performance evaluation; Physiology; Robustness; SQUIDs; Humans; Iron; Iron Overload; Liver; Magnetic Resonance Imaging; Phantoms, Imaging; Software; Thalassemia;
Conference_Titel :
Engineering in Medicine and Biology Society, 2007. EMBS 2007. 29th Annual International Conference of the IEEE
Conference_Location :
Lyon
Print_ISBN :
978-1-4244-0787-3
DOI :
10.1109/IEMBS.2007.4352934