Title :
Analysis of MRI data of patients with ADPKD for the volume of the kidneys and of the enclosed cysts
Author :
Hadjidemetriou, Stathis ; Reichardt, Wilfried ; Hennig, Juergen ; Buechert, Martin
Author_Institution :
Dept. of Radiol., Univ. Med. Center Freiburg, Freiburg, Germany
fDate :
March 30 2011-April 2 2011
Abstract :
Autosomal dominant polycystic kidney disease (ADPKD) is characterized by the growth of cysts in the kidneys that increase their volume, disrupt renal function, and lead to kidney failure. So far no efficacious therapy for this condition exists and thus clinical treatment trials are performed. In this work patients participating in such a study were monitored with MRI. The manual data analysis is costly and potentially biased. This work presents a reliable method for the identification of the polycystic kidneys as well as of the enclosed cysts that enables extensive quantification and improves objectivity. The images are first restored for imaging artifacts. The foreground and the region of interest surrounding each kidney is then identified and used to compute its statistical and geometric properties. These are used to initialize and serve as priors for the segmentation. The performance of the method has been demonstrated with 10 datasets from a clinical ADPKD study.
Keywords :
biomedical MRI; diseases; image restoration; image segmentation; kidney; medical image processing; ADPKD patients; MRI data analysis; autosomal dominant polycystic kidney disease; cyst growth; enclosed cysts; image restoration; image segmentation priors; imaging artifacts; kidney failure; kidney volume; polycystic kidney identification; renal function disruption; Image edge detection; Image restoration; Image segmentation; Kidney; Magnetic resonance imaging; Shape; ADPKD; MRI; clinical trials; image segmentation;
Conference_Titel :
Biomedical Imaging: From Nano to Macro, 2011 IEEE International Symposium on
Conference_Location :
Chicago, IL
Print_ISBN :
978-1-4244-4127-3
Electronic_ISBN :
1945-7928
DOI :
10.1109/ISBI.2011.5872540