Title :
Structural and diffusion weighted MRI registration for biomarker fusion in Crohn´s disease diagnosis
Author :
Taimouri, Vahid ; Kurugol, Sila ; Clancy, Sean ; Freiman, Moti ; Warfield, Simon K.
Author_Institution :
Med. Sch., Dept. of Radiol., Harvard Univ., Boston, MA, USA
Abstract :
Diffusivity of water molecules estimated from diffusion weighted MRI (DW-MRI) is an important biomarker to pinpoint regions with restricted diffusion such as inflamed bowel regions in patients with Crohn´s Disease (CD). There is a need to fuse the information extracted from DW-MRI with other image modalities, e.g. structural T1w images, for more accurate and efficient diagnosis. However, due to low signal-to-noise ratio, distortion and lower resolution of DW-MR images compared to T1w images, fusion of these image modalities is challenging, especially in turns and folds of the bowel. This paper presents a novel method to register structural T1w and diffusion weighted images, which facilitates the image fusion. Based on the block-matching algorithm, the proposed method first determines multiple candidate matches in a neighborhood, and then iteratively finds the most probable match using additional geometric information. We examined the performance of the proposed method on five patients with confirmed CD. Our method outperformed other state-of-the-art registration methods, i.e. ANTS and Demons. This method has the potential for being a useful tool in structural and DW-MRI data fusion for more accurate CD diagnosis and severity assessment.
Keywords :
biomedical MRI; diseases; image fusion; image matching; image registration; medical image processing; Crohn´s disease diagnosis; Crohn´s disease severity assessment; DW-MR images; biomarker fusion; block matching algorithm; diffusion weighted MRI registration; geometric information; image fusion; inflamed bowel regions; restricted diffusion; structural T1w images; water molecule diffusivity; Biomedical imaging; Diseases; Image segmentation; Magnetic resonance imaging; Radiology; Sensitivity; Abdomen imaging; Crohn´s Disease; Diffusion weighted imaging; Image registration;
Conference_Titel :
Biomedical Imaging (ISBI), 2015 IEEE 12th International Symposium on
Conference_Location :
New York, NY
DOI :
10.1109/ISBI.2015.7163943