DocumentCode
2098376
Title
Volumetric detection of colorectal lesions for noncathartic dual-energy computed tomographic colonography
Author
Nappi, J.J. ; Se Hyung Kim ; Yoshida, Hiroyuki
Author_Institution
Dept. of Imaging, Massachusetts Gen. Hosp., Boston, MA, USA
fYear
2012
fDate
Aug. 28 2012-Sept. 1 2012
Firstpage
3740
Lastpage
3743
Abstract
Noncathartic computed tomographic colonography (CTC) could significantly increase patient adherence to colorectal screening guidelines. However, radiologists find the interpretation of noncathartic CTC images challenging. We developed a fully automated computer-aided detection (CAD) scheme for assisting radiologists with noncathartic CTC. A volumetric method is used to detect lesions within a thick target region encompassing the colonic wall. Dual-energy CTC (DE-CTC) is used to provide more detailed information about the colon than what is possible with conventional CTC. False-positive detections are reduced by use of a random-forest classifier. The effect of the thickness of the target region on detection performance was assessed by use of 22 clinical noncathartic DE-CTC studies including 27 lesions ≥6 mm. The results indicate that the thickness parameter can have significant effect on detection accuracy. Leave-one-patient-out evaluation indicated that the proposed CAD scheme detects colorectal lesions at high accuracy in noncathartic CTC.
Keywords
cancer; computerised tomography; decision trees; image classification; medical image processing; CAD scheme; automated computer-aided detection scheme; clinical noncathartic DE-CTC; colonic wall; colorectal lesions; colorectal screening guidelines; detection performance; dual-energy CTC; false-positive detections; leave-one-patient-out evaluation; noncathartic CTC image; noncathartic dual-energy computed tomographic colonography; patient adherence; radiologists; random-forest classifier; thickness parameter; volumetric detection; Colon; Colonography; Computed tomography; Design automation; Lesions; Materials; Sensitivity; Cathartics; Colon; Colonography, Computed Tomographic; Colorectal Neoplasms; Cone-Beam Computed Tomography; False Positive Reactions; Humans; Radiography, Abdominal;
fLanguage
English
Publisher
ieee
Conference_Titel
Engineering in Medicine and Biology Society (EMBC), 2012 Annual International Conference of the IEEE
Conference_Location
San Diego, CA
ISSN
1557-170X
Print_ISBN
978-1-4244-4119-8
Electronic_ISBN
1557-170X
Type
conf
DOI
10.1109/EMBC.2012.6346780
Filename
6346780
Link To Document