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Abstract #4831

Radiomics of non-contrast bSSFP cine short axis images performs better with end-systolic images in distinguishing infarct and control subjects

Tom Dresselaers1,2, Baptiste Vande Berg1, Sofie Tilborghs3,4, Alexandru Cernicanu5, and Jan Bogaert1,2
1Radiology, UZ Leuven, Leuven, Belgium, 2Dept. of Imaging and Pathology, KU Leuven, Leuven, Belgium, 3Department of Electrical Engineering (ESAT), KU Leuven, Leuven, Belgium, 4Medical Imaging Research Center, UZ Leuven, Leuven, Belgium, 5Philips Benelux, Eindhoven, Netherlands

Synopsis

Keywords: Heart, RadiomicsSeveral studies suggest that radiomics of non-contrast cine balanced steady-state free precession (bSSFP) images allows to detect myocardial infarct patients. Relevant radiomic features vary however without clear knowledge of the underlying causes. Most studies rely on time consuming manual contouring on use end-diastolic images while it was shown that features vary through the heart cycle. In this study we show that radiomics of end-systolic images result in a higher classification accuracy than for end-diastolic images and produce the same result when relying on commercial automated contouring.

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