What can imaging tell us about SARS-Cov-2 infection
Invited
Abstract
Medical imaging provides unique spatial and temporal clues of the severity, progression and long-term consequences of SARS-CoV-2 infection. For these reasons, COVID-19 patients are routinely imaged with computed tomography (CT) or X-ray imaging. Advanced image analytics, especially utilizing hand-crafted or deep learning radiomics extraction of features can help identifying quantitative imaging biomarkers of COVID-19 that can help with clinical decisions.
In this lecture, we will review medical imaging related to COVID-19 and emphaze richness of information that it contains. In particular, we will focus on the need and opportunity for advanced image analytics, which provides unique insight into quantification of the SARS-CoV-2 infection, its extent, and long-term consequences. We will review important achievements of the analyses of ARDS, as well as continued need for further development of new image analytics methodologies that will help managing COVID-19 survivors. We will highlight importance of international collaboration in merging imaging datasets as well as the need for inter-disciplinary approach between physics, radiology and clinical sciences to extract relevant information that helps addressing COVID-19 challenges.
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Presenters
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Robert Jeraj
Department of Medical Physics, University of Wisconsin-Madison, Madison, WI, U.S.A, Department of Medical Physics, University of Wisconsin - Madison, University of Wisconsin - Madison
Authors
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Robert Jeraj
Department of Medical Physics, University of Wisconsin-Madison, Madison, WI, U.S.A, Department of Medical Physics, University of Wisconsin - Madison, University of Wisconsin - Madison
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Zan Klanecek
Faculty of Mathematics and Physics, University of Ljubljana, Ljubljana, Slovenia, Faculty of Mathematics and Physics, University of Ljubljana
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Andrej Studen
Faculty of Mathematics and Physics, University of Ljubljana, Ljubljana, Slovenia, Faculty of Mathematics and Physics, University of Ljubljana
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Stephen S.F. Yip
Department of Medical Physics, University of Wisconsin-Madison, Madison, WI, U.S.A, Department of Medical Physics, University of Wisconsin - Madison