Collaborative Research Project 10

Principal investigators: Maryellen Giger (University of Chicago), Hui Li (University of Chicago), and Issam El-Naqa (Moffitt Cancer Center)

Visualization & explainability of machine intelligence of COVID-19 for prognosis and monitoring therapy.

Updated January 19, 2024


This collaborative research project is comprised of MIDRC investigators from the University of Chicago and Moffitt Cancer Center who are investigating and developing open AI/ML algorithms for explainability and visualization of COVID, as well as exploring lessons learned from collaborations amongst the disciplines of radiology, medical imaging physics and computer science in confronting a global crisis such as COVID-19. The machine intelligence algorithms being developed by these investigators will ultimately contribute to the diagnosis, prognosis, response assessment and clinical decision making on thoracic radiographs and CTs for COVID-19 and other emerging problems in biomedicine. CRP 10-authored articles have been published in Medical Physics and the Journal of Medical Imaging.

Current plans include

  • Develop machine intelligence for assessing image-based changes over time and assisting in clinical decision making of prognosis and response assessment of long COVID-19 on MRI and ultrasound images, especially of the brain and cardiac systems.

  • Investigate and provide open algorithms for explainability/visualization of long COVID-19 AI on multi-modalities including CXR, CT, MRI, and ultrasound images, especially of the brain and cardiac systems.

  • Rigorously evaluate and rapidly translate these findings to clinical practice to enable the urgent goals of MIDRC.

CRP 10 image.png

El Naqa I, Li H, Fuhrman J, et al. Lessons learned in transitioning to AI in the medical imaging of COVID-19. J Med Imaging (Bellingham). 2021;8(Suppl 1):010902-10902. doi:10.1117/1.JMI.8.S1.010902

Members: Issam el Naqa, PhD, Moffitt Cancer Center, Jordan Fuhrman, PhD, University of Chicago, Maryellen Giger, PhD, (lead), University of Chicago, Naveena Gorre, Moffitt Cancer Center, Hui Li, PhD, University of Chicago, Ravi Madduri, PhD, Argonne National Laboratory, Joel Toledo-Urena, University of Chicago, Emily Townley, AAPM

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CRP 9: Radiomics & machine intelligence of COVID-19 for detection and diagnosis

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CRP 11: Investigation of image-based biomarkers for radiogenomics of COVID-19