Cape Town - 2026 ISMRM-ISMRT Annual Meeting and Exhibition
9 May 2026 – 14 May 2026 · Cape Town, South Africa
570-03-184 ISMRM Abstract

Liver Cirrhosis Visual Severity Estimation From MRI With Deep Learning

Primary: Acquisition & Reconstruction - AI methods
Secondary: Analysis Methods - Classification and Prediction
570-03-184 · AI Methods · Wednesday, 13 May, 9:15 AM–10:10 AM · Traditional Posters | Exhibition Hall
Keywords: Liver cirrhosis Artificial Intelligence in MRI Deep Learning in Medical Imaging Severity Estimation
Accepted
Jun Zeng1, Halil Ertugrul Aktas 2, Elif Keles2, Alpay Medetalibeyoglu3, Matthew Antalek2, Amir Borhani2, Daniela P Ladner4, Gorkem Durak2, Ulas Bagci2
1Chongqing University of Posts and Telecommunications, Chongqing, China
2Department of Radiology, Northwestern University Feinberg School of Medicine, Chicago, United States of America
3Department of Medicine, Istanbul Faculty of Medicine, Istanbul, Turkey
4Department of Surgery, Northwestern University Feinberg School of Medicine, Chicago, United States of America
Presenting Author: Halil Ertugrul Aktas

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References

1. Huang, D. Q., Terrault, N. A., Tacke, F., Gluud, L. L., Arrese, M., Bugianesi, E., & Loomba, R. (2023). Global epidemiology of cirrhosis - aetiology, trends and predictions. Nature reviews. Gastroenterology & hepatology, 20(6), 388–398. https://doi.org/10.1038/s41575-023-00759-2 [doi]
2. Liu, Rong et al. WJG. World J Gastroenterol, volume 25, number 12, pages 1432–1530, 2019
3. Lee, S., & Saffo, S. (2023). Evolution of care in cirrhosis: Preventing hepatic decompensation through pharmacotherapy. World journal of gastroenterology, 29(1), 61–74. https://doi.org/10.3748/wjg.v29.i1.61 [doi]
4. Sung, H., Ferlay, J., Siegel, R. L., Laversanne, M., Soerjomataram, I., Jemal, A., & Bray, F. (2021). Global Cancer Statistics 2020: GLOBOCAN Estimates of Incidence and Mortality Worldwide for 36 Cancers in 185 Countries. CA: a cancer journal for clinicians, 71(3), 209–249. https://doi.org/10.3322/caac.21660 [doi]
5. Yang, J. D., Hainaut, P., Gores, G. J., Amadou, A., Plymoth, A., & Roberts, L. R. (2019). A global view of hepatocellular carcinoma: trends, risk, prevention and management. Nature reviews. Gastroenterology & hepatology, 16(10), 589–604. https://doi.org/10.1038/s41575-019-0186-y [doi]
6. Premkumar, M., & Anand, A. C. (2022). Overview of Complications in Cirrhosis. Journal of clinical and experimental hepatology, 12(4), 1150–1174. https://doi.org/10.1016/j.jceh.2022.04.021 [doi]
7. Jha, D., Susladkar, O.K., Gorade, V. et al. Large Scale MRI Collection and Segmentation of Cirrhotic Liver. Sci Data 12, 896 (2025). https://doi.org/10.1038/s41597-025-05201-7 [doi]

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http://echo.ismrm.org/p/ISMRM2026/570-03-184