New criterion for patient selection for transplantation in hepatocellular carcinoma against the background of liver cirrhosis
https://doi.org/10.16931/1995-5464.2025-1-20-30
Abstract
Aim. To develop and justify a new criterion for selecting patients for liver transplantation in cases of hepatocellular carcinoma against the background of cirrhosis in order to improve the accuracy of recurrence prediction and ensure clinically acceptable five-year disease-free and overall survival rates.
Materials and methods. A retrospective analysis was conducted on the results of liver transplantation in 69 patients with cirrhotic hepatocellular carcinoma. The size of the largest tumor, the number of tumors, alpha-fetoprotein level and the maximum LI-RADS score were considered to determine the new selection criteria for patients. New criteria termed “5-6-250/LI-RADS” were developed and compared with regard to their effectiveness with the Milan criteria and the 5-5-500 rule. Sensitivity, specificity, F1-score, C-index, and overall and disease-free survival were calculated.
Results. The proportion of patients meeting the criteria of 5-6-250/LI-RADS, 5-5-500, and the Milan criteria accounted for 65.2%, 60.9%, and 36.2%, respectively. The sensitivity, specificity, C-index, and F1-score for the 5-6-250/LI-RADS were found to be 78%, 100%, 0.89, and 0.87; for the 5-5-500 rule – 78%, 88%, 0.83, and 0.82; for the Milan criteria – 89%, 65%, 0.77, and 0.79, respectively. The five-year disease-free survival rates amounted to 85%, 86%, and 91%, and the five-year overall survival rates accounted for 76%, 79%, and 78%.
Conclusion. The study confirmed the potential of the 5-6-250/LI-RADS rule in enhancing patient selection for liver transplantation in cases of hepatocellular carcinoma. The integration of LI-RADS with traditional parameters demonstrated high sensitivity, specificity, F1-score, and C-index values. This contributes to a more accurate assessment of recurrence risk and expands indications for transplantation. The accuracy and automation of the LI-RADS classification can be improved through increasing the sample, applying machine learning methods, and validation on real data.
About the Authors
S. E. VoskanyanRussian Federation
Sergey E. Voskanyan – Doct. of Sci. (Med.), Professor, Corresponding Member of the Russian Academy of Sciences, Deputy Chief Physician for Surgical Care, Head of Center for Surgery and Transplantation; Head of Department of Surgery with Courses in Oncology, Endoscopy, Surgical Pathology, Clinical Transplantology, and Organ Donation at the Medical and Biological University of Innovation and Continuing Education, A.I. Burnazyan Federal Medical Biophysical Center of the FMBA of Russia.
23, Marshal Novikov str., Moscow, 123098
V. S. Rudakov
Russian Federation
Vladimir S. Rudakov – Cand. of Sci. (Med.), Surgeon, Center for Surgery and Transplantation, A.I. Burnazyan Federal Medical Biophysical Center of the FMBA of Russia.
23, Marshal Novikov str., Moscow, 123098
A. I. Sushkov
Russian Federation
Alexander I. Sushkov – Cand. of Sci. (Med.), Head of Laboratory of New Surgical Technologies, A.I. Burnazyan Federal Medical Biophysical Center of the FMBA of Russia.
23, Marshal Novikov str., Moscow, 123098
M. V. Popov
Russian Federation
Maxim V. Popov – Cand. of Sci. (Med.), Surgeon, Department of X-ray Surgical Methods of Diagnosis and Treatment, A.I. Burnazyan Federal Medical Biophysical Center of the FMBA of Russia.
23, Marshal Novikov str., Moscow, 123098
A. N. Bashkov
Russian Federation
Andrey N. Bashkov – Cand. of Sci. (Med.), Head of the Department of Computer Diagnostics, A.I. Burnazyan Federal Medical Biophysical Center of the FMBA of Russia.
23, Marshal Novikov str., Moscow, 123098
K. K. Gubarev
Russian Federation
Konstantin K. Gubarev – Doct. of Sci. (Med.), Head of Surgical Department, Coordination Center for Human Organ and/or Tissue Donation, A.I. Burnazyan Federal Medical Biophysical Center of the FMBA of Russia.
23, Marshal Novikov str., Moscow, 123098
M. Muktarjan
Russian Federation
Marlen Muktazhan – Surgeon, Surgical Department, Coordination Center for Human Organ and/or Tissue Donation, A.I. Burnazyan Federal Medical Biophysical Center of the FMBA of Russia.
23, Marshal Novikov str., Moscow, 123098
I. Y. Kolychev
Russian Federation
Ilya Y. Kolychev – Cand. of Sci. (Med.), Head of Surgical Department No. 1, A.I. Burnazyan Federal Medical Biophysical Center of the FMBA of Russia.
23, Marshal Novikov str., Moscow, 123098
E. V. Naydenov
Russian Federation
Evgeny V. Naydenov – Cand. of Sci. (Med.), Surgeon, Surgical Department No. 2, A.I. Burnazyan Federal Medical Biophysical Center of the FMBA of Russia.
23, Marshal Novikov str., Moscow, 123098
O. O. Kordonova
Russian Federation
Olga O. Kordonova – Physician-therapist, Surgical Department No. 2, A.I. Burnazyan Federal Medical Biophysical Center of the FMBA of Russia.
23, Marshal Novikov str., Moscow, 123098
M. V. Shabalin
Russian Federation
Maxim V. Shabalin – Cand. of Sci. (Med.), Surgeon, Surgical Department No. 1, A.I. Burnazyan Federal Medical Biophysical Center of the FMBA of Russia.
23, Marshal Novikov str., Moscow, 123098
A. I. Artemyev
Russian Federation
Alexey I. Artemyev – Cand. of Sci. (Med.), Head of Surgical Department No. 2, A.I. Burnazyan Federal Medical Biophysical Center of the FMBA of Russia.
23, Marshal Novikov str., Moscow, 123098
References
1. Sung H., Ferlay J., Siegel R.L., Laversanne M., Soerjomataram I., Jemal A., Bray F. Global Cancer Statistics 2020: GLOBOCAN Estimates of Incidence and Mortality Worldwide for 36 Cancers in 185 Countries. CA Cancer J. Clin. 2021; 71 (3): 209–249. https://doi.org/10.3322/caac.21660
2. Horwitz J.K., Agopian V.G. Indication of liver transplant for HCC: current status and future directions. Curr. Hepatol. Rep. 2024; 23 (1): 185–192. https://doi.org/10.1007/s11901-024-00641-y
3. Voskanyan S.E., Sushkov A.I., Artemiev A.I., Rudakov V.S., Kolyshev I.Yu., Gubarev K.K., Zabezhinskiy D.A., Popov M.V. Liver transplantation program at the Burnasyan Federal Biophysical Center: experience in 500 procedures. Pirogov Russian Journal of Surgery = Khirurgiya. Zhurnal imeni N.I. Pirogova. 2024; 7: 45–60. https://doi.org/10.17116/hirurgia202407145 (In Russian)
4. Voskanyan S.E., Rudakov V.S., Sushkov A.I., Popov M.V., Bashkov A.N., Gubarev K.K., Artemyev A.I., Kolyshev I.Yu., Muktazhan M., Pashkov A.N., Naydenov E.V., Svetlakova D.S. New prognostic model for liver transplantation outcomes in hepatocellular carcinoma. Transplantologiya. The Russian Journal of Transplantation. 2024; 16 (3): 278–290. https://doi.org/10.23873/2074-0506-2024-16-3-278-290 (In Russian)
5. Mazzaferro V., Regalia E., Doci R., Andreola S., Pulvirenti A., Bozzetti F., Montalto F., Ammatuna M., Morabito A., Gennari L. Liver transplantation for the treatment of small hepatocellular carcinomas in patients with cirrhosis. N. Engl. J. Med. 1996; 334 (11): 693–700. https://doi.org/10.1056/NEJM199603143341104
6. Olisov O.D., Novruzbekov M.S., Gulyaev V.A., Lutsyk K.N. The role of calcineurin inhibitors in the progression of hepato-cellular carcinoma after liver transplantation. Transplantologiya. The Russian Journal of Transplantation. 2022; 14 (3): 292–300. https://doi.org/10.23873/2074-0506-2022-14-3-292-300 (In Russian)
7. Voskanyan S.E., Naidenov E.V., Artemiev A.I., Kolyshev I.Yu., Zabezhinsky D.A., Gubarev K.K., Rudakov V.S., Shabalin M.V., Sushkov A.I., Popov M.V., Svetlakova D.S., Maltseva A.P., Muktarzhan M., Sadykhov Z., Vidmer E.V. Long-term results of liver transplantation for hepatocellular cancer. Annaly khirurgicheskoy gepatologii = Annals of HPB Surgery. 2021; 26 (2): 68–82. https://doi.org/10.16931/10.16931/1995-5464.2021-2-68-82 (In Russian)
8. Voskanyan S.E., Sushkov A.I., Artem'ev A.I., Zabezhinskiy D.A., Naidyonov E.V., Bashkov A.N., Chuchuev E.S., Shabalin M.V., Syutkin V.E. Salvage liver transplantation for hepatocellular carcinoma. Pirogov Russian Journal of Surgery = Khirurgiya. Zhurnal imeni N.I. Pirogova. 2019; 10: 21–28. https://doi.org/10.17116/hirurgia201910121 (In Russian)
9. Schima W., Heiken J. LI-RADS v2017 for liver nodules: how we read and report. Cancer Imaging. 2018; 18 (1): 14. https://doi.org/10.1186/s40644-018-0149-5
10. Mazzaferro V., Sposito C., Zhou J., Pinna A.D., De Carlis L., Fan J., Cescon M., Di Sandro S., He Y.F., Lauterio A., Bongini M., Cucchetti A. Metroticket 2.0 model for analysis of competing risks of death after liver transplantation for hepatocellular carcinoma. Gastroenterology. 2018; 154: 128–139. https://doi.org/10.1053/j.gastro.2017.09.025
11. Centonze L., Di Sandro S., Lauterio A., De Carlis R., Sgrazzutti C., Ciulli C., Vella I., Vicentin I., Incarbone N., Bagnardi V., Vanzulli A., De Carlis L. A retrospective single-centre analysis of the oncological impact of LI-RADS classification applied to Metroticket 2.0 calculator in liver transplantation: every nodule matters. Transpl. Int. 2021; 34 (9): 1712–1721. https://doi.org/10.1111/tri.13983
12. Hong C.W., Chernyak V., Choi J.-Y., Lee S., Potu C., Delgado T., Wolfson T., Gamst A., Birnbaum J., Kampalath R., Lall C., Lee J.T., Owen J.W., Aguirre D.A., Mendiratta-Lala M., Davenport M.S., Masch W., Roudenko A., Lewis S.C., Kierans A.S., Hecht E.M., Bashir M.R., Brancatelli G., Douek M.L., Ohliger M.A., Tang A., Cerny M., Fung A., Costa E.A., Corwin M.T., McGahan J.P., Kalb B., Elsayes K.M., Surabhi V.R., Blair K., Marks R.M., Horvat N., Best S., Ash R., Ganesan K., Kagay C.R., Kambadakone A., Wang J., Cruite I., Bijan B., Goodwin M., Cunha G.M., Tamayo-Murillo D., Fowler K.J., Sirlin C.B. A Multicenter assessment of interreader reliability of LI-RADS version 2018 for MRI and CT. Radiology. 2023; 307 (5): e222855. https://doi.org/10.1148/radiol.222855
13. Wang K., Liu Y., Chen H., Yu W., Zhou J., Wang X. Fully automating LI-RADS on MRI with deep learning-guided lesion segmentation, feature characterization, and score inference. Front. Oncol. 2023; 13: 1153241. https://doi.org/10.3389/fonc.2023.1153241
Supplementary files
Review
For citations:
Voskanyan S.E., Rudakov V.S., Sushkov A.I., Popov M.V., Bashkov A.N., Gubarev K.K., Muktarjan M., Kolychev I.Y., Naydenov E.V., Kordonova O.O., Shabalin M.V., Artemyev A.I. New criterion for patient selection for transplantation in hepatocellular carcinoma against the background of liver cirrhosis. Annaly khirurgicheskoy gepatologii = Annals of HPB Surgery. 2025;30(1):20-30. (In Russ.) https://doi.org/10.16931/1995-5464.2025-1-20-30