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Mobley, Constance

0000-0003-3925-4975

Mayo Clinic

Sherrie & Alan Conover Center for Liver Disease & Transplantation, Houston Methodist Hospital, Houston, Texas, USA.

Citations 2

Development and validation of a REcurrent Liver cAncer Prediction ScorE (RELAPSE) following liver transplantation in patients with hepatocellular carcinoma: Analysis of the US Multicenter HCC Transplant Consortium
Tran, Benjamin V. , Moris, Dimitrios , Markovic, Daniela , Zaribafzadeh, Hamed , Lai, Quirino , Florman, Sander , Tabrizian, Parissa , Haydel, Brandy , Ruiz, Richard M., Klintmalm, Göran B. , Lee, David D. , Verna, Elizabeth C. , Halazun, Karim J. , Tevar, Amit D. , Humar, Abhinav , Chapman, William C. , Vachharajani, Neeta , Aucejo, Federico , Lerut, Jan , Nguyen, Mindie H. , Viveiros, André , Schaefer, Benedikt , Hoppe‐Lotichius, Maria , Nydam, Trevor L. , Markmann, James F. , Mobley, Constance M. , Ghobrial, R. Mark , Langnas, Alan N. , Carney, Carol A., Berumen, Jennifer , Sudan, Debra L. , Hong, Johnny C. , Rana, Abbas , Jones, Christopher M. , Fishbein, Thomas , Busuttil, Ronald W. , Barbas, Andrew S. , Lai, Quirino , Florman, Sander S , Tabrizian, Parissa , Haydel, Brandy , Klintmalm, Goran , Lee, David D , Taner, Burcin , Hoteit, Maarouf , Levine, Matthew H , Cillo, Umberto , Verna, Elizabeth C , Halazun, Karim J , Tevar, Amit D , Humar, Abhinav , Chapman, William C , Vachharajani, Neeta , Ciccarelli, Olga , Nguyen, Mindie H , Melcher, Marc L , Viveiros, Andre , Schaefer, Benedikt , Hoppe-Lotichius, Maria , Mittler, Jens , Markmann, James F , Rossi, Massimo , Mobley, Constance , Ghobrial, Mark , Schnickel, Gabriel T , Sudan, Debra L , Hong, Johnny C , Rana, Abbas , Jones, Christopher M , Busuttil, Ronald W , Barbas, Andrew S , Agopian, Vatche G , Moris, Dimitrios , Henao, Ricardo , Ruiz, Richard , Taner, C. Burcin , Vitale, Alessandro , Melcher, Marc L. , Carney, Carol A., Agopian, Vatche G.

Liver Transplantation | April 7, 2023 | Volume: 29 | Issue: 7 | Pages: 683-697

10.1097/lvt.0000000000000145 Get It

HCC recurrence following liver transplantation (LT) is highly morbid and occurs despite strict patient selection criteria. Individualized prediction of post-LT HCC recurrence risk remains an important need. Clinico-radiologic and pathologic data of 4981 patients with HCC undergoing LT from the US Multicenter HCC Transplant Consortium (UMHTC) were analyzed to develop a REcurrent Liver cAncer Prediction ScorE (RELAPSE). Multivariable Fine and Gray competing risk analysis and machine learning algorithms (Random Survival Forest and Classification and Regression Tree models) identified variables to model HCC recurrence. RELAPSE was externally validated in 1160 HCC LT recipients from the European Hepatocellular Cancer Liver Transplant study group. Of 4981 UMHTC patients with HCC undergoing LT, 71.9% were within Milan criteria, 16.1% were initially beyond Milan criteria with 9.4% downstaged before LT, and 12.0% had incidental HCC on explant pathology. Overall and recurrence-free survival at 1, 3, and 5 years was 89.7%, 78.6%, and 69.8% and 86.8%, 74.9%, and 66.7%, respectively, with a 5-year incidence of HCC recurrence of 12.5% (median 16 months) and non-HCC mortality of 20.8%. A multivariable model identified maximum alpha-fetoprotein (HR = 1.35 per-log SD, 95% CI,1.22–1.50, p < 0.001), neutrophil-lymphocyte ratio (HR = 1.16 per-log SD, 95% CI,1.04–1.28, p < 0.006), pathologic maximum tumor diameter (HR = 1.53 per-log SD, 95% CI, 1.35–1.73, p < 0.001), microvascular (HR = 2.37, 95%–CI, 1.87–2.99, p < 0.001) and macrovascular (HR = 3.38, 95% CI, 2.41–4.75, p < 0.001) invasion, and tumor differentiation (moderate HR = 1.75, 95% CI, 1.29–2.37, p < 0.001; poor HR = 2.62, 95% CI, 1.54–3.32, p < 0.001) as independent variables predicting post-LT HCC recurrence (C-statistic = 0.78). Machine learning algorithms incorporating additional covariates improved prediction of recurrence (Random Survival Forest C-statistic = 0.81). Despite significant differences in European Hepatocellular Cancer Liver Transplant recipient radiologic, treatment, and pathologic characteristics, external validation of RELAPSE demonstrated consistent 2- and 5-year recurrence risk discrimination (AUCs 0.77 and 0.75, respectively). We developed and externally validated a RELAPSE score that accurately discriminates post-LT HCC recurrence risk and may allow for individualized post-LT surveillance, immunosuppression modification, and selection of high-risk patients for adjuvant therapies.
Outcomes in liver transplant recipients with nonalcoholic fatty liver disease-related HCC: results from the US multicenter HCC transplant consortium
Verna, Elizabeth C. , Phipps, Meaghan , Halazun, Karim J. , Markovic, Daniela , Haydel, Brandy , Ruiz, Richard , Klintmalm, Göran B. , Lee, David D. , Taner, C. Burcin , Tevar, Amit D. , Humar, Abhinav , Chapman, William C. , Vachharajani, Neeta , Aucejo, Federico , Nguyen, Mindie H. , Nydam, Trevor L. , Markmann, James F. , Mobley, Constance M. , Ghobrial, Rafik M. , Langnas, Alan N. , Carney, Carol A., Berumen, Jennifer , Sudan, Debra L. , Hong, Johnny C. , Rana, Abbas , Jones, Christopher M. , Fishbein, Thomas , Busuttil, Ronald W. , Klintmalm, Goran , Lee, David D , Taner, Burcin , Humar, Abhinav , Melcher, Marc L , Mobley, Constance , Schnickel, Gabriel T , Halazun, Karim J , Chapman, William C , Sudan, Debra L , Florman, Sander , Hoteit, Maarouf , Melcher, Marc L. , Agopian, Vatche G.

Liver Transplantation | January 12, 2023 | Volume: 29 | Issue: 1 | Pages: 34-47

10.1097/lvt.0000000000000007 Get It

NAFLD will soon be the most common indication for liver transplantation (LT). In NAFLD, HCC may occur at earlier stages of fibrosis and present with more advanced tumor stage, raising concern for aggressive disease. Thus, adult LT recipients with HCC from 20 US centers transplanted between 2002 and 2013 were analyzed to determine whether NAFLD impacts recurrence-free post-LT survival. Five hundred and thirty-eight (10.8%) of 4981 total patients had NAFLD. Patients with NAFLD were significantly older (63 vs. 58, p<0.001), had higher body mass index (30.5 vs. 27.4, p<0.001), and were more likely to have diabetes (57.3% vs. 28.8%, p<0.001). Patients with NAFLD were less likely to receive pre-LT locoregional therapy (63.6% vs. 72.9%, p<0.001), had higher median lab MELD (15 vs. 13, p<0.001) and neutrophil-lymphocyte ratio (3.8 vs. 2.9, p<0.001), and were more likely to have their maximum pre-LT alpha fetoprotein at time of LT (44.1% vs. 36.1%, p<0.001). NAFLD patients were more likely to have an incidental HCC on explant (19.4% vs. 10.4%, p<0.001); however, explant characteristics including tumor differentiation and vascular invasion were not different between groups. Comparing NAFLD and non-NAFLD patients, the 1, 3, and 5-year cumulative incidence of recurrence (3.1%, 9.1%, 11.5% vs. 4.9%, 10.1%, 12.6%, p=0.36) and recurrence-free survival rates (87%, 76%, and 67% vs. 87%, 75%, and 67%, p=0.97) were not different. In competing risks analysis, NAFLD did not significantly impact recurrence in univariable (HR: 0.88, p=0.36) nor in adjusted analysis (HR: 0.91, p=0.49). With NAFLD among the most common causes of HCC and poised to become the leading indication for LT, a better understanding of disease-specific models to predict recurrence is needed. In this NAFLD cohort, incidental HCCs were common, raising concerns about early detection. However, despite less locoregional therapy and high neutrophil-lymphocyte ratio, explant tumor characteristics and post-transplant recurrence-free survival were not different compared to non-NAFLD patients.