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Hirsch TZ, Negulescu A, Gupta B, Caruso S, Noblet B, Couchy G, Bayard Q, Meunier L, Morcrette G, Scoazec JY, Blanc JF, Amaddeo G, Nault JC, Bioulac-Sage P, Ziol M, Beaufrère A, Paradis V, Calderaro J, Imbeaud S, Zucman-Rossi J. BAP1 mutations define a homogeneous subgroup of hepatocellular carcinoma with fibrolamellar-like features and activated PKA. J Hepatol 2020; 72:924-936. [PMID: 31862487 DOI: 10.1016/j.jhep.2019.12.006] [Citation(s) in RCA: 36] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/06/2019] [Revised: 12/04/2019] [Accepted: 12/05/2019] [Indexed: 02/06/2023]
Abstract
BACKGROUND & AIMS DNAJB1-PRKACA fusion is a specific driver event in fibrolamellar carcinoma (FLC), a rare subtype of hepatocellular carcinoma (HCC) that occurs in adolescents and young adults. In older patients, molecular determinants of HCC with mixed histological features of HCC and FLC (mixed-FLC/HCC) remain to be discovered. METHODS A series of 151 liver tumors including 126 HCC, 15 FLC, and 10 mixed-FLC/HCC were analyzed by RNAseq and whole-genome- or whole-exome sequencing. Western blots were performed to validate genomic discoveries. Results were validated using the TCGA database. RESULTS Most of the mixed-FLC/HCC RNAseq clustered in a robust subgroup of 17 tumors, which all had mutations or translocations inactivating BAP1, the gene encoding BRCA1-associated protein-1. Like FLC, BAP1-HCC were significantly enriched in females, patients with a lack of chronic liver disease, and fibrotic tumors compared to non-BAP1 HCC. However, patients were older and had a poorer prognosis than those with FLC. BAP1 tumors were immune hot, showed progenitor features and did not show DNAJB1-PRKACA fusion, while almost none of these tumors had mutations in CTNNB1, TP53 and TERT promoter. In contrast, 80% of the BAP1 tumors showed a chromosome gain of PRKACA at 19p13, combined with a loss of PRKAR2A (coding for the inhibitory regulatory subunit of PKA) at 3p21, leading to a high PRKACA/PRKAR2A ratio at the mRNA and protein levels. CONCLUSION We have characterized a subgroup of BAP1-driven HCC with fibrolamellar-like features and a dysregulation of the PKA pathway, which could be at the root of the clinical and histological similarities between BAP1 tumors and DNAJB1-PRKACA FLCs. LAY SUMMARY Herein, we have defined a homogeneous subgroup of hepatocellular carcinomas in which the BAP1 gene is inactivated. This leads to the development of cancers with features similar to those of fibrolamellar carcinoma. These tumors more frequently develop in females without chronic liver disease or cirrhosis. The presence of PKA activation and T cell infiltrates suggest that these tumors could be treated with PKA inhibitors or immunomodulators.
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Affiliation(s)
- Théo Z Hirsch
- Centre de Recherche des Cordeliers, Sorbonne Université, Inserm, Université de Paris, F-75006 Paris, France; Functional Genomics of Solid Tumors laboratory, équipe labellisée Ligue Nationale contre le Cancer, Labex OncoImmunology, F-75006, Paris, France
| | - Ana Negulescu
- Centre de Recherche des Cordeliers, Sorbonne Université, Inserm, Université de Paris, F-75006 Paris, France; Functional Genomics of Solid Tumors laboratory, équipe labellisée Ligue Nationale contre le Cancer, Labex OncoImmunology, F-75006, Paris, France
| | - Barkha Gupta
- Centre de Recherche des Cordeliers, Sorbonne Université, Inserm, Université de Paris, F-75006 Paris, France; Functional Genomics of Solid Tumors laboratory, équipe labellisée Ligue Nationale contre le Cancer, Labex OncoImmunology, F-75006, Paris, France
| | - Stefano Caruso
- Centre de Recherche des Cordeliers, Sorbonne Université, Inserm, Université de Paris, F-75006 Paris, France; Functional Genomics of Solid Tumors laboratory, équipe labellisée Ligue Nationale contre le Cancer, Labex OncoImmunology, F-75006, Paris, France
| | - Bénédicte Noblet
- Centre de Recherche des Cordeliers, Sorbonne Université, Inserm, Université de Paris, F-75006 Paris, France; Functional Genomics of Solid Tumors laboratory, équipe labellisée Ligue Nationale contre le Cancer, Labex OncoImmunology, F-75006, Paris, France
| | - Gabrielle Couchy
- Centre de Recherche des Cordeliers, Sorbonne Université, Inserm, Université de Paris, F-75006 Paris, France; Functional Genomics of Solid Tumors laboratory, équipe labellisée Ligue Nationale contre le Cancer, Labex OncoImmunology, F-75006, Paris, France
| | - Quentin Bayard
- Centre de Recherche des Cordeliers, Sorbonne Université, Inserm, Université de Paris, F-75006 Paris, France; Functional Genomics of Solid Tumors laboratory, équipe labellisée Ligue Nationale contre le Cancer, Labex OncoImmunology, F-75006, Paris, France
| | - Léa Meunier
- Centre de Recherche des Cordeliers, Sorbonne Université, Inserm, Université de Paris, F-75006 Paris, France; Functional Genomics of Solid Tumors laboratory, équipe labellisée Ligue Nationale contre le Cancer, Labex OncoImmunology, F-75006, Paris, France
| | - Guillaume Morcrette
- Centre de Recherche des Cordeliers, Sorbonne Université, Inserm, Université de Paris, F-75006 Paris, France; Functional Genomics of Solid Tumors laboratory, équipe labellisée Ligue Nationale contre le Cancer, Labex OncoImmunology, F-75006, Paris, France; Service de Pathologie Pédiatrique, APHP, Hôpital Robert Debré, F-75019 Paris, France
| | - Jean-Yves Scoazec
- Service d'anatomie et de cytologie pathologiques, Gustave Roussy Cancer Center, F-94800 Villejuif, France
| | - Jean-Frédéric Blanc
- Service Hépato-Gastroentérologie et Oncologie Digestive, Hôpital Haut-Lévêque, CHU de Bordeaux, F-33000 Bordeaux, France; Service de Pathologie, Hôpital Pellegrin, CHU de Bordeaux, F-33076 Bordeaux, France; Université Bordeaux, Inserm, Research in Translational Oncology, BaRITOn, F-33076 Bordeaux, France
| | - Giuliana Amaddeo
- Service d'Hépato-Gastro-Entérologie, Hôpital Henri Mondor, APHP, Université Paris Est Créteil, Inserm U955, Institut Mondor de Recherche Biomédicale, F-94010 Créteil, France
| | - Jean-Charles Nault
- Centre de Recherche des Cordeliers, Sorbonne Université, Inserm, Université de Paris, F-75006 Paris, France; Functional Genomics of Solid Tumors laboratory, équipe labellisée Ligue Nationale contre le Cancer, Labex OncoImmunology, F-75006, Paris, France; Service d'Hépatologie, Hôpital Jean Verdier, Hôpitaux Universitaires Paris-Seine-Saint-Denis, APHP, Universitô Sorbonne Paris Nord, F-93140 Bondy, France
| | - Paulette Bioulac-Sage
- Service de Pathologie, Hôpital Pellegrin, CHU de Bordeaux, F-33076 Bordeaux, France; Université Bordeaux, Inserm, Research in Translational Oncology, BaRITOn, F-33076 Bordeaux, France
| | - Marianne Ziol
- Service d'Anatomie Pathologique, Hôpital Jean Verdier, Hôpitaux Universitaires Paris-Seine-Saint-Denis, APHP, Université Sorbonne Paris Nord, F-93140 Bondy, France
| | - Aurélie Beaufrère
- Service de pathologie, Hôpital Beaujon, APHP, F-92110 Clichy, France
| | - Valérie Paradis
- Service de pathologie, Hôpital Beaujon, APHP, F-92110 Clichy, France; Université de Paris, CNRS, Centre de Recherche sur l'Inflammation (CRI), Paris, F-75890, France
| | - Julien Calderaro
- Centre de Recherche des Cordeliers, Sorbonne Université, Inserm, Université de Paris, F-75006 Paris, France; Functional Genomics of Solid Tumors laboratory, équipe labellisée Ligue Nationale contre le Cancer, Labex OncoImmunology, F-75006, Paris, France; Service d'Anatomopathologie, Hôpital Henri Mondor, APHP, Institut Mondor de Recherche Biomédicale, F-94010 Créteil, France
| | - Sandrine Imbeaud
- Centre de Recherche des Cordeliers, Sorbonne Université, Inserm, Université de Paris, F-75006 Paris, France; Functional Genomics of Solid Tumors laboratory, équipe labellisée Ligue Nationale contre le Cancer, Labex OncoImmunology, F-75006, Paris, France
| | - Jessica Zucman-Rossi
- Centre de Recherche des Cordeliers, Sorbonne Université, Inserm, Université de Paris, F-75006 Paris, France; Functional Genomics of Solid Tumors laboratory, équipe labellisée Ligue Nationale contre le Cancer, Labex OncoImmunology, F-75006, Paris, France; Hôpital Européen Georges Pompidou, APHP, F-75015 Paris, France.
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Mulé S, Galletto Pregliasco A, Tenenhaus A, Kharrat R, Amaddeo G, Baranes L, Laurent A, Regnault H, Sommacale D, Djabbari M, Pigneur F, Tacher V, Kobeiter H, Calderaro J, Luciani A. Multiphase Liver MRI for Identifying the Macrotrabecular-Massive Subtype of Hepatocellular Carcinoma. Radiology 2020; 295:562-571. [PMID: 32228294 DOI: 10.1148/radiol.2020192230] [Citation(s) in RCA: 86] [Impact Index Per Article: 21.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
Background The recently described "macrotrabecular-massive" (MTM) histologic subtype of hepatocellular carcinoma (HCC) (MTM-HCC) represents an aggressive form of HCC and is associated with poor survival. Purpose To investigate whether preoperative MRI can help identify MTM-HCCs in patients with HCC. Materials and Methods This retrospective study included patients with HCC treated with surgical resection between January 2008 and February 2018 and who underwent preoperative multiphase contrast material-enhanced MRI. Least absolute shrinkage and selection operator (LASSO)-penalized and multivariable logistic regression analyses were performed to identify clinical, biologic, and imaging features associated with the MTM-HCC subtype. Early recurrence (within 2 years) and overall recurrence were evaluated by using Kaplan-Meier analysis. Multivariable Cox regression analysis was performed to determine predictors of early and overall recurrence. Results One hundred fifty-two patients (median age, 64 years; interquartile range, 56-72 years; 126 men) with 152 HCCs were evaluated. Twenty-six of the 152 HCCs (17%) were MTM-HCCs. LASSO-penalized logistic regression analysis identified substantial necrosis, high serum α-fetoprotein (AFP) level (>100 ng/mL), and Barcelona Clinic Liver Cancer (BCLC) stage B or C as independent features associated with MTM-HCCs. At multivariable analysis, substantial necrosis (odds ratio = 32; 95% confidence interval [CI] = 8.9, 114; P < .001), high serum AFP level (odds ratio = 4.4; 95% CI = 1.3, 16; P = .02), and BCLC stage B or C (odds ratio = 4.2; 95% CI = 1.2, 15; P = .03) were independent predictors of MTM-HCC subtype. Substantial necrosis helped identify 65% (17 of 26; 95% CI: 44%, 83%) of MTM-HCCs (sensitivity) with a specificity of 93% (117 of 126; 95% CI: 87%, 97%). In adjusted models, only the presence of satellite nodules was independently associated with both early (hazard ratio = 3.7; 95% CI: 1.5, 9.4; P = .006) and overall (hazard ratio = 3.0; 95% CI: 1.3, 7.2; P = .01) tumor recurrence. Conclusion At multiphase contrast-enhanced MRI, substantial necrosis helped identify macrotrabecular-massive hepatocellular carcinoma subtype with high specificity. © RSNA, 2020.
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Affiliation(s)
- Sébastien Mulé
- From the Medical Imaging Department, AP-HP, Henri Mondor University Hospital, 51 Avenue du Maréchal de Lattre de Tassigny, 94010 Créteil, France (S.M., A.G.P., R.K., L.B., M.D., F.P., V.T., H.K., A. Luciani); Faculté de Médecine, Université Paris Est Créteil, Créteil, France (S.M., G.A., A. Laurent, D.S., V.T., H.K., J.C., A. Luciani); INSERM IMRB, U 955, Team 18, Créteil, France (S.M., G.A., V.T., J.C., A. Luciani); Laboratoire des Signaux et Systèmes, Paris-Saclay University, Gif sur Yvette, France (A.T.); Hepatology Department, AP-HP, Henri Mondor University Hospital, Créteil, France (G.A., H.R.); Digestive Surgery Department, AP-HP, Henri Mondor University Hospital, Créteil, France (A. Laurent, D.S.); and Pathology Department, AP-HP, Henri Mondor University Hospital, Créteil, France (J.C.)
| | - Athena Galletto Pregliasco
- From the Medical Imaging Department, AP-HP, Henri Mondor University Hospital, 51 Avenue du Maréchal de Lattre de Tassigny, 94010 Créteil, France (S.M., A.G.P., R.K., L.B., M.D., F.P., V.T., H.K., A. Luciani); Faculté de Médecine, Université Paris Est Créteil, Créteil, France (S.M., G.A., A. Laurent, D.S., V.T., H.K., J.C., A. Luciani); INSERM IMRB, U 955, Team 18, Créteil, France (S.M., G.A., V.T., J.C., A. Luciani); Laboratoire des Signaux et Systèmes, Paris-Saclay University, Gif sur Yvette, France (A.T.); Hepatology Department, AP-HP, Henri Mondor University Hospital, Créteil, France (G.A., H.R.); Digestive Surgery Department, AP-HP, Henri Mondor University Hospital, Créteil, France (A. Laurent, D.S.); and Pathology Department, AP-HP, Henri Mondor University Hospital, Créteil, France (J.C.)
| | - Arthur Tenenhaus
- From the Medical Imaging Department, AP-HP, Henri Mondor University Hospital, 51 Avenue du Maréchal de Lattre de Tassigny, 94010 Créteil, France (S.M., A.G.P., R.K., L.B., M.D., F.P., V.T., H.K., A. Luciani); Faculté de Médecine, Université Paris Est Créteil, Créteil, France (S.M., G.A., A. Laurent, D.S., V.T., H.K., J.C., A. Luciani); INSERM IMRB, U 955, Team 18, Créteil, France (S.M., G.A., V.T., J.C., A. Luciani); Laboratoire des Signaux et Systèmes, Paris-Saclay University, Gif sur Yvette, France (A.T.); Hepatology Department, AP-HP, Henri Mondor University Hospital, Créteil, France (G.A., H.R.); Digestive Surgery Department, AP-HP, Henri Mondor University Hospital, Créteil, France (A. Laurent, D.S.); and Pathology Department, AP-HP, Henri Mondor University Hospital, Créteil, France (J.C.)
| | - Rym Kharrat
- From the Medical Imaging Department, AP-HP, Henri Mondor University Hospital, 51 Avenue du Maréchal de Lattre de Tassigny, 94010 Créteil, France (S.M., A.G.P., R.K., L.B., M.D., F.P., V.T., H.K., A. Luciani); Faculté de Médecine, Université Paris Est Créteil, Créteil, France (S.M., G.A., A. Laurent, D.S., V.T., H.K., J.C., A. Luciani); INSERM IMRB, U 955, Team 18, Créteil, France (S.M., G.A., V.T., J.C., A. Luciani); Laboratoire des Signaux et Systèmes, Paris-Saclay University, Gif sur Yvette, France (A.T.); Hepatology Department, AP-HP, Henri Mondor University Hospital, Créteil, France (G.A., H.R.); Digestive Surgery Department, AP-HP, Henri Mondor University Hospital, Créteil, France (A. Laurent, D.S.); and Pathology Department, AP-HP, Henri Mondor University Hospital, Créteil, France (J.C.)
| | - Giuliana Amaddeo
- From the Medical Imaging Department, AP-HP, Henri Mondor University Hospital, 51 Avenue du Maréchal de Lattre de Tassigny, 94010 Créteil, France (S.M., A.G.P., R.K., L.B., M.D., F.P., V.T., H.K., A. Luciani); Faculté de Médecine, Université Paris Est Créteil, Créteil, France (S.M., G.A., A. Laurent, D.S., V.T., H.K., J.C., A. Luciani); INSERM IMRB, U 955, Team 18, Créteil, France (S.M., G.A., V.T., J.C., A. Luciani); Laboratoire des Signaux et Systèmes, Paris-Saclay University, Gif sur Yvette, France (A.T.); Hepatology Department, AP-HP, Henri Mondor University Hospital, Créteil, France (G.A., H.R.); Digestive Surgery Department, AP-HP, Henri Mondor University Hospital, Créteil, France (A. Laurent, D.S.); and Pathology Department, AP-HP, Henri Mondor University Hospital, Créteil, France (J.C.)
| | - Laurence Baranes
- From the Medical Imaging Department, AP-HP, Henri Mondor University Hospital, 51 Avenue du Maréchal de Lattre de Tassigny, 94010 Créteil, France (S.M., A.G.P., R.K., L.B., M.D., F.P., V.T., H.K., A. Luciani); Faculté de Médecine, Université Paris Est Créteil, Créteil, France (S.M., G.A., A. Laurent, D.S., V.T., H.K., J.C., A. Luciani); INSERM IMRB, U 955, Team 18, Créteil, France (S.M., G.A., V.T., J.C., A. Luciani); Laboratoire des Signaux et Systèmes, Paris-Saclay University, Gif sur Yvette, France (A.T.); Hepatology Department, AP-HP, Henri Mondor University Hospital, Créteil, France (G.A., H.R.); Digestive Surgery Department, AP-HP, Henri Mondor University Hospital, Créteil, France (A. Laurent, D.S.); and Pathology Department, AP-HP, Henri Mondor University Hospital, Créteil, France (J.C.)
| | - Alexis Laurent
- From the Medical Imaging Department, AP-HP, Henri Mondor University Hospital, 51 Avenue du Maréchal de Lattre de Tassigny, 94010 Créteil, France (S.M., A.G.P., R.K., L.B., M.D., F.P., V.T., H.K., A. Luciani); Faculté de Médecine, Université Paris Est Créteil, Créteil, France (S.M., G.A., A. Laurent, D.S., V.T., H.K., J.C., A. Luciani); INSERM IMRB, U 955, Team 18, Créteil, France (S.M., G.A., V.T., J.C., A. Luciani); Laboratoire des Signaux et Systèmes, Paris-Saclay University, Gif sur Yvette, France (A.T.); Hepatology Department, AP-HP, Henri Mondor University Hospital, Créteil, France (G.A., H.R.); Digestive Surgery Department, AP-HP, Henri Mondor University Hospital, Créteil, France (A. Laurent, D.S.); and Pathology Department, AP-HP, Henri Mondor University Hospital, Créteil, France (J.C.)
| | - Hélène Regnault
- From the Medical Imaging Department, AP-HP, Henri Mondor University Hospital, 51 Avenue du Maréchal de Lattre de Tassigny, 94010 Créteil, France (S.M., A.G.P., R.K., L.B., M.D., F.P., V.T., H.K., A. Luciani); Faculté de Médecine, Université Paris Est Créteil, Créteil, France (S.M., G.A., A. Laurent, D.S., V.T., H.K., J.C., A. Luciani); INSERM IMRB, U 955, Team 18, Créteil, France (S.M., G.A., V.T., J.C., A. Luciani); Laboratoire des Signaux et Systèmes, Paris-Saclay University, Gif sur Yvette, France (A.T.); Hepatology Department, AP-HP, Henri Mondor University Hospital, Créteil, France (G.A., H.R.); Digestive Surgery Department, AP-HP, Henri Mondor University Hospital, Créteil, France (A. Laurent, D.S.); and Pathology Department, AP-HP, Henri Mondor University Hospital, Créteil, France (J.C.)
| | - Daniele Sommacale
- From the Medical Imaging Department, AP-HP, Henri Mondor University Hospital, 51 Avenue du Maréchal de Lattre de Tassigny, 94010 Créteil, France (S.M., A.G.P., R.K., L.B., M.D., F.P., V.T., H.K., A. Luciani); Faculté de Médecine, Université Paris Est Créteil, Créteil, France (S.M., G.A., A. Laurent, D.S., V.T., H.K., J.C., A. Luciani); INSERM IMRB, U 955, Team 18, Créteil, France (S.M., G.A., V.T., J.C., A. Luciani); Laboratoire des Signaux et Systèmes, Paris-Saclay University, Gif sur Yvette, France (A.T.); Hepatology Department, AP-HP, Henri Mondor University Hospital, Créteil, France (G.A., H.R.); Digestive Surgery Department, AP-HP, Henri Mondor University Hospital, Créteil, France (A. Laurent, D.S.); and Pathology Department, AP-HP, Henri Mondor University Hospital, Créteil, France (J.C.)
| | - Marjane Djabbari
- From the Medical Imaging Department, AP-HP, Henri Mondor University Hospital, 51 Avenue du Maréchal de Lattre de Tassigny, 94010 Créteil, France (S.M., A.G.P., R.K., L.B., M.D., F.P., V.T., H.K., A. Luciani); Faculté de Médecine, Université Paris Est Créteil, Créteil, France (S.M., G.A., A. Laurent, D.S., V.T., H.K., J.C., A. Luciani); INSERM IMRB, U 955, Team 18, Créteil, France (S.M., G.A., V.T., J.C., A. Luciani); Laboratoire des Signaux et Systèmes, Paris-Saclay University, Gif sur Yvette, France (A.T.); Hepatology Department, AP-HP, Henri Mondor University Hospital, Créteil, France (G.A., H.R.); Digestive Surgery Department, AP-HP, Henri Mondor University Hospital, Créteil, France (A. Laurent, D.S.); and Pathology Department, AP-HP, Henri Mondor University Hospital, Créteil, France (J.C.)
| | - Frédéric Pigneur
- From the Medical Imaging Department, AP-HP, Henri Mondor University Hospital, 51 Avenue du Maréchal de Lattre de Tassigny, 94010 Créteil, France (S.M., A.G.P., R.K., L.B., M.D., F.P., V.T., H.K., A. Luciani); Faculté de Médecine, Université Paris Est Créteil, Créteil, France (S.M., G.A., A. Laurent, D.S., V.T., H.K., J.C., A. Luciani); INSERM IMRB, U 955, Team 18, Créteil, France (S.M., G.A., V.T., J.C., A. Luciani); Laboratoire des Signaux et Systèmes, Paris-Saclay University, Gif sur Yvette, France (A.T.); Hepatology Department, AP-HP, Henri Mondor University Hospital, Créteil, France (G.A., H.R.); Digestive Surgery Department, AP-HP, Henri Mondor University Hospital, Créteil, France (A. Laurent, D.S.); and Pathology Department, AP-HP, Henri Mondor University Hospital, Créteil, France (J.C.)
| | - Vania Tacher
- From the Medical Imaging Department, AP-HP, Henri Mondor University Hospital, 51 Avenue du Maréchal de Lattre de Tassigny, 94010 Créteil, France (S.M., A.G.P., R.K., L.B., M.D., F.P., V.T., H.K., A. Luciani); Faculté de Médecine, Université Paris Est Créteil, Créteil, France (S.M., G.A., A. Laurent, D.S., V.T., H.K., J.C., A. Luciani); INSERM IMRB, U 955, Team 18, Créteil, France (S.M., G.A., V.T., J.C., A. Luciani); Laboratoire des Signaux et Systèmes, Paris-Saclay University, Gif sur Yvette, France (A.T.); Hepatology Department, AP-HP, Henri Mondor University Hospital, Créteil, France (G.A., H.R.); Digestive Surgery Department, AP-HP, Henri Mondor University Hospital, Créteil, France (A. Laurent, D.S.); and Pathology Department, AP-HP, Henri Mondor University Hospital, Créteil, France (J.C.)
| | - Hicham Kobeiter
- From the Medical Imaging Department, AP-HP, Henri Mondor University Hospital, 51 Avenue du Maréchal de Lattre de Tassigny, 94010 Créteil, France (S.M., A.G.P., R.K., L.B., M.D., F.P., V.T., H.K., A. Luciani); Faculté de Médecine, Université Paris Est Créteil, Créteil, France (S.M., G.A., A. Laurent, D.S., V.T., H.K., J.C., A. Luciani); INSERM IMRB, U 955, Team 18, Créteil, France (S.M., G.A., V.T., J.C., A. Luciani); Laboratoire des Signaux et Systèmes, Paris-Saclay University, Gif sur Yvette, France (A.T.); Hepatology Department, AP-HP, Henri Mondor University Hospital, Créteil, France (G.A., H.R.); Digestive Surgery Department, AP-HP, Henri Mondor University Hospital, Créteil, France (A. Laurent, D.S.); and Pathology Department, AP-HP, Henri Mondor University Hospital, Créteil, France (J.C.)
| | - Julien Calderaro
- From the Medical Imaging Department, AP-HP, Henri Mondor University Hospital, 51 Avenue du Maréchal de Lattre de Tassigny, 94010 Créteil, France (S.M., A.G.P., R.K., L.B., M.D., F.P., V.T., H.K., A. Luciani); Faculté de Médecine, Université Paris Est Créteil, Créteil, France (S.M., G.A., A. Laurent, D.S., V.T., H.K., J.C., A. Luciani); INSERM IMRB, U 955, Team 18, Créteil, France (S.M., G.A., V.T., J.C., A. Luciani); Laboratoire des Signaux et Systèmes, Paris-Saclay University, Gif sur Yvette, France (A.T.); Hepatology Department, AP-HP, Henri Mondor University Hospital, Créteil, France (G.A., H.R.); Digestive Surgery Department, AP-HP, Henri Mondor University Hospital, Créteil, France (A. Laurent, D.S.); and Pathology Department, AP-HP, Henri Mondor University Hospital, Créteil, France (J.C.)
| | - Alain Luciani
- From the Medical Imaging Department, AP-HP, Henri Mondor University Hospital, 51 Avenue du Maréchal de Lattre de Tassigny, 94010 Créteil, France (S.M., A.G.P., R.K., L.B., M.D., F.P., V.T., H.K., A. Luciani); Faculté de Médecine, Université Paris Est Créteil, Créteil, France (S.M., G.A., A. Laurent, D.S., V.T., H.K., J.C., A. Luciani); INSERM IMRB, U 955, Team 18, Créteil, France (S.M., G.A., V.T., J.C., A. Luciani); Laboratoire des Signaux et Systèmes, Paris-Saclay University, Gif sur Yvette, France (A.T.); Hepatology Department, AP-HP, Henri Mondor University Hospital, Créteil, France (G.A., H.R.); Digestive Surgery Department, AP-HP, Henri Mondor University Hospital, Créteil, France (A. Laurent, D.S.); and Pathology Department, AP-HP, Henri Mondor University Hospital, Créteil, France (J.C.)
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