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Marzioni, Marco

https://orcid.org/0000-0001-6014-6165

Mayo Clinic

Azienda Ospedaliero-Universitaria delle Marche

Citations 6

Machine learning in primary biliary cholangitis: A novel approach for risk stratification
Gerussi, Alessio , Verda, Damiano , Komori, Atsumasa , Inao, Mie , Mochida, Satoshi , Yoshiji, Hitoshi , Lindor, Keith D. , Cazzagon, Nora , Floreani, Annarosa , Marzioni, Marco , Cristoferi, Laura , Valsecchi, Maria Grazia , Hansen, Bettina E. , Carbone, Marco , Namisaki, Tadashi , Lindor, K D , Marzioni, Marco , Vespasiani-Gentilucci, Umberto , Cristoferi, Laura , Tanaka, Atsushi , Invernizzi, Pietro , Bernasconi, Davide P , Carbone, Marco , Abe, Masanori , Hirschfield, Gideon M. , Parés, Albert , Corpechot, Christophe , Alvaro, Domenico , Muselli, Marco , Hansen, Bettina E. , Invernizzi, Pietro

Liver International | December 24, 2021 | Volume: 42 | Issue: 3 | Pages: 615-627

10.1111/liv.15141 Get It

AbstractBackground & AimsMachine learning (ML) provides new approaches for prognostication through the identification of novel subgroups of patients. We explored whether ML could support disease sub‐phenotyping and risk stratification in primary biliary cholangitis (PBC).MethodsML was applied to an international dataset of PBC patients. The dataset was split into a derivation cohort (training set) and a validation cohort (validation set), and key clinical features were analysed. The outcome was a composite of liver‐related death or liver transplantation. ML and standard survival analysis were performed.ResultsThe training set was composed of 11,819 subjects, while the validation set was composed of 1,069 subjects. ML identified four clusters of patients characterized by different phenotypes and long‐term prognosis. Cluster 1 (n = 3566) included patients with excellent prognosis, whereas Cluster 2 (n = 3966) consisted of individuals at worse prognosis differing from Cluster 1 only for albumin levels around the limit of normal. Cluster 3 (n = 2379) included young patients with florid cholestasis and Cluster 4 (n = 1908) comprised advanced cases. Further sub‐analyses on the dynamics of albumin within the normal range revealed that ursodeoxycholic acid‐induced increase of albumin >1.2 x lower limit of normal (LLN) is associated with improved transplant‐free survival.ConclusionsUnsupervised ML identified four novel groups of PBC patients with different phenotypes and prognosis and highlighted subtle variations of albumin within the normal range. Therapy‐induced increase of albumin >1.2 x LLN should be considered a treatment goal.
Proteostasis disturbances and endoplasmic reticulum stress contribute to polycystic liver disease: New therapeutic targets
Santos‐Laso, Álvaro , Izquierdo‐Sánchez, Laura , Rodrigues, Pedro M. , Huang, Bing , Azkargorta, Mikel , Lapitz, Ainhoa , Muñoz-Garrido, Patricia, Arbelaiz, Ander, Caballero‐Camino, Francisco J. , Jiménez-Agüero, Raúl , Argemí, Josepmaria , Aragón, Tomás , Marzioni, Marco , Drenth, Joost P.H. , Bujanda, Luís , Perugorria, María J. , Bañales, Jesús M. , Huang, Bing Q, Marzioni, Marco , Banales, Jesus M , Drenth, Joost P H , Fernández‐Barrena, Maite G. , Elortza, Félix , LaRusso, Nicholas F. , Bujanda, L.

Liver International | May 6, 2020 | Volume: 40 | Issue: 7 | Pages: 1670-1685

10.1111/liv.14485 Get It

Abstract Background & Aims Polycystic liver diseases (PLDs) are genetic disorders characterized by progressive development of multiple biliary cysts. Recently, novel PLD‐causative genes, encoding for endoplasmic reticulum (ER)‐resident proteins involved in protein biogenesis and transport, were identified. We hypothesized that aberrant proteostasis contributes to PLD pathogenesis, representing a potential therapeutic target. Methods ER stress was analysed at transcriptional (qPCR), proteomic (mass spectrometry), morphological (transmission electron microscopy, TEM) and functional (proteasome activity) levels in different PLD models. The effect of ER stress inhibitors [4‐phenylbutyric acid (4‐PBA)] and/or activators [tunicamycin (TM)] was tested in polycystic (PCK) rats and cystic cholangiocytes in vitro. Results The expression levels of unfolded protein response (UPR) components were upregulated in liver tissue from PLD patients and PCK rats, as well as in primary cultures of human and rat cystic cholangiocytes, compared to normal controls. Cystic cholangiocytes showed altered proteomic profiles, mainly related to proteostasis (ie synthesis, folding, trafficking and degradation of proteins), marked enlargement of the ER lumen (by TEM) and hyperactivation of the proteasome. Notably, chronic treatment of PCK rats with 4‐PBA decreased liver weight, as well as both liver and cystic volumes, of animals under baseline conditions or after TM administration compared to controls. In vitro, 4‐PBA downregulated the expression (mRNA) of UPR effectors, normalized proteomic profiles related to protein synthesis, folding, trafficking and degradation and reduced the proteasome hyperactivity in cystic cholangiocytes, reducing their hyperproliferation and apoptosis. Conclusions Restoration of proteostasis in cystic cholangiocytes with 4‐PBA halts hepatic cystogenesis, emerging as a novel therapeutic strategy.
MicroRNA‐506 promotes primary biliary cholangitis–like features in cholangiocytes and immune activation
Erice, Oihane , Muñoz-Garrido, Patricia, Vaquero, Javier , Perugorria, María J. , Fernández‐Barrena, Maite G. , Sáez, Elena , Santos‐Laso, Álvaro , Arbelaiz, Ander, Jiménez-Agüero, Raúl , Fernández‐Irigoyen, Joaquín , Santamaría, Enrique , Torrano, Verónica , Carracedo, Arkaitz , Ananthanarayanan, Meenakshisundaram, Marzioni, Marco , Prìeto, Jesús , Beuers, Ulrich , Bujanda, Luís , Marı́n, José J.G. , Bañales, Jesús M. , Marzioni, Marco , Banales, Jesus M , Elferink, Ronald P.J. Oude , LaRusso, Nicholas F. , Bujanda, L.

Hepatology | September 18, 2017 | Volume: 67 | Issue: 4 | Pages: 1420-1440

10.1002/hep.29533 Get It

Primary biliary cholangitis (PBC) is a chronic cholestatic liver disease associated with autoimmune phenomena targeting intrahepatic bile duct cells (cholangiocytes). Although its etiopathogenesis remains obscure, development of antimitochondrial autoantibodies against pyruvate dehydrogenase complex E2 is a common feature. MicroRNA (miR) dysregulation occurs in liver and immune cells of PBC patients, but its functional relevance is largely unknown. We previously reported that miR‐506 is overexpressed in PBC cholangiocytes and directly targets both Cl – / anion exchanger 2 and type III inositol 1,4,5‐trisphosphate receptor, leading to cholestasis. Here, the regulation of miR‐506 gene expression and its role in cholangiocyte pathophysiology and immune activation was studied. Several proinflammatory cytokines overexpressed in PBC livers (such as interleukin‐8 [IL8], IL12, IL17, IL18, and tumor necrosis factor alpha) stimulated miR‐506 promoter activity in human cholangiocytes, as revealed by luciferase reporter assays. Experimental overexpression of miR‐506 in cholangiocytes dysregulated the cell proteomic profile (by mass spectrometry), affecting proteins involved in different biological processes including mitochondrial metabolism. In cholangiocytes, miR‐506 (1) induced dedifferentiation with down‐regulation of biliary and epithelial markers together with up‐regulation of mesenchymal, proinflammatory, and profibrotic markers; (2) impaired cell proliferation and adhesion; (3) increased oxidative and endoplasmic reticulum stress; (4) caused DNA damage; and (5) sensitized to caspase‐3‐dependent apoptosis induced by cytotoxic bile acids. These events were also associated with impaired energy metabolism in mitochondria (proton leak and less adenosine triphosphate production) and pyruvate dehydrogenase complex E2 overexpression. Coculture of miR‐506 overexpressing cholangiocytes with PBC immunocytes induced activation and proliferation of PBC immunocytes. Conclusion : Different proinflammatory cytokines enhance the expression of miR‐506 in biliary epithelial cells; miR‐506 induces PBC‐like features in cholangiocytes and promotes immune activation, representing a potential therapeutic target for PBC patients. (H epatology 2018;67:1420‐1440)
Genetic association analysis identifies variants associated with disease progression in primary sclerosing cholangitis
Alberts, Rudi , Vries, Elisabeth M. G. de, Goode, Elizabeth C. , Jiang, Xiaojun , Sampaziotis, Fotis , Rombouts, Krista , Böttcher, Katrin , Folseraas, Trine , Weismüller, Tobias J. , Alexander, Graeme, Alvaro, Domenico , Bergquist, Annika , Björkström, Niklas K. , Beuers, Ulrich , Boberg, Kirsten Muri , Bowlus, Christopher L. , Bragazzi, Maria Consiglia , Chazouillères, Olivier , Cheung, Angela , Dalekos, Georgios, Eaton, John E. , Eksteen, Bertus , Ellinghaus, David , Färkkilâ, Martti , Festen, Eleonora A. , Floreani, Annarosa , Franceschet, I., Gotthardt, Daniel , Hoek, Bart van , Holm, Kristian , Hov, Johannes R. , Imhann, Floris , Juran, Brian D., Lenzen, Henrike , Marschall, Hanns–Ulrich , Marzioni, Marco , Melum, Espen , Milkiewicz, Piotr , Müller, Tobias , Parés, Albert , Rupp, Christian , Rust, Christian, Sandford, Richard , Schrumpf, Erik, Silverberg, Mark S. , Srivastava, Brijesh, Sterneck, Martina , Teufel, Andreas , Vallier, Ludovic , Verheij, Joanne , Vila, Arnau Vich , Vries, Boudewijn de, Zachou, Kalliopi , Chapman, Roger W. , Manns, Michael P. , Rushbrook, Simon, Anderson, Carl A. , Karlsen, Tom H. , Ponsioen, Cyriel Y. , Weersma, Rinse K. , Eaton, John, Lazaridis, Konstantinos N. , Ellinghaus, David , Bowlus, Christopher L , Marzioni, Marco , Mason, Andrew L. , Wang, Weiwei , Bjornsson, Einar Stefan , Carbone, Marco , Dalekos, Georgios, Hirschfield, Gideon M. , Hohenester, Simon D. , Invernizzi, Pietro , Lieb, Wolfgang , Liu, Jimmy Z. , Schramm, Christoph , Schreiber, Stefan , Pinzani, Massimo , Franke, André , Bergquist, Annika , Milkiewicz, Piotr , Alvaro, Domenico , Hov, Johannes R , Anderson, Carl A

Gut | August 4, 2017 | Volume: 67 | Issue: 8 | Pages: 1517-1524

10.1136/gutjnl-2016-313598 Get It

Objective Primary sclerosing cholangitis (PSC) is a genetically complex, inflammatory bile duct disease of largely unknown aetiology often leading to liver transplantation or death. Little is known about the genetic contribution to the severity and progression of PSC. The aim of this study is to identify genetic variants associated with PSC disease progression and development of complications. Design We collected standardised PSC subphenotypes in a large cohort of 3402 patients with PSC. After quality control, we combined 130 422 single nucleotide polymorphisms of all patients—obtained using the Illumina immunochip—with their disease subphenotypes. Using logistic regression and Cox proportional hazards models, we identified genetic variants associated with binary and time-to-event PSC subphenotypes. Results We identified genetic variant rs853974 to be associated with liver transplant-free survival (p=6.07×10–9). Kaplan-Meier survival analysis showed a 50.9% (95% CI 41.5% to 59.5%) transplant-free survival for homozygous AA allele carriers of rs853974 compared with 72.8% (95% CI 69.6% to 75.7%) for GG carriers at 10 years after PSC diagnosis. For the candidate gene in the region, RSPO3, we demonstrated expression in key liver-resident effector cells, such as human and murine cholangiocytes and human hepatic stellate cells. Conclusion We present a large international PSC cohort, and report genetic loci associated with PSC disease progression. For liver transplant-free survival, we identified a genome-wide significant signal and demonstrated expression of the candidate gene RSPO3 in key liver-resident effector cells. This warrants further assessments of the role of this potential key PSC modifier gene.
Serum extracellular vesicles contain protein biomarkers for primary sclerosing cholangitis and cholangiocarcinoma
Arbelaiz, Ander, Azkargorta, Mikel , Krawczyk, Marcin , Santos‐Laso, Álvaro , Lapitz, Ainhoa , Perugorria, María J. , González, Esperanza , Jiménez-Agüero, Raúl , Casta, Adelaida La , Ibarra, Cesar , Sanchez‐Campos, Alberto, Jimeno, J.P., Lammert, Frank , Milkiewicz, Piotr , Marzioni, Marco , Marı́n, José J.G. , Martínez, I. Mascarell, Elortza, Félix , Falcón‐Pérez, Juan Manuel , Bujanda, Luís , Bañales, Jesús M. , Erice, Oihane , Macı́as, Rocı́o I.R. , Patel, Tushar , Gores, Gregory J. , Marzioni, Marco , Banales, Jesus M , Falcón-Perez, Juan Manual , Milkiewicz, Piotr , Bujanda, L.

Hepatology | May 26, 2017 | Volume: 66 | Issue: 4 | Pages: 1125-1143

10.1002/hep.29291 Get It

Cholangiocarcinoma (CCA) includes a heterogeneous group of biliary cancers with poor prognosis. Several conditions, such as primary sclerosing cholangitis (PSC), are risk factors. Noninvasive differential diagnosis between intrahepatic CCA and hepatocellular carcinoma (HCC) is sometimes difficult. Accurate noninvasive biomarkers for PSC, CCA, and HCC are not available. In the search for novel biomarkers, serum extracellular vesicles (EV) were isolated from CCA (n = 43), PSC (n = 30), or HCC (n = 29) patients and healthy individuals (control, n = 32); and their protein content was characterized. By using nanoparticle tracking analysis, serum EV concentration was found to be higher in HCC than in all the other groups. Round morphology (by transmission electron microscopy), size (∼180 nm diameter by nanoparticle tracking analysis), and markers (clusters of differentiation 9, 63, and 81 by immunoblot) indicated that most serum EV were exosomes. Proteome profiles (by mass spectrometry) revealed multiple differentially expressed proteins among groups. Several of these proteins showed high diagnostic values with maximum area under the receiver operating characteristic curve of 0.878 for CCA versus control, 0.905 for CCA stage I‐II versus control, 0.789 for PSC versus control, 0.806 for noncirhottic PSC versus control, 0.796 for CCA versus PSC, 0.956 for CCA stage I‐II versus PSC, 0.904 for HCC versus control, and 0.894 for intrahepatic CCA versus HCC. Proteomic analysis of EV derived from CCA human cells in vitro revealed higher abundance of oncogenic proteins compared to EV released by normal human cholangiocytes. Orthotopic implant of CCA human cells in the liver of immunodeficient mice resulted in the release to serum of EV containing some similar human oncogenic proteins. Conclusion : Proteomic signatures found in serum EV of CCA, PSC, and HCC patients show potential usefulness as diagnostic tools. (H epatology 2017;66:1125‐1143).
Inhibition of metalloprotease hyperactivity in cystic cholangiocytes halts the development of polycystic liver diseases
Urribarri, Aura D., Muñoz-Garrido, Patricia, Perugorria, María J. , Erice, Oihane , Merino-Azpitarte, Maite, Arbelaiz, Ander, Lozano, Elisa , Hijona, Elizabeth, Jiménez-Agüero, Raúl , Fernández‐Barrena, Maite G. , Jimeno, J.P., Marzioni, Marco , Marı́n, José J.G. , Masyuk, Tatyana V. , Prìeto, Jesús , Bujanda, Luís , Bañales, Jesús M. , LaRusso, Nicholas F. , Marzioni, Marco , Banales, Jesus M , Bujanda, L.

Gut | January 16, 2014 | Volume: 63 | Issue: 10 | Pages: 1658-1667

10.1136/gutjnl-2013-305281 Get It

Objective Polycystic liver diseases (PCLDs) are genetic disorders characterised by progressive bile duct dilatation and/or cyst development. Their pathogenesis is a consequence of hyperproliferation, hypersecretion and microRNA alterations in cholangiocytes. Here we evaluate the role of matrix metalloproteases (MMPs) in the hepatic cystogenesis of PCLDs. Design Metalloprotease activity was measured by microfluorimetric assays in normal and polycystic cholangiocyte cultures from humans and rats, and gene expression by real time quantitative PCR. The role of cytokines, oestrogens and growth factors present in the cystic fluid of PCLD patients was evaluated for MMP activity. The MMP inhibitor marimastat was examined for cystic expansion in vitro and in polycystic kidney (PCK) rats. Results Polycystic human and rat cholangiocytes displayed increased MMP activity, which was associated with increased mRNA levels of different MMPs. Interleukin (IL)-6 and IL-8, and 17β-oestradiol, all stimulated MMP activity in human cholangiocytes. The presence of antibodies against IL-6 and/or IL-8 receptor/s inhibited baseline MMP hyperactivity of polycystic human cholangiocytes but had no effect on normal human cholangiocytes. MMP-3 was overexpressed in cystic cholangiocytes from PCLD human and PCK rat livers by immunohistochemistry. Marimastat reduced MMP hyperactivity of polycystic human and rat cholangiocytes and blocked the cystic expansion of PCK cholangiocytes cultured in three-dimensions. Chronic treatment of 8-week-old PCK rats with marimastat inhibited hepatic cystogenesis and fibrosis. Conclusions PCLDs are associated with cholangiocyte MMP hyperactivity resulting from autocrine/paracrine stimulation by IL-6 and IL-8. Inhibition of this MMP hyperactivity with marimastat decreased hepatic cystogenesis in vitro and in an animal model of PCLD, offering a potential therapeutic tool.