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Invernizzi, Pietro

0000-0003-3262-1998

Mayo Clinic

Division of Gastroenterology and Center for Autoimmune Liver Diseases, Department of Medicine and Surgery, University of Milano-Bicocca, Milan, Italy.

Citations 3

Liver transplant‐free survival according to alkaline phosphatase and GLOBE score in patients with primary biliary cholangitis treated with ursodeoxycholic acid
Veer, Rozanne C. de , Harms, Maren H. , Thorburn, Douglas , Janssen, Harry L.A. , Nevens, Frederik , Lindor, Keith D. , Floreani, Annarosa , Ponsioen, Cyriel Y. , Mayo, Marlyn J. , Parés, Albert , Mason, Andrew L. , Bruns, Tony , Buuren, Henk R. van , Meer, Adriaan J. van der, Group, the Global PBC Study, van der Meer, Adriaan J , Invernizzi, Pietro , Lindor, K D , Mayo, Marlyn J , Mason, Andrew , Hirschfield, Gideon M , Bruns, Tony , Verhelst, Xavier , Corpechot, Christophe , Invernizzi, Pietro , Battezzati, Pier Maria , Kowdley, Kris V. , Trivedi, Palak Jitendrakumar , Hirschfield, Gideon M. , Dalekos, George Ν. , Gatselis, Nikolaos , Verhelst, Xavier , Lammers, Willem J. , Hansen, Bettina E. , Meer, Adriaan J. van der, Group, the Global PBC Study

Alimentary Pharmacology & Therapeutics | September 23, 2022 | Volume: 56 | Issue: 9 | Pages: 1408-1418

10.1111/apt.17226 Get It

SummaryBackgroundAfter 1 year of ursodeoxycholic acid (UDCA), patients with primary biliary cholangitis (PBC) may have a normal GLOBE score despite high alkaline phosphatase (ALP) levels.AimTo assess the association between ALP and liver transplantation (LT)‐free survival according to the GLOBE scoreMethodsAmong patients with a normal or elevated GLOBE score in the Global PBC cohort, the association between ALP after 1 year of UDCA and the risk of LT/death was assessed. The LT‐free survival was compared with that of a matched general population.ResultsAfter 1 year of UDCA, ALP was associated with the risk of LT/death (aHR 1.31, 95% CI 1.003–1.72, p = 0.048) among 2729 patients with a normal GLOBE score. The 10‐year LT‐free survival among these patients with an ALP >2.0 × ULN was 94.0% (95% CI 90.1–97.9) for those <50 years, and 82.6% (95% CI 76.5–88.7) for those ≥50 years, which was significantly lower (p = 0.040) and similar (p = 0.736) to that of the matched population, respectively. The 10‐year LT‐free survival in patients ≥50 years with normal GLOBE score and normal ALP (90.8%, 95% CI 87.7–93.9) was significantly higher (p = 0.022) than the matched population. Among 1045 patients with an elevated GLOBE score, ALP was associated with LT/death only in those <50 years (aHR 1.38, 95% CI 1.06–1.81, p = 0.016).ConclusionThe LT‐free survival of patients with PBC with a normal GLOBE score is optimal in case of normal ALP levels, also in relation to the general population. Despite their generally favourable prognosis, an elevated ALP level may still indicate a need for add‐on therapy.
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.
Stratification of hepatocellular carcinoma risk in primary biliary cirrhosis: a multicentre international study
Lammers, Willem J. , Buuren, Henk R. van , Parés, Albert , Floreani, Annarosa , Janssen, Harry L.A. , Invernizzi, Pietro , Battezzati, Pier Maria , Ponsioen, Cyriel Y. , Poupon, Raoul , Mayo, Marlyn J. , Burroughs, Andrew K. , Nevens, Frederik , Lleò, Ana , Caballería, Llorenç , Lindor, Keith D. , Hirschfield, Gideon M. , Bruns, Tony , Boonstra, Kirsten , Trivedi, Palak Jitendrakumar , Corpechot, Christophe , Mason, Andrew L. , Kowdley, Kris V. , Hansen, Bettina E. , Bruns, Tony , Invernizzi, Pietro , Hirschfield, Gideon M

Gut | January 8, 2015 | Volume: 65 | Issue: 2 | Pages: 321-329

10.1136/gutjnl-2014-308351 Get It

Objective Hepatocellular carcinoma (HCC) is an infrequent yet critical event in primary biliary cirrhosis (PBC); however, predictive tools remain ill-defined. Our objective was to identify candidate risk factors for HCC development in patients with PBC. Design Risk factor analysis was performed in over 15 centres from North America and Europe spanning >40 years observation period using Cox proportional hazards assumptions, logistic regression, and Kaplan-Meier estimates. Results Of 4565 patients with PBC 123 developed HCC, yielding an incidence rate (IR) of 3.4 cases/1000 patient-years. HCC was significantly more common in men (p<0.0001), and on univariate analysis factors at PBC diagnosis associated with future HCC development were male sex (unadjusted HR 2.91, p<0.0001), elevated serum aspartate transaminase (HR 1.24, p<0.0001), advanced disease (HR 2.72, p=0.022), thrombocytopenia (HR 1.65, p<0.0001), and hepatic decompensation (HR 9.89, p<0.0001). As such, non-treatment with ursodeoxycholic acid itself was not associated with cancer development; however, 12-month stratification by biochemical non-response (Paris-I criteria) associated significantly with future risk of HCC (HR 4.52, p<0.0001; IR 6.6 vs 1.4, p<0.0001). Non-response predicted future risk in patients with early stage disease (IR 4.7 vs 1.2, p=0.005), advanced disease (HR 2.79, p=0.02; IR 11.2 vs 4.4, p=0.033), and when restricting the analysis to only male patients (HR 4.44, p<0.001; IR 18.2 vs 5.4, p<0.001). On multivariable analysis biochemical non-response remained the most significant factor predictive of future HCC risk (adjusted HR 3.44, p<0.0001). Conclusions This uniquely powered, internationally representative cohort robustly demonstrates that 12-month biochemical non-response is associated with increased future risk of developing HCC in PBC. Such risk stratification is relevant to patient care and development of new therapies.