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LEOPARD Prospective Validation Cohort 1

Validation of LEOPARD Predictive Models of Delisting in Liver Transplant Candidates: the LEOPARD Longitudinal Multicentre Prospective Validation Cohort 1, With Bio- and Tissue Collection

Status
Recruiting
Phases
Unknown
Study type
Observational
Source
ClinicalTrials.gov
Registry ID
NCT06723275
Acronym
LEOPARD PVC1
Enrollment
630
Registered
2024-12-09
Start date
2026-07-07
Completion date
2029-04-07
Last updated
2026-07-29

For informational purposes only — not medical advice. Sourced from public registries and may not reflect the latest updates. Terms

Conditions

Decompensated Liver Cirrhosis, Hepato-cellular Carcinoma, Primary Biliary Cholangitis, Primary Sclerosing Cholangitis

Keywords

Liver transplantation, Predictive models, Liver transplantation candidates, prospective longitudinal study

Brief summary

Intro: The present clinical research protocol is part of the LEOPARD European project (Grant n° 101080964 Horizon Europe) which aims to design and validate new predictive models of mortality among liver transplantation (LT) candidates. MELD based-liver graft allocation systems have become increasingly inaccurate over the last decade to predict mortality/dropout of liver transplantation (LT) candidates on the waitlist (WL). Wide disparities in mortality/dropout on the WL also exist across European countries, ranging from 5 to 30% according to transplantation indications. In this setting, the European Commission- Horizon Europe funded-LEOPARD project intends to design new, 2nd generation, AI-machine learning-based predictive models of delisting in LT candidates, to better serve on time patients with the highest risk of dropout on the WL and to improve equity of access to LT across Europe. Hypothesis/Objective The scientific justification of the LEOPARD PVC1 is therefore 1. to build an external cohort of LT candidates to test and validate the LEOPARD models, therefore providing robust evidence for adoption of LEOPARD models by Organ Sharing Organizations (OSOs). 2. to collect granular data, bio- and tissues sampes and images to test last-generation OMICs predictors and radiomics, therefore opening the door to design of 3rd generation, precision medicine-based predictive models. The primary objective of the LEOPARD longitudinal study is to test and validate AI-based 2nd generation LEOPARD predictive models of mortality/drop out on the waitlist in patients with decompensated cirrhosis, or other end-stage chronic liver diseases, and in patients listed for HCC. Method Multicenter Prospective longitudinal study in up to 630 enrolments (in case of replacing participants after inclusion) to obtain 600 patients meeting selection criteria, in 30 hospitals in 5 European countries including France, Italy, The Netherlands, Belgium and Germany.

Interventions

OTHERStandardized assessments, guided tumor biopsy and biobanking

Standardized assessment of Scores * Guided tumor biopsy in patients listed for hepatocellular carcinoma with active tumor at listing in centers not perfoming tumor biopsy on a routine basis * Additional blood sampling for biobanking and subsequent analysis of innovative biomarkers and OMICs * Urine sampling for biobanking and subsequent analysis of innovative biomarkers * Ascite sampling for biobanking and subsequent analysis * Tumor sampling for biobanking and subsequent analysis * Centralized assay for routine biomarkers

OTHERStandardized assessments and biobanking

* Standardized assessment of Scores * Additional blood sampling for biobanking and subsequent analysis of innovative biomarkers and OMICs * Urine sampling for biobanking and subsequent analysis of innovative biomarkers * Ascite sampling for biobanking and subsequent analysis * Tumor sampling for biobanking and subsequent analysis * Centralized assay for routine biomarkers

Sponsors

Assistance Publique - Hôpitaux de Paris
Lead SponsorOTHER
University of Luxembourg
CollaboratorOTHER
Hospital Universitario La Fe
CollaboratorOTHER
ECRIN EUROPEAN CLINICAL RESEARCH INFRASTRUCTURE NETWORK (ECRIN)
CollaboratorUNKNOWN
Ophiomics - Precision Medicine
CollaboratorUNKNOWN
EF CLIF
CollaboratorUNKNOWN
INSERM 1149
CollaboratorUNKNOWN
Institut National de la Santé Et de la Recherche Médicale, France
CollaboratorOTHER_GOV

Study design

Observational model
COHORT
Time perspective
PROSPECTIVE

Eligibility

Sex/Gender
ALL
Age
18 Years to 70 Years
Healthy volunteers
No

Inclusion criteria

* Adult \[age 18;70\] patients listed for: * decompensated cirrhosis as primary diagnosis, irrespective of liver disease etiology (subset1) OR * other end-stage liver diseases requiring LT, listed under MELD offering schemes (subset 2), including notably but not exclusively cholestatic diseases, primary biliary cholangitis, primary sclerosing cholangitis (subset 2) OR * HCC as primary diagnosis, whatever the etiology of the underlying liver disease with or without underlying cirrhosis (subset 3). (HCC diagnosed on Barcelona/EASL criteria or histologically proven. HCC meeting or not Milan criteria, as per center practice.) * Patients registered on national waiting lists under the MELD offering schemes, regardless of extra MELD points are affected or not. * Patient (or trusted person, family member or close relation, if the patient is unable to express consent) who has been informed and signed the informed consent. * Patient affiliated with a health insurance scheme (beneficiary or entitled party).

Exclusion criteria

* Tumor vascular invasion (portal or hepatic veins) evidenced by imaging on pre transplantation work-up, including PVT stage 1 * Extra-hepatic metastasis of HCC, as assessed by sectional imaging, functional imaging (18 FDG PET CT/MRI) or histologically proven * Women who are pregnant or nursing * Patients who are under safeguard of justice or tutorship or curatorship * Patient on AME (state medical aid) * Participation in another trial including other studies proposed as part of the European LEOPARD project (cohort associated to WP1 \& WP5 ("LEOPARD TVDCS") or being in the exclusion period following previous interventional research involving the human person, if applicable

Design outcomes

Primary

MeasureTime frameDescription
Clinical primary endpoint will be a composite of mortality or drop out for being too sick on transplantation waiting list, since kinetics of dropout differs according to LT indications3 months after listing in subsets 1 & 2 ; 12 months after listing in subset 3* 3-month mortality/dropout for being too sick after listing in subsets 1 and 2 * 12-month mortality/dropout for being too sick (tumor progression) after listing in subset 3

Secondary

MeasureTime frameDescription
Number of participants with 6-month mortality/dropout for being too sick (subsets 1 to 3)6 months after listingMortality/Drop out for being too sick (subsets 1 to 3)
Number of participants with 9-month mortality/dropout for too sick in subsets 1, 29 months after listingMortality/dropout for being too sick
Number of participants with 12-month mortality/dropout for too sick in subset 312 months after listingMortality/dropout for being too sick
Causes of death/drop-out for being too sickFrom date of inclusion until date of death from any cause or date of drop-out for being too sick, whichever came first, assessed up to 12 monthsCauses of death/drop-out
Incidence of delisting for patient's decision or clinical improvementFrom date of inclusion until date of delisting for patient's decision or clinical improvement, assessed up to12 monthsDelisting for patient's decision or clinical improvement
Time from listing to death/drop-outFrom date of listing until date of death from any cause or date of drop-out for being too sick, whichever came first, assessed up to 12 monthsDuration from listing to death/dropout (days)
Time to transplantationFrom date of listing until date of transplantation, assessed up to 12 monthsDuration from listing to transplantation (days)
Number of participants with 1-year post transplant survival in subsets 1-212 months after liver transplantationSurvival in subsets 1-2
Number of participants with 9-month HCC recurrence in subset 39 months after liver transplantationHCC recurrence in subset 3
Number of participants with 9-month post transplant survival in subset 39 months after liver transplantationPost transplant survival in subset 3
9-month and 12-month transplant benefit in subsets 3 and 1-2, respectively9 months and 12 months after liver transplantationRelevant comorbidities

Countries

Belgium, France, Germany, Italy, Netherlands

Contacts

CONTACTChristophe DUVOUX, MD-PHD
christophe.duvoux@aphp.fr01 49 81 23 25
CONTACTNihel BERREBEH, Project Manager
nihel.berrebeh@aphp.fr01 40 27 46 20

Outcome results

None listed

Source: ClinicalTrials.gov · Data processed: Jul 30, 2026