Use of Machine-learning Algorithms, Biomarkers and Measures of Quality of Life to Personalize Medical Management of Liver and Heart Transplant Recipients

Trial statusNot yet recruiting
Trial phaseNot listed
Trial typeObservational
Biological sexAll
Age18+
SponsorIRCCS Azienda Ospedaliero-Universitaria di Bologna

About this trial

This is an observational, low risk tissue based, non-pharmacological, retrospective-prospective study for adults heart and liver transplant patients, related to IRCCS Azienda Ospedaliero-Universitaria di Bologna (IRCCS AOUBO).

This clinical study is part of the national multicentric project DARE. The project has the wide overarching aim to develop digital solutions for personalized healthcare.

Eligibility criteria

This trial does not accept healthy volunteers

Qualifiers

None

Disqualifiers

None

Trial population

In the retrospective phase we will include all patients receiving heart or liver transplantation between January 2008 and December 2020 and surviving at least 6 months after surgery. In the prospective phase we will consider for enrolment all patients with heart or liver transplantation actively on follow-up at IRCCS AOUBO from January 2024 and January 2026.

Trial design

Design model

Cohort

Time perspective

Other

Treatments tested in this trial

Not listed

Trial groups

No trial groups listed

Trial outcomes

Primary outcomes

1

Infection

Infection, defined as systemic or organ-specific syndrome characterized by evidence of inflammatory response, abnormal organ function, and need for intravenous antimicrobial treatment, with or without microbiological isolate.

Time frame
4 years
2

Major Cardiovascular Event (MACE)

Major Cardiovascular Event (MACE) defined as, fatal or non-fatal myocardial infarction, ischemic or hemorrhagic stroke, admission for heart failure, new onset arrhythmia, new onset symptoms for peripheral artery diseases

Time frame
4 years
3

New onset malignancy

New onset malignancy, defined as hematopoietic or solid malignant neoplasm, developing after transplantation

Time frame
4 years
4

Chronic graft dysfunction

Chronic graft dysfunction; in HTX recipients defined as onset of one or more of the following: CAV grade 2 or greater as diagnosed by standard of care coronary angiography; diffuse fibrosis with signs of diastolic or systolic left ventricle dysfunction. In LTX we define chronic graft dysfunction as progressive fibrosis, cholestasis and reduced protein synthesis, portal hypertension.

Time frame
4 years

Secondary outcomes

1

ML-Scores as Surrogate Endpoints

The ML-scores developed to predict the primary outcomes will be used as secondary study outcomes for the prospective phase of the study, and will be tested as surrogate endpoints for clinical outcomes. In this approach, we will analyze the association between such defined surrogate endpoints and biomarkers, QoL and cognitive scores, and frailty measurements.

Time frame
4 years

Other outcomes

Sponsors and contacts

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