2024
Automated graded prognostic assessment for patients with hepatocellular carcinoma using machine learning
Gross M, Haider S, Ze’evi T, Huber S, Arora S, Kucukkaya A, Iseke S, Gebauer B, Fleckenstein F, Dewey M, Jaffe A, Strazzabosco M, Chapiro J, Onofrey J. Automated graded prognostic assessment for patients with hepatocellular carcinoma using machine learning. European Radiology 2024, 34: 6940-6952. PMID: 38536464, PMCID: PMC11399284, DOI: 10.1007/s00330-024-10624-8.Peer-Reviewed Original ResearchContrast-enhanced magnetic resonance imagingMagnetic resonance imagingClinical staging systemTime of diagnosisHepatocellular carcinomaClinical dataMortality risk predictionOverall survivalStaging systemRadiomic featuresManagement of hepatocellular carcinomaPersonalized follow-up strategiesAssociated with OSMethodsThis retrospective studyHepatocellular carcinoma patientsBaseline magnetic resonance imagingMRI radiomics featuresIndependent validation cohortHarrell's C-indexRisk predictionFollow-up strategiesHigh-risk groupPredictive risk scoreRadiomics feature extractionMedian time
2017
Optimising the clinical strategy for autoimmune liver diseases: Principles of value-based medicine
Carbone M, Cristoferi L, Cortesi PA, Rota M, Ciaccio A, Okolicsanyi S, Gemma M, Scalone L, Cesana G, Fabris L, Colledan M, Fagiuoli S, Ideo G, Belli LS, Munari LM, Mantovani L, Strazzabosco M. Optimising the clinical strategy for autoimmune liver diseases: Principles of value-based medicine. Biochimica Et Biophysica Acta (BBA) - Molecular Basis Of Disease 2017, 1864: 1415-1422. PMID: 28844954, DOI: 10.1016/j.bbadis.2017.08.025.Peer-Reviewed Original ResearchConceptsClinical outcome indicatorsAutoimmune liver diseaseLiver diseaseMajor autoimmune liver diseasesTertiary clinical centersPrimary sclerosing cholangitisPrimary biliary cholangitisDifferent clinical outcomesNatural history studiesValue of careAutoimmune hepatitisClinical practice environmentJesus BanalesMarco MarzioniNicholas LaRussoPeter JansenSclerosing cholangitisBiliary cholangitisConsecutive patientsClinical outcomesMedian timeCare pathwayClinical centersClinical strategiesValue-based medicine