2024
Evaluating Molecular and Clinical Predictors in Myelodysplastic Syndromes through Machine Learning Integration
Mosquera Orgueira A, Perez Encinas M, Pérez Míguez C, Crucitti D, Piñeiro Fiel M, Díaz Varela N, Mora E, Díaz-Beyá M, Montoro M, Pomares H, Ramos Ortega F, Tormo M, Jerez A, Nomdedeu J, de Miguel Sanchez C, Arenillas L, Carcel Corella P, Cedena Romero M, Xicoy B, Rivero M, Del Orbe Barreto R, Bewersdorf J, Stahl M, Stempel J, Kewan T, Zeidan A, Diez-Campelo M, Valcarcel D. Evaluating Molecular and Clinical Predictors in Myelodysplastic Syndromes through Machine Learning Integration. Blood 2024, 144: 6683-6683. DOI: 10.1182/blood-2024-198114.Peer-Reviewed Original ResearchLeukemia-free survivalPredictors of OSMyelodysplastic syndromeOverall survivalIPSS-MC-indexFLT3-ITDPredictors of leukemia-free survivalRevised International Prognostic Scoring SystemPrognostication of myelodysplastic syndromesInternational Prognostic Scoring SystemPrognostic Scoring SystemCox regression analysisMolecular dataClinical trial designIPSS-RGenetic variabilityMLL-PTDRandom survival forestPrognostic landscapePrognostic significanceLaboratory parametersAffected prognosisClinical predictorsClinical indices
2015
Genome sequencing in myelodysplastic syndromes: can molecular mutations predict benefit from hypomethylating agent therapy?
Lee EJ, Zeidan AM. Genome sequencing in myelodysplastic syndromes: can molecular mutations predict benefit from hypomethylating agent therapy? Expert Review Of Hematology 2015, 8: 155-158. PMID: 25697572, DOI: 10.1586/17474086.2015.1016905.Peer-Reviewed Reviews, Practice Guidelines, Standards, and Consensus StatementsConceptsMyelodysplastic syndromeHigh-risk myelodysplastic syndromeMolecular mutationsRecurrent molecular mutationsReliable clinical predictorsIndependent prognostic valueMyelodysplastic syndrome patientsUrgent clinical needIdentification of biomarkersAgent therapyClinical predictorsPrognostic valuePrognostic subgroupsSyndrome patientsVariable coursePatientsClinical implicationsTET2 mutationsClinical needSyndromeTherapyRecurrent mutationsBiomarkersHMAsResearch priorities