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
Molecular Testing in Myelodysplastic Syndromes for the Practicing Oncologist: Will the Progress Fulfill the Promise?
Nazha A, Sekeres MA, Gore SD, Zeidan AM. Molecular Testing in Myelodysplastic Syndromes for the Practicing Oncologist: Will the Progress Fulfill the Promise? The Oncologist 2015, 20: 1069-1076. PMID: 26194858, PMCID: PMC4571815, DOI: 10.1634/theoncologist.2015-0067.Peer-Reviewed Reviews, Practice Guidelines, Standards, and Consensus StatementsConceptsMyelodysplastic syndromeRisk stratificationMDS patientsMolecular testingClinical risk stratification toolHeterogeneous hematopoietic neoplasmsPathophysiology of MDSAccurate risk stratificationIndependent prognostic impactRisk stratification toolImportant clinical endpointsDaily clinical practiceDisease phenotypeCurrent prognostic toolsPrediction of responseMDS therapyPracticing OncologistOverall survivalLaboratory parametersPrognostic impactClinical outcomesStratification toolClinical benefitSpecific therapyClinical endpoints