Purpose: Patients with myelodysplastic syndromes (MDS) have a survival that can range from months to decades. Prognostic systems that incorporate advanced analytics of clinical, pathologic, and molecular data have the potential to more accurately and dynamically predict survival in patients receiving various therapies., Methods: A total of 1,471 MDS patients with comprehensively annotated clinical and molecular data were included in a training cohort and analyzed using machine learning techniques. A random survival algorithm was used to build a prognostic model, which was then validated in external cohorts. The accuracy of the proposed model, compared with other established models, was assessed using a concordance (c)index., Results: The median age for the training cohort was 71 years. Commonly mutated genes included SF3B1 , TET2 , and ASXL1 . The algorithm identified chromosomal karyotype, platelet, hemoglobin levels, bone marrow blast percentage, age, other clinical variables, seven discrete gene mutations, and mutation number as having prognostic impact on overall and leukemia-free survivals. The model was validated in an independent external cohort of 465 patients, a cohort of patients with MDS treated in a prospective clinical trial, a cohort of patients with paired samples at different time points during the disease course, and a cohort of patients who underwent hematopoietic stem-cell transplantation., Conclusion: A personalized prediction model on the basis of clinical and genomic data outperformed established prognostic models in MDS. The new model was dynamic, predicting survival and leukemia transformation probabilities at different time points that are unique for a given patient, and can upstage and downstage patients into more appropriate risk categories., Competing Interests: Aziz NazhaStock and Other Ownership Interests: AmazonHonoraria: DCI PharmaceuticalsConsulting or Advisory Role: Karyopharm Therapeutics, Tolero PharmaceuticalsSpeakers' Bureau: Novartis, IncyteResearch Funding: Jazz Pharmaceuticals Rami KomrokjiStock and Other Ownership Interests: AbbVieConsulting or Advisory Role: Novartis, Bristol Myers Squibb, Jazz Pharmaceuticals, AbbVie, Geron, Acceleron PharmaSpeakers' Bureau: Jazz Pharmaceuticals, Bristol Myers Squibb, AgiosTravel, Accommodations, Expenses: Jazz Pharmaceuticals, Bristol Myers Squibb, Agios Manja MeggendorferEmployment: MLL Munich Leukemia Laboratory Betty K. HamiltonConsulting or Advisory Role: Syndax, Equilium Sudipto MukherjeeHonoraria: Aplastic Anemia and MDS International Foundation, Celgene/Bristol Myers Squibb, McGraw-Hill Education, Partnership for Health Analytic Research, EUSA PharmaConsulting or Advisory Role: Novartis, CelgeneResearch Funding: Novartis, BMS (formerly Celgene)Travel, Accommodations, Expenses: BMS (formerly Celgene), Novartis, EUSA Pharma Wencke WalterEmployment: Munich Leukemia Laboratory Stephan HutterEmployment: MLL Munich Leukemia Laboratory Eric PadronHonoraria: Stemline Therapeutics, Blueprint MedicinesSpeakers' Bureau: Novartis, Taiho PharmaceuticalResearch Funding: Incyte, Bristol Myers Squibb, Kura Oncology David SallmanConsulting or Advisory Role: Celyad, Agios, AbbVie, Aprea AB, Bristol Myers Squibb, Gilead Sciences, Intellia Therapeutics, Kite, a Gilead Company, Magenta Therapeutics, Novartis, SyndaxSpeakers' Bureau: Agios, Incyte, Bristol Myers SquibbResearch Funding: Celgene, Jazz PharmaceuticalsPatents, Royalties, Other Intellectual Property: Intellectual Property Patent for LB-100 in MDS David P. SteensmaEmployment: Novartis Institutes for BioMedical ResearchStock and Other Ownership Interests: Arrowhead PharmaceuticalsResearch Funding: Aprea AB, Celgene/BMS, H3 Biomedicine Amy DezernConsulting or Advisory Role: Celgene, Novartis, Gilead SciencesResearch Funding: Celgene, Astex PharmaceuticalsTravel, Accommodations, Expenses: AbbVie Gail RobozConsulting or Advisory Role: Janssen, Amgen, Astex Pharmaceuticals, Celgene, MedImmune, Novartis, Pfizer, AbbVie, Bayer, Celltrion, Jazz Pharmaceuticals, Genentech/Roche, Sandoz, Actinium Pharmaceuticals, Astellas Pharma, Bayer, Daiichi Sankyo, MEI Pharma, Otsuka, Takeda, Roche, Agios, GlaxoSmithKline, Bristol Myers Squibb, Helsinn Therapeutics, Mesoblast, Jasper TherapeuticsResearch Funding: AbbVie, Agios, Astex Pharmaceuticals, Celgene, CTI, Karyopharm Therapeutics, MedImmune, MEI Pharma, Moffitt, Novartis, Onconova Therapeutics, Pfizer, Sunesis Pharmaceuticals, Tensha Therapeutics, Cellectis, Cellectis, Janssen, AmphivenaTravel, Accommodations, Expenses: Amphivena, Astex Pharmaceuticals, Janssen, Pfizer, Array BioPharma, Novartis, AbbVie, Jazz Pharmaceuticals, Celgene, Celltrion, Roche/Genentech, Sandoz, Bayer, Clovis Oncology, Amgen, Sunesis Pharmaceuticals, Eisai, Agios Guillermo Garcia-ManeroHonoraria: Celgene, Astex Pharmaceuticals, Acceleron Pharma, Helssin, AbbVieConsulting or Advisory Role: Celgene, Astex Pharmaceuticals, Acceleron Pharma, Jazz Pharmaceuticals, Bristol Myers Squibb, Helsinn TherapeuticsResearch Funding: Celgene, Astex Pharmaceuticals, Amphivena, Helsinn Therapeutics, Novartis, AbbVie, Bristol Myers Squibb, Onconova Therapeutics, H3 Biomedicine, Merck Harry ErbaConsulting or Advisory Role: Agios, Astellas Pharma, Amgen, Celgene, Daiichi Sankyo, Glycomimetics, Immunogen, Incyte, Jazz Pharmaceuticals, Macrogenics, Novartis, AbbVie/Genentech, Janssen Oncology, Pfizer, Trillium Therapeutics, Takeda, Kura OncologySpeakers' Bureau: Agios, Celgene, Incyte, Jazz Pharmaceuticals, Novartis, AbbVie/GenentechResearch Funding: AbbVie, Agios, Amgen, Daiichi Sankyo, FORMA Therapeutics, Gilead/Forty Seven, Immunogen, Jazz Pharmaceuticals, Macrogenics, Novartis, PTC Therapeutics, AbbVie, Glycomimetics, ALX OncologyOther Relationship: Glycomimetics, CelgeneUncompensated Relationships: Daiichi Sankyo Claudia HaferlachEmployment: MLL Munich Leukemia LaboratoryLeadership: MLL Munich Leukemia LaboratoryStock and Other Ownership Interests: MLL Munich Leukemia LaboratoryHonoraria: AstraZeneca Jaroslaw P. MaciejewskiConsulting or Advisory Role: Celgene, Novartis Torsten HaferlachEmployment: MLL Munich Leukemia LaboratoryLeadership: MLL Munich Leukemia LaboratoryConsulting or Advisory Role: Illumina Mikkael A. SekeresThis author is a member of the JCO Editorial Board. Journal policy recused the author from having any role in the peer review of this manuscript.Consulting or Advisory Role: Celgene, Millennium, Pfizer, NovartisResearch Funding: Takeda, Pfizer, Bristol Myers SquibbNo other potential conflicts of interest were reported.