Bersanelli M, Travaglino E, Meggendorfer M, Matteuzzi T, Sala C, Mosca E, Chiereghin C, Di Nanni N, Gnocchi M, Zampini M, Rossi M, Maggioni G, Termanini A, Angelucci E, Bernardi M, Borin L, Bruno B, Bonifazi F, Santini V, Bacigalupo A, Voso MT, Oliva E, Riva M, Ubezio M, Morabito L, Campagna A, Saitta C, Savevski V, Giampieri E, Remondini D, Passamonti F, Ciceri F, Bolli N, Rambaldi A, Kern W, Kordasti S, Sole F, Palomo L, Sanz G, Santoro A, Platzbecker U, Fenaux P, Milanesi L, Haferlach T, Castellani G, and Della Porta MG
Purpose: Recurrently mutated genes and chromosomal abnormalities have been identified in myelodysplastic syndromes (MDS). We aim to integrate these genomic features into disease classification and prognostication., Methods: We retrospectively enrolled 2,043 patients. Using Bayesian networks and Dirichlet processes, we combined mutations in 47 genes with cytogenetic abnormalities to identify genetic associations and subgroups. Random-effects Cox proportional hazards multistate modeling was used for developing prognostic models. An independent validation on 318 cases was performed., Results: We identify eight MDS groups (clusters) according to specific genomic features. In five groups, dominant genomic features include splicing gene mutations ( SF3B1 , SRSF2 , and U2AF1 ) that occur early in disease history, determine specific phenotypes, and drive disease evolution. These groups display different prognosis (groups with SF3B1 mutations being associated with better survival). Specific co-mutation patterns account for clinical heterogeneity within SF3B1 - and SRSF2 -related MDS. MDS with complex karyotype and/or TP53 gene abnormalities and MDS with acute leukemia-like mutations show poorest prognosis. MDS with 5q deletion are clustered into two distinct groups according to the number of mutated genes and/or presence of TP53 mutations. By integrating 63 clinical and genomic variables, we define a novel prognostic model that generates personally tailored predictions of survival. The predicted and observed outcomes correlate well in internal cross-validation and in an independent external cohort. This model substantially improves predictive accuracy of currently available prognostic tools. We have created a Web portal that allows outcome predictions to be generated for user-defined constellations of genomic and clinical features., Conclusion: Genomic landscape in MDS reveals distinct subgroups associated with specific clinical features and discrete patterns of evolution, providing a proof of concept for next-generation disease classification and prognosis., Competing Interests: Manja MeggendorferEmployment: MLL Munich Leukemia Laboratory Marianna RossiConsulting or Advisory Role: Pfizer, Celgene, IQvia, Janssen Emanuele AngelucciHonoraria: Celgene, Vertex Pharmaceuticals Incorporated (MA) and CRISPR Therapeutics AG (CH)Consulting or Advisory Role: Novartis, Bluebird BioTravel, Accommodations, Expenses: Janssen-Cilag Massimo BernardiHonoraria: CelgeneConsulting or Advisory Role: PfizerTravel, Accommodations, Expenses: Medac, Amgen, Sanofi, Jazz Pharmaceuticals, BioTest, Abbvie, Takeda Lorenza BorinLeadership: CelgeneSpeakers' Bureau: GenzymeTravel, Accommodations, Expenses: Genzyme Benedetto BrunoHonoraria: Jazz Pharmaceuticals, Novartis, AmgenResearch Funding: Amgen Valeria SantiniHonoraria: Celgene/Bristol-Myers Squibb, Novartis, Janssen-CilagConsulting or Advisory Role: Celgene/Bristol-Myers Squibb, Novartis, Menarini, Takeda, PfizerResearch Funding: CelgeneTravel, Accommodations, Expenses: Janssen-Cilag, Celgene Andrea BacigalupoHonoraria: Pfizer, Therakos, Novartis, Sanofi, Jazz Pharmaceuticals, Riemser, Merck Sharp & Dohme, Janssen-Cilag, Gilead Sciences, Kiadis Pharma, Astellas PharmaConsulting or Advisory Role: Novartis, Kiadis Pharma, Gilead Sciences, Astellas PharmaSpeakers' Bureau: Pfizer, Therakos, Novartis, Sanofi, Riemser, Merck Sharp & Dohme, Adienne, Jazz PharmaceuticalsTravel, Accommodations, Expenses: Sanofi, Therakos, Jazz Pharmaceuticals Maria Teresa VosoHonoraria: Celgene/Jazz, AbbvieConsulting or Advisory Role: Celgene/JazzSpeakers' Bureau: CelgeneResearch Funding: Celgene Esther OlivaHonoraria: Celgene, Novartis, Amgen, Alexion PharmaceuticalsConsulting or Advisory Role: Amgen, Celgene, NovartisSpeakers' Bureau: Celgene, NovartisPatents, Royalties, Other Intellectual Property: Royalties for QOL-E instrument Francesco PassamontiSpeakers' Bureau: Novartis, AOP Orphan Pharmaceuticals Niccolò BolliConsulting or Advisory Role: JanssenSpeakers' Bureau: Celgene, Amgen Alessandro RambaldiHonoraria: Amgen, OmerosConsulting or Advisory Role: Amgen, Omeros, Novartis, Astellas Pharma, Jazz PharmaceuticalsTravel, Accommodations, Expenses: Celgene Wolfgang KernEmployment: MLL Munich Leukemia LaboratoryLeadership: MLL Munich Leukemia LaboratoryStock and Other Ownership Interests: MLL Munich Leukemia Laboratory Shahram KordastiHonoraria: Beckman Coulter, GWT-TUD, Alexion PharmaceuticalsConsulting or Advisory Role: Syneos HealthResearch Funding: Celgene, Novartis Guillermo SanzHonoraria: CelgeneConsulting or Advisory Role: Abbvie, Celgene, Helsinn Healthcare, Janssen, Roche, Amgen, Boehringer Ingelheim, Novartis, TakedaSpeakers' Bureau: TakedaResearch Funding: CelgeneTravel, Accommodations, Expenses: Celgene, Takeda, Gilead Sciences, Roche Pharma AG Armando SantoroConsulting or Advisory Role: Bristol-Myers Squibb, Servier, Gilead Sciences, Pfizer, Eisai, Bayer AG, MSD, Sanofi, ArQuleSpeakers' Bureau: Takeda, Roche, Abbvie, Amgen, Celgene, AstraZeneca, ArQule, Lilly, Sandoz, Novartis, Bristol-Myers Squibb, Servier, Gilead Sciences, Pfizer, Eisai, Bayer AG, MSD Uwe PlatzbeckerHonoraria: Celgene/JazzConsulting or Advisory Role: Celgene/JazzResearch Funding: Amgen, Janssen, Novartis, BerGenBio, CelgenePatents, Royalties, Other Intellectual Property: part of a patent for a TFR-2 antibody (Rauner et al. Nature Metabolics 2019)Travel, Accommodations, Expenses: Celgene Pierre FenauxHonoraria: CelgeneResearch Funding: Celgene Torsten HaferlachEmployment: MLL Munich Leukemia LaboratoryLeadership: MLL Munich Leukemia LaboratoryConsulting or Advisory Role: IlluminaNo other potential conflicts of interest were reported.