Background

Recurrent genetic abnormalities are responsible for the pathogenesis of myelodysplastic syndromes (MDS) and their biologic heterogeneity, however current classifications of MDS are still largely based on morphology.Here, we propose a molecular taxonomy of MDS and describe its clinical relevance.

Methods

We assembled a cohort of 3,233 diagnostic MDS or related myeloid neoplasm samples from the International Working Group for the Prognosis of MDS. Gene mutations, copy-number alterations (CNAs) and copy-neutral loss of heterozygosity (cnLOH) events were derived from targeted sequencing of a 152-gene panel. Molecular features were used for unsupervised clustering analysis using Bayesian Dirichlet processes, and the results were manually curated into a rule-based hierarchical classification tree.

Results

We detected oncogenic mutations, CNAs, and cnLOH events in 91, 43, and 11% of patients, respectively. We validated and extended patterns of co-occurrence and mutual exclusivity between gene mutations and CNAs, and further described (i) specific occurrences in cis between gene mutations and cnLOH events, (ii) distinct patterns of co-mutation between the allelic state of a same locus (haploid LOH or cnLOH associated with -7/del(7q)), or of the same mutated gene ( TP53, TET2), and (iii) distinct patterns of co-mutation between hotspots of the same gene ( U2AF1). These patterns informed feature definition for clustering analysis.

We characterized 18 distinct MDS molecular subgroups. The first 16 groups encompassed 86% (n=2,769) of patients and were based on the presence or absence of mutations in 21 genes ( ASXL1, BCOR, BCORL1, DDX41, DNMT3A, EZH2, FLT3, IDH1, IDH2, MLL, MYC, NPM1, SETBP1, SF3B1, SRSF2, STAG2, TET2, TP53, U2AF1, WT1, ZRSR2), and 6 cytogenetic events (inv(3), complex karyotype, der(1;7), -7, del(5q), -Y), as well as LOH at the TP53 and TET2 locus. The molecularly not-otherwise specified (mNOS) group(8%, n=254) corresponded to the presence of other cytogenetic abnormalities and/or mutations in 51 other recurrently mutated genes (>0.5%). The No-event category (6%, n=210) was characterized by the absence of any recurrent drivers in our assay.

Groups ranged in size from 0.5% to 14% of patients and were associated with distinct clinical phenotypes ( Fig 1A) and outcomes ( Fig 1B). The median bone marrow blast percentage across groups ranged from 1.5 to 10%, the median overall survival (OS) from 0.9 to 8.2 years, and the 2-year rate of leukemic transformation from 0 to 40%. The representation of molecular groups within blast strata (<5%, 5-9%, 10-19% blast percentages) was highly heterogeneous: 7, 8, and 9 different groups accounted for more than 5% of patients within each blast stratum, respectively. The prognostic impact of blast counts on outcomes depended on the molecular subgroups. Among the 12 molecular groups with at least 10 patients with outcome data in all 3 blast strata, blast count was prognostically significant in 8 of those groups ( SF3B1, CCUS-like, del(5q), bi-TET2, mNOS, BCOR/L1, IDH-STAG2, TP53-complex) and was not significant in 4 groups ( EZH2-ASXL1, -7/SETBP1, DDX41, AML-like). The molecular groups validated established ( TP53-complex, del(5q), SF3B1) and well characterized entities ( DDX41, AML-like), added further evidence to support previously reported subsets ( bi-TET2, der(1;7), CCUS-like), and described novel genetic subsets (-7/ SETBP1, EZH2-ASXL1, IDH-STAG2, BCOR/L1, U2AF157, U2AF134, SRSF2, ZRSR2).

Finally, the MDS molecular groups were used to investigate the genetic heterogeneity of secondary/therapy-related MDS (s/t-MDS) and of myelodysplastic/myeloproliferative neoplasms (MDS/MPN). There were 7 and 6 distinct groups that accounted for more that 5% of patients with s/t-MDS or MDS/MPN, respectively. Within each genetic subgroup, s/t-MDS and MDS/MPN had similar clinical and outcome profiles to primary MDS.

Conclusions

The genetic complexity of MDS can be organized into 18 molecular groups that reflect the underlying genetic basis of the disease. The prognostic influence of bone marrow blasts varied in the individual genetic subgroups, suggesting that the clinical impact of increased blasts depends on the genetic context. The molecular taxonomy derived in this study is clinically relevant and will inform future classification schemas.

Greenberg:Gilead: Consultancy, Research Funding; Novartis: Consultancy, Research Funding; BMS: Consultancy, Research Funding. Nannya:Amelieff Corporation: Speakers Bureau; Daiichi Sankyo Company Limited: Research Funding; Otsuka Pharmaceutical Co., Ltd: Speakers Bureau. Medina-Martínez:Isabl Inc.: Current Employment, Current equity holder in private company, Membership on an entity's Board of Directors or advisory committees. Levine:Isabl Inc: Current Employment. van de Loosdrecht:Roche: Research Funding; BMS: Membership on an entity's Board of Directors or advisory committees, Research Funding; Celgene: Membership on an entity's Board of Directors or advisory committees, Research Funding. Thol:AbbVie: Membership on an entity's Board of Directors or advisory committees; Novartis: Membership on an entity's Board of Directors or advisory committees. Della Porta:Bristol Myers Squibb: Honoraria, Membership on an entity's Board of Directors or advisory committees. Fenaux:Novartis: Consultancy, Honoraria, Research Funding; Jazz: Consultancy, Honoraria, Research Funding; Bristol Myers Squibb: Consultancy, Honoraria, Research Funding; French MDS Group: Honoraria; Janssen: Consultancy, Honoraria, Research Funding; AbbVie: Consultancy, Honoraria, Research Funding. Savona:Taiho: Membership on an entity's Board of Directors or advisory committees; AbbVie Inc.: Membership on an entity's Board of Directors or advisory committees; TG Therapeutics, Inc.: Membership on an entity's Board of Directors or advisory committees, Research Funding; Takeda Pharmaceutical Company: Membership on an entity's Board of Directors or advisory committees, Research Funding; Boehringer Ingelheim: Patents & Royalties; ALX Oncology: Research Funding; Astex Pharmaceuticals: Research Funding; Incyte Corporation: Research Funding; Sierra Oncology, Inc.: Membership on an entity's Board of Directors or advisory committees; Ryvu Therapeutics: Consultancy, Current equity holder in publicly-traded company, Membership on an entity's Board of Directors or advisory committees; Novartis: Membership on an entity's Board of Directors or advisory committees; Karyopharm Therapeutics Inc.: Consultancy, Current equity holder in publicly-traded company, Membership on an entity's Board of Directors or advisory committees; Forma Therapeutics Inc.: Consultancy, Membership on an entity's Board of Directors or advisory committees; Geron Corporation: Membership on an entity's Board of Directors or advisory committees; CTI BioPharma Corp.: Membership on an entity's Board of Directors or advisory committees; Bristol Myers Squibb: Membership on an entity's Board of Directors or advisory committees. Kotsianidis:AbbVie: Consultancy, Honoraria; Novartis: Consultancy, Research Funding; Bristol: Consultancy; Genesis: Consultancy, Honoraria. Santini:BMS, Abbvie, Geron, Gilead, CTI, Otsuka, servier, janssen, Syros: Membership on an entity's Board of Directors or advisory committees. Platzbecker:Roche: Research Funding; BeiGene: Research Funding; Geron: Consultancy, Research Funding; AbbVie: Consultancy; Servier: Consultancy, Honoraria, Research Funding; Silence Therapeutics: Consultancy, Honoraria, Research Funding; Novartis: Consultancy, Honoraria, Research Funding; Bristol Myers Squibb: Consultancy, Honoraria, Membership on an entity's Board of Directors or advisory committees, Other: travel support; medical writing support, Research Funding; MDS Foundation: Membership on an entity's Board of Directors or advisory committees; Fibrogen: Research Funding; Merck: Research Funding; Janssen Biotech: Consultancy, Research Funding; Jazz: Consultancy, Honoraria, Research Funding; Takeda: Consultancy, Honoraria, Research Funding; Celgene: Honoraria; Curis: Consultancy, Research Funding; Amgen: Consultancy, Research Funding; Syros: Consultancy, Honoraria, Research Funding; BMS: Research Funding. Heuser:Certara: Honoraria; Servier: Consultancy; Amgen: Consultancy; Agios: Research Funding; Abbvie: Consultancy, Research Funding; Janssen: Honoraria; Karyopharm: Research Funding; Loxo Oncology: Research Funding; Jazz Pharmaceuticals: Consultancy, Honoraria, Research Funding; PinotBio: Consultancy, Research Funding; Sobi: Honoraria; Pfizer: Consultancy, Honoraria; Novartis: Honoraria; Astellas: Research Funding; BergenBio: Research Funding; Glycostem: Consultancy, Research Funding; Bristol-Myers Squibb: Consultancy, Research Funding; LabDelbert: Consultancy. Voso:Jazz: Speakers Bureau; Novartis: Speakers Bureau; Astra Zeneca: Speakers Bureau; Celgene/BMS: Other: Advisory Board; Syros: Other: Advisory Board; Jazz: Other: Advisory Board; Abbvie: Speakers Bureau; Novartis: Research Funding; Astellas: Speakers Bureau; Celgene/BMS: Research Funding, Speakers Bureau. Gattermann:Takeda: Research Funding; Novartis: Honoraria; BMS: Honoraria. Ebert:Novartis: Research Funding; Abbvie: Consultancy; Skyhawk Therapeutics: Current equity holder in private company, Membership on an entity's Board of Directors or advisory committees; Calico: Research Funding; Neomorph Inc.: Current equity holder in private company, Membership on an entity's Board of Directors or advisory committees; TenSixteen Bio: Current equity holder in private company, Membership on an entity's Board of Directors or advisory committees; Exo Therapeutics: Current equity holder in private company, Membership on an entity's Board of Directors or advisory committees.

Figure 1
Figure 1
View largeDownload slide
2023
Sign in via your Institution