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Kuykendall, Andrew

0000-0002-9040-7415

Mayo Clinic

Moffitt Cancer Center

Citations 31

NCCN Guidelines® Insights: Systemic Mastocytosis, Version 3.2024
Abdelmessieh, Peter, Ali, Haris , Dunbar, Andrew , Revell, Rebecca, Green, Steven D. , Gundabolu, Krishna , Jamieson, Catriona, Kaesberg, Paul, Madanat, Yazan F. , Manchanda, Naveen, McMahon, Brandon , Nadiminti, Kalyan , Palmer, Jeanne , Patel, Anand , Rein, Lindsay , Salit, Rachel B. , Wadleigh, Martha , Wall, Sarah , Bergman, Mary Anne, Hochstetler, Cindy, Patel, Anand , Madanat, Yazan , Gotlib, Jason , Gerds, Aaron T. , Castells, Mariana , George, Tracy I. , Hexner, Elizabeth O. , Jain, Tania , Kuykendall, Andrew , Masárová, Lucia , May, Jori E. , Mohan, Sanjay , Oh, Stephen T. , Patel, Ami B. , Podoltsev, Nikolai , Talpaz, Moshe

Journal of the National Comprehensive Cancer Network | June 11, 2024 | Volume: 22 | Issue: 2D | Pages: No page available

10.6004/jnccn.2024.0030 Get It

Mastocytosis is a heterogeneous group of disorders comprising cutaneous mastocytosis, systemic mastocytosis, and mast cell sarcoma. It is associated with a variety of symptoms related to the release of mast cell mediators and mast cell tissue infiltration. Referral to specialized centers with expertise in the management of mastocytosis and multidisciplinary collaboration with subspecialists (eg, allergists for the management of anaphylaxis and drug hypersensitivities, anesthesiologists for invasive procedures or surgery, high-risk obstetrician for pregnancy) is recommended. The NCCN Guidelines for Systemic Mastocytosis provide evidence- and consensus-based recommendations for the diagnosis and comprehensive care of patients with systemic mastocytosis. The multidisciplinary panel of experts convenes at least once a year to review requested changes to the guidelines from both internal and external entities as well as to discuss data on existing and new therapies. These NCCN Guidelines Insights focus on some of the recent updates to the guidelines.
Trisomy 8 Defines a Distinct Subtype of Myeloproliferative Neoplasms Driven by the MYC–Alarmin Axis
Vincelette, Nicole D. , Yu, Xiaoqing , Moon, Jungwon , Su, Siyuan , Cheng, Chia‐Ho, Sammut, Rinzine , Razabdouski, Tiffany N. , Nguyen, Hai V. , Eksioglu, Erika A. , Ali, Najla Al , Patel, Parth , Lee, Dae Hyun , Nakanishi, Shima , Hyjek, Elizabeth , Murphy, Daniel J. , Lee, Daesung , Kuykendall, Andrew , Moon, Jungwon , Su, Siyuan , Cheng, Chia-Ho , Sammut, Rinzine , Razabdouski, Tiffany N , Nguyen, Hai V , Eksioglu, Erika A , Chan, Onyee , Al Ali, Najla , Patel, Parth C , Lee, Dae H , Nakanishi, Shima , Ferreira, Renan B , Hyjek, Elizabeth , Mo, Qianxing , Cory, Suzanne , Lawrence, Harshani R , Zhang, Ling , Murphy, Daniel J , Komrokji, Rami S , Lee, Daesung , Kaufmann, Scott H , Cleveland, John L , Yun, Seongseok , Chan, Onyee , Zhang, Ling , Komrokji, Rami S. , Kaufmann, Scott H. , Cleveland, John L. , Yun, Seongseok

Blood Cancer Discovery | May 7, 2024 | Volume: 5 | Issue: 4 | Pages: 276-297

10.1158/2643-3230.bcd-23-0210 Get It

Abstract Despite advances in understanding the genetic abnormalities in myeloproliferative neoplasms (MPN) and the development of JAK2 inhibitors, there is an urgent need to devise new treatment strategies, particularly for patients with triple-negative (TN) myelofibrosis (MF) who lack mutations in the JAK2 kinase pathway and have very poor clinical outcomes. Here we report that MYC copy number gain and increased MYC expression frequently occur in TN-MF and that MYC-directed activation of S100A9, an alarmin protein that plays pivotal roles in inflammation and innate immunity, is necessary and sufficient to drive development and progression of MF. Notably, the MYC-S100A9 circuit provokes a complex network of inflammatory signaling that involves numerous hematopoietic cell types in the bone marrow microenvironment. Accordingly, genetic ablation of S100A9 or treatment with small molecules targeting the MYC-S100A9 pathway effectively ameliorates MF phenotypes, highlighting the MYC–alarmin axis as a novel therapeutic vulnerability for this subgroup of MPNs. Significance: This study establishes that MYC expression is increased in TN-MPNs via trisomy 8, that a MYC-S100A9 circuit manifest in these cases is sufficient to provoke myelofibrosis and inflammation in diverse hematopoietic cell types in the BM niche, and that the MYC-S100A9 circuit is targetable in TN-MPNs.
Interferons in the treatment of myeloproliferative neoplasms
Vachhani, Pankit , Mascarenhas, John , Bose, Prithviraj , Yacoub, Abdulraheem , Palmer, Jeanne , Rampal, Raajit K. , Verstovšek, Srđan , Palmer, Jeanne M , Verstovsek, Srdan , Bose, Prithviraj , Mascarenhas, John , Hobbs, Gabriela , Gerds, Aaron T. , Masárová, Lucia , Kuykendall, Andrew , Mesa, Ruben A.

Therapeutic Advances in Hematology | February 20, 2024 | Volume: 15 | Issue: No issue available | Pages: No page available

10.1177/20406207241229588 Get It

Interferons are cytokines with immunomodulatory properties and disease-modifying effects that have been used to treat myeloproliferative neoplasms (MPNs) for more than 35 years. The initial use of interferons was limited due to difficulties with administration and a significant toxicity profile. Many of these shortcomings were addressed by covalently binding polyethylene glycol to the interferon structure, which increases the stability, prolongs activity, and reduces immunogenicity of the molecule. In the current therapeutic landscape, pegylated interferons are recommended for use in the treatment of polycythemia vera, essential thrombocythemia, and primary myelofibrosis. We review recent efficacy, molecular response, and safety data for the two available pegylated interferons, peginterferon alfa-2a (Pegasys) and ropeginterferon alfa-2b-njft (BESREMi). The practical management of interferon-based therapies is discussed, along with our opinions on whether to and how to switch from hydroxyurea to one of these therapies. Key topics and questions related to use of interferons, such as their safety and tolerability, the significance of variant allele frequency, advantages of early treatment, and what the future of interferon therapy may look like, will be examined. Pegylated interferons represent an important therapeutic option for patients with MPNs; however, more research is still required to further refine interferon therapy.
Multicenter Retrospective Analysis of Eosinophilic Myeloid Neoplasms
Molloy, Eoghan, Shomali, William , Cox, Maggie J. , Butterfield, Joseph H. , Catherine, Julien , Deininger, Michael W. , Gao, Juehua , Jia, Fuli, Khoury, Paneez , Komarow, Hirsh D. , Leiva, Orly , Lim, Hana , Marić, Irina, Mishchenko, Elena, Padron, Eric , Panch, Sandhya R. , Perkins, Cecelia , Pongdee, Thanai , Schafer, Andrew I. , Stein, Brady L. , Wang, Sa A. , Helbig, Grzegorz , Hobbs, Gabriela , Kahn, Jean‐Emmanuel , Kuykendall, Andrew , Lefèvre, Guillaume , Marcellino, Bridget K. , Mascarenhas, John , Oh, Stephen T. , Patel, Ami B. , Roufosse, Florence , Verstovšek, Srđan , Zhang, Ling , Gotlib, Jason , Klion, Amy D.

Blood | December 1, 2023 | Volume: 142 | Issue: Supplement 1 | Pages: 4576-4576

10.1182/blood-2023-187092 Get It

Background. Some patients who present with clinical features consistent with idiopathic hypereosinophilic syndrome (HES; absolute eosinophil count (AEC) ≥1.5 x 10 9/L with related end organ damage) are ultimately diagnosed with a myeloid neoplasm. Although FIP1L1::PDGFRA is the most common molecular abnormality in this setting, many other fusion genes, point mutations and cytogenetic abnormalities have been implicated in driving primary (neoplastic) eosinophilia. Given the poor prognosis of these disorders in the absence of treatment and the availability of targeted therapies for many of the driver mutations, it is becoming increasingly important to rapidly identify the underlying genetic alteration. In this regard, the expense and variable sensitivity of molecular diagnostic tests remains problematic. Although clinical features have been reported to distinguish between PDGFRA-associated myeloid neoplasms and D816V KIT-positive systemic mastocytosis with hypereosinophilia, little is known about the clinical phenotypes of other subsets of patients. This multicenter retrospective study aimed to assemble a large cohort of patients with HES secondary to a myeloid neoplasm to explore the utility of clinical and laboratory features in predicting the underlying molecular abnormality. Methods. Retrospective, de-identified data from 16 centers were collected via an online Research Electronic Data Capture repository. Patients and associated data were obtained from in-house research databases and/or electronic medical record searches at each site. Clinical and laboratory data were entered in accordance with local Institutional Review Boards. Inclusion criteria were peripheral blood hypereosinophilia (AEC >1.5 x 10 9/L) on at least two occasions and one of the following: ≥1 confirmed genetic abnormality recurrently associated with primary myeloid neoplasms, other evidence of clonal eosinophilia, or increased blasts (≥2% in the blood or >5% but <20% in the marrow). Patients with acute myeloid leukemia were excluded. Results. A total of 277 patients followed between 1990 and 2022 were included in the analysis. Median length of follow up was 31 months (range <1-356), and 217/277 (78%) were alive at last follow up. The most common genetic abnormality was FIP1L1::PDGFRA (n=131) followed by D816V KIT mutations (n=39) and alterations involving JAK2 (n=22) (Figure 1). Five patients had genetic abnormalities involving two distinct genes recurrently associated with eosinophilic myeloid neoplasms. The overall median age at diagnosis was 55 years (range 12-89) and 79% of the patients were male. When patients with abnormalities involving PDGFRA and PDGFRB were excluded from the analysis, the male predominance was significantly lower at 62% (p<0.001, Fisher's exact test as compared to the data set as a whole). The overall pattern of organ system involvement was similar irrespective of the underlying genetic abnormality with a few notable exceptions. Cardiac involvement was most common in patients with FIP1L1:: PDGFRA, abnormalities involving JAK2 or without pathologic alterations identified (reported in 22%, 32% and 30%, respectively); whereas skin and gastrointestinal involvement, lymphadenopathy and splenomegaly were most frequent in patients with KIT D816V. Laboratory abnormalities also differed between groups. Whereas anemia was the most common blood abnormality (reported in >50% of patients), erythrocytosis was noted primarily in patients with abnormalities involving JAK2. In contrast, circulating blasts were identified in 70% of patient with BCR::ABL1 and 29% of patients with chromosomal abnormalities or KIT D816V, but in <15% of patients in any of the other groups. Whereas peak AEC alone did not discriminate between the different patient groups, the AEC/tryptase ratio was increased in patients with PDGFRA-associated myeloid neoplasms, molecular abnormalities involving JAK2, or chromosomal abnormalities as compared to those with KIT mutations (Figure 2). Conclusions. Despite the limitations of retrospective data analysis, the data from this large multicenter cohort of patients with HES due to a chronic myeloid neoplasm suggest that routine demographic, clinical and laboratory features vary depending on the underlying molecular abnormality. This approach could ultimately help guide empiric therapy when molecular studies are negative or unavailable.
MYC-Alarmin Axis As a Novel Oncogenic Driver in a Subgroup of Triple Negative Myeloproliferative Neoplasms
Yu, Xiaoqing , Moon, Jungwon , Su, Siyuan , Cheng, Chia‐Ho, Sammut, Rinzine , Ali, Najla H. Al, Patel, Parth , Nakanishi, Shima , Lee, Daesung , Su, Siyuan , Patel, Parth C , Vincelette, Nicole D. , Kuykendall, Andrew , Nguyen, Hai V. , Eksioglu, Erika A. , Chan, Onyee , Lee, Dae Hyun , Ferreira, Renan B , Mo, Qianxing , Cory, Suzanne , Lawrence, Harshani R , Zhang, Ling , Murphy, Daniel J. , Komrokji, Rami S. , Kaufmann, Scott H. , Cleveland, John L. , Yun, Seongseok

Blood | December 1, 2023 | Volume: 142 | Issue: Supplement 1 | Pages: 994-994

10.1182/blood-2023-174383 Get It

Primary Myelofibrosis (PMF) is an aggressive myeloproliferative neoplasm (MPN) characterized by constitutional symptoms, cytopenias, splenomegaly, extramedullary hematopoiesis, bone marrow (BM) fibrosis, and a propensity to transform to acute myeloid leukemia (AML). Despite advances in understanding the underlying genetic abnormalities in MPN and the development of JAK2 inhibitors to treat MF, there is an urgent need to devise new treatment strategies, particularly for triple negative myelofibrosis (TN-MF) cases that lack mutations in the JAK2 kinase pathway and who have inferior outcomes. To identify potential oncogenic drivers in TN-MF, we performed cytogenetic analyses and targeted exome sequencing of 98 genes commonly mutated in myeloid malignancies in 584 MF patients identified from the Total Cancer Care database at Moffitt Cancer Center. Notably, there were no significant differences in the somatic mutation profiles (other than JAK2 activating mutations) between TN vs. JAK2/CALR/MPL mutant MF patients. However, trisomy of chromosome 8 occurs more frequently in TN-MF vs. other subtypes (26.7% vs. 6.2%, p=0.0001). To identify oncogenic drivers in trisomy 8+ TN-MF, we performed scRNA-seq analysis from 18,651 cells ( n=15,850 from 3 normal donors and n=2,801 from a trisomy 8+ TN-MF patient) and identified a total of 1,260 genes that are differentially regulated in hematopoietic stem cells (HSCs) of trisomy 8+ TN-MF compared to normal donors. Among these, 131 genes were located on chromosome 8 and MYC was one of the top 5 genes that are significantly upregulated in trisomy 8+ HSCs. Additional immunohistochemistry staining demonstrated that MYC protein levels in BM cells were significantly higher in trisomy 8+ TN-MF patients vs. trisomy 8- patients. To assess whether MYC might be a driver of MPN, we established an Mx1-Cre +/-;Rosa26 LSL-MYC/LSL-MYC transgenic mouse model that inducibly overexpresses MYC in HSCs following treatment of polyinosinic-polycytidylic acid (pIpC). Forced MYC expression induced profound anemia, monocytosis, megakaryocytic atypia, splenomegaly, increased BM collagen deposition/fibrosis, extramedullary hematopoiesis in spleen and liver, and significantly reduced OS vs. Mx1-Cre +/- wild type controls (median OS 258 days vs. not reached (NR), p<0.0001). MYC also promoted expansion of HSCs, myeloid progenitors, and Gr-1 +/CD11b + mature myeloid cells in BM and spleen; thus, MYC was sufficient to provoke MF-like disease independent of JAK2 pathway mutations. Subsequent scRNA-seq analysis of 25,232 cells ( n=13,552 from control and n=11,680 from a MYC transgenic mouse) revealed that S100a9 mRNA levels were increased by MYC in most major hematopoietic cell types. Supporting oncogenic roles of S100A9 in MYC-driven MF, deletion of S100a9 in Mx1-Cre +/-;Rosa26 LSL-MYC/LSL-MYC;S100a9 -/- mice abolished MYC-induced MF phenotypes and significantly improved OS (median OS NR vs. 225 days, p=0.0345). To test whether inhibition of MYC can suppress MF disease progression in vivo, lethally irradiated CD45.1 +/CD45.2 + WT mice were transplanted with BM cells harvested from CD45.2 + Mx1-Cre +/-;Rosa26 LSL-MYC/LSL-MYC mice that were treated with pIpC 20 weeks prior to transplant. MYCi975, a small molecule that inhibits MYC, reduced MYC and S100a9 protein levels in BM and spleen cells. Further, MYCi975 effectively suppressed MYC-driven MF phenotypes and disease progression, and significantly improved OS (median OS NR vs. 252 days, p=0.0109). In summary, our studies are the first to describe an oncogenic role of MYC in MF pathogenesis, where MYC provokes an alarmin-driven inflammatory circuit, and where the MYC-S100A9 axis represents a therapeutic vulnerability for TN-MF patients. Accordingly, our results provide a strong rationale for testing agents targeting MYC or S100A9 in early phase clinical trials in MPNs having increased MYC levels or activity.
A Phase 1 Study of Avapritinib in Combination with Decitabine in Patients with Systemic Mastocytosis with an Associated Hematologic Neoplasm
Ball, Somedeb , Yi, Cecilia Y. Arana , Tashi, Tsewang , Rampal, Raajit K. , Pettit, Kristen , Padron, Eric , Pettit, Kristen , Kuykendall, Andrew , Gotlib, Jason , Yi, Cecilia Arana , DeAngelo, Daniel J. , Volpe, Virginia O. , Komrokji, Rami S.

Blood | December 1, 2023 | Volume: 142 | Issue: Supplement 1 | Pages: 6441-6441

10.1182/blood-2023-184652 Get It

Background and Rationale: Systemic mastocytosis (SM) is a clonal hematologic neoplasm characterized by abnormal accumulation of mast cells which can lead to symptoms related to mast cell degranulation and/or, in the case of advanced systemic mastocytosis (AdvSM), organ dysfunction due to mast cell infiltration. AdvSM is a category of SM comprised of aggressive systemic mastocytosis (ASM), mast cell leukemia (MCL), and SM with an associated hematologic neoplasm (SM-AHN). Among these, SM-AHN is the most common subtype, accounting for approximately 70% of AdvSM. A KIT D816V mutation found in up to 95% of SM cases is the primary oncogenic driver, making it a key therapeutic target. Avapritinib, a highly potent and selective inhibitor of D816V mutant KIT, has demonstrated high rates of rapid, deep, and durable responses in all AdvSM subtypes, including SM-AHN. However, a recent analysis of the EXPLORER study showed that avapritinib-treated patients were still at risk for progression of the AHN component, despite continued control of mast cell disease burden, indicating that combination therapy is likely to be required for optimal control of SM-AHN due to its inherent molecular complexity. Hypomethylating agents (HMA) form the backbone of therapy for advanced myelodysplastic syndrome (MDS) and myelodysplastic/myeloproliferative neoplasm (MDS/MPN), hematologic neoplasms most likely to co-occur with SM in patients (pts) with SM-AHN. To date, the combination of HMA and KIT inhibitors has not been clinically evaluated. In this study, we aim to assess the safety and tolerability of the combination of avapritinib and decitabine in patients with SM-AHN. Study design: The primary objective of the study is to establish the recommended dose (RP2D) of avapritinib in combination with decitabine based on dose-limiting toxicity, overall safety, and clinical activity data. A dose evaluation steering committee (DESC) comprised of participating investigators will review the totality of safety and efficacy data to determine RP2D. Secondary endpoints include SM overall response rate by the end of 6 cycles by the m-IWG consensus criteria and proposed ECNM-AIM criteria ( Gotlib et al., J Allergy Clin Immunol Pract, 2022), as well as incidence and frequency of adverse events. Exploratory endpoints will consist of patient reported outcomes, progression free survival, overall survival, and correlative biomarkers linked to mast cell disease or AHN. Adult pts with a diagnosis of SM-AHN by the WHO 2022 classification criteria will be eligible for inclusion. Eligible pts must have any of the following myeloid AHN per WHO 2022 criteria: MDS, chronic myelomonocytic leukemia, MDS/MPN with neutrophilia, MDS/MPN with SF3B1 mutation and thrombocytosis, or MDS/MPN- not otherwise specified. Patients with MDS must have intermediate, high- or very-high risk by IPSS-R. Patients with very-low or low-risk MDS by IPSS-R must be intolerant/refractory to ESA or have serum EPO > 200 U/L. A baseline platelet count of ≥ 75 x 10 9/L and ≥ 25 x 10 9/L will be required for inclusion in the dose-finding and the dose-expansion phases, respectively (Figure). Key exclusion criteria include a diagnosis of acute myeloid leukemia, history of intracranial hemorrhage or risk of major hemorrhage, prior treatment with avapritinib or decitabine with documented progression in SM or AHN component, respectively, or history of treatment with alternative KIT inhibitor or azacitidine within 4 weeks of study treatment initiation. In the dose finding part of the study, a Bayesian adaptive design will be employed to assess different doses of avapritinib (50 to 200 mg PO daily) in combination with fixed doses of decitabine (oral decitabine/cedazuridine: 35/100 mg/day or intravenous decitabine: 20 mg/m 2/day on days 1-5) in a 28-day treatment cycle. Close attention will be paid to treatment-emergent thrombocytopenia with protocol-driven treatment holds and dose modification strategies employed when platelet count drops below 50 x 10 9/L. After RP2D is determined, an additional 10 patients will be enrolled in the dose expansion phase. Patients with platelet count ≥ 25 x 10 9/L and < 75 x 10 9/L, will receive lead-in dosing with decitabine or decitabine/cedazuridine with the ability to add avapritinib if sufficient platelet thresholds are achieved. This study will open at 7 sites in the United States and is anticipated to open in January 2024.
Data-Driven Harmonization of 2022 Who and ICC Classifications of Myelodysplastic Syndromes/Neoplasms (MDS): A Study By the International Consortium for MDS (icMDS)
Ball, Somedeb , Travaglino, Erica , Ali, Najla H. Al, Fenaux, Pierre , Tinsley-Vance, Sara M., Schwabkey, Zaker , Brunner, Andrew M. , Bennett, John M. , Buckstein, Rena , Hasserjian, Robert P. , Odenike, Olatoyosi , Padron, Eric , Patnaik, Mrinal M. , Stahl, Maximilian , Xu, Mina L. , Sweet, Kendra , Sallman, David A. , Nimer, Stephen D. , Borate, Uma , Gore, Steven D. , Garcia‐Manero, Guillermo , Wang, Sa A. , Foucar, M K, Germing, Ulrich , Haferlach, Torsten , Miyazaki, Yasushi, Iastrebner, Marcelo , Cluzeau, Thomas , Loosdrecht, Arjan A. van de , Lanino, Luca , Bewersdorf, Jan Philipp , Marchetti, Monia , Maggioni, Giulia , Platzbecker, Uwe , Santini, Valeria , Díez‐Campelo, María , Singh, Avani , Jain, Akriti Gupta , Aguirre, Luis E. E. , Tinsley-Vance, Sara M., Chan, Onyee , Xie, Zhuoer , Kuykendall, Andrew , Bejar, Rafael , Carraway, Hetty E. , Dezern, Amy Elizabeth , Griffiths, Elizabeth A. , Halene, Stephanie , Lancet, Jeffrey E. , List, Alan F. , Loghavi, Sanam , Roboz, Gail J. , Sekeres, Mikkael A. , Steensma, David P. , Savona, Michael R. , Taylor, Justin , Hourigan, Christopher S. , Wei, Andrew H. , Sauta, Elisabetta , D'Amico, Saverio , Asti, Gianluca , Castellani, Gastone , Sanz, Guillermo , Efficace, Fabio , Kim, Tae Kon , Daver, Naval , Rozman, Marı́a , Órfão, Alberto , Scheinberg, Phillip , Miyazaki, Yasushi , Kulasekararaj, Austin , Kordasti, Shahram , Adès, Lionel , Zeidan, Amer M. , Komrokji, Rami S. , Della Porta, Matteo Giovanni

Blood | December 1, 2023 | Volume: 142 | Issue: Supplement 1 | Pages: 998-998

10.1182/blood-2023-186580 Get It

Background. The inclusion of gene mutations and chromosomal abnormalities in the 2022 WHO and ICC Classifications of MDS has enhanced diagnostic precision and is expected to improve clinical decision-making process. Although these two systems share similarities, clinically relevant discrepancies still exist and potentially cause inconsistency in their adoption in a clinical setting. In this study on behalf of the International Consortium for MDS (icMDS), we adopted a data-driven approach to provide a harmonization roadmap between the 2022 WHO and ICC classification for MDS. A modified Delphi Process consensus approach is currently ongoing among icMDS experts to finalize a harmonized MDS classification scheme. Methods. We analyzed retrospective international cohorts of patients with a diagnosis of MDS (n=7017) and AML (n=1002) according to WHO 2016 criteria. Hierarchical Dirichlet Processes were applied to define clusters capturing broad dependencies among all gene mutations and cytogenetic abnormalities. To investigate the features of importance and their impact on the clustering process, we employed the SHapley Additive exPlanations approach (SHAP). This allowed to define harmonized labels for each clinical entity. The clinical relevance of the unsupervised clustering was assessed through the analysis of phenotypic features and outcomes among each group. ( Blood 2022;140: 9828-9830) Results. Patients' characteristics are summarized in Table 1. We identified 9 clusters, defined by specific genomic features. The cluster of highest hierarchical importance was characterized by biallelic inactivation of TP53 (biTP53). According to SHAP analysis, bi TP53 was defined as 2 or more TP53 mutations, or 1 mutation with copy number loss or cnLOH. Most patients assigned to bi TP53 cluster had TP53 VAF>10% (77.9%) and complex karyotype (70.1%). Assignment to bi TP53 cluster was irrespective of blast count. Patients with monoallelic TP53 mutation segregated into other clusters. Hierarchically, the second cluster included patients with del(5q). SHAP analysis highlighted 5q deletion alone, or with one other chromosomal abnormality other than -7, and absence of bi TP53, as the most relevant features. Most of these patients had blast counts <5% (88.1%). The third distinct cluster included patients with SF3B1 mutations (in the absence of concurrent del(7q), abn3q26.2, complex karyotype or RUNX1 mutation). Most patients with MDS and SF3B1 mutation had <5% blasts (94.2%). Common co-mutated variants in the SF3B1 cluster included mutant DNMT3A (25.2%) and TET2 (38.3%). Morphologically defined MDS cases (i.e., not meeting criteria for bi TP53, del(5q) or SF3B1) were preferentially assigned to the following additional clusters: SF3B1 and concurrent higher-risk mutations (e.g., RUNX1 and ASXL1); SRSF2 and concomitant TET2 mutations; U2AF1 mutations with del(20q), del(7q) or -7; SRSF2 with TET2 mutations and co-mutational patterns including RUNX1 and ASXL1; and AML-like genomic signatures. Our analyses suggest that morphologically defined MDS is characterized by a large heterogeneity in terms of mutation profiles, not entirely captured by the presence of unilineage versus multilineage dysplasia, percentage of bone marrow blasts, and presence of hypocellularity and fibrosis. To better investigate the continuum between high risk MDS (i.e., patients with ≥10% blasts) and AML, an exploratory comparison was made using a cohort of AML (defined according to WHO 2016) patients analyzed using the same statistical methods. Only a partial overlap in genetic signatures was observed between MDS with ≥10% blasts and AML. However, similarities were observed between the AML-like MDS clusters (characterized by mutant NPM1, bZIP CEBPA, and Core Binding Factor abnormalities) and AML clusters defined by the same genetic signature, thus supporting the classification of these entities as AML, irrespective of blast count. Conclusion. Our study demonstrated the utility of a data-driven approach based on advanced statistical methods to generate a harmonized classification for MDS. Table 2 shows a provisional, hierarchical classification algorithm. Further refinement of entity labels and classification criteria is the subject of the ongoing modified Delphi Process consensus approach among icMDS experts.