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Li, Ziyi

https://orcid.org/0000-0001-8359-0533

Mayo Clinic

The University of Texas MD Anderson Cancer Center

Citations 5

Incorporation of Genomic Determinants Improves Diagnostic Accuracy of Oligomonocytic Chronic Myelomonocytic Leukemia
Montalban-Bravo, Guillermo, Wu, Chong , Rodríguez‐Sevilla, Juan José , Wei, Yue , Chien, K., Bouligny, Ian , Kanagal‐Shamanna, Rashmi , Li, Ziyi , Natu, Anuya , Bazinet, Alexandre , Hammond, Danielle E., Bataller, Alex, Borthakur, Gautam, Short, Nicholas J., DiNardo, Courtney D., Kadia, Tapan M., Ravandi, Farhad, Daver, Naval, Pemmaraju, Naveen, Jabbour, Elias, Issa, Ghayas C., Wang, Sa A., Patel, Keyur P. , Tang, Guilin, Medeiros, L. Jeffrey, Finke, Christy M. , Al‐Kali, Aref , Alkhateeb, Hassan, Gangat, Naseema, Mangaonkar, Abhishek A., Román, David , Arenillas, Leonor , Tefferi, Ayalew, Kantarjian, Hagop M., Garcia-Manero, Guillermo, Calvo, Xavier , Patnaik, Mrinal M. , Loghavi, Sanam, Kantarjian, Hagop M. , Bravo, Guillermo Montalban , Chien, Kelly , Gurney, Mark , Bazinet, Alexandre , Hammond, Danielle , Bataller, Alex , Borthakur, Gautam , Short, Nicholas , DiNardo, Courtney , Kadia, Tapan M , Ravandi, Farhad , Daver, Naval , Pemmaraju, Naveen , Jabbour, Elias , Issa, Ghayas , Wang, Sa A , Patel, Keyur P , Tang, Guilin , Medeiros, L Jeffrey , Lasho, Terra L , Finke, Christy M , Al-Kali, Aref , Csizmar, Clifford , Alkhateeb, Hassan B , Gangat, Naseema , Mangaonkar, Abhishek A. , Roman-Bravo, David , Arenillas, Leonor , Tefferi, Ayalew , Kantarjian, Hagop , Garcia-Manero, Guillermo , Calvo, Xavier , Patnaik, Mrinal , Loghavi, Sanam , Kanagal-Shamanna, Rashmi , Rodríguez-Sevilla, Juan José , Montalban‐Bravo, Guillermo , Chien, Kelly S. , Gurney, Mark E. , Hammond, Danielle , Borthakur, Gautam , Short, Nicholas J. , DiNardo, Courtney D. , Kadia, Tapan M. , Daver, Naval , Pemmaraju, Naveen , Jabbour, Elias , Wang, Sa A. , Tang, Guilin , Medeiros, L. Jeffrey , Lasho, Terra L. , Csizmar, Clifford M. , Alkhateeb, Hassan B. , Gangat, Naseema , Mangaonkar, Abhishek A. , Tefferi, Ayalew , Garcia‐Manero, Guillermo , Loghavi, Sanam

Blood Cancer Discovery | January 26, 2026 | Volume: 7 | Issue: 3 | Pages: 414-430

10.1158/2643-3230.bcd-25-0264 Get It

Abstract Recent updates to monocyte count thresholds recognize oligomonocytic chronic myelomonocytic leukemia (OM-CMML) as an early form of CMML. However, the clinical validity of these changes remains uncertain without incorporating biological and genomic factors. In this study, we analyzed a cohort of 911 patients (249 with OM-CMML, 359 with overt CMML, and 303 with myelodysplastic syndromes) using unsupervised clustering to evaluate the role of genomic determinants in refining CMML diagnosis. Our findings show that CMML molecular signatures (biallelic TET2 mutations or SRSF2-TET2 comutations) are linked to a distinct transcriptome, monocytic bias, classical monocytosis, and a higher risk of progression to overt CMML in OM-CMML cases. We developed a weighted genomic model and diagnostic workflow showing that combining genomic signatures with bone marrow monocyte frequencies in OM-CMML more accurately predicts progression to overt CMML. These findings support integrating genomic determinants and our clinic-ready diagnostic workflow into the CMML diagnostic framework to improve accuracy. Significance: Through comprehensive clinical and genomic profiling of a large patient cohort, alongside immunophenotypic and transcriptional cellular analyses, this study provides evidence that incorporating genomic determinants into the diagnostic criteria for OM-CMML improves diagnostic accuracy and refines the identification of early-stage CMML, thereby preventing misclassification.
Prognostic and therapeutic impact of FLT3 mutations and allelic burden in myelodysplastic syndromes and chronic myelomonocytic leukemia: Results from a multicenter cohort study
Chien, Kelly S. , Li, Ziyi , Li, Ruoxing , Ali, Najla Al , Sallman, David A. , Kanagal‐Shamanna, Rashmi , Mangaonkar, Abhishek A. , Patnaik, Mrinal M. , Jerez, Andrés , Castaño‐Díez, Sandra , Rey, Mónica Del , Montalban‐Bravo, Guillermo , Padron, Eric , Garcia‐Manero, Guillermo , Kanagal-Shamanna, Rashmi , Rodríguez‐Sevilla, Juan José , Jelloul, Fatima Zahra , Csizmar, Clifford M. , Montoro, Maria Julia , Valcárcel, David , Díaz‐Beyá, Marina , Esteve, Jordi , Díez‐Campelo, María , Calvo, Xavier , Solé, Françesc , Komrokji, Rami S.

Blood | December 5, 2025 | Volume: 146 | Issue: Supplement 1 | Pages: 2085-2085

10.1182/blood-2025-2085 Get It

Abstract Background: While mutations in the fms-like tyrosine kinase 3 (FLT3) gene are well-established adverse drivers in acute myeloid leukemia (AML), their role in myelodysplastic syndromes (MDS) and chronic myelomonocytic leukemia (CMML) remains insufficiently defined. Methods: We conducted a retrospective multicenter study of 115 patients with FLT3-mutated (FLT3mut) MDS (n=63) or CMML (n=52), comparing their clinical, genomic, and therapeutic characteristics at diagnosis or first referral to 677 FLT3 wild-type (FLT3wt) controls (MDS n=388; CMML n=289) using multivariate analyses and propensity score matching (PSM). Results: FLT3mut MDS and CMML exhibited a proliferative phenotype with higher leukocyte and neutrophil counts and lower platelet levels (p<0.02); in MDS, median white blood cell counts remained below 13,000/µL. In MDS, FLT3mut cases were enriched in the MDS with increased blasts subtype (57% vs 39%, p=0.01) and favorable-risk cytogenetics (64% vs 41%, p<0.01). Genomically, FLT3mut MDS showed higher frequencies of NRAS, KRAS, PTPN11, RUNX1 and CBL co-mutations (p<0.05), and a markedly lower prevalence of TP53 mutations (2% vs 36%, p<0.001). In CMML, FLT3mut cases were more often transfusion-dependent (50% vs 23%, p<0.01), classified as CMML-2 (39% vs 25%, p=0.04), and enriched in ASXL1 (68% vs 47%; p<0.01) and SETBP1 (24% vs 8%; p<0.01) mutations. Notably, they exhibited multi-hit TET2 mutations less frequently than FLT3wt CMML (27% vs 53%, p=0.01). After adjusting for age, sex, and allogeneic stem cell transplantation, FLT3 mutations were independently associated with worse outcomes. To further assess the prognostic impact of FLT3 mutations, we conducted PSM analyses using a 1:1 ratio of FLT3mut to FLT3wt patients, adjusting for key clinical and biological confounders. In MDS, matching was based on age, sex, bone marrow blast percentage, and cytogenetic risk category; in CMML, variables included age, CMML-2 subtype, peripheral blood counts, normal karyotype, and ASXL1 mutation status. After matching, FLT3mut MDS cases showed significantly shorter overall survival (OS; 19.9 vs 44.2 months, p=0.046) and leukemia-free survival (LFS; 13.8 vs 37.1 months, p=0.023) compared to FLT3wt patients. Similarly, in CMML, FLT3mut patients experienced inferior OS (30.4 vs 67.2 months, p=0.017) and LFS (17.2 vs 65.6 months, p=0.014). Competing risk models confirmed a markedly increased cumulative incidence of AML transformation in both FLT3mut MDS and CMML (p<0.001), without significant differences in the risk of non-leukemic death. Among FLT3mut cases, tyrosine kinase domain mutations (FLT3-TKD) were associated with superior survival compared to internal tandem duplications (FLT3-ITD; MDS hazard ratio [HR]: 0.28, p=0.003; CMML HR: 0.34, p=0.012). FLT3 allelic ratio (AR), assessed by conventional PCR in 63 patients (MDS n=34, CMML n=29), provided additional prognostic value. An AR ≥0.21 identified a subgroup with significantly shorter OS (MDS: 24.4 vs 38.8; CMML: 6.7 vs 30.4 months) and LFS (MDS: 9.0 vs 18.5 months; CMML: 5.8 vs 30.4 months; all p<0.05), supporting the utility of quantitative FLT3 assessment in clinical risk stratification. FLT3 inhibitors (FLT3i) were administered in combination with hypomethylating agents (HMA) to 16 (27%) FLT3mut MDS and 15 (33%) CMML patients. Compared to HMA, FLT3i treatment was associated with higher overall response rates (MDS: 69% vs 22%, p<0.01; CMML: 73% vs 35%, p=0.06). Molecular clearance, defined as post-treatment reduction in AR to ≤0.01, was observed more frequently with FLT3i than with HMA (MDS: 56% vs 10%, p=0.03; CMML: 60% vs 20%, p=0.09). FLT3 clearance was associated with prolonged survival. In MDS, median OS and LFS were 66.0 vs 14.5 (p=0.12) and 29.0 vs 9.9 months (p=0.056), respectively; in CMML, it was 37.6 vs 14.6 months for both OS (p=0.043) and LFS (p=0.032). Conclusions: This study expands the current understanding of FLT3mut MDS and CMML by characterizing their clinical, molecular, and therapeutic features in the largest multicenter cohort reported to date. These cases exhibit a proliferative phenotype, frequent co-mutations in RAS pathway genes, and an elevated risk of leukemic transformation. Quantitative assessment of FLT3 allelic burden refines prognostication beyond mutation status alone. The observed associations between FLT3 inhibitor use, molecular clearance, and improved outcomes support further evaluation of targeted strategies in selected patients.
Landscape and clinicopathologic features of RAS pathway mutations in chronic myelomonocytic leukemia
Montalban‐Bravo, Guillermo , Loghavi, Sanam , Li, Ziyi , Chien, Kelly S. , Kanagal‐Shamanna, Rashmi , Natu, Anuya , Gurney, Mark E. , Bazinet, Alexandre , Sasaki, Koji , Kadia, Tapan M. , Ravandi, Farhad, Pemmaraju, Naveen , Finke, Christy M. , Al‐Kali, Aref , Gangat, Naseema , Mangaonkar, Abhishek A. , Bueso‐Ramos, Carlos E. , Tefferi, Ayalew, Kantarjian, H., Garcia‐Manero, Guillermo , Patnaik, Mrinal M. , Kantarjian, Hagop M. , Chien, Kelly , Gurney, Mark , Sasaki, Koji , DiNardo, Courtney , Daver, Naval , Short, Nicholas , Pemmaraju, Naveen , Issa, Ghayas , Al-Kali, Aref , Csizmar, Clifford , Gangat, Naseema , Patnaik, Mrinal , Loghavi, Sanam , Kanagal-Shamanna, Rashmi , Kantarjian, Hagop , Bataller, Alex , Hammond, Danielle , Borthakur, Gautam , Swaminathan, Mahesh , DiNardo, Courtney D. , Ravandi, Farhad , Daver, Naval , Short, Nicholas J. , Lasho, Terra L. , Csizmar, Clifford M. , Alkhateeb, Hassan B. , Tefferi, Ayalew

Blood Advances | July 11, 2025 | Volume: 9 | Issue: 19 | Pages: 5105-5117

10.1182/bloodadvances.2025016529 Get It

Abstract RAS pathway (RASp) mutations induce proliferative features, and promote transformation in chronic myelomonocytic leukemia (CMML). However, the unique clonal landscape and hierarchy of distinct RASp mutations remain unexplored. To characterize the landscape, architecture, and implications of unique RASp mutations in CMML, we evaluated a cohort of 814 patients with CMML. We identified 461 RASp mutations among 342 patients (42%). N/KRAS and CBL mutations were the most common, frequently involved the P-loop or RING domains, respectively, and frequently appeared as dominant events (63% and 65%, respectively). BRAF, NF1, and PTPN11 mutations spanned throughout the gene structure, and frequently appeared as subclonal events (75%, 64%, and 59%, respectively). CBL mutations frequently occurred in codominance with SRSF2 and multihit TET2, and were enriched for KIT mutations. PTPN11 mutations more frequently co-occurred with SETBP1 and DNMT3A mutations, and were infrequently codominant with TET2 or ASXL1. RASp mutations predicted for shorter overall survival (hazard ratio [HR], 1.55; 95% confidence interval [CI], 1.15-2.07; P = .0075) and leukemia-free survival (LFS; HR, 1.67; 95% CI, 1.26-2.20; P = .0011), influenced outcomes of myelodysplastic and TET2 mutant CMML, and cooperated with IDH2 and RUNX1 mutations to induce shorter LFS. These data set the bases for refined genomic classifications of CMML, and underscore the need to develop RAS-directed therapies for patients with CMML.
Effectiveness of Chemo-Immunotherapy (CIT) and Novel Therapies in Second or Later Line of Therapy (2L+) for Patients with Relapsed/Refractory (R/R) Aggressive Large B-Cell Lymphoma (LBCL)
Ayers, Amy , Cohen, Jonathon B. , Martin, Peter , Lossos, Izidore S. , Li, Ziyi , Huynh, Lynn , Gao, Chi , Ramasubramanian, Ramya , Duh, Mei Sheng , Mutebi, Alex, Wang, Tongsheng , Jun, Monika, Kamalakar, Rajesh, Kalsekar, Anupama, Flowers, Christopher R. , Nastoupil, Loretta J. , Andersen, Clark R. , Wang, Yucai , Habermann, Thomas M. , Chihara, Dai , Kahl, Brad S. , Link, Brian K. , Casulo, Carla , Lin, Ruitao , Larson, Melissa C. , Maurer, Matthew J. , Mutebi, Alex , Wang, Anthony , Kalsekar, Anupama, Cerhan, James R.

Blood | December 1, 2023 | Volume: 142 | Issue: Supplement 1 | Pages: 309-309

10.1182/blood-2023-174497 Get It

Aim: Patients with R/R LBCL after first-line treatment have poor prognosis. Multiple novel therapies have been approved for R/R LBCL in recent years, but CIT regimens are still commonly used. This study evaluated the effectiveness of CIT and novel therapies in 2L+ in patients with R/R LBCL and the association between patient clinical characteristics and real-world outcomes. Methods: This was a multi-site retrospective observational study of patients aged ≥18 years with R/R LBCL in the Lymphoma Epidemiology of Outcomes (LEO) Consortium of Real-World Evidence (CReWE) cohort (patients followed from 1/1/2015 to 2/15/2023) who were treated with CIT or novel therapy in 2L+. CIT regimens included salvage/palliative chemotherapy, lenalidomide, rituximab, or obinutuzumab, used alone or in combination. Novel therapies included polatuzumab vedotin plus bendamustine and rituximab or variations thereof (i.e., pola-based regimen), tafasitamab plus lenalidomide or variations thereof (tafa-based regimen), and loncastuximab tesirine (lonca). Patients' demographic and clinical characteristics were assessed from the first confirmed R/R disease diagnosis and initiation of 2L+ therapy. When multiple lines of therapy (LOTs) were eligible for inclusion in the analysis, one was randomly selected as the index LOT. Real-world outcomes, determined by investigators at each clinical site, including overall response rate (ORR), complete response (CR) rate, duration of response (DOR), duration of complete response (DOCR), progression-free survival (PFS), and overall survival (OS) were described for all patients in each treatment group and for the subgroup of patients with prior chimeric antigen receptor (CAR) T-cell therapy. Multivariable Cox Proportional Hazards models were used to assess associations between select patient clinical characteristics and real-world outcomes. Results: The study population included patients treated with CIT (N=653), pola-based regimen (N=116), tafa-based regimen (N=55), and lonca (N=42) ( Figure 1A). The median (m) age at date of index treatment initiation across groups ranged from 63 to 74 years. Across groups, most patients had primary refractory disease-i.e., were refractory to the first LOT (69.5% CIT vs. 73.3% pola vs. 58.2% tafa vs. 71.4% lonca), whereas variable proportions had one prior LOT (65.5% vs. 17.2% vs. 43.6% vs. 7.1%) and prior CAR T-cell therapy (5.1% vs. 43.1% vs. 32.7% vs. 47.6%). In the CIT group, ORR was 33.8%, 15.5% of patients achieved CR, mPFS (95% CI) was 1.9 (1.7, 2.1) months, and mOS was 9.1 (8.1, 10.5) months. In the pola group, ORR was 42.2%, 24.1% of patients achieved CR, mPFS was 2.5 (2, 3.2) months and mOS was 7.8 (6.4, 11.8) months. In the tafa group, ORR was 25.5%, 14.5% of patients achieved CR, mPFS was 2.7 (2.1, 4.2) months, and mOS was 8 (5.3, 12.7) months. In the lonca group, ORR was 40.5%, 21.4% of patients achieved CR, mPFS was 3 (2.1, 5.1) months, and mOS was 4.7 (3.7, 10.8) months. Demographics and outcomes for all patients and those who received prior CAR T-cell therapy are summarized in Figure 1A. In the multivariable Cox regression analysis, International Prognostic Index (IPI) risk score ≥3, CIT as the index treatment type, and primary refractory status were significantly associated with time from response to progression/death (P<0.05; Figure 1B). IPI risk score ≥3, CIT as the index treatment type, and primary refractory status were significantly associated with worse PFS. IPI risk ≥3, ≥3 prior LOTs, and primary refractory status were significantly associated with OS. Conclusion: In this large clinical cohort of patients with R/R LBCL with high proportions having primary refractory disease, all common treatments were associated with modest ORR/CR and poor OS. Receiving CIT treatments, higher IPI score, primary refractory status, and higher number of prior LOTs were significantly associated with poor clinical outcomes. A study with larger sample size and longer follow-up may be warranted to further understand the clinical effectiveness of novel treatments. Thus, despite the availability of novel treatments during the study period, these findings highlight the need for more effective treatment alternatives beyond currently available options to improve outcomes.
Successful treatment of non-Langerhans cell histiocytosis with the MEK inhibitor trametinib: a multicenter analysis
Aaroe, Ashley , Goyal, Gaurav , Goodman, Aaron M. , Patel, Harsh , Ruan, Gordon , Ulaner, Gary A. , Li, Ziyi , Dustin, Derek , Janku, Filip, Goyal, Guarav , Ruan, Gordon J , Ulaner, Gary , Li, Ziyi , Diamond, Eli L , Kurzrock, Razelle , Patel, Harsh, Young, Jason , Go, Ronald S. , Diamond, Eli L.

Blood Advances | March 1, 2023 | Volume: 7 | Issue: 15 | Pages: 3984-3992

10.1182/bloodadvances.2022009013 Get It

Abstract Erdheim-Chester disease (ECD) and Rosai-Dorfman disease (RDD) are rare non-Langerhans cell histiocytoses (non-LCHs), for which therapeutic options are limited. MAPK pathway activation through BRAFV600E mutation or other genomic alterations is a histiocytosis hallmark and correlates with a favorable response to BRAF inhibitors and the MEK inhibitor cobimetinib. However, there has been no systematic evaluation of alternative MEK inhibitors. To assess the efficacy and safety of the MEK inhibitor trametinib, we retrospectively analyzed the outcomes of 26 adult patients (17 with ECD, 5 with ECD/RDD, 3 with RDD, and 1 with ECD/LCH) treated with orally administered trametinib at 4 major US care centers. The most common treatment-related toxicity was rash (27% of patients). In most patients, the disease was effectively managed at low doses (0.5-1.0 mg trametinib daily). The response rate of the 17 evaluable patients was 71% (73% [8/11] without a detectable BRAFV600E achieving response). At a median follow-up of 23 months, treatment effects were durable, with a median time-to-treatment failure of 37 months, whereas the median progression-free and overall survival were not reached (at 3 years, 90.1% of patients were alive). Most patients harbored mutations in BRAF (either classic BRAFV600E or other BRAF alterations) or alterations in other genes involved in the MAPK pathway, eg, MAP2K, NF1, GNAS, or RAS. Most patients required lower than standard doses of trametinib but were responsive to lower doses. Our data suggest that the MEK inhibitor trametinib is an effective treatment for ECD and RDD, including those without the BRAFV600E mutation.