Back to Authors

Kenderian, Saad S.

https://orcid.org/0000-0003-2767-3830

Mayo Clinic

Mayo Clinic

Citations 208

AI multimodal large language model on CAR-T pre-leukapheresis evaluation to predict monitoring needs post infusion for early dismissal planning
Corraes, Andre De Menezes Silva , Shaw, Monica , Holmes, Lucy , Burgstahler, Allison, Riester, Kimberly, Jankowski, Matthew, Hampel, Paul J. , Kapoor, Prashant , Khurana, Arushi , Kourelis, Taxiarchis , Leung, Nelson , Warsame, Rahma , Kumar, Shaji , Ansell, Stephen M. , Johnston, Patrick B. , Guzman, Emmanuel Contreras , Shaw, Monica, Holmes, Lucy, Burgstahler, Allison, Mclean, Jody, Villasboas, José C. , Bennani, N. Nora , Binder, Moritz , Gertz, Morie A. , Kenderian, Saad S. , Cook, Joselle , Shah, Meera , Alkhateeb, Hassan B. , Wang, Yucai , Durani, Urshila , Paludo, Jonas , Lin, Yi

Blood | December 5, 2025 | Volume: 146 | Issue: Supplement 1 | Pages: 6131-6131

10.1182/blood-2025-6131 Get It

Abstract Introduction: CAR-T therapy has transformed cancer therapy. with its first Food and Drug Administration (FDA) approved product in August 2017. Given the expanding indications and growing experience, particularly with management of immediate toxicities requiring specialized expertise such as Cytokine Release Syndrome (CRS) and Immune Effector Cell-Associated Neurotoxicity syndrome (ICANS), FDA recently removed the Risk Evaluation and Mitigation Strategies (REMS) for CD19 and BCMA targeting CAR-T on June 26th2025. In particular, given that CRS and ICANS typically occur in the first 2 weeks post CAR-T infusion, the minimum required stay near CAR-T treatment center is reduced from one month to 2 weeks. While this could reduce treatment burden for patients (pts) who need to travel away from home to receive CAR-T, there is a need to update the transition of care from CAR-T center to pts' local oncology practice. Pts carry in their rate of recovery and have varying supportive care needs in the second half of the month post CAR-T infusion. To assist with care transition and planning, we examine the use of AI multimodal large language model (LLM) to predict patients' supportive care needs 2 weeks after CAR-T infusion based on the clinical data at the time of CAR-T evaluation, prior to leukapheresis. This timepoint was selected to also maximize travel, lodging and caregiver planning for pts and family as well. Methodology: Pts who were treated with FDA-approved CAR-T at Mayo Clinic Rochester between December 2022 and June 2025 were examined. Based on experiences with referral practices in the Midwest region, we defined patients with high monitoring needs as those who between day 14-30 post CAR-T had either hospital admission due to recurrent CRS or ICANS or required transfusion of more than 1 blood product per week (red blood cell or platelets). Others were classified as low monitoring needs. Clinical notes, labs, vital signs and electrocardiogram at the time of CAR-T evaluation were abstracted and summarized by Gemini LLM for association with patients with high versus low monitoring needs post CAR-T. Model was developed and tested for predicted needs and concordance with actual outcome of these pts. Results: Among the 362 pts who received FDA approved CAR-T in the timeframe, 84 pts had high monitoring needs. An additional 84 pts with low monitoring needs were randomly selected from 278 pts. These were divided into a training cohort and test cohort of 84 pts each, with 42 pts with high and 42 pts with low monitoring needs. Demographics of the two cohorts displayed no statistical difference. LLM analysis of the clinical data at the time of CAR-T eval identified 5 categories associated with risk for high monitoring needs: 1) Disease status (clinical notes about bulky, progressive disease or CNS involvement); 2) inflammatory and tumor burden markers (CRP, LDH); 3) hematologic status (platelet, plt; neutrophil count ANC); 4) renal function; 5) performance status. Using common clinical lab parameter convention (platelets <100, ANC< 1, CrCl< 30ml/min), and prioritizing for not missing pts with high monitoring needs, LLM model was defined to predict patients for high monitoring needs if high risk feature was identified in category 1 or any category combinations; whereas patients with no high risk feature or only 1 category that is not disease status was predicted as low monitoring needs. In this model, the sensitivity was 85.7%, specificity 23.8%, F1 score 65.5%. Applying this model to test cohort 2, the sensitivity was 83.3%, specificity 28.6%, and F1 score 65.4%. Discussion: We demonstrate proof-of-concept that LLM can be used to analyze clinical data at the time of evaluation for CAR-T eligibility to predict for supportive care needs post treatment. Not surprisingly, features identified by LLM to be associated with high monitoring needs are those previously reported by us and others at the time of CAR-T evaluation and or pre-lymphodepletion to be associated with risk for cytopenia, infection, hospitalization and non-relapse mortality. Based on the summary output generated by LLM, additional opportunities for classification methods were identified to improve specificity and balanced accuracy of the LLM model. This is a promising tool for further development to assist clinicians and patients to plan their treatment journey.
Targeting CSF1R to overcome myeloid cell suppression in CART therapy
DeFranco, Grace , Yun, Kun , Olivier, S., Torghabeh, Mehrdad Hefazi, Stewart, Carli M. , Gleba, Justyna, Pawlush, Matthew L. , Zakko, Andrew, Redig, Michael, Klinge, Skyeler, Mai, Long, Demirer, Aylin Alasonyalılar , Miller, James E. , Miller, Erin , Sirpilla, Olivia , Ruiz, Omar Gutierrez, Skeele, Dominic, Goldberg, Sophia , Foote, Sara, Saleh, Ateka, Xia, Hong , Ogbodo, Ekene J. , Qiu, Yushi, Smallridge, Robert C., Copland, John A. , Trynda, Justyna , Gutierrez-Ruiz, Omar L. , Gleba, Justyna , Roman, Claudia Manriquez , Feigin, Jennifer M. , Olivier, Samuel, Hefazi, Mehrdad , Stewart, Carli , Kimball, Brooke , Siegler, Elizabeth L. , Huynh, Truc, Sakemura, Reona , Can, İsmail , Foote, Sara, Saleh, Ateka, Zubair, Abba C. , Tun, Han W. , Kenderian, Saad S.

Blood | December 5, 2025 | Volume: 146 | Issue: Supplement 1 | Pages: 5883-5883

10.1182/blood-2025-5883 Get It

Abstract Chimeric antigen receptor T (CART) cell therapy has shown unprecedented success in the treatment of hematological malignancies. However, the immunosuppressive tumor microenvironment of both solid and liquid tumors is a major barrier for CART efficacy. Immunosuppressive myeloid cells inhibit CART efficacy. Colony-stimulating factor 1 receptor (CSF1R) promotes macrophage proliferation, survival, and anti-inflammatory response and is upregulated on myeloid cells in many cancers, making CSF1R an appealing therapeutic target. We aimed to test the interactions between CSF1R, myeloid cells, and CART response, and to study CSF1R targeting in the context of CART cell therapy. We utilized CD19-targeted CART cell therapy (CART19) in lymphoma preclinical models and thyroid-stimulating hormone receptor (TSHR)-targeting CART cell therapy (TSHR-CART) in thyroid cancer models. We first measured CSF1R expression on myeloid cells in vitro. Suppressive myeloid cells, polarized from healthy donor monocytes using an anaplastic thyroid cancer (ATC) cell line, 8505c, or mantle cell lymphoma cell line, JeKo-1, significantly upregulate CSF1R (p=0.0002) compared to media control. After polarization, myeloid cells significantly inhibit TSHR-CART and CART19 antigen-specific proliferation compared to freshly isolated monocytes (p=0.012, p<0.01, respectively) indicating that suppressive myeloid cells contribute to CART failure in multiple tumor types. We then performed single cell RNA sequencing on peripheral blood taken at baseline from patients with mantle cell lymphoma treated with CART19. We found a significant increase of CSF1R on monocyte subsets in CART19 non-responders vs responders (padj=0.0037). Next, we determined the impact of CSF1R blockade on CART cell therapy in vivo. Using lymphoma models, B6 mice were engrafted with the luciferase+ CD19+ murine lymphoma cell line TBL-12 (1x106 cells i.v. 1 day after 250 mg/kg cyclophosphamide). Tumor burden was significantly reduced after 7 days of treatment with low dose CART19 (0.5x106 i.v.) + anti-mouse CSF1R antibody (16mg/kg i.p. twice weekly) vs CART19 + IgG control (p=0.0146). We then tested the impact of CSF1R blockade in mice experiencing tumor relapse. After TBL-12 engraftment, mice were treated with anti-mouse CSF1R or IgG control antibody followed two days later with high dose CART19 (1x106 i.v.) to induce remission. Mice were re-challenged with TBL-12 14 days later. Mice treated with anti-mouse CSF1R antibody showed increased tumor control and significantly higher survival (p=0.0416). Using thyroid cancer models, first we identified high macrophage infiltration in biopsy specimens of patients with ATC compared to normal thyroid tissue and benign thyroid tumors through immunohistochemistry (IHC) of patient samples (p<0.01, p<0.0001, respectively). To test if macrophages are associated with CART failure in ATC, NSG mice were subcutaneously engrafted with 1x106 TSHR+ THJ529 tumors, an ATC cell line derived from patient biopsy samples from the Mayo Clinic thyroid cancer biobank, followed by i.v. treatment with 1x107 TSHR-CART or untransduced T cell control (UTD). IHC staining of tumor tissue collected at experimental endpoints revealed a dose-dependent, significant infiltration of human CD3+ T cells into the tumors which inversely correlated with murine F4/80+ myeloid cell and murine YM-1+ M2 macrophage infiltration. This led us to hypothesize that myeloid cell targeting with CSF1R blockade can improve TSHR-CART efficacy. We utilized the same ATC model described above to test CSF1R targeting. When TSHR+ THJ529 tumors reached approximately 100 mm3, mice were randomized by tumor volume and treated with CSF1R inhibitor PLX5622 (600mg/kg) or vehicle control, followed by either UTD or TSHR-CART cells 5x106 i.v. Mice treated with TSHR-CART + PLX5622 showed significantly improved tumor control vs TSHR-CART + vehicle control (p<0.0001) or UTD + PLX5622 (p<0.0001). Together, our results highlight immunosuppressive myeloid cells which express CSF1R as a major cell type limiting CART efficacy in both solid and liquid tumors. We also identified a strategy to overcome myeloid-mediated suppression of CART cells by targeting CSF1R with antibody or small molecule inhibitors.
Live imaging of human xenogeneic CART cells in a clinical trial of companion dogs with lymphoma
Abel, Alex , Wierson, Wesley A. , Stewart, Carli M. , Mai, Long, Yun, Kun , Ruiz, Omar Gutierrez, Xia, Hong , Ogbodo, Ekene J. , Sirpilla, Olivia , DeFranco, Grace , Goldberg, Sophia , Saleh, Ateka, Foote, Sara, Skeele, Dominic, Yamaguchi, Yoh, Fonkoua, Lionel Aurelien Kankeu , Torghabeh, Mehrdad Hefazi, Gutierrez-Ruiz, Omar L. , Siegler, Elizabeth L. , Huynh, Truc, Stewart, Carli , Kimball, Brooke , Feigin, Jennifer M. , Roman, Claudia Manriquez , Can, Ismail, Xia, Hong, Saleh, Ateka, Foote, Sara, Yamaguchi, Yoh, Hefazi, Mehrdad , Sakemura, Reona , Bryan, Jeffrey N. , Kenderian, Saad S.

Blood | December 5, 2025 | Volume: 146 | Issue: Supplement 1 | Pages: 4105-4105

10.1182/blood-2025-4105 Get It

Abstract Chimeric antigen receptor T (CART) cell therapy is potentially curative in certain hematological malignancies, resulting in several FDA approvals since 2017. However, widespread adoption is limited by 1) cost and complexity of an autologous platform, 2) severe toxicities, and 3) limited durable remissions. To better predict CART efficacy and toxicity, live CART imaging would allow the realtime assessment of in vivo CART expansion and trafficking. Incorporation of the sodium iodide symporter (NIS)in CART cells (NIS+ CART cells) allows the CART cells to be tracked via PET imaging at high sensitivity. PET signal correlates with CART expansion and toxicity in mouse models (PMID: 34244299). Building on this platform, we aimed to track xenogeneic CART cells to monitor for their rejection, utilizing dogs with spontaneous lymphoma. Canine diffuse large B-cell lymphoma (DLBCL) affects over 250,000 dogs a year and has shared pathologic, biologic, phenotypic, genetic, immunotherapeutic targets, and treatment responses with human DLBCL, providing strong rationale for studying canine lymphoma as a pre-clinical model. We therefore initiated a USDA-CVB regulated pilot study and treated companion dogs with naïve canine CD20 (cCD20)+ DLBCL with human-derived TRAC- and B2M-KO NIS+ CART cells which targeted cCD20. First, we tested and optimized a chemotherapy regimen to achieve optimal lymphodepletion in dogs. Healthy beagles were treated with pentostatin (pen) on days 2-4 (0.125, 0.25, or 0.5 mg/kg i.v.), cyclophosphamide (cy) on day 4 (400 mg/m2 i.v.), or combination cy/pen. The most robust decrease in lymphocytes was seen with combination cy/pen (all cy/pen doses vs all other treatments, p≤0.0001) and in neutrophils with cy or cy/pen (all cy/pen doses vs all pen doses, p≤0.0001; cy vs 0.25 mg/kg pen, p≤0.001; cy vs 0.5 mg/kg pen, p≤0.0001). All lymphodepletion was transient and recovered within two weeks. All regimens were well-tolerated, and we therefore used 0.5 mg/kg pen plus 300 mg/m2 cy for the companion dog pilot study. Next, we assessed the feasibility of generating cCD20-targeted NIS+ human CART cells (CART20-NIS) with double KO (DKO) of TRAC and B2M. Primary T cells from healthy human donors were transduced with bicistronic lentivirus encoding 41BB-costimulated cCD20-targeted CAR and NIS. Two days after transduction, cells were transfected with CRISPR Cas9-gRNA targeted to TRAC and B2M. The resulting CART20-NIS DKO cells were expanded until day 11 and then were further depleted for CD3 and cryopreserved. CART20-NIS DKO cells demonstrated high CAR expression (untransduced T cells (UTD) vs CART20-NIS DKO, p<0.0001) and KO efficiency (TCRαβ and HLA-ABC expression of UTD vs CART20-NIS DKO, p<0.0001). NIS functionality was confirmed via a qualitative in vitro I-125radioactive uptake assay. We then assessed antigen specificity and activity in vitro. CART20-NIS DKO or UTD were co-cultured with either wildtype or cCD20-overexpressing K562 cells for three days. Target cell killing was then quantified via flow cytometry. CART20-NIS DKO cells demonstrated significant cytotoxicity against cCD20+ K562 cells (UTD vs CART20-NIS DKO, p<0.0001). Lastly, we treated two companion dogs in a USDA-CVB regulated pilot study of CART20-NIS DKO cells in naïve cCD20+ DLBCL. Following lymphodepletion on days -5 to -3, on day 0, dogs were i.v. administered 1 x 108 CART20-NIS DKO cells and intratumorally administered 2.5 x 107 CART20-NIS DKO cells in two lymph nodes, with contralateral saline injection as controls. Dogs underwent 18F-TFB-PET imaging on days 1, 3, and 7, which showed evidence of CART20-NIS DKO cells both in the CART-injected lymph nodes and distal lymph nodes, as determined by SUVmax. Both dogs sustained clinical remission for the duration of the 21-day study, as determined by sum of longest diameters and accompanying x-ray radiology and abdominal ultrasound. Histology showed marked reduction of CD20 cells in the lymph nodes. Organ and hematological toxicities were minimal, and dogs remained in remission for 95 and 101 days post-CART. In summary, this study demonstrated that xenogeneic CART cells were well-tolerated, induced remission, and were visualized via PET imaging in companion dogs with lymphoma. These results are promising both for the treatment of companion dogs with novel cell therapies and for the translation of novel CART cell therapies into human clinical trials.
A newly identified role for IL-5 in regulating CART-associated toxicity and efficacy
Carturan, Alberto , Stewart, Carli M. , Lee, Andrew S. , Goldberg, Sophia , DeFranco, Grace , Pajarillo, Raymone , Tan, Melody T. , Liu, Shan , Nason, Siena, Stewart, Carli , Paruzzo, Luca , Kimball, Brooke , Guruprasad, Puneeth , Siegler, Elizabeth L. , Zhang, Yunlin , Patel, Ruchi P. , Stella, Federico , Porazzi, Patrizia , Schuster, Stephen J. , Ruella, Marco , Kenderian, Saad S.

Blood | December 5, 2025 | Volume: 146 | Issue: Supplement 1 | Pages: 808-808

10.1182/blood-2025-808 Get It

Abstract Background: CD19-directed CART cell (CART19) therapy has transformed the treatment of B-cell malignancies but is limited by life-threatening toxicities, including cytokine release syndrome (CRS) and immune effector cell–associated neurotoxicity syndrome (ICANS), as well as low durable remission rates. Our understanding of the pathogenesis of CART-associated toxicities is limited, and although current treatments are effective, refractory cases remain challenging. Methods and Results: To investigate CRS/ICANS pathogenesis and identify new therapeutic targets, we analyzed plasma cytokine kinetics within the first month of CART19 cell therapy in 25 relapsed/refractory (r/r) large B-cell lymphoma (LBCL) and 14 r/r follicular lymphoma (FL) patients (NCT02030834). In this cohort, 22 (88%) patients developed any-grade CRS (73% LBCL, 27% FL) and 4 (16%) developed any-grade ICANS (50% LBCL, 50% FL). Across 30 analyzed cytokines, IL-5 emerged as the second most enriched cytokine based on the median peak-to-baseline (Day 0) ratio in patients who experienced CRS vs. those who did not. The IL-5 ratio was 6.6-fold higher (p<0.05) and 11.9-fold higher (p=0.093) in patients who experienced CRS or ICANS, respectively. Moreover, IL-5 was elevated in patients experiencing CRS on Days 1 and 2 (p<0.05). Prompted by our results, we evaluated the effect of IL-5 neutralization with a monoclonal antibody (mAb) on CART-associated toxicity in a patient-derived B-acute lymphoblastic leukemia (B-ALL) xenograft model. After engraftment (average of 110 human CD19+ cells/µL peripheral blood), NSG mice were randomized based on tumor burden and treated with 3.5×10⁶ CART19 plus either IL-5 mAb or IgG control (10 mg/kg, weekly), or no treatment. Mice receiving IL-5 mAb showed reduced weight loss (p<0.005, Days 13–16) and neuroscore (p<0.05, Day 15), as assessed by a daily, blinded 18-point assessment, vs. the IgG group. Additionally, while CRS-associated cytokines (GM-CSF, IFN-γ, MIP-1β) were significantly elevated in the IgG group (p<0.05) vs. the untreated group, they were not in the IL-5 mAb group. In this model, all mice treated with CART19 cells were able to clear the tumor burden. However, in a follow-up challenge model generated by engrafting NSG mice with 1x106 luciferase+ JeKo-1 cells, mice treated with a combination of 1x106CART19 cells + IL-5 mAb showed reduced weight loss (p<0.0001) and enhanced overall survival (p<0.01) vs. mice treated with CART19 + IgG. Next, we evaluated IL-5 neutralization in an immunocompetent toxicity model. BALB/c mice were treated with 10×10⁶ murine untransduced T cells, CART19 + IL-5 mAb, or CART19 + IgG (10 mg/kg, weekly). Mice receiving IL-5 mAb exhibited significantly reduced weight loss (p<0.05, Day 1) and lower neuroscore (p<0.05, Days 1, 6, and 8) vs. those receiving IgG control, with a consistent trend observed on other days, supporting a protective role for IL-5 blockade in mitigating CART-associated toxicities. To explore the direct effects of IL-5 on CART19 cells, we disrupted either IL-5 (IL-5KO-CART19) or its receptor (IL-5RαKO-CART19) using CRISPR-Cas9. In NSG mice engrafted with 1×10⁶ luciferase+NALM6 cells, mice receiving 1×10⁶ IL-5KO-CART19 vs. IL-5WT-CART19 showed a trend toward reduced weight loss (p=0.08), significantly increased antitumor activity by Day 20 (p<0.05), and improved overall survival (p<0.05), indicating that IL-5 production can significantly impair CART19 cell efficacy. We next evaluated changes in IL-5Rα gRNA representation in a published genome-wide CRISPR screen (PMID: 39266501). CART19 cells with IL-5Rα-targeting gRNAs were enriched following chronic stimulation, indicating a protective effect for IL-5 pathway interruption. In subsequent studies, IL-5RαKO-CART19 cells showed enhanced killing of JeKo-1 cells following 48 hours of co-culture (p<0.05) and reduced co-expression of multiple inhibitory markers (p<0.01) following chronic stimulation with JeKo-1 cells for one week vs. IL-5RαWT-CART19 cells, suggesting an improvement in CART19 cell activity and phenotype following disruption of IL-5Rα. Conclusion: Our data identify IL-5 as a previously unrecognized mediator of CART–associated toxicities and show significant improvement of CART19 activity with disruption of IL-5 signaling either indirectly with an IL-5 neutralizing antibody or directly with CRISPR gene editing. Thus, IL-5 could serve as a dual-purpose target to improve both safety and efficacy of CART cell therapy.
Genetic analysis of B and T cell subsets from CLL patients prior to and at Richter's transformation
Wang, Panwen , Sicotte, Hugues , Finke, B., Darby, Heather , Blonigen, Elijah, Busso, Miles Del, Ding, Wei , Sinha, Sutapa , Finke, Brianna, Wang, Zhiquan , Shi, Min , Parikh, Sameer A. , Kenderian, Saad S. , Kay, Neil E.

Blood | December 5, 2025 | Volume: 146 | Issue: Supplement 1 | Pages: 2099-2099

10.1182/blood-2025-2099 Get It

Abstract Introduction: A subset of patients with chronic lymphocytic leukemia (CLL) experiences disease progression from CLL to Richter transformation (RT), characterized by the occurrence of a high-grade lymphoma. The outcomes of patients with RT are typically dismal and identifying better therapeutic strategies remains critically important for these patients. To discern the biologic underpinnings driving this transformation, we studied immune changes and genetic evolution in samples from CLL patients who developed RT. Methods: We identified 18 patients with CLL who developed RT; and performed single cell (sc) RNA-sequencing(seq) on sorted B and T cells from peripheral blood mononuclear cells (PBMCs) at the time of RT (n=18) and at the earlier time of CLL diagnosis (n=11). The median time between the CLL sample and the one closest to RT was 4.3 years (range, 0.2-7.3); and patients received a median of 1 CLL directed treatment (range, 0 – 7). A total of 749,906 cells and 36,601 genes were captured during scRNAseq and 720,580 cells and 21,892 genes were retained for downstream analysis, respectively. Analysis was performed using the immunopipe (https://github.com/pwwang/immunopipe) that wraps around Seurat (v5.1.0) and identified enriched pathways using Enrichr service. The sc-T cell receptor (TCR)-repertoire(R)-seq data was analyzed and visualized using scplotter (). The whole exome sequencing (WES) analysis with tumor B-cells from same patients of CLL & RT stages were done using the Agilent sureselect Human all exon v5 + UTR capture kit. Reads from paired end sequencing were processed with the sarek pipeline. Results: Analysis of 720,580 cells from 11 CLL and 18 RT samples showed 16 distinct cell types- 3 B and 13 T cell subtypes. We observed an increasing trend of CD8 TEM [mean 0.548 vs. 0.384, p = 0.12 (Wilcoxon test)] but a decreasing trend of CD4 TCM (mean 0.236 vs. 0.337, p = 0.08) and B-memory (mean 0.0085 vs. 0.0195, p = 0.51) subsets in RT compared to their CLL stage. When comparing transcriptional changes, we found that among the top 18 highly variable genes, the expression of FP236383.3 (lncRNA) and TCL1A was significantly higher (p<0.0001) in the B cell subsets of patients with RT vs. CLL stage. Additionally, in T cell subsets—primarily dnT, γδT, and CD8/CD4 naïve cells—the expression of FP236383.3, NKG7, GNLY, and CCL5 was significantly higher (p<0.0001), while the expression of LDHB, GZMK, and IL32 was significantly lower (p<0.0001) in RT vs. CLL stage samples. Comparison of specific gene set enrichment analysis showed significantly increased expression of GZMB in gdT (p<0.001) and decreased expression of GZMA, GZMK, TIGIT and TCF7 in dnT and CD8 Naïve cells (p<0.001) for RT vs. CLL stage. The top 10 differentially expressed pathways in RT included oxidative phosphorylation, allograft rejection, IFN-α/-γ responses, TNF-α signaling via NF-κβ, complement, Myc targets V1, mTORC1, hypoxia, and p53 signaling across various B and T cell subsets compared to the CLL stage. Initial analysis of TCR-R data showed that patients with RT stage have lower number of unique clones (p<0.5) and reduced clonal diversity (p<0.5), and a higher number of large and hyperexpanded clones compared to their CLL stage. Additionally, WES data indicated that the most frequently mutated gene is TP53 in tumor B cells of both CLL and RT stages. However, a higher percentage of RT-stage samples carry mutations in MGA, ATM, and IRF2BP2 genes compared to their CLL-stage. WES data also showed a trend toward differing frequencies of copy number amplification at 19q12 (p=0.10) and 4q13.1 (p=0.52) between RT and CLL stages. Conclusions: The main findings of our study are as follows:The transcriptional landscape showed significant changes in multiple genes and pathway enrichment related to cell growth, differentiation and immune response in RT vs. CLL stage.A decreased fraction of CD4 TCM cells and reduced TCR clonal diversity were observed in samples at the RT stage and may indicate a poor prognosis for the patients at this stage. WES data of tumor B cells also indicated possible genetic alterations in the RT vs. CLL stage. Data from in-depth analyses on understanding of the dynamics of T cell response and additional experiments on these patients are expected to provide valuable insights into tumor genetic heterogeneity, transcriptional and immune regulation in blood-based immune subsets.
Ibrutinib enhances 41BB-costimulated CART19 function and persistence through immune reprogramming: Insights from the phase 3 ECOG-ACRIN E1912 clinical Trial
Wang, Victoria , Stewart, Carli M. , Yun, Kun , Mai, Long, Xia, Hong , Ruiz, Omar Gutierrez, Ogbodo, Ekene J. , Sirpilla, Olivia , DeFranco, Grace , Goldberg, Sophia , Saleh, Ateka, Skeele, Dominic, Foote, Sara, Yamaguchi, Yoh, Fonkoua, Lionel Aurelien Kankeu , Pereira, Vitoria, Buckley, Paul , Shanafelt, Tait, Shanafelt, Tait D. , Gutierrez-Ruiz, Omar L. , Shanafelt, Tait D , Huynh, Truc, Feigin, Jennifer M. , Siegler, Elizabeth L. , Kimball, Brooke , Stewart, Carli , Roman, Claudia Manriquez , Sakemura, Reona , Can, İsmail , Saleh, Ateka, Foote, Sara, Yamaguchi, Yoh, Hefazi, Mehrdad , Parikh, Sameer A. , Ramsay, Alan G. , Kay, Neil E. , Kenderian, Saad S.

Blood | December 5, 2025 | Volume: 146 | Issue: Supplement 1 | Pages: 2101-2101

10.1182/blood-2025-2101 Get It

Abstract Introduction: Chronic lymphocytic leukemia (CLL) is marked by impaired T cell responses that limit the efficacy of immunotherapies. CD19-directed chimeric antigen receptor T cell therapy (CART19) received FDA approval to treat CLL in 2024. However, itsefficacy in CLL patients remains low, with durable remission rate of ~20%. Ibrutinib, a Bruton tyrosine kinase inhibitor, has shown synergy with CART19 in preclinical and early clinical studies. We aimed to study the impact of ibrutinib on CART19 utilizing clinical samples from the pivotal clinical trial E1912 (NCT02048813) of ibrutinib/rituximab (IR) vs fludarabine/cyclophosphamide/rituximab (FCR). This trial led to the FDA approval of first line ibrutinib in CLL. Methods: We generated CART19 incorporating either CD28 (28ζ) or 41BB (BBζ) costimulatory domains from T cells isolated from patients with CLL treated with IR or FCR on the E1912 trial. IR samples were collected at baseline (pretreatment), 6- or 12-months during treatment, or at progression. FCR samples were collected at baseline, 15-18 months during treatment, or at progression. For animal experiments, NOD-SCID-γ-/- (NSG) mice were intravenously (i.v.) engrafted with 1×10⁶ luciferase⁺ CD19⁺ JeKo-1 cells. Upon tumor establishment (~10⁸ photons/sec by bioluminescence imaging), mice were randomized and treated i.v. with 1×10⁶ 28ζ or BBζ derived from longitudinal IR- or FCR-treated patient samples. To further assess the impact of prolonged ibrutinib exposure on CART19 function, we chronically stimulated healthy donor-derived 28ζ or BBζ in vitro for 22 days with JeKo-1 cells and 100nM ibrutinib or vehicle control and then tested CART19 functions. Finally, we performed single cell RNA sequencing (scRNAseq) of longitudinal patient T cell samples treated with IR. Results: Ex vivo T cell expansion was significantly enhanced following IR compared to FCR. BBζ generated from IR-treated patients after 6 months of ibrutinib exhibited enhanced in vitro expansion (p=0.016) and antigen-specific proliferation (p=0.038) in the presence of JeKo-1 cells. This corresponded with significantly improved antitumor efficacy and prolonged survival in vivo compared to cells generated at disease progression (p=0.017). In contrast, 28ζ showed no significant differences in efficacy across IR studied treatment timepoints. BBζ from FCR-treated patients did not show differences in tumor control based on treatment timepoints but demonstrated shorter survival compared to BBζ from IR-treated patients. 28ζ from FCR-treated patients generated at disease progression demonstrated significantly reduced tumor control and shorter survival compared to 28ζ produced at baseline (p=0.0002), indicating detrimental effects of FCR treatment on the therapeutic potential of CART products. To further investigate the impact of prolonged ibrutinib exposure, we utilized in vitro models of CART exhaustion. We found that, after repeated antigen stimulation with JeKo-1 cells, ibrutinib-treated BBζ had significantly increased antigen-specific degranulation (p=0.005), and cytokine production (IL-2, p=0.045; TNF-α, p=0.003; IFN-γ, p=0.001), compared to BBζ treated with vehicle control. In contrast, 28ζ did not show improved degranulation or cytokine production in cocultures with ibrutinib. Prolonged ibrutinib exposure led to downregulation of FOXO3, a transcription factor associated with T cell exhaustion which has been shown to cause dysfunction specifically in BBζ. These results further indicate that ibrutinib may be more beneficial to BBζ. Indeed, scRNAseq revealed that after ≥ 6 months of ibrutinib, T cells showed downregulation of inflammatory, oxidative stress, and apoptosis pathways, paralleled by modest activation of MYC and E2F targets. However, at disease progression, T cells under ibrutinib treatment displayed marked upregulation of interferon signaling, inflammation responses, and stress-related programs, indicating a shift toward immune reactivation or dysfunction.Conclusion: Our study shows that BBζ, but not 28ζ, generated 6 months during ibrutinib treatment has superior antitumor activity and persistence compared to similar later timepoints or FCR-treated counterparts. Prolonged ibrutinib exposure enhances BBζ function by modulating stress and apoptotic pathways. These findings highlight the importance of pre-CART treatment timing and support ibrutinib as a potential enhancer of CART cell fitness in CLL.
IL-4 epigenetically reprograms CART19-28ζ cells to drive dysfunction
Stewart, Carli M. , Rodriguez, Makena, DeFranco, Grace , Foote, Sara, Mai, Long, Huynh, Truc, Yun, Kun , Skeele, Dominic, Goldberg, Sophia , Saleh, Ateka, Sirpilla, Olivia , Xia, Hong , Ruiz, Omar Gutierrez, Ogbodo, Ekene J. , Gutierrez-Ruiz, Omar L. , Stewart, Carli , Hefazi, Mehrdad , Foote, Sara, Kimball, Brooke , Huynh, Truc , Siegler, Elizabeth L. , Feigin, Jennifer M. , Saleh, Ateka, Can, İsmail , Parikh, Sameer A. , Braggio, Esteban , Kay, Neil E. , Sakemura, Reona , Kenderian, Saad S.

Blood | December 5, 2025 | Volume: 146 | Issue: Supplement 1 | Pages: 2338-2338

10.1182/blood-2025-2338 Get It

Abstract Recent studies have highlighted the important but pleiotropic role of IL-4 in response to chimeric antigen receptor T (CART) cell therapy. IL-4 was identified as a regulator of dysfunction in CD19-targeting CART cells with a CD28 costimulatory domain (CART19-28ζ) through a genome-wide CRISPR knockout screen as well as RNA and ATAC sequencing of baseline and exhausted healthy donor CART19-28ζ cells and pre-infusion CART19-28ζ cell products from responders and non-responders in the ZUMA-1 trial (Stewart et al, Nat Commun., 2024). However, interrogation of a single-cell atlas fromactivated pre-infusion CART cell products from patients with acute lymphoblastic leukemia revealed a beneficial role for IL-4 and other type 2 cytokines in the promotion of long-term response (Bai et al, Nature, 2024). In this report, we aim to further understand how IL-4 can be detrimental to CART cell therapy. To study the regulation of CART19-28ζ cells by IL-4, we performed RNA sequencing on CART19-28ζ cells that were stimulated with CD19+target cells in the presence of either 20 ng/mL hrIL-4 or diluent for 24 hours, one week, or two weeks in an in vitro model for exhaustion as previously described (Stewart et al, Nat Commun., 2024). We observed that hrIL-4 treatment drove the development of a distinct transcriptomic profile after chronic stimulation for one week (up genes = 3253 and down genes = 3645) or two weeks (up genes = 6435 and down genes = 6224) but not following 24 hours of activation (up genes = 0 and down genes = 0). Gene set enrichment analysis on the differentially expressed genes following two weeks of chronic stimulation showed that hrIL-4 treatment pushes CART cells to a more exhausted and less naïve phenotype (FDR = 0.015) and leads to a broad downregulation in cytokine signaling (FDR = 0.012). To investigate transcription factors associated with IL-4-induced CART cell dysfunction, we used BETA analysis with publicly available transcription factor binding sites for STAT6, GATA3, and EOMES and our differential expression data. EOMES (p = 0.039), but not STAT6 (p = 0.999) nor GATA3 (p = 0.999) significantly regulated the differentially expressed genes. In support of these findings, the addition of hrIL-4 also significantly upregulated EOMES expression after one (p < 0.0001) and two (p < 0.0001) weeks of chronic stimulation and downregulated the expression of TBX21 (p < 0.0001), a binding competitor of EOMES, following two weeks of chronic stimulation. To evaluate if EOMES is critical for IL-4-induced CART cell dysfunction, we treated either control or EOMES CRISPR knockdown CART cells with 20ng/mL hrIL-4 during chronic stimulation. EOMES knockdown reduced IL-4-induced CART19-28ζ cell dysfunction as seen by an increase in antigen-specific expansion (p = 0.046) and an increase in cytokine production including IL-2 (p < 0.0001), TNF-α (p = 0.006), and IFN-γ (p = 0.020). Having identified that EOMES is at least partially responsible for IL-4-induced CART cell dysfunction, we evaluated EOMES binding sites in human CART19-28ζ cells with CUT&RUN sequencing. Our analysis revealed EOMES binding at hypersensitivity site 2 (HS2) in the IL-4 locus which, in a previous study, was more accessible in both exhausted healthy donor CART19-28ζ cells and pre-infusion CART cell products from non-responders in the ZUMA-1 clinical trial (Stewart et al, Nat Commun., 2024). To determine how HS2 can impact CART cell functions, we generated CART19-28ζ cells from either wildtype (HS2+/+) or HS2-deleted (HS2-/-) murine T-cells and tested them in a syngeneic model of lymphoma generated by engrafting C57BL6 mice with luciferase+ TBL12 cells (1x106, tail vein injection on Day -3) following preconditioning (250mg/kg cyclophosphamide, intraperitoneal injection on Day -4). Following randomization of mice via tumor burden (n = 5 per group), mice were treated with either HS2+/+ or HS2-/- CART19-28ζ cells (1x106 cells, tail vein injection). In this model, HS2-/- CART cells showed enhanced expansion (p = 0.022), increased anti-tumor activity (p = 0.018), and improved overall survival (p = 0.003). Together, our study shows that IL-4 induces a distinct cellular fate in CART19-28ζ cells in the presence of chronic antigen-specific stimulation at least partially through the upregulation of EOMES. Further, the epigenetic regulation of CART cells by the IL-4 enhancer HS2 can significantly influence CART cell activity, and deletion of HS2 can improve CART cell therapy.
Venetoclax-obinutuzumab in frontline and R/R CLL: Outcomes compared to age- and sex-matched general population
Pomerantz, Lauren , Hampel, Paul J. , Bailen, Rachel, Koehler, Amber B. , Coddington, Catherine, Behnken, Amy, Leis, José F., Schwager, Susan M., Achenbach, Sara J., Zepeda, Cinthya Mendoza, Hanson, Curtis A. , Parikh, Sameer A. , Rabe, Kari G. , Roeker, Lindsey E. , Kenderian, Saad S. , Kay, Neil E. , Coddington, Catherine, Hilal, Talal , Tsang, Mazie , Parrondo, Ricardo D , Shi, Min , Slager, Susan L. , Braggio, Esteban , Wang, Yucai

Blood | December 5, 2025 | Volume: 146 | Issue: Supplement 1 | Pages: 3905-3905

10.1182/blood-2025-3905 Get It

Abstract Background: The synergistic mechanisms of BCL-2 inhibitors and CD20-directed antibodies in the treatment of chronic lymphocytic leukemia/small lymphocytic lymphoma (CLL/SLL) often lead to deep and durable responses. Although the use of venetoclax-obinutuzumab (Ven-O) in the frontline setting (1L) for CLL/SLL has led to a paradigm shift in the disease management, there are limited data on its efficacy in the relapsed/refractory (R/R) setting. In this study, we evaluated the efficacy and safety of Ven-O in both 1L and R/R CLL among patients treated outside the context of clinical trials at our institution. Methods We used the Mayo Clinic CLL Database to identify patients with CLL who were treated with Ven-O, both in 1L and R/R settings. Patients seen at Mayo Clinic Rochester between 2017 and 2025 were included. Overall survival (OS) was calculated from date of Ven-O initiation until last known alive date. Event-free survival (EFS) was calculated from date of Ven-O initiation until the next line of treatment or last known alive date. Kaplan-Meier methods estimated EFS and OS rates at 1, 3, and 5 years. Cox proportional hazards models were used to explore the association between baseline factors and EFS and OS; results are reported as hazard ratios (HR) and 95% confidence intervals (95%CI). Finally, we compared the OS to the age- and sex-matched general population of the state of Minnesota. Results A total of 154 patients (91 1L, 63 R/R) were included in the study. The median age was 68 years (69 1L, 68 R/R), and 68% were male (64% 1L, 73% R/R). Overall, TP53 disruptions (either del17p by FISH or TP53 mutation) were noted in 22 (15%) patients (9% 1L, 23% R/R). CLL FISH findings demonstrated del11q in 24 (19%) patients (19% 1L, 18% R/R), del13q in 46 (36%) patients (36% 1L, 36% R/R), and trisomy 12 in 21 (16%) patients (16% 1L, 18% R/R). IGHV genes were unmutated in 95 (68%) patients (60% 1L, 80% R/R). The CLL-IPI risk score was high in 54 (51%) patients (51% 1L, 53% R/R) and very-high in 18 (17%) patients (8% 1L, 34% R/R). A total of 121 (89%) patients completed planned treatment (1 year of venetoclax in 73 [90%] 1L and 2 years of venetoclax in 48 [87%] R/R). Median follow-up for the entire cohort was 1.8 years (2.2 1L, 1.5 R/R). Neither median EFS nor OS was reached for the overall cohort or within the 1L and R/R subgroups. The 1, 3, and 5-year EFS estimates for the overall cohort were 91% (86-96%), 85% (78-92%), and 67% (51-89%), respectively; corresponding EFS values for the 1L subgroup were 95% (91-100%), 89% (82-98%), and 67% (47-95%), respectively; and for the R/R subgroup were 85% (76-95%), 77% (65-92%), and 77% (65-92%), respectively. The 1, 3, and 5-year OS estimates were 98% (95-100%), 95% (91-99%), and 88% (76%-100%), respectively; corresponding OS values for the 1L subgroup were 99% (96-100%), 97% (94-100%), and 97% (94-100%) and for the R/R subgroup were 96% (91-100%), 91% (82-100%), and 61% (27-100%), respectively. Univariable analyses showed that TP53 disruption was associated with shorter EFS (HR 3.8, 95%CI 1.4-10.2, p=0.01), although IGHV mutation status was not associated with shorter EFS. A higher level of serum beta-2 microglobulin (HR 1.27, 95%CI 1.01-1.59, p=0.04) and R/R status (HR 4.9, 95%CI 0.9-25.8, p=0.06) were associated with a shorter OS. Interestingly, TP53 mutation status and IGHV mutation status were not associated with inferior OS. There was no difference in the observed and expected OS for both the 1L (p-0.23) and R/R (p=0.14) Ven-O treated cohorts compared to the age- and sex-matched general population of the state of Minnesota. Conclusions Our study shows that Ven-O is a well-tolerated regimen with demonstration of durable treatment responses both in the 1L and R/R groups, when used outside the context of a clinical trial. To the best of our knowledge, these data for the first time demonstrate no difference in OS of patients treated with Ven-O compared to age- and sex-matched general population, in both the 1L and R/R settings.
Overexpression of CD103 on regulatory T cells mitigates acute graft-versus-host disease via promotion of tolerogenic dendritic cell networks
Torghabeh, Mehrdad Hefazi, Xia, Hong , Mai, Long, Shameli, Afshin , Sirpilla, Olivia , Stewart, Carli M. , Hitosugi, Taro , DeFranco, Grace , Zhang, Shuwen , Huynh, Truc, Mangaonkar, Abhishek A. , Yun, Kun , Saleh, Ateka, Fonkoua, Lionel Aurelien Kankeu , Yamaguchi, Yoh, Foote, Sara, Goldberg, Sophia , Ruiz, Omar Gutierrez, Blazar, Bruce R., Gutierrez-Ruiz, Omar L. , Hefazi, Mehrdad , Sakemura, Reona , Kimball, Brooke , Roman, Claudia Manriquez , Stewart, Carli , Feigin, Jennifer M. , Huynh, Truc , Can, İsmail , Saleh, Ateka, Yamaguchi, Yoh, Foote, Sara, Siegler, Elizabeth L. , Kenderian, Saad S.

Blood | December 4, 2025 | Volume: 146 | Issue: Supplement 1 | Pages: 587-587

10.1182/blood-2025-587 Get It

Abstract Background: Integrin αE (CD103) has been thought to mediate gut-homing Treg retention during GVHD by facilitating E-cadherin interaction on intestinal epithelial cells. However, only a small percentage of natural Tregs express CD103 in peripheral blood (PB). To leverage this mechanism and potentially enhance Treg therapeutic efficacy, we hypothesized that Tregs overexpressing CD103 (CD103high) would show improved gut-homing and GVHD mitigation. Methods: Murine CD4 Tregs were isolated from C57BL/6 (B6) mice via flow sorting and were retrovirally transduced with murine CD103 or truncated epidermal growth factor receptor as a control. Transduced Tregs were then tested in a murine acute GVHD model (B6 → BALB/c). Mouse organs, including small intestine (SI), colon, spleen, PB, axillary (aLN) and mesentric lymph nodes (mLN) were harvested on day 10 post-transplant and analyzed by flow cytometry, multiplex cytokine assay, histopathology, and single-cell RNA sequencing (scRNA-seq). Ex vivo expanded Tregs were subjected to 13C-glucose tracing assay to evaluate glycolytic flux, TCA cycle, and lipid biosynthesis. Results: Despite comparable FoxP3 expression at the end of ex vivo expansion, CD103high Tregs had significantly higher in vitro suppression compared to control Tregs (54% vs. 33% at Treg:Tcon ratio of 1:8, p=0.004). Upon re-stimulation, CD103high Tregs demonstrated increased proliferation compared to control Tregs (3.8 vs 2.8 fold expansion, p <0.0001). Bulk RNA seq on ex vivo expanded CD103high showed upregulation of immuneregulatory and metabolic programs including GTPase signaling and oxidative stress control. These transcriptomic changes suggest that CD103 intrinsically promotes a regulatory phenotype, stress tolerance and metabolic fitness. In vivo, CD103highTregs significantly decreased the severity and mortality of GVHD, compared to control Tregs, as measured by clinical scores, weight loss, and survival (50% vs 0% on day +60, p<0.0001 for three independent experiments combined; n = 24/group). Day 20 histopathology revealed significantly improved colitis scores in mice treated with CD103high Tregs vs controls (9.5 vs. 14.6, p=0.02). While these findings could be partially attributed to CD103 gut-homing function, we observed that CD103high Treg absolute number and frequency were higher not only in the the GI organs and mLN, but also in the spleen, PB, and aLN with similar distribution ratios across different organs (~5-fold higher). In vivo CFSE suppression assay, where CFSE labeled donor T cells were cotransferred with Tregs into B6 Rag1ko mice, demonstrated enhanced suppressive function of CD103high Tregs in the spleen (p=0.02), an effect that could not be accounted for by the conventional gut-homing mechanism attributed to CD103. Plasma cytokine analysis showed significantly elevated IL-10 levels in mice treated with CD103high Tregs (p<0.0001), consistent with increased Treg number and frequency. 13C-glucose tracing assay showed lower palmitate levels in CD103high Tregs, indicating lower de novo lipid synthesis, while glycolysis and TCA cycle tracing were similar. Day 10 scRNA-seq on colon samples revealed seven distinct immune clusters. The neutrophil cluster was absent in CD103high Treg group, suggesting reduced inflammation. Donor-derived dendritic cells (DCs) upregulated genes such as Cstb, and Slamf7, while pro-inflammatory genes including Cd52 and Cd74 were downregulated. STAT5 signaling was upregulated, indicating reprograming of myeloid cells toward an immunoregulatory state. Colon epithelial cells from CD103high Treg-treated mice displayed enhanced stress tolerance, with increased oxidative phosphorylation, fatty acid metabolism, and epithelial repair pathways. CellChat analysis revealed that CD103high Tregs reshaped the intestinal communication landscape, with DCs acting as key signaling hubs through interactions such as Ccl6–Ccr2 and Lgals3–Cd44. Enhanced DC-to-DC and DC-to-T cell communication suggest that CD103high Tregs promote a tolerogenic DC network that modulates downstream immune responses and supports epithelial recovery. Conclusion: Tregs overexpressing CD103 via retroviral transduction significantly improve overall survival and GVHD clinical scores in a murine transplant model. CD103High Tregs orchestrate broad remodeling of cell-cell communication across immune and stromal compartments, promoting an immunoregulatory microenvironment that underlies their protective effects in GVHD.
Genomic profiling in CLL patients after BTK inhibitor progression identifies enrichment of mutations in MAPK pathway and epigenetic regulators
Bihnam, Daniel , Loaiza, Daniela Trujillo, Bruins, Laura A., Brown, Sochilt , Loaiza, Daniela Trujillo, Wang, Zhiquan , Kenderian, Saad S. , Kay, Neil E. , Parikh, Sameer A. , Braggio, Esteban

Blood | December 4, 2025 | Volume: 146 | Issue: Supplement 1 | Pages: 5660-5660

10.1182/blood-2025-5660 Get It

Abstract Introduction: Although therapies targeting Bruton Tyrosine Kinase (BTK), either as monotherapy or in combination have revolutionized the treatment in chronic lymphocytic leukemia (CLL), the disease remains incurable. Continuous treatment with these agents frequently leads to the development of resistance and disease progression, mostly associated with mutations in BTK or PLCG2. However, a significant fraction of BTKi-resistant patients does not harbor mutations in these genes, revealing that multiple distinct mechanisms of resistance can independently develop in these patient cohorts. Identifying novel molecular pathways associated with drug resistance in the relapsed/refractory (RR) setting of CLL requires more exploration. Materials and Methods: Using the Mayo Clinic CLL Database and tissue bank, we identified 30 RR patients, who had had disease progressionon a BTKi. The median lines of prior therapies were four. The median age at start of treatment was 57.9 (range, 36-78), 77% were male. Rai stage at diagnosis was 0 in 10% of patients, stage I in 37%, stage II in 20%, stage III in 6%, and stage IV in 27%. IGHV unmutated was observed in 87% of cases. Five patients subsequently evolved to Richter's Transformation (RT). A total of 64 blood samples were collected at different timepoints: baseline (before BTKi therapy), during treatment and at disease progression from BTKi (Ibrutinib/Acalabrutinib/Pirtobrutinib/Nemtabrutinib). The CD5+/CD19+ tumor population was enriched by flow sorting. We performed whole genome sequencing (WGS) in tumor/germline pairs with an average sequencing depth of 60X. Copy number variants (CNVpytor), structural variants – SV (Manta and DELLY2), single nucleotide variants (SNV) and indels (MuTect2, Strelka) were calculated. Mutational signature analysis was conducted independently on each disease timepoint with sigProfiler. De novo signatures were extracted with non-negative matrix factorization, then decomposed and mapped to known signatures from the COSMIC Human Cancer Signatures database. Results: Prior to start of BTKi treatment, the most common abnormality was del13q (65%), followed by abnormalities in TP53 (mutation and/or del17p) in 59% of patients, del8p, del11q (23% each), and mutations in SF3B1 (35%), NFKIE, NOTCH1 and MAPK signaling pathway (BRAF, KRAS, NRAS, PTPN11) in 23% of cases, each. Complex karyotype, defined as >3 copy number abnormalities was found in 59% of cases. Disease progression was observed 4.4 years (median; range 1.9-10.8 yrs) after starting BTKi therapy. At disease progression, there was an overall increase in genomic complexity. Overall, 17 cases (56%) showed mutations in BTK (p.C481S, p.C481Y, p.L528W, p.A428D) and/or PLCG2 (p.P844H). Four cases showed mutations in both genes or two or more independent mutations in BTK. Del17p and/or TP53 mutations were found in 20 (67%) cases, 9 of them with biallelic abnormalities. A third of patients (N=10) were found to have MAPK mutations, and 9 (30%) cases had mutations in the epigenetic regulators CREBBP, SETD2, SETD1A andKMT2D. Loss of heterozygosity, including 11q and 17p was found in 13% of cases. Chromothripsis was found in 23% of cases. In patients without BTK or PLCG2 mutations (N=13), TP53 abnormalities were present in 92% of cases and mutations in the MAPK pathway in 46% of these patients. Finally, we identified several SVs involving driver genes at disease progression, including inversions in RB1 (N=1), NOTCH1 (N=1) and translocations in MYC (N=1) and IGH (N=2). Analyzing the mutational signatures, baseline timepoints were dominated heavily by aging signatures (SBS5, SBS1). However, in cases that progressed after therapy, we found enrichment of mutational signatures associated with defective DNA mismatch repair (SBS44, 6%), chemotherapy treatment (SBS25, 14%), homologous and nucleotide excision repair deficiency (SBS8, 48%), and indirect effects of AID-induced somatic mutagenesis (SBS85, 7%). Additionally, the Melphalan signature (SBS99, 10%) was found in patients treated alkylating agents. Conclusions: Disease progression of CLL on BTKi confirmed the existence of multiple driver genes beyond BTK, PLCG2 andTP53, including the high prevalence of mutations in MAPK pathway and epigenetic regulators, and increased genomic complexity. Ongoing efforts are focused on integrating these findings with clinical demographics, epigenetic modifications, and preclinical drug sensitivity profiles.