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162 citation(s) found for "Ding, Wei".

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.

Mayo Clinic

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.
Comparison of Frontline Therapies in Older Adults Age ≥ 80 Years With Chronic Lymphocytic Leukemia (CLL): A Mayo Clinic and Danish Nation‐Wide Study
Tsang, Mazie , Hampel, Paul J. , Rabe, Kari G. , Ding, Wei , Leis, José F., Kenderian, Saad S. , Wang, Yucai , Muchtar, Eli , Koehler, Amber B. , Dyke, Daniel L. Van , Hanson, Curtis A. , Hjalgrim, Henrik , Ding, Wei , Kenderian, Saad Sirop , Wang, Yucai , Muchtar, E , Van Dyke, Daniel L, Shi, Min , Parikh, Sameer A , Chaffee, Kari G. , Tsang, Mazie , Brieghel, Christian , Hilal, Talal , Slager, Susan L. , Kay, Neil E. , Niemann, Carsten Utoft , Parikh, Sameer A. , Rotbain, Emelie Curovic

Mayo Clinic

American Journal of Hematology | June 29, 2025 | Volume: 100 | Issue: 9 | Pages: 1678-1681

10.1002/ajh.27747 | PMID 40530575 Get It

UNISOM: Unified Somatic Calling and Machine Learning-based Classification Enhance the Discovery of CHIP
Tian, Shulan , Jenkinson, Garrett , Ferrer, Alejandro Tiana, Yan, Huihuang , Morales‐Rosado, Joel A. , Wang, Kevin L. , Lasho, Terra L. , Yan, Benjamin B. , Baheti, Saurabh , Olson, Janet E. , Patnaik, Mrinal M. , Klee, Eric W. , Ferrer, Alejandro , Ferrer, Alejandro , Baughn, Linda B , Ding, Wei , Slager, Susan L , Patnaik, Mrinal , Lazaridis, Konstantinos N , Klee, Eric W , Olson, Janet E , Lasho, Terra L , Tian, Shulan , Morales-Rosado, Joel A , Baughn, Linda B. , Slager, Susan L. , Lazaridis, Konstantinos N.

Mayo Clinic

Genomics, Proteomics & Bioinformatics | April 29, 2025 | Volume: 23 | Issue: 2 | Pages: No page available

10.1093/gpbjnl/qzaf040 | PMID 40300108 Get It

Abstract Clonal hematopoiesis (CH) of indeterminate potential (CHIP), driven by somatic mutations in leukemia-associated genes, confers increased risk of hematologic malignancies, cardiovascular disease, and all-cause mortality. In blood of healthy individuals, small CH clones can expand over time to reach 2% variant allele frequency (VAF), the current threshold for CHIP. Nevertheless, reliable detection of low-VAF CHIP mutations is challenging, often relying on deep targeted sequencing. Here, we present UNISOM, a streamlined workflow for enhancing CHIP detection from whole-genome and whole-exome sequencing data that are underpowered, especially for low VAFs. UNISOM utilizes a meta-caller for variant detection, in couple with machine learning models which classify variants into CHIP, germline, and artifact. In whole-exome sequencing data, UNISOM recovered nearly 80% of the CHIP mutations identified via deep targeted sequencing in the same cohort. Applied to whole-genome sequencing data from Mayo Clinic Biobank, it recapitulated the patterns previously established in much larger cohorts, including the most frequently mutated CHIP genes and predominant mutation types and signatures, as well as strong associations of CHIP with age and smoking status. Notably, 30% of the identified CHIP mutations had < 5% VAFs, demonstrating its high sensitivity toward small mutant clones. This workflow is applicable to CHIP screening in population genomic studies. The UNISOM pipeline is freely available at https://github.com/shulanmayo/UNISOM and https://ngdc.cncb.ac.cn/biocode/tool/7816.
A pilot study to determine the feasibility and safety of pharmacist and nurse driven management of venetoclax ramp-up in patients with chronic lymphocytic leukemia
Bubik, Rachel J. , Aasum, Monica I., Tamminga, Linda M., Koehler, Amber B. , Behnken, Amy L., Harden, J, Hampel, Paul J. , Call, Timothy G. , Bailen, Rachel J , Harden, Jen, Kenderian, Saad S. , Chaffee, Kari G. , Wang, Yucai , Muchtar, Eli , Kay, Neil E. , Rabe, Kari G. , Ding, Wei , Parikh, Sameer A.

Mayo Clinic

Journal of Oncology Pharmacy Practice | April 2, 2025 | Volume: 32 | Issue: 5 | Pages: 875-882

10.1177/10781552251323195 | PMID 40170466 Get It

Purpose Venetoclax-based treatment for chronic lymphocytic leukemia (CLL) can be a logistically burdensome regimen due to extensive required monitoring of tumor lysis syndrome (TLS). The purpose of this study was to evaluate the feasibility and safety of pharmacist and registered nurse (RN) driven management of venetoclax ramp-up in CLL. Methods This was a prospective, pilot program for patients receiving venetoclax-based therapy for CLL. Patients had nine weekly visits during the first three cycles of therapy, of which five visits were independently performed by a pharmacist or RN. Laboratory tests to evaluate TLS were ordered and monitored independently by the RN in collaboration with clinicians (physician, nurse practitioner, physician assistant). Results Thirty CLL patients, median age 67 years, 73% treated in the frontline setting, started venetoclax between May 2022 and January 2023. After the initial three weeks of obinutuzumab treatment, TLS risk prior to venetoclax initiation had improved to low (93%), medium (3%), and high (3%). There was zero incidence of laboratory or clinical TLS by Howard criteria during the venetoclax ramp-up for all patients. Pharmacist and RNs performed 139 independent visits and monitored 197 sets of TLS labs. Conclusion Use of independent pharmacist and RN visits for toxicity checks and TLS monitoring during weekly venetoclax dose ramp-up did not lead to increased incidence of TLS in patients with CLL. These visits increased both access and efficiency within the CLL clinic. This concept has the potential to be applied in other cancer care settings with a variety of treatment regimens.
Efficacy of pembrolizumab monotherapy and in combination with BCR inhibitors for Richter transformation of chronic lymphocytic leukemia (CLL).
LaPlant, Betsy, Leis, José F., Call, Timothy G., He, Rong , Micallef, Ivana N. , Nowakowski, Grzegorz S. , Koehler, Amber B. , Hampel, Paul J. , Aitken, Casey N., Ansell, Stephen M. , Wang, Yucai , Parikh, Sameer A. , Shanafelt, Tait D. , Habermann, Thomas M. , Witzig, Thomas E. , Kenderian, Saad S. , Muchtar, Eli , Sinha, Sutapa , Kay, Neil E. , Ding, Wei

Mayo Clinic

Journal of Clinical Oncology | June 10, 2024 | Volume: 42 | Issue: 16_suppl | Pages: 7050-7050

10.1200/jco.2024.42.16_suppl.7050 Get It

7050 Background: The management of Richter transformation (RT) of CLL represents an unmet clinical need. We previously reported modest efficacy of pembrolizumab monotherapy in an initial cohort of patients with RT (Ding, et al, Blood 2017). Here we report updated results of this trial, including an expansion cohort and a combination therapy cohort. Methods: Patients with biopsy proven RT to diffuse large B-cell lymphoma were enrolled and treated with single agent pembrolizumab (200 mg IV Q3W). Patients with progressive disease (PD) or stable disease (SD) after 3 months of pembrolizumab monotherapy were allowed to add a B-cell receptor (BCR) kinase inhibitor. The primary end point was overall response rate (ORR). Results: A total of 26 patients with RT were enrolled (9 in initial cohort and 17 in expansion cohort). The median age was 68.5 years. Ten (38%) patients had del(17p) or TP53 mutation. The median number of prior lines of therapy was 3 (range 1-10). Fifteen (58%) patients had received ibrutinib previously (14 of whom had PD on ibrutinib). With pembrolizumab monotherapy (n=26), the ORR was 23.1%, with 2 (7.7%) complete response (CR), 4 (15.4%) partial response (PR), and 7 (26.9%) SD. Of the 6 patients with confirmed CR or PR, responses occurred after a median of 2 cycles of monotherapy. The median duration of response (DOR) was 3.2 months (95% CI 2.8-NA). The median progression-free survival (PFS) was 2.6 months (95% CI 1.6-3.6). Sixteen patients went on to receive a BCR kinase inhibitor (ibrutinib [n=15], idelalisib [n=1]) in combination with pembrolizumab, after SD or PD on pembrolizumab monotherapy. The ORR to combination therapy was 62.5%, with 4 (25.0%) CR and 6 (37.5%) PR. Of the 10 patients with confirmed CR or PR to combination therapy, responses occurred after a median of 4 cycles of therapy. The median DOR was 4.5 months (95% CI 1.6-NA). The median PFS was 7.6 months (95% CI 2.3-13.3). After a median follow-up of 50.4 (95% CI 34.0-56.0) months, the median overall survival (OS) for all 26 patients with RT was 11.6 months (95% CI 7.5-20.1), and the 2-year OS rate was 27%. Treatment-related adverse events (TRAEs) of any grade occurred in 24 (92%) patients, including anemia (54%), thrombocytopenia (58%), neutropenia (54%), leukopenia (35%), lymphopenia (23%), dyspnea (23%), diarrhea (19%), and nausea (23%). Treatment-related grade 3 or above AEs occurred in 21 (81%) patients, including neutropenia (38%), leukopenia (31%), thrombocytopenia (27%), anemia (15%), febrile neutropenia (12%), and lung infection (12%). Conclusions: This expanded analysis confirmed that pembrolizumab has modest single agent activity in RT. Combination therapy with pembrolizumab and a BCR kinase inhibitor is associated with increased efficacy (ORR >60%), similar to other reports. These results support further investigation of immune checkpoint inhibitor-based combination therapy in RT. Clinical trial information: NCT02332980 .
A multicenter study of venetoclax-based treatment for patients with Richter transformation of chronic lymphocytic leukemia
Hampel, Paul J. , Rogers, Kerry A. , Parry, Erin M. , Burger, Jan A. , Hyak, Jonathan, Woyach, Jennifer A. , Parry, Erin M , Burger, Jan A , Hyak, Jonathan M , Kenderian, Saad S. , Wang, Yucai , Parikh, Sameer A , Thompson, Philip A , Swaminathan, Mahesh , Davids, Matthew S. , Ding, Wei , Ferrajoli, Alessandra , Jain, Nitin , Wang, Yucai , Wierda, William G. , Parikh, Sameer A.

Mayo Clinic

Blood Advances | March 27, 2024 | Volume: 8 | Issue: 10 | Pages: 2342-2350

10.1182/bloodadvances.2023012080 | PMID 38537065 Get It

Abstract Patients with chronic lymphocytic leukemia (CLL) who develop Richter transformation (RT) have a poor prognosis when treated with chemoimmunotherapy regimens used for de novo diffuse large B-cell lymphoma. Venetoclax, a BCL2 inhibitor, has single-agent efficacy in patients with RT and is potentially synergistic with chemoimmunotherapy. In this multicenter, retrospective study, we evaluated 62 patients with RT who received venetoclax-based treatment outside of a clinical trial, in combination with a Bruton tyrosine kinase inhibitor (BTKi; n=28), rituximab, cyclophosphamide, doxorubicin, vincristine, prednisone (R-CHOP) (n=13), or intensive chemoimmunotherapy other than R-CHOP (n=21). The best overall and complete response rates were 36%/25%, 54%/46%, and 52%/38%, respectively. The median progression-free and overall survival estimates for the same treatment groups were 4.9/14.3 months, 14.9 months/not reached, and 3.3/9 months, respectively. CLL with del(17p) was associated with a lower complete response rate in the total cohort (odds ratio [OR] 0.15; 95% confidence interval [CI] 0.04-0.6; p=0.01) and venetoclax-naïve subgroup (OR 0.13; 95%CI 0.02-0.66; p=0.01). TP53 mutated CLL was associated with a lower complete response rate (OR 0.15; 95%CI 0.03-0.74; p=0.02) and shorter progression-free survival (hazard ratio 3.1; 95%CI 1.21-7.95; p=0.02) only in venetoclax-naïve subgroup. No other clinical or baseline characteristics, including prior venetoclax treatment for CLL, showed statistically significant association with outcomes. Grade 3-4 neutropenia and thrombocytopenia events were most frequent with intensive chemoimmunotherapy + venetoclax; grade 3-4 infection rates were similar across treatment groups. In this difficult-to-treat RT patient population, venetoclax-based combination regimens achieved high response rates, with durable remission and survival observed in a subset of patients.
Tumor mutational load is prognostic for progression to therapy among high-count monoclonal B-cell lymphocytosis
Kleinstern, Geffen , Boddicker, Nicholas , O’Brien, Daniel R. , Allmer, Cristine, Rabe, Kari G. , Waller, Rosalie G. , Yan, Huihuang , Ma, Tao , Call, Timothy G. , Bruins, Laura A., Brown, Sochilt , Campos, Cecília Bonolo de , Hanson, Curtis A. , Leis, José F., Ding, Wei , Vachon, Celine M. , Oakes, Christopher C. , Parker, Alexander S. , Brander, Danielle M. , Weinberg, J. Brice , Furman, Richard R. , Shanafelt, Tait D. , Griffin, R. L. , Boddicker, Nicholas J , Waller, Rosalie G , Bruins, Laura, Bonolo de Campos, Cecilia, Vachon, Celine M. , Kay, Neil E , Cerhan, James R , Parikh, Sameer A , Braggio, Esteban , Slager, Susan L , Chaffee, Kari G. , Ding, Wei , Shanafelt, Tait D , Griffin, Rosalie , Norman, Aaron D. , Kay, Neil E. , Cerhan, James R. , Parikh, Sameer A. , Braggio, Esteban , Slager, Susan L.

Mayo Clinic

Blood Advances | February 15, 2024 | Volume: 8 | Issue: 9 | Pages: 2118-2129

10.1182/bloodadvances.2023012242 | PMID 38359367 Get It

Abstract High-count monoclonal B-cell lymphocytosis (HCMBL) is a precursor condition to chronic lymphocytic leukemia (CLL). We have shown that among individuals with HCMBL, the CLL-International Prognostic Index (CLL-IPI) is prognostic for time-to-first therapy (TTFT). Little is known about the prognostic impact of somatically mutated genes among individuals with HCMBL. We sequenced DNA from 371 individuals with HCMBL using a targeted sequencing panel of 59 recurrently mutated genes in CLL to identify high-impact mutations. We compared the sequencing results with that of our treatment-naïve CLL cohort (N = 855) and used Cox regression to estimate hazard ratios and 95% confidence intervals (CIs) for associations with TTFT. The frequencies of any mutated genes were lower in HCMBL (52%) than CLL (70%). At 10 years, 37% of individuals with HCMBL with any mutated gene had progressed requiring treatment compared with 10% among individuals with HCMBL with no mutations; this led to 5.4-fold shorter TTFT (95% CI, 2.6-11.0) among HCMBL with any mutated gene vs none, independent of CLL-IPI. When considering individuals with low risk of progression according to CLL-IPI, those with HCMBL with any mutations had 4.3-fold shorter TTFT (95% CI, 1.6-11.8) vs those with none. Finally, when considering both CLL-IPI and any mutated gene status, we observed individuals with HCMBL who were high risk for both prognostic factors had worse prognosis than patients with low-risk CLL (ie, 5-year progression rate of 32% vs 21%, respectively). Among HCMBL, the frequency of somatically mutated genes at diagnosis is lower than that of CLL. Accounting for both the number of mutated genes and CLL-IPI can identify individuals with HCMBL with more aggressive clinical course.
Follow-up from the A041202 study shows continued efficacy of ibrutinib regimens for older adults with CLL
Woyach, Jennifer A. , Burbano, Gabriela Perez , Ruppert, Amy S. , Heerema, Nyla A. , Zhao, Weiqiang , Wall, Anna, Brander, Danielle M. , Rogers, Kerry A. , Stephens, Deborah M. , Brown, Jennifer R. , Lozanski, Gerard , Nattam, Sreenivasa, Litzow, Mark R. , Luger, Selina M. , Owen, Carolyn , Kuzma, Charles, Little, Richard F. , Dinner, Shira, Stone, Richard M. , Uy, Geoffrey L. , Mandrekar, Sumithra J. , Byrd, John C. , Perez Burbano, Gabriela , Barr, Paul M , Rogers, Kerry A , Parikh, Sameer A , Stephens, Deborah M , Blachly, James , Larson, Richard A , Erba, Harry Paul , Litzow, Mark R. , Abramson, Jeremy S , Little, Richard F , Uy, Geoffrey , Byrd, John C , Miller, Cecelia , Ding, Wei , Bartlett, Nancy L. , Barr, Paul M. , Parikh, Sameer A. , Blachly, James S. , Larson, Richard A. , Abramson, Jeremy S. , Stock, Wendy

Mayo Clinic

Blood | January 12, 2024 | Volume: 143 | Issue: 16 | Pages: 1616-1627

10.1182/blood.2023021959 | PMID 38215395 Get It

Abstract A041202 (NCT01886872) is a phase 3 study comparing bendamustine plus rituximab (BR) with ibrutinib and the combination of ibrutinib plus rituximab (IR) in previously untreated older patients with chronic lymphocytic leukemia (CLL). The initial results showed that ibrutinib-containing regimens had superior progression-free survival (PFS) and rituximab did not add additional benefits. Here we present an updated analysis. With a median follow-up of 55 months, the median PFS was 44 months (95% confidence interval [CI], 38-54) for BR and not yet reached in either ibrutinib-containing arm. The 48-month PFS estimates were 47%, 76%, and 76% for BR, ibrutinib, and IR, respectively. The benefit of ibrutinib regimens over chemoimmunotherapy was consistent across subgroups of patients defined by TP53 abnormalities, del(11q), complex karyotype, and immunoglobulin heavy chain variable region (IGHV). No significant interaction effects were observed between the treatment arm and del(11q), the complex karyotype, or IGHV. However, a greater difference in PFS was observed among the patients with TP53 abnormalities. There was no difference in the overall survival. Notable adverse events with ibrutinib included atrial fibrillation (afib) and hypertension. Afib was observed in 11 patients (pts) on BR (3%) and 67 pts on ibrutinib (18%). All-grade hypertension was observed in 95 pts on BR (27%) and 263 pts on ibrutinib (55%). These data show that ibrutinib regimens prolong PFS compared with BR for older patients with treatment-naïve CLL. These benefits were observed across subgroups, including high-risk groups. Strikingly, within the ibrutinib arms, there was no inferior PFS for patients with abnormalities in TP53, the highest risk feature observed in CLL. These data continue to demonstrate the efficacy of ibrutinib in treatment-naïve CLL.
Prediction of outcomes for high-count monoclonal B lymphocytosis using an epigenetic and immunogenetic signature
Abdelbaky, Salma , Giacopelli, Brian , Rabe, Kari G. , Yamaguchi, Kyoko , Wu, Yue-Zhong, Yan, Huihuang , Shanafelt, Tait D. , Parikh, Sameer A. , Hampel, Paul J. , Brown, Sochilt , Vachon, Celine M. , Hanson, Curtis A. , Parker, Alexander S. , Oakes, Christopher C. , Ding, Wei , Hampel, Paul J , Cerhan, James R , Vachon, Celine M. , Kay, Neil E , Braggio, Esteban , Slager, Susan L , Oakes, Christopher C , Chaffee, Kari G. , Ding, Wei , Parikh, Sameer A , Shanafelt, Tait D , Ding, Wei , Cerhan, James R. , Kay, Neil E. , Braggio, Esteban , Slager, Susan L.

Mayo Clinic

Blood | January 9, 2024 | Volume: 143 | Issue: 17 | Pages: 1752-1757

10.1182/blood.2023022180 | PMID 38194687 Get It

Abstract Monoclonal B-cell lymphocytosis (MBL) progresses to chronic lymphocytic leukemia (CLL) requiring therapy at 1% to 5% per year. Improved prediction of progression would greatly benefit individuals with MBL. Patients with CLL separate into 3 distinct epigenetic subtypes (epitypes) with high prognostic significance, and recently the intermediate epitype has been shown to be enriched for high-risk immunoglobulin lambda variable (IGLV) 3-21 rearrangements, impacting outcomes for these patients. Here, we employed this combined strategy to generate the epigenetic and light chain immunoglobulin (ELCLV3-21) signature to classify 219 individuals with MBL. The ELCLV3-21 high-risk signature distinguished MBL individuals with a high probability of progression (39.9% and 71.1% at 5 and 10 years, respectively). ELCLV3-21 improved the accuracy of predicting time to therapy for individuals with MBL compared with other established prognostic indicators, including the CLL international prognostic index (c-statistic, 0.767 vs 0.668, respectively). Comparing ELCLV3-21 risk groups in MBL vs a cohort of 226 patients with CLL revealed ELCLV3-21 high-risk individuals with MBL had significantly shorter time to therapy (P = .003) and reduced overall survival (P = .03) compared with ELCLV3-21 low-risk individuals with CLL. These results highlight the power of the ELCLV3-21 approach to identify individuals with a higher likelihood of adverse clinical outcome and may provide a more accurate approach to classify individuals with small B-cell clones.