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Kapoor, Prashant

0000-0002-4342-364X

Mayo Clinic

Mayo Clinic.

Citations 15

Risk of AL Amyloidosis is Associated with Degree of Free Light Chain Elevation and Duration of Exposure
Steinhardt, Maximilian , Muchtar, Eli , Kourelis, Taxiarchis , Warsame, Rahma, Buadi, Francis K. , Dingli, D., Leung, Nelson , Cook, Joselle , Go, Ronald S. , HAYMAN, Suzanne, Kapoor, Prashant , Zanwar, Saurabh , Hellou, Tamer , Fonder, Amie , Hobbs, Miriam, Abdallah, Nadine , Lin, Y., Siddiqui, Mustaqeem, Kyle, R., Kortüm, Martin K., Kumar, Shaji , Dingli, David , Dispenzieri, Angela , Steinhardt, Maximilian , Muchtar, E , Kourelis, Taxiarchis , Buadi, Francis K , Dingli, David , Leung, Nelson , Cook, Joselle M , Go, Ronald S , Gonsalves, Wilson , Kapoor, Prashant , Zanwar, Saurabh S , Binder, Moritz , Hellou, Tamer , Abdallah, Nadine H , Lin, Yi , Siddiqui, Mustaqeem A , Kortüm, Martin , Einsele, Hermann , Rajkumar, S Vincent , Kumar, Shaji K , Gertz, Morie A , Dispenzieri, Angela , Warsame, Rahma , Hayman, Suzanne R. , Gonsalves, Wilson I. , Binder, Moritz , Siddiqui, Mustaqeem , Kortüm, K. Martin , Rajkumar, S. Vincent , Gertz, Morie A.

No container title available | April 8, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.21203/rs.3.rs-9227260/v1 Get It

Abstract Systemic light chain amyloidosis (AL) arises from monoclonal immunoglobulin light chains, but determinants of progression from precursor states remain poorly defined. In a cross-sectional cohort comprising 1950 systemic AL patients diagnosed 2010-2024, 258 (13.2%) patients with a previously diagnosed plasma cell disorder (PCD) were compared to patients with no prior PCD diagnosis. Patients with monoclonal gammopathy of undetermined signficance (MGUS) and smoldering multiple myeloma (SMM) in the former group had lower difference between involved and uninvolved FLCs (dFLC), higher M-protein, and lower rates of t(11;14) at AL diagnosis. Patients developing AL from SMM had a shorter time to AL (median 34.2 versus 61.3 months) and higher dFLC (median 28.9 versus 11.0 mg/dl) compared to those from MGUS. Patients developing AL after known multiple myeloma (MM) or lymphoplasmacytic lymphoma (LPL) commonly lacked deep hematologic response before AL (≤ very good partial response in 78% of MM, 100% of LPL patients). We additionally studied longitudinally followed cohorts of 3,966 MGUS and 426 (SMM) patients with longitudinal FLC measurements and matched follow-up, in which 1.8% of MGUS and 7.2% of SMM patients developed AL. Those patients who developed AL showed markedly higher dFLC at MGUS/SMM diagnosis and more frequent λ restriction and rates of t(11;14). Higher dFLC was associated with progressively earlier AL development; a 10% cumulative risk occurred at 20 months for patients with a dFLC >80 mg/dL but was not reached if dFLC <10 mg/dL at an estimated median follow-up of 86 months. In multivariable analysis, dFLC >6.4 mg/dL (HR 11.3) and λ isotype (HR 3.6) independently predicted AL, whereas heavy chain secretion was associated with lower risk (HR 0.2 for IgG). These findings indicate that AL risk is primarily driven by cumulative light chain exposure, refining our knowledge of AL pathophysiology and providing guidance for follow-up of patients with elevated dFLC.
Biomarkers of Cellular Senescence and their Association with Frailty, Clinical Outcomes, and Survival in Multiple Myeloma
Abdallah, Nadine, White, Thomas, Heeren, Amanda A., Wildes, Tanya, Marar, Rosalyn, Yee, Claire , Bodily, Anna, Kotajarvi, Brian R., Aug, Sarah, Kapoor, Prashant , Dispenzieri, Angela, Hayman, Suzanne, Dingli, David, Gonsalves, Wilson, Cook, Joselle, Zanwar, Saurabh , Lin, Y., Kourelis, Taxiarchis, Gertz, MA, Warsame, Rahma, Rajkumar, S, LeBrasseur, Nathan, Kumar, Shaji, Weivoda, Megan , Abdallah, Nadine H , Heeren, Amanda, Marar, Rosalyn , Yee, Claire , Kotajarvi, Brian, Buadi, Francis K , Kapoor, Prashant , Dispenzieri, Angela , Dingli, David , Gonsalves, Wilson , Cook, Joselle M , Zanwar, Saurabh S , Binder, Moritz , Lin, Yi , Kourelis, Taxiarchis , Gertz, Morie A , Rajkumar, S Vincent , Sfeir, Jad G , Kumar, Shaji K , Weivoda, Megan , Abdallah, Nadine , Smith, Byron H. , Wildes, Tanya M. , Buadi, Francis K. , Dispenzieri, Angela , Hayman, Suzanne, Dingli, David , Gonsalves, Wilson I. , Cook, Joselle , Binder, Moritz , Kourelis, Taxiarchis , Warsame, Rahma , Sfeir, Jad , LeBrasseur, Nathan K

No container title available | March 19, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.21203/rs.3.rs-8605152/v1 Get It

Abstract Frailty predicts adverse outcomes in multiple myeloma (MM), yet an objective frailty biomarker is lacking. Circulating senescence-associated secretory phenotype (SASP) factors correlate with frailty and adverse outcomes in chronic diseases, but their relevance in MM is unclear. In this study, we investigated the relationship between 36 plasma SASP factors, frailty, and clinical outcomes in: (1) a historical cohort using stored specimens from 59 patients with newly diagnosed MM, and (2) a prospective cohort of 36 patients initiating new MM treatment. Several SASP factors were significantly associated with frailty after adjusting for age, sex, and body mass index; GDF-15, TNF-RI, IL-6, and IL-8 showed positive correlations with both cumulative-deficit based and physical frailty indices. Additionally, significant age-adjusted associations were observed between SASP factors and treatment outcomes, including overall survival (OS), high-grade toxicity, and healthcare utilization. We developed a 5-factor SASP model that demonstrated superior predictive performance for OS compared to chronological age, R-ISS stage, and clinical frailty, and TNF-RI alone (5-year OS AUC: 0.90). These findings highlight the association between senescence biomarkers and frailty and OS, and support further investigation of SASP factors as objective frailty biomarkers in MM.
POD24 is a novel determinant of prognosis in patients with Waldenström macroglobulinemia
Zanwar, Saurabh , Abeykoon, Jithma P. , D'Sa, Shirley , Larson, Dirk R. , Colby, Colin , Durot, Eric, Kastritis, Efstathios, Uppal, Encarl , Tomkins, Oliver , Morel, Pierre , Montes, Lydia , Paludo, Jonas, Ogunbiyi, Olabisi, Cornillet‐Lefèbvre, Pascale , Rajkumar, S Vincent, Quinquenel, Anne, Gertz, Morie A, Kumar, Shaji , Dimopoulos, M, Ansell, Stephen M., Kapoor, Prashant , D’Sa, Shirley , Abeykoon, Jithma P , Roos-Weil, Damien , Larson, Dirk , Colby, Colin L , Durot, Eric , Kastritis, Efstathios , Uppal, Encarl , Tomkins, Oliver , Morel, Pierre , Mondello, Patrizia , Montes, Lydia , Paludo, Jonas , Ogunbiyi, Olabisi , Cornillet-Lefebvre, Pascale , Quinquenel, Anne , Dispenzieri, Angela , Fonseca, Rafael , Gertz, Morie A , Kumar, Shaji K , Dimopoulos, Meletios A , Treon, Steven , Castillo, Jorge J , Kapoor, Prashant , Durot, Éric , Kastritis, Efstathios , Mondello, Patrizia , Paludo, Jonas , Ailawadhi, Sikander , Sarosiek, Shayna , Rajkumar, S. Vincent , Quinquenel, Anne , Dispenzieri, Angela , Fonseca, Rafaël , Gertz, Morie A. , Dimopoulos, Meletios Α. , Ansell, Stephen M. , Treon, Steven P. , Castillo, Jorge J.

Blood Advances | January 7, 2026 | Volume: 10 | Issue: 7 | Pages: 2322-2327

10.1182/bloodadvances.2025017751 Get It

Abstract Waldenström macroglobulinemia (WM) is characterized by recurrent MYD88 and CXCR4 mutations, whose prognostic value in patients treated with chemoimmunotherapy remains unclear. Moreover, the typically prolonged progression-free survival (PFS) correlates inconsistently with overall survival (OS), underscoring the importance of examining other surrogates. Progression of disease within 24 months (POD24), an established early end point, delineates functionally high-risk patients in other indolent lymphomas. This international study evaluated 253 patients receiving frontline fixed-duration bendamustine-rituximab (BR), a common chemoimmunotherapy for WM. At a median follow-up of 5.9 years, 5-year PFS and OS were 65% and 87%, respectively; 5-year PFS was similar between MYD88L265P (90%) and MYD88wild-type (WT) subcohorts (64% each; P = .4). Among 89 patients with known CXCR4 status, the subcohort with CXCR4mutation (28%) had shorter PFS (median 3.3 vs 8.8 years; hazard ratio [HR], 2.8; P = .0036) and OS (HR, 2.6; P = .036) compared with CXCR4WT. POD24 occurred in 11.5% of patients who demonstrated inferior subsequent OS (5-year OS, 71% vs 86%; HR, 3.1; P = .005) and higher mortality (standardized mortality ratio [SMR], 3.7), unlike the non-POD24 group, whose mortality was comparable to the matched general population (SMR, 1.1). In conclusion, BR is effective irrespective of the MYD88 status, but CXCR4 mutations and POD24 portend worse outcomes. Patients without POD24 represent a cohort with distinctly favorable outcome.
Venetoclax-Dexamethasone Versus Pomalidomide-Dexamethasone in t(11;14)-Positive Relapsed/Refractory Multiple Myeloma: Primary Results of the Randomized, Phase III CANOVA Study
Popat, Rakesh , Beksaç, Meral , Gatt, Moshe E. , Gay, Francesca , Jo, Jae‐Cheol , Kapoor, Prashant , Katodritou, Eirini , Kortüm, K. Martin , Ling, Silvia , Nagarajan, Chandramouli , Suzuki, Kenshi , Qiu, Lugui , Onishi, Maika, Ku, Grace , Ross, Jeremy A. , Badawi, Mohamed , Fusco, Mary Jean, Dobkowska, Edyta, Arriola, Emma, Bueno, Orlando F. , Iida, Shinsuke , Valent, Jason , Mateos, María‐Victoria , Dimopoulos, Meletios A , Gatt, Moshe E , Gay, Francesca , Jo, Jae-Cheol , Kapoor, Prashant , Katodritou, Eirini , Kortüm, Martin , Ling, Silvia , Nagarajan, Chandramouli , Ku, Grace , Dail, Monique , Bahlis, Nizar Jacques , Iida, Shinsuke , Mateos, María-Victoria , Beksac, Meral , Popat, Rakesh , Dimopoulos, Meletios Α. , Dail, Monique , Mukherjee, Nabanita, Moreau, Philippe , Valent, Jason Neil

Journal of Clinical Oncology | December 10, 2025 | Volume: 44 | Issue: 3 | Pages: 164-175

10.1200/jco-25-00924 Get It

PURPOSE Venetoclax, an oral BCL-2 inhibitor, has efficacy in t(11;14)-positive relapsed/refractory multiple myeloma (RRMM), which is enhanced by dexamethasone, which promotes BCL-2 dependency. METHODS The randomized, open-label, phase III CANOVA study (ClinicalTrials.gov identifier: NCT03539744 ) enrolled adults with t(11;14)-positive RRMM who had received ≥2 previous lines of therapy. Patients were randomly assigned (1:1) to venetoclax-dexamethasone or pomalidomide-dexamethasone until progression or intolerable toxicity. The primary end point was independent review committee assessed–progression-free survival (PFS) in the intention-to-treat population analyzed by stratified log-rank test (two-sided type I error rate, α = .05), with hazard ratio (HR) and 95% CI estimated by stratified Cox proportional hazard model. Secondary end points included response rates, overall survival (OS), minimal residual disease (MRD) negativity rate (<10 –5 ), and safety. RESULTS Overall, 263 patients were randomly assigned (venetoclax-dexamethasone, n = 133; pomalidomide-dexamethasone, n = 130). Median PFS was 9.9 months (95% CI, 6.9 to 12.6) with venetoclax-dexamethasone versus 5.8 months (95% CI, 3.8 to 9.2) with pomalidomide-dexamethasone (HR, 0.823 [95% CI, 0.596 to 1.136]; P = .24). Overall response and very good partial response or better rates were 62% and 39%, respectively, with venetoclax-dexamethasone versus 35% and 14% with pomalidomide-dexamethasone. MRD negativity rate was 8% with venetoclax-dexamethasone and 0% with pomalidomide-dexamethasone. Median OS was 32.4 months (95% CI, 26.4 to 40.7) with venetoclax-dexamethasone and 26.9 months (95% CI, 20.4 to 38.9) with pomalidomide-dexamethasone (HR, 0.856 [95% CI, 0.612 to 1.197]). Grade ≥3 treatment-emergent adverse event rates were 67% with venetoclax-dexamethasone versus 83% with pomalidomide-dexamethasone. There were 16 (12%) treatment-emergent deaths with venetoclax-dexamethasone versus 8 (6%) with pomalidomide-dexamethasone. CONCLUSION The primary end point of PFS was not met. PFS and OS were numerically longer with venetoclax-dexamethasone versus pomalidomide-dexamethasone in t(11;14)-positive RRMM. Consistent with previous studies, infections were associated with venetoclax-dexamethasone; no new safety signals were observed.
Autologous stem cell transplantation for multiple myeloma patients whose myeloma‐defining event was SLiM
Kumar, Shaji , Cohen, Inbar , Shimony, Shai, Dingli, David , Muchtar, Eli , Kapoor, Prashant , Hogan, W. Michael, Hayman, Suzanne, Kourelis, Taxiarchis , Warsame, Rahma , Vaxman, Iuliana , Kumar, Shaji K , Muchtar, E , Kapoor, Prashant , Leung, Nelson , Gonsalves, Wilson , Kourelis, Taxiarchis , Gertz, Morie A , Dingli, David , Vaxman, Iuliana , Shimony, Shai, Dispenzieri, Angela , Buadi, Francis K. , Hogan, William, Leung, Nelson , Gonsalves, Wilson I. , Gertz, Morie A.

British Journal of Haematology | November 29, 2024 | Volume: 206 | Issue: 2 | Pages: 607-614

10.1111/bjh.19936 Get It

Summary In 2014, the International Myeloma Working Group (IMWG) updated the criteria for diagnosing myeloma and added three additional criteria to the traditional Calcium elevation, Renal impairment, Anemia, Bone disease (CRAB) criteria, called the Sixty % marrow plama cells, Light chain ratio >60, Mri demonstates lytic lesions (SLiM) criteria (clonal bone marrow plasma cells ≥60%, involved to uninvolved free light chain ratio (FLCr) ≥100 and >1 focal lesion on magnetic resonance imaging (MRI)). We report on the outcomes of 30 patients who underwent autologous stem cell transplantation (ASCT) where therapy was initiated solely based on SLiM criteria and compared them to a matched cohort of 60 patients whose myeloma‐defining event was CRAB. The SLiM cohort had a shorter median time to neutrophil (15 vs. 16 days, p = 0.049) and platelet (15 vs. 17 days, p = 0.0004) engraftment. The 36‐month overall survival (OS) was 100% in the SLiM group and 93.27% in the control group (95% CI 83.06%–97.42%), with a trend towards longer OS in the SLiM cohort ( p = 0.065). The 36‐month progression‐free survival (PFS) was 91.61% in the SLiM (95% CI 69.93%–97.87%) and 65.95% in the control group (95% CI 52.31%–76.53%). There was no difference in the PFS between the cohorts ( p = 0.414). ASCT is efficacious and safe in MM patients transplanted only due to SLIM criteria. Early intervention in this asymptomatic cohort did not appear to result in deeper responses or better PFS compared to outcomes in symptomatic patients.
Simplified Risk Stratification Model for Patients With Waldenström Macroglobulinemia
Zanwar, Saurabh , Le‐Rademacher, Jennifer , Durot, Éric , D’Sa, Shirley , Abeykoon, Jithma P. , Mondello, Patrizia , Kumar, Shaji , Ailawadhi, Sikandar, Kyle, Robert A. , Ansell, Stephen M. , Kapoor, Prashant , Sarosiek, Shayna , Paludo, Jonas , Parrondo, Ricardo D , Dispenzieri, Angela , Muchtar, E , Ailawadhi, Sikander , Kyle, Robert A , Delmer, Alain Jacques , Gertz, Morie A , Treon, Steven , Ansell, Stephen M , Castillo, Jorge J , Kapoor, Prashant , Le-Rademacher, Jennifer G , Mondello, Patrizia , Paludo, Jonas , Chhabra, Saurabh , Cook, Joselle , Dispenzieri, Angela , Gonsalves, Wilson I. , Muchtar, Eli , Rajkumar, S. Vincent , Delmer, Alain , Fonseca, Rafaël , Gertz, Morie A. , Treon, Steven P. , Castillo, Jorge J.

Journal of Clinical Oncology | May 24, 2024 | Volume: 42 | Issue: 21 | Pages: 2527-2536

10.1200/jco.23.02066 Get It

PURPOSE Patients with Waldenström macroglobulinemia (WM) have disparate outcomes. Newer therapies have emerged since the development of International Prognostic Scoring System, and MYD88 L265P mutation is now frequently assessed at diagnosis, warranting reexamination of the prognostic parameters. PATIENTS AND METHODS We reviewed records of 889 treatment-naïve patients with active WM, consecutively seen between January 01, 1996, and December 31, 2017, to identify clinical predictors of overall survival (OS) in univariate analyses. Patients with complete data for the parameters significant on the univariate analyses (n = 341) were included in a multivariable analysis to derive a prognostic model, subsequently validated in a multi-institutional cohort. RESULTS In the derivation cohort (n = 341), age (hazard ratio [HR], 1.9 [95% CI, 1.2 to 2.1]; P = .0009), serum lactate dehydrogenase (LDH) above upper limit of normal (HR, 2.3 [95% CI, 1.3 to 4.5]; P = .007), and serum albumin <3.5 g/dL (HR, 1.5 [95% CI, 0.99 to 2.3]; P = .056) were independently prognostic. By assigning a score of 1 point each to albumin <3.5 g/dL (HR, 1.5) and age 66-75 years (HR 1.4) and 2 points for age >75 years (HR, 2.6) or elevated LDH (HR, 2.3), four groups with distinct outcomes were observed on the basis of the composite scores. Five-year OS was 93% for the low-risk (score 0), 82% for low-intermediate risk (score 1), 69% for intermediate-risk (score 2), and 55% for the high-risk (score ≥3; P < .0001) groups. In the validation cohort (N = 335), the model maintained its prognostic value, with a 5-year OS of 93%, 90%, 75%, and 57% for the four groups, respectively ( P < .0001). CONCLUSION Modified Staging System for WM (MSS-WM), utilizing age, albumin, and LDH is a simple, clinically useful, and externally validated prognostic model that reliably risk-stratifies patients with symptomatic WM into four groups with distinct prognosis.
Mode of Progression in Smoldering Multiple Myeloma: A study of 406 patients
Rajkumar, S. Vincent , Abdallah, Nadine , Kumar, Shaji , Cook, Joselle , Binder, Moritz , Kapoor, Prashant , Gertz, Morie A. , Lacy, Martha Q. , Hayman, Suzanne R. , Kourelis, Taxiarchis , Warsame, Rahma , Bergsagel, P. Leif , Bergsagel, P. Leif , Rajkumar, S Vincent , Kumar, Shaji K , Cook, Joselle M , Binder, Moritz , Kapoor, Prashant , Dispenzieri, Angela , Gertz, Morie A , Lacy, Martha, Buadi, Francis K , Dingli, David , Lin, Yi , Kourelis, Taxiarchis , Lakshman, Arjun , Dispenzieri, Angela , Buadi, Francis K. , Dingli, David , Lin, Yi

No container title available | October 23, 2023 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.21203/rs.3.rs-3378634/v1 Get It

Abstract The approach to patients with high-risk smoldering multiple myeloma (SMM) varies among clinicians; while some advocate early intervention, others reserve treatment at progression to multiple myeloma (MM). We aimed to describe the myeloma-defining events (MDEs) and clinical presentations leading to MM diagnosis among SMM patients seen at our institution. We included 406 patients diagnosed with SMM between 2013-2022, seen at Mayo Clinic, Rochester, MN. The 2018 Mayo 20/2/20 criteria were used for risk stratification. Median follow-up was 3.9 years. Among high-risk patients who did not receive treatment in the SMM phase (n=71), 51 progressed by last follow-up; the MDEs included: bone lesions(37%), anemia(35%), hypercalcemia(8%), and renal failure(6%); 24% met MM criteria based on marrow plasmacytosis (≥60%) and/or free light chain ratio (>100); 45% had clinically significant MDEs (hypercalcemia, renal insufficiency, and/or bone lesions). MM diagnosis was made based on surveillance labs/imaging(45%), testing obtained due to provider suspicion for progression(14%), bone pain(20%), and hospitalization/ED presentations due to MM complications/symptoms(4%). The presentation was undocumented in 14%. A high proportion (45%) of patients with high-risk SMM on active surveillance develop end-organ damage at progression. About a quarter of patients who progress to MM are not diagnosed based on routine interval surveillance testing.
Central nervous system involvement (Bing-Neel Syndrome) in patients with Waldenström macroglobulinemia
Zanwar, Saurabh , Abeykoon, Jithma P. , Ansell, Stephen M. , Gertz, Morie A. , Mauermann, Michelle L. , Witzig, Thomas E. , Johnston, Patrick, Kyle, Robert A. , King, Rebecca L. , Kumar, Shaji , Kapoor, Prashant , Witzig, T.E. , Kumar, Shaji K , Kapoor, Prashant , Gertz, Morie A , Mauermann, Michelle L , Habermann, Thomas M.

Leukemia & Lymphoma | June 10, 2023 | Volume: 64 | Issue: 8 | Pages: 1490-1493

10.1080/10428194.2023.2214026 Get It

Molecular Clusters and Tumor-Immune Drivers of IgM Monoclonal Gammopathies
Mondello, Patrizia , Novak, Joseph P. , Wenzl, Kerstin , Yang, Zhi-Zhang , Jalali, Shahrzad , Krull, Jordan E. , Braggio, Esteban , Dasari, Surendra , Manske, Michelle K. , Abeykoon, Jithma P. , Sarangi, Vivekananda , Kapoor, Prashant , Paulus, Aneel , Reeder, Craig B. , Chanan‐Khan, Asher , Kyle, Robert A. , Novak, Anne J. , Ansell, Stephen M. , Paludo, Jonas , Novak, Joseph P , Wenzl, Kerstin , Yang, Zhi-Zhang , Jalali, Shahrzad , Krull, Jordan E , Braggio, Esteban , Dasari, Surendra , Manske, Michelle K , Abeykoon, Jithma P , Sarangi, Vivekananda , Kapoor, Prashant , Paulus, Aneel , Reeder, Craig B , Ailawadhi, Sikander , Chanan-Khan, Asher , Kyle, Robert A , Gertz, Morie A , Novak, Anne J , Ansell, Stephen M , Mondello, Patrizia , Paludo, Jonas , Ailawadhi, Sikander , Gertz, Morie A.

Clinical Cancer Research | December 19, 2022 | Volume: 29 | Issue: 5 | Pages: 957-970

10.1158/1078-0432.ccr-22-2215 Get It

Abstract Purpose: IgM monoclonal gammopathy of undetermined significance (MGUS) and Waldenström macroglobulinemia (WM) represent a disease spectrum with highly varied therapeutic management, ranging from observation to chemoimmunotherapy. The current classification relies solely on clinical features and does not explain the heterogeneity that exists within each of these conditions. Further investigation is warranted to shed light on the biology that may account for the clinical differences. Experimental Design: We used bone marrow (BM) clonal CD19+ and/or CD138+ sorted cells, matched BM supernatant, and peripheral blood serum from 32 patients (7 MGUS, 25 WM) to perform the first multi-omics approach including whole-exome sequencing, RNA sequencing, proteomics, metabolomics, and mass cytometry. Results: We identified three clusters with distinct pathway activation, immune content, metabolomic, and clinical features. Cluster 1 included only patients with WM and was characterized by transcriptional silencing of genes involved in cell cycle and immune response, enrichment of mitochondrial metabolism, infiltration of senescent T effector memory cells, and aggressive clinical behavior. Genetic/structural alterations of TNFAIP3 were distinct events of this cluster. Cluster 2 comprised both MGUS and WM patients with upregulation of inflammatory response, senescence and glycolysis signatures, increased activated T follicular helper and T regulatory cells, and indolent clinical behavior. Cluster 3 also included both MGUS and WM patients and exhibited intermediate features, including proliferative and inflammatory signaling, as well as glycolysis and mitochondrial metabolism. Conclusions: We have identified three distinct molecular clusters, suggesting a potential biologic classification that may have therapeutic implications.