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271 citation(s) found for "Paludo, Jonas".

Decreasing the burden of febrile neutropenia through dynamic remote patient monitoring: The DEFeNDER program.
Khera, Nandita , Leuenberger, Angela , Phillips, Sarah A. , Pearson, Kristina, McColley, Samantha , Haemmerle, Robert , Sangaralingham, Lindsey R. , Ryu, Alexander J. , Phelan, David, Gangat, Naseema , Molina, Julian R. , Tilburt, Jon C. , Haddad, Tufia C. , Pritchett, Joshua C. , Paludo, Jonas , Shi, Qian , Yetmar, Zachary A. , Wilson, John , McCoy, Rozalina G. , Ryu, Alexander J. , Borah, Bijan J.

Mayo Clinic

Journal of Clinical Oncology | June 4, 2023 | Volume: 41 | Issue: 16_suppl | Pages: 1535-1535

10.1200/jco.2023.41.16_suppl.1535 Get It

1535 Background: Ambulatory management of select patients with febrile neutropenia (FN) may substantially decrease patients’ burden of illness and improve their quality of life, and is recommended by American Society of Clinical Oncology (ASCO) guidelines. However, in the United States, inpatient management remains the universal standard. We hereby report the health care utilization associated with the DEFeNDR remote patient monitoring (RPM) program, which leverages technology and virtual centralized nurse monitoring to facilitate ambulatory management of FN as an alternative to hospital-based care. Methods: Adult patients with cancer hospitalized with FN were assessed daily for eligibility to participate in the DEFeNDR program. Eligibility criteria included MASCC score >21 (per ASCO guidelines), and clinical judgment of the attending provider. Patients receiving cellular therapy (CAR-T, BMT) in the prior 100 days were excluded. Eligible patients agreeing to participate in the 30-day program were provided a kit containing cellular-enabled, pre-connected devices to facilitate monitoring, including twice-daily vital signs and electronic symptom questionnaires. Data were EHR-integrated in real-time and embedded decision trees facilitated alerts for adverse trends. RPM nurses responded to alerts and escalated care as indicated by pre-specified care pathways. Program assessment was performed at 20 weeks after full implementation. The primary outcome was the mean proportion of evaluable days spent inpatient (mPEDI) within 30 days of eligibility compared between those who participated in the program vs. those who declined. Results: 35 patients were offered participation in the DEFeNDR program. Of these, 17 participated and 18 declined. Baseline characteristics are provided. Participating patients experienced mPEDI of 6.9% (Standard Error [SE], 3.7%), compared with 17.7% (SE, 3.6%) for patients who declined participation. Due to small sample size, this difference (10.8%) did not reach statistical significance (Wilcoxon Rank Sums p-value, 0.15). 30-day mortality did not differ between groups. Mean inpatient days were also lower for patients participating in the program. Additionally, when readmitted, patients participating in RPM experienced a trend toward shorter length of stay and lower rates of intensive care unit utilization. Conclusions: A trend towards decreased burden of inpatient care is evident among patients participating in the DEFeNDR program. Further studies are warranted to assess comparative effectiveness of this model vs usual care.[Table: see text]
Outpatient practice utilization for CAR-T and T cell engager in patients with lymphoma and multiple myeloma.
Bansal, Radhika , Corraes, Andre De Menezes Silva , Spychalla, Megan, Khurana, Arushi , Hampel, Paul J. , Hayman, Suzanne R. , Kapoor, Prashant , Kourelis, Taxiarchis , Kumar, Shaji , Warsame, Rahma , Bennani, Nabila Nora, Johnston, Patrick B. , Ansell, Stephen M. , Paludo, Jonas , Durani, Urshila , Dingli, David , Wang, Yucai , Binder, Moritz , Gertz, Morie A. , Lin, Yi

Mayo Clinic

Journal of Clinical Oncology | June 4, 2023 | Volume: 41 | Issue: 16_suppl | Pages: 1533-1533

10.1200/jco.2023.41.16_suppl.1533 Get It

1533 Background: FDA-approved chimeric antigen receptor T-cell (CAR-T) and bispecific T cell engager (TCE) therapy are most commonly managed inpatient. Here we report our experience with hospital-based outpatient (HBO) management of patients (pts) receiving FDA-approved CAR-T or TCE and a predictive model for increased risk of early hospitalization (≤3 days post CAR-T). Methods: We reviewed the outcomes of pts who received FDA-approved CAR-T (axi-cel, brexu-cel, ide-cel, cilta-cel) or TCE (teclistamab) in the HBO unit between 3/2021 and 1/2023 at Mayo Clinic, Rochester. Results: HBO is closely integrated with inpatient practice and includes the same specialty trained clinical team. It is the first point of contact 24/7 for pts and triage evaluations. CAR-T and TCE are given on HBO followed by monitoring per REMS and as clinically needed until admission criteria is met. Remote patient monitoring (RPM) tools were used as part of outpatient monitoring. Out of 169 CAR-T pts, 87 (51%) were dosed with new indication/products (follicular lymphoma, mantle cell lymphoma, myeloma). Among those, 80 (92%) pts were dosed outpatient, among whom 21 (27%) were never hospitalized. CRS and ICANS incidences were comparable to that reported in registration studies. Median time to first admission from CAR-T infusion was 1 day (range, 0-9), with 31% (n=18/59) of admissions after day 3 post infusion. The most common cause of hospitalization was fever (n=40, 59%). Median length of hospital stay was 4 days (range, 1-49). Median time to tocilizumab (n=45, 80%), steroid (n=1, 2%), escalation of oxygen support (n=7, 12%), vasopressor (n=2, 3%), ventilator (n=1, 2%), hemodialysis (n=1, 2%) and ICU transfer (n=3, 5%) was 1 day (range, 0-31) after first admission. Use of bridging therapy, elevated CRP and LDH were predictive of early admission (ROC AUC 0.62). Four pts received teclistamab on HBO and enrolled in RPM. Data from more pts will be reported at ASCO. Conclusions: Our expanded study in CAR-T and TCE confirms that HBO is feasible and that CAR-T and TCE can be safely dosed outpatient. Approximately 31% of pts were admitted after 3 days from CAR-T infusion, and 27% of our pts were never admitted. Variables associated with aggressive disease can predict early hospitalization in pts receiving FDA-approved CAR-T. Extension of HBO practice to TCE is feasible.[Table: see text]
Molecular classification and identification of an aggressive signature in low‐grade B‐cell lymphomas
Hopper, Melissa A. , Wenzl, Kerstin , Hartert, Keenan T. , Krull, Jordan E. , Dropik, Abigail R. , Serres, MaKayla R., Sarangi, Vivekananda , Yang, Zhi‐Zhang, Link, Brian K. , Ansell, Stephen M. , Novak, Anne J. , Paludo, Jonas , McPhail, Ellen Darcy , Link, Brian K , Krull, Jordan E , Hopper, Melissa A , Dropik, Abigail R , Novak, Joseph P. , Manske, Michelle K. , Larson, Melissa C. , Maurer, Matthew J. , Paludo, Jonas , Habermann, Thomas M. , Rimsza, Lisa M. , Cerhan, James R. , Jevremović, Dragan

Mayo Clinic

Hematological Oncology | May 31, 2023 | Volume: 41 | Issue: 4 | Pages: 644-654

10.1002/hon.3187 | PMID 37254453 Get It

Abstract Non‐follicular low‐grade B‐cell lymphomas (LGBCL) are biologically diverse entities that share clinical and histologic features that make definitive pathologic categorization challenging. While most patients with LGBCL have an indolent course, some experience aggressive disease, highlighting additional heterogeneity across these subtypes. To investigate the potential for shared biology across subtypes, we performed RNA sequencing and applied machine learning approaches that identified five clusters of patients that grouped independently of subtype. One cluster was characterized by inferior outcome, upregulation of cell cycle genes, and increased tumor immune cell content. Integration of whole exome sequencing identified novel LGBCL mutations and enrichment of TNFAIP3 and BCL2 alterations in the poor survival cluster. Building on this, we further refined a transcriptomic signature associated with early clinical failure in two independent cohorts. Taken together, this study identifies unique clusters of LGBCL defined by novel gene expression signatures and immune profiles associated with outcome across diagnostic subtypes.
Outcomes of Patients With Classic Hodgkin Lymphoma Who Relapsed After Autologous Stem Cell Transplant
Matin, Aasiya , Inwards, David J. , Micallef, Ivana N. , Johnston, Patrick B. , Porrata, Luis F. , Nowakowski, Grzegorz S. , Ansell, Stephen M. , Micallef, Ivana, Porrata, Luis, Tun, Aung M. , Wang, Yucai , Habermann, Thomas M. , Paludo, Jonas , Villasboas, José C. , Rosenthal, Allison , Tun, Han W. , Cerhan, James R. , Witzig, Thomas E.

Mayo Clinic

HemaSphere | April 5, 2023 | Volume: 7 | Issue: 4 | Pages: e869

10.1097/hs9.0000000000000869 | PMID 37034004 Get It

Immune checkpoint inhibitors (ICIs) and brentuximab vedotin (BV) are novel agents for classic Hodgkin lymphoma, including relapse after autologous stem cell transplant (ASCT). However, their impact on survival post-ASCT relapse, in comparison with conventional therapy, is less known due to the lack of randomized controlled trials. Clinical characteristics and outcomes of 115 patients with relapse (or progression) after ASCT are studied. After a median follow-up of 8.59 years from post-ASCT relapse, the median progression-free survival (PFS) and overall survival (OS) were 0.91 and 5.07 years, respectively. Median lines of therapy after post-ASCT relapse was 2 (range, 1–12). The median PFS was not reached (NR) versus 1.11 versus 0.50 versus 0.85 versus 0.78 years (P = 0.006) and OS was NR versus 7.60 versus 3.08 versus 3.51 versus 3.17 years (P = 0.28) in patients first treated with ICIs versus BV versus investigational agents versus chemotherapy versus radiation therapy (RT). First-line treatment with novel agents (ie, ICIs and BV) was associated with superior outcomes compared with investigational agents and chemotherapy/RT with a median PFS of 1.65 versus 0.50 versus 0.79 years (P = 0.003) and a median OS of 7.60 versus 3.08 versus 3.32 years (P = 0.08). Regardless of lines of therapy, the treatment with ICIs had the most favorable outcome with a median PFS and OS of 3.98 and NR years, respectively. Allogeneic stem cell transplant (allo-SCT) was done in 23 patients (20%), and the median post-allo-SCT PFS and OS were 1.31 and 2.35 years, respectively. In conclusion, survival following post-ASCT relapse improves significantly when patients receive novel agents.
Cardiotoxicities of Novel Therapies in Hematologic Malignancies: Chimeric Antigen Receptor T-Cell Therapy and Bispecific T-Cell Engager Therapy
Marar, Rosalyn, Abbasi, Muhannad , Prathivadhi-Bhayankaram, Sruti , Daryanani, Andres , Villarraga, Hector R. , Anavekar, Nandan S., Bhatt, Vijaya Raj , Abbasi, Muhannad Aboud , Villarraga, Hector R , Paludo, Jonas , Bhatt, Vijaya Raj , Paludo, Jonas

Mayo Clinic

JCO Oncology Practice | March 17, 2023 | Volume: 19 | Issue: 6 | Pages: 331-342

10.1200/op.22.00713 | PMID 36930845 Get It

The field of malignant hematology is transforming with novel immunotherapeutic approaches. Unfortunately, quality of life, treatment efficacy, and life expectancy are negatively affected by cardiotoxic side effects of treatment. To date, the exact mechanism and incidence of cardiotoxicity associated with these therapies is unclear. These events are believed to be triggered or occur concurrently with cytokine release syndrome. Furthermore, there are no formal guidelines to provide evaluation, treatment, and surveillance. We aim to synthesize available literature with updates on the cardiotoxic effects of novel therapies used in malignant hematologic disorders, with a focus on chimeric antigen receptor T-cell therapy and bispecific T-cell engager therapy, along with a proposed algorithm that may guide pretreatment evaluation, monitoring during treatment, and post-treatment surveillance.
Brexucabtagene Autoleucel for Relapsed or Refractory Mantle Cell Lymphoma in Standard-of-Care Practice: Results From the US Lymphoma CAR T Consortium
Wang, Yucai , Jain, Preetesh , Locke, Frederick L. , Maurer, Matthew J. , Frank, Matthew J. , Muñoz, Javier , Dahiya, Saurabh , Beitinjaneh, Amer , Jacobs, Miriam T. , McGuirk, Joseph P. , Hill, Brian T. , Dorritie, Kathleen , Oluwole, Olalekan O. , Deol, Abhinav , Wang, Trent , Banerjee, Rahul , Miklos, David B. , Rapoport, Aaron P. , Lekakis, Lazaros J. , Neelapu, Sattva S. , Wang, Michael , Munoz, Javier L , Vose, Julie , Goy, Andre Henri , Oluwole, Olalekan O , Deol, Abhinav , Paludo, Jonas , Wang, Trent , Banerjee, Rahul , Miklos, David B , Rapoport, Aaron P , Neelapu, Sattva S , Lin, Yi , Wang, Michael L , Jain, Michael D , Maurer, Matthew , McGuirk, Joseph , Wang, Yucai , Dahiya, Saurabh , Jacobs, Miriam T , Locke, Frederick L , Jain, Preetesh , Vose, Julie M. , Andreadis, Charalambos Babis , Paludo, Jonas , Shah, Bijal , Ghobadi, Armin , Lin, Yi , Jain, Michael D.

Mayo Clinic

Journal of Clinical Oncology | February 8, 2023 | Volume: 41 | Issue: 14 | Pages: 2594-2606

10.1200/jco.22.01797 | PMID 36753699 Get It

PURPOSE Brexucabtagene autoleucel (brexu-cel) is an autologous CD19-directed chimeric antigen receptor (CAR) T-cell therapy approved for relapsed/refractory mantle cell lymphoma (MCL). This therapy was approved on the basis of the single-arm phase II ZUMA-2 trial, which showed best overall and complete response rates of 91% and 68%, respectively. We report clinical outcomes with brexu-cel in the standard-of-care setting for the approved indication. PATIENTS AND METHODS Patients who underwent leukapheresis between August 1, 2020 and December 31, 2021, at 16 US institutions, with an intent to manufacture commercial brexu-cel for relapsed/refractory MCL, were included. Patient data were collected for analyses of responses, outcomes, and toxicities as per standard guidelines. RESULTS Of 189 patients who underwent leukapheresis, 168 (89%) received brexu-cel infusion. Of leukapheresed patients, 79% would not have met ZUMA-2 eligibility criteria. Best overall and complete response rates were 90% and 82%, respectively. At a median follow-up of 14.3 months after infusion, the estimates for 6- and 12-month progression-free survival (PFS) were 69% (95% CI, 61 to 75) and 59% (95% CI, 51 to 66), respectively. The nonrelapse mortality was 9.1% at 1 year, primarily because of infections. Grade 3 or higher cytokine release syndrome and neurotoxicity occurred in 8% and 32%, respectively. In univariable analysis, high-risk simplified MCL international prognostic index, high Ki-67, TP53 aberration, complex karyotype, and blastoid/pleomorphic variant were associated with shorter PFS after brexu-cel infusion. Patients with recent bendamustine exposure (within 24 months before leukapheresis) had shorter PFS and overall survival after leukapheresis in intention-to-treat univariable analysis. CONCLUSION In the standard-of-care setting, the efficacy and toxicity of brexu-cel were consistent with those reported in the ZUMA-2 trial. Tumor-intrinsic features of MCL, and possibly recent bendamustine exposure, may be associated with inferior efficacy outcomes.
Procalcitonin as a biomarker for predicting bacterial infection in chimeric antigen receptor T‐cell therapy recipients
Powell, Marissa , Mara, Kristin C. , Bansal, Radhika , Hathcock, Matthew , Khurana, Arushi , Bennani, N. Nora , Wang, Yucai , Villasboas, José C. , Ansell, Stephen M. , Johnston, Patrick B. , Barreto, Jason N. , Powell, Marissa Z , Paludo, Jonas , Villasboas, Jose Caetano , Barreto, Jason N , Bennani, N Nora , Wang, Yucai , Mara, Kristin C , Paludo, Jonas , Lin, Yi

Mayo Clinic

Cancer Medicine | February 8, 2023 | Volume: 12 | Issue: 8 | Pages: 9228-9235

10.1002/cam4.5665 | PMID 36752185 Get It

AbstractBackgroundIt is unknown whether serum procalcitonin (PCT) concentration monitoring can differentiate between bacterial infection or cytokine release syndrome (CRS) when chimeric antigen receptor T‐cell (CAR‐T) recipients present with a constellation of signs and symptoms that may represent both complications.ObjectiveThe objective of the study was to assess the utility of serum PCT concentrations as a biomarker of bacterial infection in CAR‐T recipients.Study designThis single‐center, retrospective, medical record review evaluated patients prescribed CAR‐T therapy until death or 30 days after infusion. Logistic regression modeling determined the association between elevated serum PCT concentrations within 48 h of fever onset and microbiologically confirmed infection. Secondary outcomes included clinically suspected infection, CAR‐T toxicity rates, and broad‐spectrum antibiotic usage. Predictive performance of PCT was assessed by area under the receiver operating characteristic curve (AUC).ResultsThe 98 included patients were a median age of 63 (IQR: 55–69) years old, 47 (48%) were male, and 87 (89%) were Caucasian. Baseline demographics and clinical characteristics were similar between patients with and without a bacterial infection. Serum PCT >0.4 ng/mL within 48 h of fever was significantly associated with a microbiologically confirmed bacterial infection (OR: 2.75 [95% CI: 1.02–7.39], p = 0.045). Median PCT values in patients with and without confirmed infections were 0.40 ng/mL (IQR: 0.26, 0.74) and 0.26 ng/mL (IQR: 0.13, 0.47), respectively. The AUC for PCT to predict bacterial infection was 0.62 (95% CI 0.48–0.76). All patients experienced CRS of some grade, with no difference in CRS severity based on elevated PCT. Broad‐spectrum antibiotics were used for a median of 45% and 23% of days in those with and without confirmed infection, respectively (p = 0.075).ConclusionElevated serum PCT concentrations above 0.4 ng/mL at time of first fever after CAR‐T infusion was significantly associated with confirmed bacterial infection. Furthermore, rigorous, prospective studies should validate our findings and evaluate serial PCT measurements to optimize antimicrobial use after CAR‐T therapy.
The SARS-CoV-2 encoded ORF8 protein Stimulates Human Monocytes to Produce Pro-Inflammatory Cytokines
Ruan, Gordon , Wu, Xiaosheng , Nowakowski, Kevin E., Abeykoon, Jithma P. , Tang, Xingyi , Yu, Yue , Witter, Taylor L. , Taupin, Vanessa, Ansell, Stephen M. , Schellenberg, Matthew J. , Manske, Michelle K. , Paludo, Jonas , Badley, Andrew D. , Witzig, Thomas E.

Mayo Clinic

The Journal of Immunology | January 3, 2023 | Volume: 208 | Issue: Supplement_1 | Pages: 125.07-125.07

10.4049/jimmunol.208.supp.125.07 Get It

Abstract Infection with severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) can result in a cytokine storm that is associated with poor outcomes in patients. The activation of a NOD-like receptor pyrin domain containing 3 (NLRP3) inflammasome following SARS-CoV-2 infection has been shown to play a major role in inflammatory immune responses. In this study, we show that open reading frame 8 (ORF8) protein is abundantly secreted as a glycoprotein in vitro. The glycosylated ORF8 stimulates human CD14+/CD16+ monocytes to cause upregulation of proinflammatory cytokine production and cell surface marker expression within 24 hours. The data suggests that stimulation of human monocytes by ORF8 is not receptor mediated. Rather, ORF8 is likely phagocytosed by human monocytes. ORF8 then stimulates the monocytes by independently binding to the NACHT and LRR domains of the NLRP3 protein. Pharmacologic inhibition of NLRP3 significantly diminished the production of pro-inflammatory cytokines from ORF8-stimulated human monocytes. Finally, this study shows that the ORF8 protein is also secreted in patients with newly diagnosed coronavirus disease 2019 (COVID-19). Levels of ORF8 in the blood of patients diagnosed with COVID-19 correlated with disease mortality and trajectory of disease. ORF8 stimulation of monocytes causes pro-inflammatory cytokine production that leads to the development of severe COVID-19.
Survival trends in young patients with Waldenström macroglobulinemia: Over five decades of experience
Chohan, Karan , Vallumsetla, Nishanth, King, Rebecca L. , He, Rong , Gonsalves, Wilson I. , Inwards, David J. , Witzig, Thomas E. , Swaika, Abhisek, Reeder, Craig B. , Lacy, Martha Q. , Kumar, Shaji , Kyle, Robert A. , Ansell, Stephen M. , Kapoor, Prashant , Witzig, T.E. , Chohan, Karan L , Paludo, Jonas , He, Rong , Gonsalves, Wilson , Inwards, David J , Jain, Tania , Leung, Nelson , Ailawadhi, Sikander , Rajkumar, S Vincent , Kumar, Shaji K , Gertz, Morie A , Ansell, Stephen M , Paludo, Jonas , Larson, Dirk R. , Jain, Tania , Leung, Nelson , Ailawadhi, Sikander , Rajkumar, S. Vincent , Gertz, Morie A.

Mayo Clinic

American Journal of Hematology | January 2, 2023 | Volume: 98 | Issue: 3 | Pages: 432-439

10.1002/ajh.26807 | PMID 36588384 Get It

AbstractWaldenström macroglobulinemia (WM) is a rare, indolent lymphoma, that predominately affects the elderly. We report the outcomes of young WM patients, evaluated over five decades, compared to their older counterparts, matched for the time of diagnosis. Between January 1, 1960 and October 31, 2013, 140 (11.8%) WM patients were ≤50 years of age at diagnosis in our database, and their estimated 10‐year overall survival (OS) was 74%, with death attributable to WM in a higher proportion of patients compared to their older (≥65 years) counterparts (91% vs. 58%, p = .0001). Young patients were grouped into three cohorts based on the timing of the initiation of therapy: Group 1 (1960–1977, n = 12), Group 2 (1978–1995, n = 48), and Group 3 (1996–2013, n = 74). Among young patients, there was no disease‐specific survival (DSS) difference across the three periods, [median DSS at 13 years (95% CI 5–23), 16 years (95% CI 14–22), and 15 years (95% CI 10‐NR; p = .41), respectively]. However, DSS for the older cohort incrementally improved (Group 1, median 5.2 years, Group 2: 9.6 years, Group 3: 12 years; p = .05) over these periods. The estimated average years‐of‐life lost for the young cohort was 11.2 years from diagnosis, based on the expected survival for a normal age‐ and sex‐matched population. Despite a protracted disease course, nearly all young patients succumb to their disease. In contrast to the improved survival of the elderly patient population, the evolving treatment strategies in WM have not impacted the outcome of young patients; however, the impact of Bruton tyrosine kinase inhibitors on this unique patient population remains to be determined.
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.

Mayo Clinic

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

10.1158/1078-0432.ccr-22-2215 | PMID 36534518 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.