1
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Borsi E, Vigliotta I, Poletti A, Mazzocchetti G, Solli V, Zazzeroni L, Martello M, Armuzzi S, Taurisano B, Kanapari A, Pistis I, Zamagni E, Pantani L, Rocchi S, Mancuso K, Tacchetti P, Rizzello I, Rizzi S, Dan E, Sinigaglia B, Cavo M, Terragna C. Single-Cell DNA Sequencing Reveals an Evolutionary Pattern of CHIP in Transplant Eligible Multiple Myeloma Patients. Cells 2024; 13:657. [PMID: 38667272 PMCID: PMC11049155 DOI: 10.3390/cells13080657] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2024] [Revised: 03/26/2024] [Accepted: 04/06/2024] [Indexed: 04/28/2024] Open
Abstract
Clonal hematopoiesis of indeterminate potential (CHIP) refers to the phenomenon where a hematopoietic stem cell acquires fitness-increasing mutation(s), resulting in its clonal expansion. CHIP is frequently observed in multiple myeloma (MM) patients, and it is associated with a worse outcome. High-throughput amplicon-based single-cell DNA sequencing was performed on circulating CD34+ cells collected from twelve MM patients before autologous stem cell transplantation (ASCT). Moreover, in four MM patients, longitudinal samples either before or post-ASCT were collected. Single-cell sequencing and data analysis were assessed using the MissionBio Tapestri® platform, with a targeted panel of 20 leukemia-associated genes. We detected CHIP pathogenic mutations in 6/12 patients (50%) at the time of transplant. The most frequently mutated genes were TET2, EZH2, KIT, DNMT3A, and ASXL1. In two patients, we observed co-occurring mutations involving an epigenetic modifier (i.e., DNMT3A) and/or a gene involved in splicing machinery (i.e., SF3B1) and/or a tyrosine kinase receptor (i.e., KIT) in the same clone. Longitudinal analysis of paired samples revealed a positive selection of mutant high-fitness clones over time, regardless of their affinity with a major or minor sub-clone. Copy number analysis of the panel of all genes did not show any numerical alterations present in stem cell compartment. Moreover, we observed a tendency of CHIP-positive patients to achieve a suboptimal response to therapy compared to those without. A sub-clone dynamic of high-fitness mutations over time was confirmed.
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Affiliation(s)
- Enrica Borsi
- IRCCS Azienda Ospedaliero-Universitaria di Bologna, Istituto di Ematologia “Seràgnoli”, 40138 Bologna, Italy
| | - Ilaria Vigliotta
- IRCCS Azienda Ospedaliero-Universitaria di Bologna, Istituto di Ematologia “Seràgnoli”, 40138 Bologna, Italy
| | - Andrea Poletti
- Department of Medical and Surgical Sciences (DIMEC), University of Bologna, 40126 Bologna, Italy
| | - Gaia Mazzocchetti
- Department of Medical and Surgical Sciences (DIMEC), University of Bologna, 40126 Bologna, Italy
| | - Vincenza Solli
- Department of Medical and Surgical Sciences (DIMEC), University of Bologna, 40126 Bologna, Italy
| | - Luca Zazzeroni
- Department of Medical and Surgical Sciences (DIMEC), University of Bologna, 40126 Bologna, Italy
| | - Marina Martello
- Department of Medical and Surgical Sciences (DIMEC), University of Bologna, 40126 Bologna, Italy
| | - Silvia Armuzzi
- Department of Medical and Surgical Sciences (DIMEC), University of Bologna, 40126 Bologna, Italy
| | - Barbara Taurisano
- Department of Medical and Surgical Sciences (DIMEC), University of Bologna, 40126 Bologna, Italy
| | - Ajsi Kanapari
- Department of Medical and Surgical Sciences (DIMEC), University of Bologna, 40126 Bologna, Italy
| | - Ignazia Pistis
- IRCCS Azienda Ospedaliero-Universitaria di Bologna, Istituto di Ematologia “Seràgnoli”, 40138 Bologna, Italy
| | - Elena Zamagni
- IRCCS Azienda Ospedaliero-Universitaria di Bologna, Istituto di Ematologia “Seràgnoli”, 40138 Bologna, Italy
- Department of Medical and Surgical Sciences (DIMEC), University of Bologna, 40126 Bologna, Italy
| | - Lucia Pantani
- IRCCS Azienda Ospedaliero-Universitaria di Bologna, Istituto di Ematologia “Seràgnoli”, 40138 Bologna, Italy
- Department of Medical and Surgical Sciences (DIMEC), University of Bologna, 40126 Bologna, Italy
| | - Serena Rocchi
- IRCCS Azienda Ospedaliero-Universitaria di Bologna, Istituto di Ematologia “Seràgnoli”, 40138 Bologna, Italy
- Department of Medical and Surgical Sciences (DIMEC), University of Bologna, 40126 Bologna, Italy
| | - Katia Mancuso
- IRCCS Azienda Ospedaliero-Universitaria di Bologna, Istituto di Ematologia “Seràgnoli”, 40138 Bologna, Italy
- Department of Medical and Surgical Sciences (DIMEC), University of Bologna, 40126 Bologna, Italy
| | - Paola Tacchetti
- IRCCS Azienda Ospedaliero-Universitaria di Bologna, Istituto di Ematologia “Seràgnoli”, 40138 Bologna, Italy
- Department of Medical and Surgical Sciences (DIMEC), University of Bologna, 40126 Bologna, Italy
| | - Ilaria Rizzello
- IRCCS Azienda Ospedaliero-Universitaria di Bologna, Istituto di Ematologia “Seràgnoli”, 40138 Bologna, Italy
- Department of Medical and Surgical Sciences (DIMEC), University of Bologna, 40126 Bologna, Italy
| | - Simonetta Rizzi
- IRCCS Azienda Ospedaliero-Universitaria di Bologna, Istituto di Ematologia “Seràgnoli”, 40138 Bologna, Italy
| | - Elisa Dan
- IRCCS Azienda Ospedaliero-Universitaria di Bologna, Istituto di Ematologia “Seràgnoli”, 40138 Bologna, Italy
| | - Barbara Sinigaglia
- IRCCS Azienda Ospedaliero-Universitaria di Bologna, Istituto di Ematologia “Seràgnoli”, 40138 Bologna, Italy
| | - Michele Cavo
- IRCCS Azienda Ospedaliero-Universitaria di Bologna, Istituto di Ematologia “Seràgnoli”, 40138 Bologna, Italy
- Department of Medical and Surgical Sciences (DIMEC), University of Bologna, 40126 Bologna, Italy
| | - Carolina Terragna
- IRCCS Azienda Ospedaliero-Universitaria di Bologna, Istituto di Ematologia “Seràgnoli”, 40138 Bologna, Italy
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2
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Husby S, Bæch-Laursen C, Eskelund CW, Favero F, Jespersen JS, Hutchings M, Pedersen LB, Niemann CU, Weischenfeldt J, Räty R, Larsen TS, Kolstad A, Jerkeman M, Grønbæk K. Clonal hematopoiesis is associated with hematological toxicity during lenalidomide-based therapy for MCL. Leukemia 2022; 36:2912-2916. [PMID: 36274067 DOI: 10.1038/s41375-022-01725-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2022] [Revised: 09/01/2022] [Accepted: 10/04/2022] [Indexed: 11/09/2022]
Affiliation(s)
- Simon Husby
- Department of Hematology, Rigshospitalet, Copenhagen, Denmark.
- Biotech Research and Innovation Center (BRIC), University of Copenhagen, Copenhagen, Denmark.
| | - Cecilie Bæch-Laursen
- Department of Hematology, Rigshospitalet, Copenhagen, Denmark
- Biotech Research and Innovation Center (BRIC), University of Copenhagen, Copenhagen, Denmark
| | - Christian W Eskelund
- Department of Hematology, Rigshospitalet, Copenhagen, Denmark
- Biotech Research and Innovation Center (BRIC), University of Copenhagen, Copenhagen, Denmark
| | - Francesco Favero
- Biotech Research and Innovation Center (BRIC), University of Copenhagen, Copenhagen, Denmark
- Finsen Laboratory, Rigshospitalet, Copenhagen, Denmark
| | - Jakob Schmidt Jespersen
- Biotech Research and Innovation Center (BRIC), University of Copenhagen, Copenhagen, Denmark
- Finsen Laboratory, Rigshospitalet, Copenhagen, Denmark
| | | | | | - Carsten U Niemann
- Department of Hematology, Rigshospitalet, Copenhagen, Denmark
- Department of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark
| | - Joachim Weischenfeldt
- Biotech Research and Innovation Center (BRIC), University of Copenhagen, Copenhagen, Denmark
- Finsen Laboratory, Rigshospitalet, Copenhagen, Denmark
| | - Riikka Räty
- Department of Hematology, Helsinki University Central Hospital, Helsinki, Finland
| | - Thomas Stauffer Larsen
- Department of Hematology, Odense University Hospital, Odense, Denmark
- Centre for Cellular Immunotherapy of Haematological Cancer Odense (CITCO), Odense University Hospital, Odense, Denmark
| | - Arne Kolstad
- Department of Oncology, Innlandet Hospital, Lillehammer, Norway
| | - Mats Jerkeman
- Department of Oncology, Lund University Hospital, Lund, Sweden
| | - Kirsten Grønbæk
- Department of Hematology, Rigshospitalet, Copenhagen, Denmark
- Biotech Research and Innovation Center (BRIC), University of Copenhagen, Copenhagen, Denmark
- Department of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark
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3
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Gagnon MF, Tian S, Geyer S, Sharma N, Vachon CM, Kusne Y, Bergsagel PL, Stewart AK, Rajkumar SV, Kumar S, Ailawadhi S, Baughn LB. Distribution of clonal hematopoiesis of indeterminate potential (CHIP) is not associated with race in patients with plasma cell neoplasms. Blood Cancer J 2022; 12:112. [PMID: 35882836 PMCID: PMC9325693 DOI: 10.1038/s41408-022-00706-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2022] [Revised: 07/04/2022] [Accepted: 07/08/2022] [Indexed: 11/09/2022] Open
Affiliation(s)
- Marie-France Gagnon
- Division of Laboratory Genetics and Genomics, Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, USA
| | - Shulan Tian
- Division of Computational Biology, Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, USA
| | - Susan Geyer
- Division of Clinical Trials and Biostatistics, Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, USA
| | - Neeraj Sharma
- Division of Laboratory Genetics and Genomics, Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, USA
| | - Celine M Vachon
- Division of Epidemiology, Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, USA
| | - Yael Kusne
- Division of Hematology, Department of Internal Medicine, Mayo Clinic, Scottsdale, AZ, USA
| | - P Leif Bergsagel
- Division of Hematology, Department of Internal Medicine, Mayo Clinic, Scottsdale, AZ, USA
| | | | - S Vincent Rajkumar
- Division of Hematology, Department of Internal Medicine, Mayo Clinic, Rochester, MN, USA
| | - Shaji Kumar
- Division of Hematology, Department of Internal Medicine, Mayo Clinic, Rochester, MN, USA
| | - Sikander Ailawadhi
- Division of Hematology, Department of Internal Medicine, Mayo Clinic, Jacksonville, FL, USA
| | - Linda B Baughn
- Division of Laboratory Genetics and Genomics, Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, USA. .,Division of Hematopathology, Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, USA.
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4
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Davies FE, Pawlyn C, Usmani SZ, San-Miguel JF, Einsele H, Boyle EM, Corre J, Auclair D, Cho HJ, Lonial S, Sonneveld P, Stewart AK, Bergsagel PL, Kaiser MF, Weisel K, Keats JJ, Mikhael JR, Morgan KE, Ghobrial IM, Orlowski RZ, Landgren CO, Gay F, Caers J, Chng WJ, Chari A, Walker BA, Kumar SK, Costa LJ, Anderson KC, Morgan GJ. Perspectives on the Risk-Stratified Treatment of Multiple Myeloma. Blood Cancer Discov 2022; 3:273-284. [PMID: 35653112 PMCID: PMC9894570 DOI: 10.1158/2643-3230.bcd-21-0205] [Citation(s) in RCA: 25] [Impact Index Per Article: 12.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
The multiple myeloma treatment landscape has changed dramatically. This change, paralleled by an increase in scientific knowledge, has resulted in significant improvement in survival. However, heterogeneity remains in clinical outcomes, with a proportion of patients not benefiting from current approaches and continuing to have a poor prognosis. A significant proportion of the variability in outcome can be predicted on the basis of clinical and biochemical parameters and tumor-acquired genetic variants, allowing for risk stratification and a more personalized approach to therapy. This article discusses the principles that can enable the rational and effective development of therapeutic approaches for high-risk multiple myeloma.
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Affiliation(s)
| | - Charlotte Pawlyn
- Division of Cancer Therapeutics, The Institute of Cancer Research, London, United Kingdom
- The Royal Marsden Hospital, Department of Haematology, London, United Kingdom
| | - Saad Z. Usmani
- Myeloma Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
| | | | - Hermann Einsele
- Department of Internal Medicine II, University Hospital Würzburg, Würzburg, Germany
| | | | - Jill Corre
- Unité de Génomique du Myélome, Institut Universitaire du Cancer, Toulouse France. Institut National de la Santé et de la Recherche Médicale, Paris, France
| | - Daniel Auclair
- The Multiple Myeloma Research Foundation, Norwalk, Connecticut
| | - Hearn Jay Cho
- The Multiple Myeloma Research Foundation, Norwalk, Connecticut
- Multiple Myeloma Center of Excellence, Icahn School of Medicine at Mt. Sinai, New York, New York
| | - Sagar Lonial
- Department of Hematology and Medical Oncology, Winship Cancer Institute, Emory University, Atlanta, Georgia
| | - Pieter Sonneveld
- Erasmus MC Cancer Institute, Department of Hematology, Rotterdam, the Netherlands
| | - A. Keith Stewart
- University Health Network and the Princess Margaret Cancer Centre, Toronto, Ontario, Canada
| | | | - Martin F. Kaiser
- The Royal Marsden Hospital, Department of Haematology, London, United Kingdom
- Division of Genetics and Epidemiology, The Institute of Cancer Research, London, United Kingdom
| | - Katja Weisel
- Department of Oncology, Hematology and Bone Marrow Transplantation with Section of Pneumology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Jonathan J. Keats
- Integrated Cancer Genomics, Translational Genomics Research Institute, Phoenix, Arizona
| | - Joseph R. Mikhael
- Translational Genomics Research Institute, City of Hope Cancer Center, Phoenix, Arizona
| | | | - Irene M. Ghobrial
- Department of Medical Oncology, Dana Farber Cancer Institute, Harvard Medical School, Boston, Massachusetts
| | - Robert Z. Orlowski
- Department of Lymphoma/Myeloma, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - C. Ola Landgren
- Myeloma Program, Sylvester Comprehensive Cancer Center, University of Miami, Miami, Florida
| | - Francesca Gay
- Division of Hematology, University of Torino, Torino, Italy
| | - Joseph Caers
- Department of Hematology, Centre Hospitalier Universitaire (CHU) de Liège, Liège, Belgium
| | - Wee Joo Chng
- Melvin and Bren Simon Comprehensive Cancer Center, Division of Hematology Oncology, Indiana University, Indianapolis, Indiana
- Department of Hematology, Mayo Clinic, Rochester, Minnesota
- Division of Hematology and Oncology, Department of Medicine, University of Alabama at Birmingham, Birmingham, Alabama
| | - Ajai Chari
- Multiple Myeloma Center of Excellence, Icahn School of Medicine at Mt. Sinai, New York, New York
| | - Brian A. Walker
- Melvin and Bren Simon Comprehensive Cancer Center, Division of Hematology Oncology, Indiana University, Indianapolis, Indiana
| | - Shaji K. Kumar
- Department of Hematology, Mayo Clinic, Rochester, Minnesota
| | - Luciano J. Costa
- Division of Hematology and Oncology, Department of Medicine, University of Alabama at Birmingham, Birmingham, Alabama
| | - Kenneth C. Anderson
- Department of Medical Oncology, Dana Farber Cancer Institute, Harvard Medical School, Boston, Massachusetts
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5
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Chakraborty R, Lentzsch S. Circulating Tumor Cell Burden as a Component of Staging in Multiple Myeloma: Ready for Prime Time? J Clin Oncol 2022; 40:3099-3102. [PMID: 35759726 DOI: 10.1200/jco.22.01040] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Affiliation(s)
- Rajshekhar Chakraborty
- Multiple Myeloma and Amyloidosis Program, Herbert Irving Comprehensive Cancer Center, Columbia University Irving Medical Center, New York, NY
| | - Suzanne Lentzsch
- Multiple Myeloma and Amyloidosis Program, Herbert Irving Comprehensive Cancer Center, Columbia University Irving Medical Center, New York, NY
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6
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Caro J, Braunstein M, Williams L, Bruno B, Kaminetzky D, Siegel A, Razzo B, Alfandari S, Morgan GJ, Davies FE, Boyle EM. Inflammation and infection in plasma cell disorders: how pathogens shape the fate of patients. Leukemia 2022; 36:613-624. [PMID: 35110727 PMCID: PMC8809233 DOI: 10.1038/s41375-021-01506-9] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2021] [Revised: 12/20/2021] [Accepted: 12/23/2021] [Indexed: 12/26/2022]
Abstract
The role of infection and chronic inflammation in plasma cell disorders (PCD) has been well-described. Despite not being a diagnostic criterion, infection is a common complication of most PCD and represents a significant cause of morbidity and mortality in this population. As immune-based therapeutic agents are being increasingly used in multiple myeloma, it is important to recognize their impact on the epidemiology of infections and to identify preventive measures to improve outcomes. This review outlines the multiple factors attributed to the high infectious risk in PCD (e.g. the underlying disease status, patient age and comorbidities, and myeloma-directed treatment), with the aim of highlighting future prophylactic and preventive strategies that could be implemented in the clinic. Beyond this, infection and pathogens as an entity are believed to also influence disease biology from initiation to response to treatment and progression through a complex interplay involving pathogen exposure, chronic inflammation, and immune response. This review will outline both the direct and indirect role played by oncogenic pathogens in PCD, highlight the requirement for large-scale studies to decipher the precise implication of the microbiome and direct pathogens in the natural history of myeloma and its precursor disease states, and understand how, in turn, pathogens shape plasma cell biology.
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Affiliation(s)
- Jessica Caro
- Myeloma Research Program, Perlmutter Cancer Center, NYU Langone Health, New York, NY, USA
| | - Marc Braunstein
- Myeloma Research Program, Perlmutter Cancer Center, NYU Langone Health, New York, NY, USA
| | - Louis Williams
- Myeloma Research Program, Perlmutter Cancer Center, NYU Langone Health, New York, NY, USA
| | - Benedetto Bruno
- Myeloma Research Program, Perlmutter Cancer Center, NYU Langone Health, New York, NY, USA
| | - David Kaminetzky
- Myeloma Research Program, Perlmutter Cancer Center, NYU Langone Health, New York, NY, USA
| | - Ariel Siegel
- Myeloma Research Program, Perlmutter Cancer Center, NYU Langone Health, New York, NY, USA
| | - Beatrice Razzo
- Myeloma Research Program, Perlmutter Cancer Center, NYU Langone Health, New York, NY, USA
| | - Serge Alfandari
- Service de Réanimation et Maladies Infectieuses, CH Gustave Dron, Tourcoing, France
| | - Gareth J Morgan
- Myeloma Research Program, Perlmutter Cancer Center, NYU Langone Health, New York, NY, USA
| | - Faith E Davies
- Myeloma Research Program, Perlmutter Cancer Center, NYU Langone Health, New York, NY, USA
| | - Eileen M Boyle
- Myeloma Research Program, Perlmutter Cancer Center, NYU Langone Health, New York, NY, USA.
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7
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Binder M, Nandakumar B, Rajkumar SV, Kapoor P, Buadi FK, Dingli D, Lacy MQ, Gertz MA, Hayman SR, Leung N, Fonder A, Hobbs M, Hwa YL, Muchtar E, Warsame R, Kourelis TV, Gonsalves WI, Russell S, Lin Y, Siddiqui M, Kyle RA, Dispenzieri A, Kumar SK. Mortality trends in multiple myeloma after the introduction of novel therapies in the United States. Leukemia 2021; 36:801-808. [PMID: 34702976 DOI: 10.1038/s41375-021-01453-5] [Citation(s) in RCA: 42] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2021] [Revised: 10/12/2021] [Accepted: 10/14/2021] [Indexed: 11/09/2022]
Abstract
Advances in the understanding of disease biology, drug development, and supportive care have led to improved outcomes in multiple myeloma. Given that these improvements have been reported in clinical trial and referral center populations, questions remain about the generalizability of this observation to patients treated in the community. Contrasting the overall survival experience of 3783 patients seen at Mayo Clinic and 57,654 patients followed in the Surveillance, Epidemiology, and End Results Program (SEER) between 2004 and 2018, we observed different mortality trends across patient populations and subgroups. Early mortality decreased and estimated 5-year overall survival increased over time in both patient populations. Excess mortality (compared to the general population) declined over time in Mayo Clinic patients and remained largely unchanged in SEER patients. Improvements over time were primarily observed in patients with favorable disease characteristics and older patients with multiple myeloma remain a vulnerable population with significant excess mortality compared to the United States general population. Patients with unfavorable disease characteristics have derived disproportionately less benefit from recent advances in the field. Future efforts need to focus on the development of safe and effective therapies for these patients and on increasing timely access to specialized care for patients in the community.
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Affiliation(s)
- Moritz Binder
- Division of Hematology, Mayo Clinic, Rochester, MN, USA
| | | | | | | | | | - David Dingli
- Division of Hematology, Mayo Clinic, Rochester, MN, USA
| | - Martha Q Lacy
- Division of Hematology, Mayo Clinic, Rochester, MN, USA
| | - Morie A Gertz
- Division of Hematology, Mayo Clinic, Rochester, MN, USA
| | | | - Nelson Leung
- Division of Hematology, Mayo Clinic, Rochester, MN, USA
| | - Amie Fonder
- Division of Hematology, Mayo Clinic, Rochester, MN, USA
| | - Miriam Hobbs
- Division of Hematology, Mayo Clinic, Rochester, MN, USA
| | - Yi Lisa Hwa
- Division of Hematology, Mayo Clinic, Rochester, MN, USA
| | - Eli Muchtar
- Division of Hematology, Mayo Clinic, Rochester, MN, USA
| | - Rahma Warsame
- Division of Hematology, Mayo Clinic, Rochester, MN, USA
| | | | | | | | - Yi Lin
- Division of Hematology, Mayo Clinic, Rochester, MN, USA
| | | | - Robert A Kyle
- Division of Hematology, Mayo Clinic, Rochester, MN, USA
| | | | - Shaji K Kumar
- Division of Hematology, Mayo Clinic, Rochester, MN, USA.
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