Genomics define malignant transformation in myeloma precursor conditions
Open accessAbstract
Multiple myeloma (MM) is consistently preceded by monoclonal gammopathy of undetermined significance (MGUS) and smoldering multiple myeloma (SMM). While these precursor conditions are asymptomatic, they are not entirely benign and carry a lifelong risk of progression to MM. Unlike other cancers defined by pathology, malignant transformation from MGUS or SMM to MM has so far relied on demonstration of clinical end-organ damage as morphology and cytogenetics cannot reliably distinguish them. In this study, using genomic data from 374 patients with MGUS or SMM (277 training, 97 validation), to our knowledge, we demonstrate for the first time the ability to identify malignant transformation in MGUS and SMM. We introduce the concept of genomic MM and genomic MGUS to differentiate the subsets of MGUS and SMM that are biologically malignant with genomic features indistinguishable from MM from the subset that is premalignant and unlikely to progress to malignancy. Importantly, we find that most SMM has biological features of malignant transformation indistinguishable from MM. As expected, this subset that we consider having genomic MM is associated with a high risk of progression to MM although some patients remained progression-free beyond 5 years. Conversely, 60% of MGUS and 10% of SMM have no evidence of malignant transformation (genomic MGUS), with no progression during follow-up. Integration of genomic features with the 2/20/20 International Myeloma Working Group model significantly improved the prediction of progression among genomic MM. These findings support the use of genomic criteria to refine the classification and the risk stratification in myeloma precursor conditions.
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There is a model with three major groups of MGUS/SMM.
“Overall, these patterns combined with observations from epidemiological studies suggest a model with three major groups of MGUS/SMM (Figure 3).84,86”
From Evolution of Multiple Myeloma from a Genomic Perspective (2026) · cites this paper as [84]
The Results (Genomic Profiling to Define Malignant Transformation; page unavailable) say the proposed workflow divides MGUS and SMM into two genomically distinct entities, not three major groups. The Discussion likewise describes the classification as distinguishing genomic MGUS from genomic MM. (LLM, conf=0.88)
Checked by a reasoning model — may be wrong.
Experimental — accuracy not yet measuredSome patients with MAFB translocations can remain under follow-up for many years, suggesting immune control favored by high antigen load.
“Some of these patients can remain under follow-up for many years, potentially suggesting the existence of some form of immune control favored by high antigen load.84”
From Evolution of Multiple Myeloma from a Genomic Perspective (2026) · cites this paper as [84]
The Discussion (page unavailable in our copy) says some patients with genomic myeloma remain stable for years and proposes immune control as a possible explanation. It does not identify these patients as having MAFB translocations or suggest that a high antigen load favors that control. (LLM, conf=0.87)
Experimental — accuracy not yet measuredThe existence of three distinct groups is supported by the most recent temporal models and estimates developed using FISH and DNA sequencing on large sample sets.
“The existence of these three distinct groups is supported by the most recent temporal models and estimates developed using FISH and DNA sequencing on large sample sets.9,11,15,79,84”
From Evolution of Multiple Myeloma from a Genomic Perspective (2026) · cites this paper as [84]
The Introduction (Context; page unavailable) reports sequencing data from 374 patients and identifies two biologically distinct groups, not three. The Methods (page unavailable) specify whole-exome and whole-genome sequencing, but the passages do not establish a temporal model developed using FISH and DNA sequencing. (LLM, conf=0.84)
Experimental — accuracy not yet measured
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Cites
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Self-citationMYC dysregulation in the progression of multiple myeloma
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Self-citationGenomic copy number predicts esophageal cancer years before transformation
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Maura, F., Kaddoura, M., Poos, A. M., Baughn, L. B., Ziccheddu, B., Bärtsch, M.-A., Cirrincione, A., Maclachlan, K., Chojnacka, M., Diamond, B., et al. (2025) · Nature Genetics · doi:10.1038/s41588-025-02292-1 · Cited by 14 · see citing works
Self-citation
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Cited by
Sorted by citations
Evolution of Multiple Myeloma from a Genomic Perspective
Maura, F., Samur, M., & Munshi, N. (2026) · Blood · doi:10.1182/blood.2024026313 · Cited by 8 · see citing works
Self-citation
- Authors
- Maura, F., Bergsagel, P. L., Ziccheddu, B., Kumar, S., Maclachlan, K., Derkach, A., Garces, J.-J., Firestone, R., Braggio, E., Asmann, Y., Durante, M., Diamond, B. T., Papadimitriou, M., Hultcrantz, M., Marella, A., Castellano, G., Maeda, A., Lionetti, M., Matera, A., Pioggia, S., Da Vià, M. C., de Magistris, C., Leongamornlert, D., DeAvila, D., Sudalagunta, P. R., Canevarolo, R. R., Siegel, E. M., Agius, P., Teer, J., McPherson, A., Yamashita, Y., Silva, A. S., Blaney, P., Baz, R., Patel, K. K., Campbell, P., Morgan, G., Fonseca, R., Landgren, O., Orlowski, R. Z., Shain, K. H., Bolli, N., Usmani, S., & Rajkumar, S. V.
- Affiliations
- Memorial Sloan Kettering Cancer Center (US)
- Mayo Clinic (US)
- Memorial Sloan Kettering Cancer Center, New York, NY
- University of Miami (US)
- University of Milan (IT)
- Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico (IT)
- Hematology Section, Fondazione IRCCS Ca' Granda, Ospedale Maggiore Policlinico, Milan, Italy
- Wellcome Sanger Institute (GB)
- Moffitt Cancer Center (US)
- National Institutes of Health (US)
- Aster Insights, Tampa, FL
- NYU Langone Health (US)
- The University of Texas MD Anderson Cancer Center (US)
- Mayo Clinic, Scottsdale, AZ
- Department of Oncology and Hemato-oncology, University of Milan, Milano, Italy
- Corresponding author
- Maura, Francesco
- ORCID
- Maura, Francesco
- Bergsagel, P. Leif
- Ziccheddu, Bachisio
- Kumar, Shaji
- Maclachlan, Kylee
- Derkach, Andriy
- Garces, Juan-Jose
- Firestone, Ross
- Braggio, Esteban
- Asmann, Yan
- Durante, Michael
- Diamond, Benjamin T.
- Papadimitriou, Marios
- Hultcrantz, Malin
- Marella, Alessio
- Castellano, Giancarlo
- Maeda, Akihiro
- Lionetti, Marta
- Matera, Antonio
- Da Vià, Matteo Claudio
- de Magistris, Claudio
- Leongamornlert, Daniel
- DeAvila, Danny
- Sudalagunta, Praneeth Reddy
- Canevarolo, Rafael Renatino
- Siegel, Erin M.
- Agius, Phaedra
- Teer, Jamie
- McPherson, Andrew
- Yamashita, Yusuke
- Silva, Ariosto S.
- Blaney, Patrick
- Baz, Rachid
- Patel, Krina K.
- Campbell, Peter
- Morgan, Gareth
- Fonseca, Rafael
- Landgren, Ola
- Orlowski, Robert Z.
- Shain, Kenneth H.
- Bolli, Niccolo
- Usmani, Saad
- Rajkumar, S. Vincent
- Venue
- Journal of Clinical Oncology
- Published
- 2026-01-20
- Volume
- 44
- Issue
- 3
- Pages
- 188-199
- ISSN
- 0732-183X (ISSN-L)
- 1527-7755
- PMC
- PMC12614327
- OpenAlex
- W4414942954
- Cited by
- 18
- References
- 8
- Citations by year
- 2026: 16 · 2025: 2
- FWCI
- 13.30
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- cc-by-nc-nd
- Locations
- Journal of Clinical Oncology (publishedVersion, cc-by-nc-nd)
- PubMed (publishedVersion)
- PubMed Central (publishedVersion, cc-by-nc-nd)
- Digital Commons-TMC (Texas Medical Center) (submittedVersion)
- Archivio Istituzionale della Ricerca (Universita Degli Studi Di Milano) (submittedVersion, cc-by-nc-nd)
- Funders
- Multiple Myeloma Research Foundation
- Bristol-Myers Squibb
- Pfizer
- GlaxoSmithKline
- Sanofi
- Dr. Miriam and Sheldon G. Adelson Medical Research Foundation
- Celgene
- Memorial Sloan-Kettering Cancer Center
- Moffitt Cancer Center (P30CA076292, CA076292)
- Regeneron Pharmaceuticals
- Tow Foundation
- Sylvester Comprehensive Cancer Center, University of Miami Health Systems
- Omeros Corporation
- European Commission
- National Institutes of Health
- Genentech
- University of Texas MD Anderson Cancer Center
- National Cancer Institute (CA076292, R01CA248398, R01CA168762, P30CA008748, P30CA076292, K12CA226330, R01CA249981, P30CA240139, P30CA016087, U01CA271410, P50CA186781, R01CA300518, R37CA289752, UG3CA290468)
- Topics
- Health Sciences › Medicine › Hematology › Multiple Myeloma Research and Treatments
- Health Sciences › Medicine › Genetics › Chronic Lymphocytic Leukemia Research
- Health Sciences › Medicine › Pathology and Forensic Medicine › Lymphoma Diagnosis and Treatment
- Keywords
- multiple myeloma, monoclonal gammopathy of undetermined significance, smoldering multiple myeloma, malignant transformation, progression prediction, risk stratification, International Myeloma Working Group criteria, clonal evolution
- MeSH terms
- Smoldering Multiple Myeloma, Aged, Cell Transformation, Neoplastic, Female, Humans, Male, Middle Aged, Monoclonal Gammopathy of Undetermined Significance, Multiple Myeloma, Precancerous Conditions, Disease Progression, Genomics
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