Genomics define neoplastic transformation in multiple myeloma precursor conditions

F Francesco Maura (Memorial Sloan Kettering Cancer Center, New York) P P. Leif Bergsagel (Mayo Clinic Arizona, Scottsdale) B Bachisio Ziccheddu (Memorial Sloan Kettering Cancer Center, United States) S Shaji Kumar K Kylee Maclachlan (2Myeloma Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY) A Andriy Derkach J Juan-Jose Garces (Memorial Sloan Kettering Cancer Center) R Ross Firestone (1Memorial Sloan Kettering Cancer Center, Myeloma Service, Department of Medicine, New York, United States) E Esteban Braggio (2Department of Medicine, Mayo Clinic, Phoenix, AZ) Y Yan Asmann M Michael Durante (1Myeloma Division, Sylvester Comprehensive Cancer Center, University of Miami Health System, Miami, FL) B Benjamin Diamond (University of Miami) M Marios Papadimitriou (1Myeloma Institute, Sylvester Comprehensive Cancer Center, University of Miami, Miami, United States) M Malin Hultcrantz (1Memorial Sloan Kettering Cancer Center, Myeloma Service, Department of Medicine, New York, United States) G Giancarlo Castellano (5Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain) A Alessio Marella (7University of Milan, Milano, Italy) A Akihiro Maeda (6Fondazione IRCCS Ca' Granda, Ospedale Maggiore Policlinico, Milano, Italy) M Marta Lionetti (7University of Milan, Milano, Italy) A Antonio Matera (7University of Milan, Milano, Italy) S Stefania Pioggia (6Fondazione IRCCS Ca' Granda, Ospedale Maggiore Policlinico, Milano, Italy) M Matteo Claudio Da Vià (2Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Hematology Unit, Milan, Italy) C Claudio de Magistris (6Fondazione IRCCS Ca' Granda, Ospedale Maggiore Policlinico, Milano, Italy) D Daniel Leongamornlert D Daniel DeAvila (1Department of Malignant Hematology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL) P Praneeth Reddy Sudalagunta (1H. Lee Moffitt Cancer Center & Research Institute, Tampa, United States) R Rafael Renatino Canevarolo (1H. Lee Moffitt Cancer Center & Research Institute, Tampa, United States) E Erin Siegel (10NIH, Bethesda, United States) P Phaedra Agius J Jamie Teer (9Moffitt Cancer Center, Tampa, United States) A Andrew McPherson Y Yusuke Yamashita (National Museum of Japanese History) A Ariosto Siqueira Silva (1H. Lee Moffitt Cancer Center and Research Institute, Tampa, United States) P Patrick Blaney (1Multiple Myeloma Research Program, Perlmutter Cancer Center, NYU Langone Health, New York, NY) R Rachid Baz (1Department of Malignant Hematology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL) K Krina Patel (4The University of Texas MD Anderson Cancer Center, Houston, United States) P Peter Campbell G Gareth Morgan R Rafael Fonseca (IDOMED Vista Carioca, RIO DE JANEIRO, Brazil) O Ola Landgren R Robert Orlowski (University of Texas M.D. Anderson Cancer Center, Houston) K Kenneth Shain (H. Lee Moffitt Cancer Center and Research Institute) N Niccolò Bolli (1Fondazione IRCCS Cà Granda Ospedale Maggiore Policlinico) S Saad Usmani (8Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY) V Vincent Rajkumar (3Mayo Clinic, Rochester, United States)

Abstract

Abstract Background: Multiple myeloma (MM) is always 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 or high tumor cell burden (i.e. SLiM criteria, SV Rajkumar Lancet Onc 2014), as morphology and cytogenetics cannot reliably distinguish them. Methods: To identify genomic features underlying clinical behavior in MGUS and SMM, a total of 374 patients with SMM (n= 290) or MGUS (n=84) with available whole exome (whole exome sequencing, WES, n=190) or whole genome sequencing (whole genome sequencing WGS, n=184) were included in the study. Overall, none of the patients had evidence of SLiM or CRAB criteria at the time of the biopsy. Based on the center of origin and availability of WES and WGS, 227 and 97 patients were used to form our study training and validation set. The study was designed in two parts: 1) defining a new classification for MM precursor conditions; 2) integrating genomics to existing prognostic score to improve accuracy in identifying patients at imminent risk of progression. Overall, 68 patients in the training set were either lost to follow-up or enrolled in a clinical trial and they were only included in the classification part of the study. Results: By leveraging the distribution of established MM-defining genomic events (Maura et al. JCO 2024) in the training set, we developed a workflow that differentiates MGUS and SMM into two genomically distinct entities: one with evidence of neoplastic transformation (i.e., genomic MM) and one without (i.e., genomic MGUS). Overall, 39% of MGUS and 91% of SMM cases had genomic evidence of neoplastic transformation in the training set (i.e., genomic MM). When we applied the same workflow and classification to the validation set, 46% and 83% of MGUS and SMM had evidence of neoplastic transformation, respectively. Importantly, none of the patients classified as genomic-MGUS progressed to MM in either the training or validation cohorts, with a median follow-up of 40 and 61 months, respectively. Moreover, all patients with IMWG 2/20/20 high risk SMM were classified as genomic MM in both the training and validation set. Interestingly, 5 out of 62 (8%) patients enrolled in early intervention trials for high risk SMM were genomically classified as genomic-MGUS. Overall, these data demonstrated that the MM genomic background and neoplastic transformation can be acquired very early in time, even before the SMM phase, in line with what observed in solid tumors. To avoid overestimating the prognostic impact of myeloma-defining genomic events—which are, by definition, enriched in the genomic-MM group compared to genomic-MGUS—we restricted our prognostic analysis to patients in whom transformation has already occurred (genomic-MM). In fact, distinct genomic drivers may predict malignant transformation but not necessarily the risk of imminent progression to MM once transformation has occurred. After running 5-fold cross validations corrected for IMWG 2/20/20, only presence of RAS mutations, genomic events involving MYC, presence of neoplastic copy number variant (CNV) signatures and APOBEC mutagenesis were predictive of early progression in the training set. Adding the presence of high-risk myeloma-defining genomic events to the IMWG 2/20/20 model (i.e., genomic-IMWG) significantly improves the accuracy of predicting MM progression in both the training (c-index 0.69 vs. 0.74) and validation sets (c-index 0.74 vs. 0.79), compared to the IMWG 2/20/20 alone. Conclusion: By leveraging comprehensive genomic profiling integrated with the clinical IMWG 2/20/20 risk score, we propose a novel classification and prognostication system for MM precursor conditions, which will better define patients who may benefit from early therapeutic intervention versus watch-and-wait monitoring.

Article Details

Journal Blood
Volume / Issue Vol. 146, Issue Supplement 1
Published November 03, 2025
Pages 686-686
ISSN 0006-4971
Publisher Elsevier BV

Journal Info

Blood

Elsevier BV

ISSN: 0006-4971 Health Sciences

Authors (44)

F

Francesco Maura

Memorial Sloan Kettering Cancer Center, New York

P

P. Leif Bergsagel

Mayo Clinic Arizona, Scottsdale

B

Bachisio Ziccheddu

Memorial Sloan Kettering Cancer Center, United States

S

Shaji Kumar

K

Kylee Maclachlan

2Myeloma Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY

A

Andriy Derkach

J

Juan-Jose Garces

Memorial Sloan Kettering Cancer Center

R

Ross Firestone

1Memorial Sloan Kettering Cancer Center, Myeloma Service, Department of Medicine, New York, United States

E

Esteban Braggio

2Department of Medicine, Mayo Clinic, Phoenix, AZ

Y

Yan Asmann

M

Michael Durante

1Myeloma Division, Sylvester Comprehensive Cancer Center, University of Miami Health System, Miami, FL

B

Benjamin Diamond

University of Miami

M

Marios Papadimitriou

1Myeloma Institute, Sylvester Comprehensive Cancer Center, University of Miami, Miami, United States

M

Malin Hultcrantz

1Memorial Sloan Kettering Cancer Center, Myeloma Service, Department of Medicine, New York, United States

G

Giancarlo Castellano

5Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain

A

Alessio Marella

7University of Milan, Milano, Italy

A

Akihiro Maeda

6Fondazione IRCCS Ca' Granda, Ospedale Maggiore Policlinico, Milano, Italy

M

Marta Lionetti

7University of Milan, Milano, Italy

A

Antonio Matera

7University of Milan, Milano, Italy

S

Stefania Pioggia

6Fondazione IRCCS Ca' Granda, Ospedale Maggiore Policlinico, Milano, Italy

M

Matteo Claudio Da Vià

2Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Hematology Unit, Milan, Italy

C

Claudio de Magistris

6Fondazione IRCCS Ca' Granda, Ospedale Maggiore Policlinico, Milano, Italy

D

Daniel Leongamornlert

D

Daniel DeAvila

1Department of Malignant Hematology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL

P

Praneeth Reddy Sudalagunta

1H. Lee Moffitt Cancer Center & Research Institute, Tampa, United States

R

Rafael Renatino Canevarolo

1H. Lee Moffitt Cancer Center & Research Institute, Tampa, United States

E

Erin Siegel

10NIH, Bethesda, United States

P

Phaedra Agius

J

Jamie Teer

9Moffitt Cancer Center, Tampa, United States

A

Andrew McPherson

Y

Yusuke Yamashita

National Museum of Japanese History

A

Ariosto Siqueira Silva

1H. Lee Moffitt Cancer Center and Research Institute, Tampa, United States

P

Patrick Blaney

1Multiple Myeloma Research Program, Perlmutter Cancer Center, NYU Langone Health, New York, NY

R

Rachid Baz

1Department of Malignant Hematology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL

K

Krina Patel

4The University of Texas MD Anderson Cancer Center, Houston, United States

P

Peter Campbell

G

Gareth Morgan

R

Rafael Fonseca

IDOMED Vista Carioca, RIO DE JANEIRO, Brazil

O

Ola Landgren

R

Robert Orlowski

University of Texas M.D. Anderson Cancer Center, Houston

K

Kenneth Shain

H. Lee Moffitt Cancer Center and Research Institute

N

Niccolò Bolli

1Fondazione IRCCS Cà Granda Ospedale Maggiore Policlinico

S

Saad Usmani

8Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY

V

Vincent Rajkumar

3Mayo Clinic, Rochester, United States