Evidence map›Paper›PMID 41061199›Full record

ArticleJournal of clinical oncology : official journal of the American Society of Clinical Oncology2026

Genomics Define Malignant Transformation in Myeloma Precursor Conditions.

Francesco Maura, P Leif Bergsagel, Bachisio Ziccheddu, Shaji Kumar, Kylee Maclachlan, Andriy Derkach, Juan-Jose Garces, Ross Firestone, Esteban Braggio, Yan Asmann and 34 more

Abstract read
In one paragraph

Article in Journal of clinical oncology : official journal of the American Society of Clinical Oncology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers.

0numbers the graph read from it
0cells of the map it votes in
18citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

18 citing papers in PubMed.

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  8. CAR T cells take on precancers.Nature medicine · 2026
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

44 authors.

Francesco MauraMemorial Sloan Kettering Cancer Center, New York, NY.ORCID 0000-0002-5017-1620
P Leif BergsagelMayo Clinic, Scottsdale, AZ.ORCID 0000-0003-1523-7388
Bachisio ZicchedduMemorial Sloan Kettering Cancer Center, New York, NY.
Shaji KumarMayo Clinic, Rochester, MN.ORCID 0000-0001-5392-9284
Kylee MaclachlanMemorial Sloan Kettering Cancer Center, New York, NY.ORCID 0000-0001-7873-4854
Andriy DerkachMemorial Sloan Kettering Cancer Center, New York, NY.ORCID 0000-0003-2178-8493
Juan-Jose GarcesMemorial Sloan Kettering Cancer Center, New York, NY.ORCID 0000-0001-9235-4671
Ross FirestoneMemorial Sloan Kettering Cancer Center, New York, NY.ORCID 0000-0002-2945-9320
Esteban BraggioMayo Clinic, Scottsdale, AZ.ORCID 0000-0003-3860-4830
Yan AsmannMayo Clinic, Scottsdale, AZ.
Michael DuranteMyeloma Institute, Sylvester Comprehensive Cancer Center, University of Miami, Miami, FL.ORCID 0000-0003-3137-6847
Benjamin T DiamondMyeloma Institute, Sylvester Comprehensive Cancer Center, University of Miami, Miami, FL.ORCID 0000-0002-8638-9365
Marios PapadimitriouMyeloma Institute, Sylvester Comprehensive Cancer Center, University of Miami, Miami, FL.
Malin HultcrantzMemorial Sloan Kettering Cancer Center, New York, NY.ORCID 0000-0002-9045-6495
Alessio MarellaDepartment of Oncology and Hemato-oncology, University of Milan, Milano, Italy.ORCID 0000-0002-2897-4523
Giancarlo CastellanoHematology Section, Fondazione IRCCS Ca' Granda, Ospedale Maggiore Policlinico, Milan, Italy.ORCID 0000-0002-5715-7733
Akihiro MaedaHematology Section, Fondazione IRCCS Ca' Granda, Ospedale Maggiore Policlinico, Milan, Italy.ORCID 0000-0003-4797-0314
Marta LionettiDepartment of Oncology and Hemato-oncology, University of Milan, Milano, Italy.ORCID 0000-0002-3342-9095
Antonio MateraDepartment of Oncology and Hemato-oncology, University of Milan, Milano, Italy.ORCID 0000-0002-9348-1792
Stefania PioggiaHematology Section, Fondazione IRCCS Ca' Granda, Ospedale Maggiore Policlinico, Milan, Italy.
Matteo Claudio Da ViàHematology Section, Fondazione IRCCS Ca' Granda, Ospedale Maggiore Policlinico, Milan, Italy.ORCID 0000-0002-5396-6584
Claudio de MagistrisHematology Section, Fondazione IRCCS Ca' Granda, Ospedale Maggiore Policlinico, Milan, Italy.ORCID 0009-0007-6583-6836
Daniel LeongamornlertWellcome Sanger Institute, Hinxton, UK.
Danny DeAvilaDepartment of Malignant Hematology, Moffitt Cancer Center, Tampa, FL.ORCID 0009-0006-5421-3425
Praneeth Reddy SudalaguntaDepartment of Metabolism and Physiology, Moffitt Cancer Center, Tampa, FL.ORCID 0000-0003-1283-9332
Rafael Renatino CanevaroloDepartment of Metabolism and Physiology, Moffitt Cancer Center, Tampa, FL.ORCID 0000-0002-8722-8512
Erin M SiegelNational Institutes of Health, Bethesda, MD.ORCID 0000-0003-1779-2510
Phaedra AgiusAster Insights, Tampa, FL.
Jamie TeerDepartment of Biostatistics & Bioinformatics, Moffitt Cancer Center, Tampa, FL.ORCID 0000-0003-4513-0282
Andrew McPhersonMemorial Sloan Kettering Cancer Center, New York, NY.ORCID 0000-0002-5654-5101
Yusuke YamashitaMayo Clinic, Scottsdale, AZ.ORCID 0000-0002-9133-8183
Ariosto S SilvaDepartment of Metabolism and Physiology, Moffitt Cancer Center, Tampa, FL.
Patrick BlaneyMyeloma Research Program, NYU Langone, Perlmutter Cancer Center, New York, NY.ORCID 0000-0002-9319-8866
Rachid BazDepartment of Malignant Hematology, Moffitt Cancer Center, Tampa, FL.ORCID 0000-0003-4538-4733
Krina K PatelDepartment of Lymphoma/Myeloma, The University of Texas MD Anderson Cancer, Houston, TX.ORCID 0000-0002-8894-027X
Peter CampbellWellcome Sanger Institute, Hinxton, UK.
Gareth MorganMyeloma Research Program, NYU Langone, Perlmutter Cancer Center, New York, NY.
Rafael FonsecaMayo Clinic, Scottsdale, AZ.ORCID 0000-0002-5938-3769
Ola LandgrenMyeloma Institute, Sylvester Comprehensive Cancer Center, University of Miami, Miami, FL.ORCID 0000-0001-6485-4839
Robert Z OrlowskiDepartment of Lymphoma/Myeloma, The University of Texas MD Anderson Cancer, Houston, TX.ORCID 0000-0002-5723-4129
Kenneth H ShainDepartment of Malignant Hematology, Moffitt Cancer Center, Tampa, FL.ORCID 0000-0003-4178-8888
Niccolo BolliDepartment of Oncology and Hemato-oncology, University of Milan, Milano, Italy.ORCID 0000-0002-1018-5139
Saad UsmaniMemorial Sloan Kettering Cancer Center, New York, NY.ORCID 0000-0002-5484-8731
S Vincent RajkumarMayo Clinic, Rochester, MN.ORCID 0000-0002-5862-1833

Funding

X-RAY CRYSTALLOGRAPHYP30CA008748 · NCI · SLOAN-KETTERING INSTITUTE FOR CANCER RES · PI SELWYN M VICKERS · 1985 to 2026
$347.4M
TRANSLATIONAL RESEARCHP30CA076292 · NCI · UNIVERSITY OF SOUTH FLORIDA · PI John L. Cleveland · 1998 to 2026
$93.5M
Vaccine FacilityP30CA016087 · NCI · NEW YORK UNIVERSITY SCHOOL OF MEDICINE · PI MARK Reid PHILIPS · 1985 to 2026
$83.1M
Project 4: Targeting Resistance to T-Cell Directed Therapy in Multiple MyelomaP50CA186781 · NCI · MAYO CLINIC ARIZONA · PI Yi Lin · 2015 to 2026
$25.5M
Tumor Biology Research ProgramP30CA240139 · NCI · UNIVERSITY OF MIAMI SCHOOL OF MEDICINE · PI Stephen D. Nimer · 2019 to 2026
$24.1M
Mutographs differentiating the racial and temporal incidence of multiple myelomaR01CA249981 · NCI · NEW YORK UNIVERSITY SCHOOL OF MEDICINE · PI MORGAN, GARETH JOHN · 2021 to 2025
$5.6M
Mayo Clinic Center for Clinical ProteomicsU01CA271410 · NCI · MAYO CLINIC ROCHESTER · PI Rafael Fonseca, AKHILESH PANDEY · 2022 to 2026
$5.3M
UM Calabresi Clinical Oncology Research Career Development AwardK12CA226330 · NCI · UNIVERSITY OF MIAMI SCHOOL OF MEDICINE · PI Alan Pollack · 2018 to 2026
$5.1M
Onset and biomarkers for progression of monoclonal gammopathiesR01CA168762 · NCI · MAYO CLINIC ROCHESTER · PI KUMAR, SHAJI KUNNATHU, RAJKUMAR, S VINCENT · 2012 to 2024
$3.2M
CD38-TARGETED IMMUNOPET OF MYELOMA: PHASE 2 TRIAL OF CLINICAL APPLICATIONSR01CA248398 · NCI · SLOAN-KETTERING INST CAN RESEARCH · PI LANDGREN, CARL OLA, ULANER, GARY ALLAN · 2020 to 2024
$2.0M
Myeloma Defining Genomic Events to Differentiate Benign and Malignant Myeloma Precursor ConditionsR37CA289752 · NCI · UNIVERSITY OF MIAMI SCHOOL OF MEDICINE · PI Francesco Maura, Andrew William Mcpherson · 2025 to 2026
$1.4M
Preclinical studies for the immunoprevention of multiple myelomaUG3CA290468 · NCI · MAYO CLINIC ARIZONA · PI Peter Leif Bergsagel, Marta Chesi · 2025 to 2026
$1.4M
NCI NIH HHS K12 CA226330NCI NIH HHS P30 CA008748NCI NIH HHS P30 CA016087NCI NIH HHS P30 CA076292NCI NIH HHS P30 CA240139NCI NIH HHS P50 CA186781NCI NIH HHS R01 CA168762NCI NIH HHS R01 CA248398NCI NIH HHS R01 CA249981NCI NIH HHS R01 CA300518NCI NIH HHS R37 CA289752NCI NIH HHS U01 CA271410NCI NIH HHS UG3 CA290468
6 · The paper itself

Abstract

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.

Indexed as

Cell Transformation, NeoplasticGenomicsMonoclonal Gammopathy of Undetermined SignificanceMultiple MyelomaPrecancerous ConditionsSmoldering Multiple MyelomaAgedDisease ProgressionFemaleHumansMaleMiddle Aged

Identifiers

PMID41061199
PMCPMC12614327

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.