Evidence map›Paper›PMID 36223594›Full record

ArticleBlood2023

Whole-genome analysis identifies novel drivers and high-risk double-hit events in relapsed/refractory myeloma.

Naser Ansari-Pour, Mehmet Samur, Erin Flynt, Sarah Gooding, Fadi Towfic, Nicholas Stong, Maria Ortiz Estevez, Konstantinos Mavrommatis, Brian Walker, Gareth Morgan and 3 more

Open access · greenAbstract read
In one paragraph

Article in Blood, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 32 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
32citing papers in PubMed, 1 pooled it
5.8field-weighted citation impact, top 3% of its field
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

32 citing papers in PubMed, 1 synthesis or guideline pooled it, 37 citations in OpenAlex.

  1. International Myeloma Society/International Myeloma Working Group Consensus Recommendations on the Definition of High-Risk Multiple Myeloma.Journal of clinical oncology : official journal of the American Society of Clinical Oncology · 2025
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  9. Genetic landscape of cancer: mechanisms, key genes, and therapeutic implications.Clinical & translational oncology : official publication of the Federation of Spanish Oncology Societies and of the National Cancer Institute of Mexico · 2026
    Review
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  11. [Value of gene mutation in the prognosis and treatment of multiple myeloma].Zhonghua xue ye xue za zhi = Zhonghua xueyexue zazhi · 2025
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4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

13 authors at 8 institutions in 3 countries.

Naser Ansari-PourMedical Research Council Molecular Haematology Unit, Weatherall Institute of Molecular Medicine, University of Oxford, Oxford, United Kingdom.ORCID 0000-0003-0908-0484
Mehmet SamurDana-Farber Cancer Institute, Boston, MA.
Erin FlyntTranslational Medicine, Bristol Myers Squibb, Summit, NJ.ORCID 0000-0002-1524-6156
Sarah GoodingMedical Research Council Molecular Haematology Unit, Weatherall Institute of Molecular Medicine, University of Oxford, Oxford, United Kingdom.
Fadi TowficBristol Myers Squibb, Summit, NJ.
Nicholas StongPredictive Sciences, Bristol Myers Squibb, Summit, NJ.ORCID 0000-0002-0678-637X
Maria Ortiz EstevezPredictive Sciences, BMS Center for Innovation and Translational Research Europe, A Bristol Myers Squibb Company, Sevilla, Spain.
Konstantinos MavrommatisComputational Genomics, Bristol Myers Squibb, San Francisco, CA.ORCID 0000-0003-4549-385X
Brian WalkerMelvin and Bren Simon Comprehensive Cancer Center, Division of Hematology Oncology, Indiana University, Indianapolis, IN.ORCID 0000-0002-8615-6254
Gareth MorganPerlmutter Cancer Center, NYU Langone Medical Center, New York, NY.
Nikhil MunshiDana-Farber Cancer Institute, Boston, MA.
Herve Avet-LoiseauInstitut Universitaire du Cancer de Toulouse-Oncopole, Toulouse, France.
Anjan ThakurtaOxford Centre for Translational Myeloma Research, University of Oxford, Oxford, United Kingdom.
Bristol-Myers Squibb (United States) · USNational Institute for Health Research · GBDana-Farber Cancer Institute · USHarvard University · USIndiana University Health · USInstitut universitaire du cancer de Toulouse Oncopole · FRNuffield Orthopaedic Centre · GBNYU Langone Health · US

Funding

Trageting the Multiple Myeloma EpigenomeP50CA100707 · NCI · DANA-FARBER CANCER INSTITUTE · PI ANDERSON, KENNETH C., MUNSHI, NIKHIL C. · 2003 to 2023
$45.0M
Unfolded Protein Response and Autophagy in T Helper Cell Effector FunctionP20GM121176 · NIGMS · UNIVERSITY OF NEW MEXICO HEALTH SCIS CTR · PI Samuel Joseph Endicott · 2017 to 2026
$24.9M
NCI NIH HHS P50 CA100707NIGMS NIH HHS P20 GM121176
6 · The paper itself

Abstract

Large-scale analyses of genomic data from patients with newly diagnosed multiple myeloma (ndMM) have been undertaken, however, large-scale analysis of relapsed/refractory MM (rrMM) has not been performed. We hypothesize that somatic variants chronicle the therapeutic exposures and clonal structure of myeloma from ndMM to rrMM stages. We generated whole-genome sequencing (WGS) data from 418 tumors (386 patients) derived from 6 rrMM clinical trials and compared them with WGS from 198 unrelated patients with ndMM in a population-based case-control fashion. We identified significantly enriched events at the rrMM stage, including drivers (DUOX2, EZH2, TP53), biallelic inactivation (TP53), noncoding mutations in bona fide drivers (TP53BP1, BLM), copy number aberrations (CNAs; 1qGain, 17pLOH), and double-hit events (Amp1q-ISS3, 1qGain-17p loss-of-heterozygosity). Mutational signature analysis identified a subclonal defective mismatch repair signature enriched in rrMM and highly active in high mutation burden tumors, a likely feature of therapy-associated expanding subclones. Further analysis focused on the association of genomic aberrations enriched at different stages of resistance to immunomodulatory agent (IMiD)-based therapy. This analysis revealed that TP53, DUOX2, 1qGain, and 17p loss-of-heterozygosity increased in prevalence from ndMM to lenalidomide resistant (LENR) to pomalidomide resistant (POMR) stages, whereas enrichment of MAML3 along with immunoglobulin lambda (IGL) and MYC translocations distinguished POM from the LEN subgroup. Genomic drivers associated with rrMM are those that confer clonal selective advantage under therapeutic pressure. Their role in therapy evasion should be further evaluated in longitudinal patient samples, to confirm these associations with the evolution of clinical resistance and to identify molecular subsets of rrMM for the development of targeted therapies.

Indexed as

Multiple MyelomaAntineoplastic Combined Chemotherapy ProtocolsDexamethasoneDual OxidasesHumansImmunologic FactorsLenalidomideDexamethasoneDual OxidasesImmunologic FactorsLenalidomide

Identifiers

PMID36223594
PMCPMC10163277
OpenAlexW4304754950

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

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.