Evidence map›Paper›PMID 41056512›Full record

ArticlePLoS genetics2025

Immunophenotypic changes in the tumor and tumor microenvironment during progression to multiple myeloma.

Isabelle Bergiers, Murat Cem Köse, Sheri Skerget, Milan Malfait, Nele Fourneau, Jenna-Claire Ellis, Greet Vanhoof, Tina Smets, Bie Verbist, Dries De Maeyer and 14 more

Abstract read
In one paragraph

Article in PLoS genetics, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. Review
  2. Review
  3. Article
  4. Review
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

24 authors.

Isabelle BergiersJohnson & Johnson, Beerse, Belgium.ORCID https://orcid.org/0000-0001-9622-7960
Murat Cem KöseDepartment of Hematology, CHU of Liège, Liège, Belgium.ORCID https://orcid.org/0009-0002-9352-9909
Sheri SkergetJohnson & Johnson, Spring House, Spring House, Pennsylvania, United States of America.
Milan MalfaitDepartment of Applied Mathematics, Computer Science and Statistics, University of Ghent, Ghent, Belgium.ORCID https://orcid.org/0000-0001-9144-3701
Nele FourneauJohnson & Johnson, Beerse, Belgium.ORCID https://orcid.org/0009-0000-9329-0649
Jenna-Claire EllisJohnson & Johnson, Beerse, Belgium.ORCID https://orcid.org/0009-0009-5914-9188
Greet VanhoofJohnson & Johnson, Beerse, Belgium.
Tina SmetsJohnson & Johnson, Beerse, Belgium.
Bie VerbistJohnson & Johnson, Beerse, Belgium.
Dries De MaeyerJohnson & Johnson, Beerse, Belgium.ORCID https://orcid.org/0000-0002-1314-3348
Jeroen Van HoudtJohnson & Johnson, Beerse, Belgium.
Koen Van der BorghtJohnson & Johnson, Beerse, Belgium.
Raluca VeronaJohnson & Johnson, Spring House, Spring House, Pennsylvania, United States of America.
Bradley HeidrichJohnson & Johnson, Spring House, Spring House, Pennsylvania, United States of America.
William KurthDepartment of Orthopedic Surgery, CHU de Liège, Liège, Belgium.
Michel DelforgeUniversity Hospital Leuven, Leuven, Belgium.
Nathalie MeulemanDepartment of Hematology, Institut Jules Bordet, Hôpital Universitaire de Bruxelles, Université Libre de Bruxelles, Brussels, Belgium.
Jan Van DroogenbroeckDepartment of Haematology, AZ Sint-Jan Brugge-Oostende AV, Brugge, Belgium.
Philip VlummensDepartment of Clinical Hematology, Ghent University Hospital, Ghent, Belgium.
Christoph J HeuckJohnson & Johnson, Spring House, Spring House, Pennsylvania, United States of America.
Yves BeguinDepartment of Hematology, CHU of Liège, Liège, Belgium.
Nizar BahlisDepartment of Hematology and Oncology, University of Calgary, Calgary, Alberta, Canada.ORCID https://orcid.org/0000-0001-7353-7034
Tineke CasneufJohnson & Johnson, Beerse, Belgium.
Jo CaersDepartment of Hematology, CHU of Liège, Liège, Belgium.ORCID https://orcid.org/0000-0002-3175-1195

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Investigation of the cellular and molecular mechanisms of disease progression from precursor plasma cell disorders to active disease increases our understanding of multiple myeloma (MM) pathogenesis and supports the development of novel therapeutic strategies. In this analysis, single-cell RNA sequencing, surface protein profiling, and B lymphocyte antigen receptor profiling of unsorted, whole bone marrow (BM) mononuclear cell samples was used to study molecular changes in tumor cells and the tumor microenvironment (TME). A cell atlas of the BM microenvironment was generated from 123 subjects including healthy volunteers and patients with monoclonal gammopathy of unknown significance (MGUS), smoldering MM (SMM), and MM. These analyses revealed commonalities in molecular pathways, including MYC signaling, E2F targets and interferon alpha response, that were altered during disease progression. Evidence of early dysregulation of the immune system in MGUS and SMM, which increases and impacts many cell types as the disease progresses, was found. In parallel with disease progression, population shifts in CD8 + T cells, macrophages, and classical dendritic cells were observed, and the resulting differences in CD8 + T cells and macrophages were associated with poor overall survival outcomes. Potential ligand-receptor interactions that may play a role during the transition from precursor stages to MM were identified, along with potential biomarkers of disease progression, some of which may represent novel therapeutic targets. MIF, IL15, CD320, HGF and FAM3C were detected as potential regulators of the TME by plasma cells, while SERPINA1 and BAFF (TNFSF13B) were found to have the highest potential to contribute to the downstream changes observed between precursor stage and MM cells. These findings demonstrate that myeloma tumorigenesis is associated with dysregulation of molecular pathways driven by gradually occurring immunophenotypic changes in the tumor and TME. Trial registration: This project has been registered at EudraCT (European Union Drug Regulating Authorities Clinical Trials Database) with protocol number NOPRODMMY0001 and EudraCT Number 2018-004443-23 on 12 December 2018.

Indexed as

Multiple MyelomaTumor MicroenvironmentAgedCD8-Positive T-LymphocytesDisease ProgressionFemaleHumansImmunophenotypingMacrophagesMaleMiddle AgedMonoclonal Gammopathy of Undetermined SignificanceSmoldering Multiple Myeloma

Identifiers

PMID41056512
PMCPMC12558612

What OpenQuestion holds

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Registered trials

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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.