Evidence map›Paper›PMID 42020784›Full record

ArticleLeukemia2026

Gene expression-based dissemination score predicts early spread and poor outcomes in multiple myeloma.

Arwa Bohra, Surendra Dasari, Saurabh Zanwar, Wilson I Gonsalves, Prashant Kapoor, Moritz Binder, Angela Dispenzieri, Michael M Timm, Francis Buadi, Dragan Jevremovic and 2 more

Abstract read
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In one paragraph

Article in Leukemia, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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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

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

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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

12 authors.

Arwa BohraDivision of Hematology, Mayo Clinic, Rochester, MN, USA.ORCID http://orcid.org/0000-0003-2892-1816
Surendra DasariDepartment of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, USA.ORCID http://orcid.org/0000-0002-7972-3556
Saurabh ZanwarDivision of Hematology, Mayo Clinic, Rochester, MN, USA.ORCID http://orcid.org/0000-0001-5074-8453
Wilson I GonsalvesDivision of Hematology, Mayo Clinic, Rochester, MN, USA.ORCID http://orcid.org/0000-0001-6890-969X
Prashant KapoorDivision of Hematology, Mayo Clinic, Rochester, MN, USA.ORCID http://orcid.org/0000-0002-4342-364X
Moritz BinderDivision of Hematology, Mayo Clinic, Rochester, MN, USA.ORCID http://orcid.org/0000-0001-9014-9658
Angela DispenzieriDivision of Hematology, Mayo Clinic, Rochester, MN, USA.ORCID http://orcid.org/0000-0001-8780-9512
Michael M TimmDivision of Hematology, Mayo Clinic, Rochester, MN, USA.
Francis BuadiDivision of Hematology, Mayo Clinic, Rochester, MN, USA.ORCID http://orcid.org/0000-0003-3214-0203
Dragan JevremovicDivision of Hematopathology, Mayo Clinic, Rochester, MN, USA.ORCID http://orcid.org/0000-0002-1792-5822
S Vincent RajkumarDivision of Hematology, Mayo Clinic, Rochester, MN, USA.ORCID http://orcid.org/0000-0002-5862-1833
Shaji KumarDivision of Hematology, Mayo Clinic, Rochester, MN, USA. kumar.shaji@mayo.edu.ORCID http://orcid.org/0000-0001-5392-9284

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Multiple myeloma progresses from bone marrow-confined disease to systemic forms through processes linked to loss of adhesion and EMT-related programs. We analyzed baseline plasma cell RNA-seq, microarray, and single-cell datasets to derive and validate a dissemination score. In the newly diagnosed MMRF CoMMpass cohort (n = 754), differential expression analyses of circulating plasma cells (n = 592) and PET-CT-confirmed plasmacytomas (n = 118), integrated with 1114 EMTome genes, identified 1357 dissemination-associated genes. Elastic Net Cox regression derived a 30-gene Dissemination Score (DS) that stratified overall survival (54.5 vs 102.5 mo; C-index 0.71) and improved prognostic performance when added to UAMS70 and EMC92 in bootstrap analyses. DS was associated with Adverse stromal interaction (ASI) and stratified high-risk ASI interactions. In an independent Mayo Clinic cohort (n = 133), DS reproduced prognostic discrimination (52.1 vs 113.6 mo, p < 0.01) and predicted earlier dissemination events (2.1 vs 6.8 yrs, p < 0.01). In GSE117156, circulating plasma cells showed consistently higher DS than marrow plasma cells across MGUS, SMM, MM, and AL, with progressive DS increase from controls to MM. In GSE106218, CD138⁺ extramedullary plasma cells had higher DS than marrow plasma cells (p < 0.01). Collectively, DS quantifies dissemination biology.

Indexed as

Biomarkers, TumorGene Expression Regulation, NeoplasticMultiple MyelomaAgedFemaleGene Expression ProfilingHumansMaleMiddle AgedPlasma CellsPrognosisBiomarkers, Tumor

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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.