ArticleBlood cancer journal2016
A gene expression inflammatory signature specifically predicts multiple myeloma evolution and patients survival.
Article in Blood cancer journal, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 42 papers, 2 of them syntheses that pooled it.
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Who cites it
42 citing papers in PubMed, 2 syntheses or guidelines pooled it, 49 citations in OpenAlex.
- Observation or treatment for smoldering multiple myeloma? A systematic review and meta-analysis of randomized controlled studies.Blood cancer journal · 2025Pooled it
- Genome-wide identification of potential biomarkers in multiple myeloma using meta-analysis of mRNA and miRNA expression data.Scientific reports · 2021Pooled it
- Lactate-Induced Liquid-Liquid Phase Separation of HIF-1α Drives Myeloid Cell Polarization and Immune Evasion in Colorectal Cancer.Cell proliferation · 2026Article
- Efficacy of targeted chemokine receptor 4 PET/CT in evaluating active lesions in multiple myeloma, comparison toCancer imaging : the official publication of the International Cancer Imaging Society · 2026Article
- Artificial intelligence reshaping the paradigm of hematologic malignancy diagnosis and treatment: From static assessment to dynamic precision management.Annals of hematology · 2026Review
- Review
- Monoclonal Gammopathy Prevalence in Newly Diagnosed Prostate Cancer Patients: A Correlative Perspective Observational Study.Cancers · 2025Article
- Inflammatory Biomarkers for Thrombotic Risk Assessment in Multiple Myeloma Patients on IMiD/aCD38-Based Regimens: Insights from a Prospective Observational Study.Biomolecules · 2025Observational
- Effects of mesenchymal stem cells from different sources on the biological functions of multiple myeloma cells.Stem cell research & therapy · 2025Article
- The Molecular Pathology of Blood Cancer: A Comprehensive Review of Chromosome and Genetic Abnormalities and Their Clinical Utility.British journal of biomedical science · 2025Review
- Glasgow Prognostic Score Serves as a Prognostic Factor of Clinical Outcome in Patients with Newly Diagnosed Multiple Myeloma.Journal of inflammation research · 2025Article
- Global, regional, and national burden of multiple myeloma, 1990 to 2021 and predictions to 2035: an analysis of the Global Burden of Disease Study 2021.Frontiers in medicine · 2025Article
- Association of serum interleukin-2 with severity and prognosis in hospitalized patients with community-acquired pneumonia: a prospective cohort study.Internal and emergency medicine · 2024Article
- Construction of immune-related gene pairs signature to predict the overall survival of multiple myeloma patients based on whole bone marrow gene expression profiling.Molecular genetics and genomics : MGG · 2024Article
- High NEK2 expression in myeloid progenitors suppresses T cell immunity in multiple myeloma.Cell reports. Medicine · 2023Article
- Monoclonal Gammopathies and the Bone Marrow Microenvironment: From Bench to Bedside and Then Back Again.Hematology reports · 2023Review
- Network meta-analysis of randomized trials in multiple myeloma: Efficacy and safety in frontline therapy for patients not eligible for transplant.Hematological oncology · 2022Article
- Tracking Clonal Evolution of Multiple Myeloma Using Targeted Next-Generation DNA Sequencing.Biomedicines · 2022Article
- FlowCT for the analysis of large immunophenotypic data sets and biomarker discovery in cancer immunology.Blood advances · 2022Article
- Identification of Immune-Related Genes for Risk Stratification in Multiple Myeloma Based on Whole Bone Marrow Gene Expression Profiling.Frontiers in genetics · 2022Article
Corrections and comments
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Authors and funding
8 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Multiple myeloma (MM) is closely dependent on cross-talk between malignant plasma cells and cellular components of the inflammatory/immunosuppressive bone marrow milieu, which promotes disease progression, drug resistance, neo-angiogenesis, bone destruction and immune-impairment. We investigated the relevance of inflammatory genes in predicting disease evolution and patient survival. A bioinformatics study by Ingenuity Pathway Analysis on gene expression profiling dataset of monoclonal gammopathy of undetermined significance, smoldering and symptomatic-MM, identified inflammatory and cytokine/chemokine pathways as the most progressively affected during disease evolution. We then selected 20 candidate genes involved in B-cell inflammation and we investigated their role in predicting clinical outcome, through univariate and multivariate analyses (log-rank test, logistic regression and Cox-regression model). We defined an 8-genes signature (IL8, IL10, IL17A, CCL3, CCL5, VEGFA, EBI3 and NOS2) identifying each condition (MGUS/smoldering/symptomatic-MM) with 84% accuracy. Moreover, six genes (IFNG, IL2, LTA, CCL2, VEGFA, CCL3) were found independently correlated with patients' survival. Patients whose MM cells expressed high levels of Th1 cytokines (IFNG/LTA/IL2/CCL2) and low levels of CCL3 and VEGFA, experienced the longest survival. On these six genes, we built a prognostic risk score that was validated in three additional independent datasets. In this study, we provide proof-of-concept that inflammation has a critical role in MM patient progression and survival. The inflammatory-gene prognostic signature validated in different datasets clearly indicates novel opportunities for personalized anti-MM treatment.
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Registered trials
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.