ArticleCell & bioscience2023
Dynamic single-cell RNA-seq analysis reveals distinct tumor program associated with microenvironmental remodeling and drug sensitivity in multiple myeloma.
Article in Cell & bioscience, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 papers.
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Who cites it
14 citing papers in PubMed, 18 citations in OpenAlex.
- Stromal and endothelial transcriptional changes during progression from MGUS to myeloma and after treatment response.Nature communications · 2026Article
- Pharmacological targeting of IRF4 as a therapeutic strategy for multiple myeloma.Nature chemical biology · 2026Article
- New Approaches for Measurable Residual Disease Assessment in Multiple Myeloma: Integrating NGS, Mass Spectrometry, and Next-Generation Flow Cytometry to Monitor Treatment Response.Current hematologic malignancy reports · 2026Review
- Single-cell analysis reveals multi-faceted features of B cell development, together with age-associated B cell subpopulations.Communications biology · 2026Article
- Algorithmically defined therapeutic targets: integrating single-cell transfer learning frameworks with small molecule drugs to reverse disease-associated cell fates.Frontiers in pharmacology · 2026Review
- Characterization of the bone marrow architecture of multiple myeloma using spatial transcriptomics.Communications biology · 2025Article
- Single-cell analysis of neoplastic plasma cells identifies myeloma pathobiology mediators and potential targets.Cell reports. Medicine · 2025Article
- Review
- Myeloma cell-derived CXCL7 facilitates proliferation of tumor cells and occurrence of osteolytic lesions through JAK/STAT3 pathway.Cell death & disease · 2025Article
- Single-cell sequencing reveals the mechanisms of multiple myeloma progression: clarity or confusion?Annals of hematology · 2025Review
- Investigating the role of tumor cell heterogeneity and angiogenesis genes in the prognosis of multiple myeloma.Frontiers in immunology · 2025Article
- Good Cop, Bad Cop: Profiling the Immune Landscape in Multiple Myeloma.Biomolecules · 2023Review
- C-reactive protein impairs immune response of CD8Journal for immunotherapy of cancer · 2023Article
- Single-cell technologies in multiple myeloma: new insights into disease pathogenesis and translational implications.Biomarker research · 2023Review
Corrections and comments
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Authors and funding
14 authors at 1 institution in 1 country.
Funding
Abstract
backgroundMultiple myeloma (MM) is a hematological malignancy characterized by clonal proliferation of malignant plasma cells. Despite extensive research, molecular mechanisms in MM that drive drug sensitivity and clinic outcome remain elusive.
resultsSingle-cell RNA sequencing was applied to study tumor heterogeneity and molecular dynamics in 10 MM individuals before and after 2 cycles of bortezomib-cyclophosphamide-dexamethasone (VCD) treatment, with 3 healthy volunteers as controls. We identified that unfolded protein response and metabolic-related program were decreased, whereas stress-associated and immune reactive programs were increased after 2 cycles of VCD treatment. Interestingly, low expression of the immune reactive program by tumor cells was associated with unfavorable drug response and poor survival in MM, which probably due to downregulation of MHC class I mediated antigen presentation and immune surveillance, and upregulation of markers related to immune escape. Furthermore, combined with immune cells profiling, we uncovered a link between tumor intrinsic immune reactive program and immunosuppressive phenotype in microenvironment, evidenced by exhausted states and expression of checkpoint molecules and suppressive genes in T cells, NK cells and monocytes. Notably, expression of YBX1 was associated with downregulation of immune activation signaling in myeloma and reduced immune cells infiltration, thereby contributed to poor prognosis.
conclusionsWe dissected the tumor and immune reprogramming in MM during targeted therapy at the single-cell resolution, and identified a tumor program that integrated tumoral signaling and changes in immune microenvironment, which provided insights into understanding drug sensitivity in MM.
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