ArticleJournal of clinical oncology : official journal of the American Society of Clinical Oncology2022
Identification of High-Risk Multiple Myeloma With a Plasma Cell Leukemia-Like Transcriptomic Profile.
Article in Journal of clinical oncology : official journal of the American Society of Clinical Oncology, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 23 papers.
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Who cites it
23 citing papers in PubMed, 35 citations in OpenAlex.
- Circulating tumour cells (CTCs) in haematological malignancies: Advances in biology and clinical relevance with a focus on multiple myeloma.British journal of haematology · 2026Review
- DKC1: a robust prognostic factor and potential therapeutic target in multiple myeloma.Journal of translational medicine · 2026Article
- Article
- Defining High-Risk Disease Biology in Multiple Myeloma: A Narrative Review.Blood and lymphatic cancer : targets and therapy · 2026Review
- Single-cell RNA sequencing reveals immune regulatory mechanisms and molecular therapeutic strategies in the microenvironment of multiple myeloma.International journal of surgery (London, England) · 2026Article
- Applications of Multiparameter Flow Cytometry in the Diagnosis, Prognosis, and Monitoring of Multiple Myeloma Patients.Diseases (Basel, Switzerland) · 2025Review
- Elevated circulating tumor cells reflect high proliferation and genomic complexity in multiple myeloma.HemaSphere · 2025Article
- SWIFT-seq enables comprehensive single-cell transcriptomic profiling of circulating tumor cells in multiple myeloma and its precursors.Nature cancer · 2025Article
- Development and validation of a prognostic staging system for primary plasma cell leukemia.Journal of hematology & oncology · 2025Article
- Primary Plasma Cell Leukemia: Recent Advances in Molecular Understanding and Treatment Approaches.International journal of molecular sciences · 2025Review
- Plasma Cell Leukemia Update on Immunophenotype, Molecular Characteristics, and Therapy. The Second Part of Plasma Cell Neoplasms with Spreading in the Blood and Tissues.Mediterranean journal of hematology and infectious diseases · 2025Review
- Identification and prognostic prediction of high-risk multiple myeloma by exosomal microRNA.Frontiers in oncology · 2025Article
- R2-ISS staging combined with circulating plasma cells improves risk stratification for newly diagnosed multiple myeloma: a single-center real-world study.Annals of hematology · 2024Article
- Poor outcome despite modern treatments: A retrospective study of 99 patients with primary and secondary plasma cell leukemia.Cancer medicine · 2024Article
- [Expression and clinical significance of CCL17, CCL22, and CCR4 in newly diagnosed multiple myeloma].Zhonghua xue ye xue za zhi = Zhonghua xueyexue zazhi · 2024Article
- Multiple myeloma.Nature reviews. Disease primers · 2024Review
- [Chinese expert consensus on the application of flow cytometry for the detectin of circulating plasma cells in plasma cell disorders (2024)].Zhonghua xue ye xue za zhi = Zhonghua xueyexue zazhi · 2024Article
- Article
- A rational approach to functional high-risk myeloma.Hematology. American Society of Hematology. Education Program · 2023Review
- Current Main Topics in Multiple Myeloma.Cancers · 2023Review
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Authors and funding
19 authors at 7 institutions in 4 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
purposePrimary plasma cell leukemia (pPCL) is an aggressive subtype of multiple myeloma, which is distinguished from newly diagnosed multiple myeloma (NDMM) on the basis of the presence of ≥ 20% circulating tumor cells (CTCs). A molecular marker for pPCL is currently lacking, which could help identify NDMM patients with high-risk PCL-like disease, despite not having been recognized as such clinically.
methodsA transcriptomic classifier for PCL-like disease was bioinformatically constructed and validated by leveraging information on baseline CTC levels, tumor burden, and tumor transcriptomics from 154 patients with NDMM included in the Cassiopeia or HO143 trials and 29 patients with pPCL from the EMN12/HO129 trial. Its prognostic value was assessed in an independent cohort of 2,139 patients with NDMM from the HOVON-65/GMMG-HD4, HOVON-87/NMSG-18, EMN02/HO95, MRC-IX, Total Therapy 2, Total Therapy 3, and MMRF CoMMpass studies.
resultsHigh CTC levels were associated with the expression of 1,700 genes, independent of tumor burden (false discovery rate < 0.05). Of these, 54 genes were selected by leave-one-out cross-validation to construct a transcriptomic classifier representing PCL-like disease. This not only demonstrated a sensitivity of 93% to identify pPCL in the validation cohort but also classified 10% of NDMM tumors as PCL-like. PCL-like MM transcriptionally and cytogenetically resembled pPCL, but presented with significantly lower CTC levels and tumor burden. Multivariate analyses in NDMM confirmed the significant prognostic value of PCL-like status in the context of Revised International Staging System stage, age, and treatment, regarding both progression-free (hazard ratio, 1.64; 95% CI, 1.30 to 2.07) and overall survival (hazard ratio, 1.89; 95% CI, 1.42 to 2.50).
conclusionpPCL was identified on the basis of a specific tumor transcriptome, which was also present in patients with high-risk NDMM, despite not being clinically leukemic. Incorporating PCL-like status into current risk models in NDMM may improve prognostic accuracy.
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