Single Cell Characterization of Myeloma and its Precursor Conditions Reveals Transcriptional Signatures of Early Tumorigenesis
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https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE193531
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Multiple myeloma is a plasma cell malignancy almost always preceded by precursor conditions, but low tumor burden of these early stages has hindered the study of their molecular programs through bulk sequencing technologies. Here, we generated and analyzed single cell RNA-sequencing of plasma cells from 26 patients at varying disease stages and 9 healthy donors. In silico dissection and comparison of normal and transformed plasma cells from the same bone marrow biopsy enabled discovery of novel, patient-specific transcriptional changes. Using Bayesian Non-Negative Matrix Factorization, we discovered 15 gene expression signatures which represent transcriptional modules relevant to myeloma biology, and identified a signature that is uniformly lost in neoplastic cells across disease stages. Finally, we demonstrated that tumors contain heterogeneous subpopulations expressing distinct transcriptional patterns. Our findings characterize transcriptomic alterations present at the earliest stages of myeloma, paving the way for exploration of personalized treatment approaches prior to malignant disease. This study includes single cell RNA-sequencing data from 29,387 plasma cells representing 26 samples from patients with MGUS, SMM, or MM as well as 9 normal bone marrow donors (NBM). One patient was biopsied both at the SMM stage and after progression to MM (SMM-1 and MM-8). ***Please note that the raw data files have been uploaded to dbGaP (phs001323.v3.p1) since this is patient data****
创建时间:
2022-11-30



