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通过整合生物信息学分析鉴定多发性骨髓瘤骨髓免疫微环境调控相关的关键基因和 miRNA-mRNA 调控网络。

Identification of key genes and miRNA-mRNA regulatory networks associated with bone marrow immune microenvironment regulations in multiple myeloma by integrative bioinformatics analysis.

机构信息

Department of Hematology, First Affiliated Hospital of Xinjiang Medical University, Urumqi, People's Republic of China.

Department of Pharmacy, First Affiliated Hospital of Xinjiang Medical University, Urumqi, People's Republic of China.

出版信息

Hematology. 2022 Dec;27(1):506-517. doi: 10.1080/16078454.2022.2068873.

Abstract

The deregulation of microRNAs (miRNAs) and genes in the bone marrow microenvironment have been involved with the pathogenesis of multiple myeloma (MM). However, the exploration of miRNA-mRNA regulatory networks in MM remains lacking. We used GSE125363, GSE125361, GSE47552, GSE2658, GSE136324, GSE16558, and GSE13591 datasets for this bioinformatics study. We identified 156 downregulated and 13 upregulated differentially expressed miRNAs (DEmiRs) in MM. The DEmiRs are associated with the enrichment of pathways mainly involved with cancers, cellular signaling, and immune regulations. We identified 112 hub genes associated with five significant clusters in MM. Moreover, we identified 9 upregulated hub genes (such as and ) and 52 downregulated hub genes (such as and ) in MM that is targeted by DEmiRs. The expression of DEmiRs targeted two hub genes ( and ) are correlated with the survival prognosis of MM patients. Furthermore, the expression level of is correlated with immune signatures, including CD4+ Regulatory T cells, T cell exhaustion, MHC Class I, immune checkpoint genes, macrophages, neutrophils, and TH2 cells in the TME of MM. Finally, we revealed the consistently deregulated expression level of key gene and its co-regulatory DEmiRs, including hsa-mir-192, hsa-mir-10b, hsa-mir-492, and hsa-mir-24 in the independent cohorts of MM. Identifying key genes and miRNA-mRNA regulatory networks may provide new molecular insights into the tumor immune microenvironment in MM.

摘要

骨髓微环境中 microRNAs (miRNAs) 和基因的失调与多发性骨髓瘤 (MM) 的发病机制有关。然而,MM 中 miRNA-mRNA 调控网络的探索仍然缺乏。我们使用 GSE125363、GSE125361、GSE47552、GSE2658、GSE136324、GSE16558 和 GSE13591 数据集进行了这项生物信息学研究。我们在 MM 中鉴定出 156 个下调和 13 个上调的差异表达 miRNA (DEmiRs)。DEmiRs 与主要涉及癌症、细胞信号和免疫调节的途径的富集有关。我们在 MM 中鉴定出与五个显著簇相关的 112 个枢纽基因。此外,我们在 MM 中鉴定出 9 个上调的枢纽基因(如和)和 52 个下调的枢纽基因(如和),这些基因受 DEmiRs 的靶向调控。DEmiRs 靶向的两个枢纽基因(和)的表达与 MM 患者的生存预后相关。此外,的表达水平与 MM 的 TME 中的免疫特征相关,包括 CD4+ Regulatory T 细胞、T 细胞耗竭、MHC 类 I、免疫检查点基因、巨噬细胞、中性粒细胞和 TH2 细胞。最后,我们揭示了关键基因和其共同调控的 DEmiRs,包括 hsa-mir-192、hsa-mir-10b、hsa-mir-492 和 hsa-mir-24 在 MM 的独立队列中的一致失调表达水平。鉴定关键基因和 miRNA-mRNA 调控网络可能为 MM 的肿瘤免疫微环境提供新的分子见解。

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