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基于生物信息学分析鉴定急性髓系白血病中 RUNX1 突变相关的关键基因和通路。

Identification of Key Genes and Pathways Associated with RUNX1 Mutations in Acute Myeloid Leukemia Using Bioinformatics Analysis.

机构信息

Department of Hematology, The First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi, China (mainland).

Department of Rheumatology and Immunology, Affiliated Hospital of Guilin Medical College, Guilin, Guangxi, China (mainland).

出版信息

Med Sci Monit. 2018 Oct 5;24:7100-7108. doi: 10.12659/MSM.910916.

Abstract

BACKGROUND RUNXl plays a key regulatory role in the process of hematopoiesis and is a common target for multiple chromosomal translocations in human acute leukemia. Mutations of RUNX1 gene can lead to acute leukemia and affect the prognosis of AML patients. We aimed to identify pivotal genes and pathways involved in RUNX1-mutated patients of with acute myeloid leukemia (AML) and to explore possible molecular markers for novel therapeutic targets of the disease. MATERIAL AND METHODS The RNA sequencing datasets of 151 cases of AML were obtained from the Cancer Genome Atlas database. Differentially expressed genes (DEGs) were identified using edgeR of the R platform. PPI (protein-protein interaction) network clustering modules were analyzed with ClusterONE, and the KEGG (Kyoto Encyclopedia of Genes and Genomes) pathway enrichment analyses for modules were performed. RESULTS A total of 379 genes were identified as DEGs. The KEGG enrichment analysis of DEGs showed significantly enriched pathways in cancer, extracellular matrix (ECM)-receptor interaction pathway, and cyclic adenosine monophosphate (cAMP) signaling pathway. The top 10 genes ranked by degree were PRKACG, ANKRD7, RNFL7, ROPN11, TEX14, PRMT8, OTOA, CFAP99, NRXN1, and DMRT1, which were identified as hub genes from the protein-protein interaction network (PPI). Statistical analysis revealed that RUNX1-mutated patients with AML had a shorter median survival time (MST) with poor clinical outcome and an increased risk of death when compared with those without RUNX1 mutations. CONCLUSIONS DEGs and pathways identified in the present study will help understand the molecular mechanisms underlying RUNX1 mutations in AML and develop effective therapeutic strategies for RUNX1-mutation AML.

摘要

背景

RUNX1 在造血过程中发挥关键调节作用,是人类急性白血病中多种染色体易位的常见靶点。RUNX1 基因突变可导致急性白血病,并影响 AML 患者的预后。我们旨在鉴定 RUNX1 突变的急性髓系白血病(AML)患者中涉及的关键基因和途径,并探索该疾病新治疗靶点的可能分子标志物。

材料和方法

从癌症基因组图谱(Cancer Genome Atlas,TCGA)数据库中获得 151 例 AML 患者的 RNA 测序数据集。使用 R 平台中的 edgeR 识别差异表达基因(differentially expressed genes,DEGs)。使用 ClusterONE 分析 PPI(protein-protein interaction)网络聚类模块,并对模块进行 KEGG(Kyoto Encyclopedia of Genes and Genomes)通路富集分析。

结果

共鉴定出 379 个 DEG。DEG 的 KEGG 富集分析显示,癌症、细胞外基质(extracellular matrix,ECM)-受体相互作用通路和环腺苷酸(cyclic adenosine monophosphate,cAMP)信号通路等途径显著富集。通过度值排名的前 10 个基因依次为 PRKACG、ANKRD7、RNFL7、ROPN11、TEX14、PRMT8、OTOA、CFAP99、NRXN1 和 DMRT1,这些基因从蛋白质-蛋白质相互作用网络(protein-protein interaction network,PPI)中被鉴定为枢纽基因。统计学分析显示,与无 RUNX1 突变的 AML 患者相比,RUNX1 突变的 AML 患者的中位生存时间(median survival time,MST)更短,临床结局较差,死亡风险增加。

结论

本研究鉴定的 DEGs 和通路将有助于理解 RUNX1 突变在 AML 中的分子机制,并为 RUNX1 突变 AML 开发有效的治疗策略。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2fce/6186152/e22ec967e54d/medscimonit-24-7100-g001.jpg

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