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通过加权基因共表达网络分析鉴定与急性髓系白血病生存相关的两个关键生物标志物 CD93 和 FGL2。

Identification of two key biomarkers CD93 and FGL2 associated with survival of acute myeloid leukaemia by weighted gene co-expression network analysis.

机构信息

Key Laboratory of Novel Targets and Drug Study for Neural Repair of Zhejiang Province, School of Medicine, Hangzhou City University, Hangzhou, China.

College of Life Sciences, Zhejiang Normal University, Jinhua, China.

出版信息

J Cell Mol Med. 2024 Jul;28(14):e18552. doi: 10.1111/jcmm.18552.

Abstract

Acute myeloid leukaemia (AML) is a biologically heterogeneous haematological malignancy. This study was performed to identify the potential biomarkers for the prognosis and treatment of AML. We applied weighted gene co-expression network analysis to identify key modules and hub genes related to the prognosis of AML using data from The Cancer Genome Atlas (TCGA). In total, 1581 differentially expressed genes (1096 upregulated and 485 downregulated) were identified between AML patients and healthy controls, with the blue module being the most significant among 14 modules associated with AML morphology. Through functional enrichment analysis, we identified 217 genes in the blue module significantly enriched in 'neutrophil degranulation' and 'neutrophil activation involved in immune response' pathways. The survival analysis revealed six genes (S100A9, S100A8, HK3, CD93, CXCR2 and FGL2) located in the significantly enriched pathway that were notably related to AML survival. We validated the expression of these six genes at gene and single-cell levels and identified methylation loci of each gene, except for S100A8. Finally, in vitro experiments were performed to demonstrate whether the identified hub genes were associated with AML survival. After knockdown of CD93 and FGL2, cell proliferation was significantly reduced in U937 cell line over 5 days. In summary, we identified CD93 and FGL2 as key hub genes related to AML survival, with FGL2 being a novel biomarker for the prognosis and treatment of AML.

摘要

急性髓系白血病(AML)是一种生物学异质性的血液系统恶性肿瘤。本研究旨在确定 AML 预后和治疗的潜在生物标志物。我们应用加权基因共表达网络分析,使用来自癌症基因组图谱(TCGA)的数据,鉴定与 AML 预后相关的关键模块和枢纽基因。共鉴定出 AML 患者与健康对照之间的 1581 个差异表达基因(1096 个上调和 485 个下调),其中蓝色模块是与 AML 形态学相关的 14 个模块中最显著的。通过功能富集分析,我们在蓝色模块中鉴定出 217 个基因,显著富集于“中性粒细胞脱粒”和“中性粒细胞激活参与免疫反应”途径。生存分析显示,位于显著富集途径中的 6 个基因(S100A9、S100A8、HK3、CD93、CXCR2 和 FGL2)与 AML 生存明显相关。我们在基因和单细胞水平上验证了这 6 个基因的表达,并鉴定了除 S100A8 以外的每个基因的甲基化位点。最后,进行了体外实验,以证明鉴定出的枢纽基因是否与 AML 生存有关。在 U937 细胞系中敲低 CD93 和 FGL2 后,细胞增殖在 5 天内显著降低。综上所述,我们鉴定出 CD93 和 FGL2 是与 AML 生存相关的关键枢纽基因,FGL2 是 AML 预后和治疗的新型生物标志物。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5f57/11272607/87c5188512a6/JCMM-28-e18552-g006.jpg

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