Chang Mengmeng, Li Ding, Su Li, Ding Chen, Lu Zhiyi, Gao Hongjie, Sun Fengyin
Department of Pediatric Surgery, Qilu Hospital of Shandong University, Jinan, China.
Department of Pediatrics, Qilu Hospital of Shandong University, Jinan, China.
Discov Oncol. 2024 Mar 25;15(1):87. doi: 10.1007/s12672-024-00946-w.
Wilms tumor (WT) is the most common malignancy of the genitourinary system in children. Currently, the Integration of single-cell RNA sequencing (scRNA-Seq) and Bulk RNA sequencing (RNA-Seq) analysis of heterogeneity between different cell types in pediatric WT tissues could more accurately find prognostic markers, but this is lacking. RNA-Seq and clinical data related to WT were downloaded from the Therapeutically Applicable Research to Generate Effective Treatments (TARGET) database. Small nucleolar RNA host gene 15 (SNHG15) was identified as a risk signature from the TARGET dataset by using weighted gene co-expression network analysis, differentially expressed analysis and univariate Cox analysis. After that, the functional mechanisms, immunological and molecular characterization of SNHG15 were investigated at the scRNA-seq, pan-cancer, and RNA-seq levels using Gene ontology (GO), Kyoto Encyclopedia of Genes and Genomes (KEGG), ESTIMATE, and CIBERSORT. Based on scRNA-seq data, we identified 20 clusters in WT and annotated 10 cell types. Integration of single-cell and spatial data mapped ligand-receptor networks to specific cell types, revealing M2 macrophages as hubs for intercellular communication. In addition, in vitro cellular experiments showed that siRNAs interfering with SNHG15 significantly inhibited the proliferation and migration of G401 cells and promoted the apoptosis of G401 cells compared with the control group. The effect of siRNAs interfering with SNHG15 on EMT-related protein expression was verified by Western blotting assay. Thus, our findings will improve our current understanding of the pathogenesis of WT, and they are potentially valuable in providing novel prognosis markers for the treatment of WT.
肾母细胞瘤(WT)是儿童泌尿生殖系统最常见的恶性肿瘤。目前,整合小儿WT组织中不同细胞类型之间异质性的单细胞RNA测序(scRNA-Seq)和批量RNA测序(RNA-Seq)分析可以更准确地找到预后标志物,但目前尚缺乏此类研究。与WT相关的RNA-Seq和临床数据从治疗应用研究以生成有效治疗方法(TARGET)数据库中下载。通过加权基因共表达网络分析、差异表达分析和单变量Cox分析,从小儿肾母细胞瘤(WT)的TARGET数据集中确定了小核仁RNA宿主基因15(SNHG15)作为风险特征。之后,使用基因本体论(GO)、京都基因与基因组百科全书(KEGG)、ESTIMATE和CIBERSORT在scRNA-seq、泛癌和RNA-seq水平上研究了SNHG15的功能机制、免疫学和分子特征。基于scRNA-seq数据,我们在WT中鉴定出20个细胞簇,并注释了10种细胞类型。单细胞和空间数据的整合将配体-受体网络映射到特定细胞类型,揭示M2巨噬细胞是细胞间通讯的枢纽。此外,体外细胞实验表明,与对照组相比,干扰SNHG15的siRNA显著抑制了G401细胞的增殖和迁移,并促进了G401细胞的凋亡。通过蛋白质免疫印迹法验证了干扰SNHG15的siRNA对EMT相关蛋白表达的影响。因此,我们的研究结果将增进我们目前对WT发病机制的理解,并且在为WT治疗提供新的预后标志物方面具有潜在价值。