Wanpeng Wang, C. Fu, Qidi Zhang, Chengshi Wang, Zhongxiang He, Yun Gu, Yanyan Zhang, Weijun Deng, J. Pu
{"title":"加权基因共表达网络分析microRNA-92b-3p在食管鳞状细胞癌中的作用及机制","authors":"Wanpeng Wang, C. Fu, Qidi Zhang, Chengshi Wang, Zhongxiang He, Yun Gu, Yanyan Zhang, Weijun Deng, J. Pu","doi":"10.3760/CMA.J.ISSN.0254-1432.2019.06.009","DOIUrl":null,"url":null,"abstract":"Objective \nTo screen the critical genes related to the development of esophageal squamous cell carcinoma (ESCC) by weighted gene co-expression network analysis (WGCNA) and to verify by experiments. \n \n \nMethods \nGene expression data of ESCC were downloaded from gene expression omnibus (GEO) database based on gene chip platform (GPL) 570, GPL571, GPL96/97 or GPL14613 platform, respectively. Meanwhile, the obtained differentially expressed genes together with gene expression data of 81 ESCC patients from the cancer genome atlas (TCGA) and clinical data were analyzed by WGCNA to set up co-expression networks including mRNA and microRNA (miRNA). The expression of miRNA in ESCC tissues and paracancerous tissues was examined by quantitative real-time polymerase chain reaction (RT-PCR). And the expression of target protein Kruppel like factor 4 (KLF4) and desmocollin 2 (DSC2) were detected by immunohistochemistry. After ESCC cell line ECA-109 cells were transfected with miRNA-92b-3p mimic, cell cycle was tested by flow cytometry, the cell invasion and migration ability was measured by Transwell chamber assay and scratch-wound assay. The expression of KLF4 and DSC2 was observed by confocal laser scanning microscopy and Western blotting.The target genes were verified by luciferase assay. T-test, rank sum test, chi-square test and Pearson correlation analysis were performed for statistical analysis. \n \n \nResults \nA total of 4 023 differential expression gene (DEG) and 328 differential expression miRNA (DEM) were screened and 11 gene modules were set up by WGCNA. Among them, the brown modules were negatively associated with tumor grade and T stage (r=-0.340 and -0.268, P=0.002 and 0.016). Meanwhile, has-miR-92b and the potential target genes KLF4 and DSC2 were all in the brown module. Furthermore, the results of RT-PCR showed the expression of miRNA-92b-3p in ESCC tissues was higher than that in paracancerous tissues (3.052(1.652, 5.371) vs. 0.985(0.558, 2.032)), and the difference was statistically significant (Z=-4.021, P<0.01). The results of immunohistochemistry demonstrated that the positive rates of KLF4 and DSC2 in ESCC tissues were 43.3%(13/30) and 20.0%(6/30), respectively, which were lower than those of paracancerous tissues (70.0%(21/30) and 63.3%(19/30)), and the differences were statistically significant (χ2=4.344 and 1.589, both P<0.05). After ECA-109 cells were transfected with miRNA-92b-3p mimics, the percentage of cells at G0/G1 phase decreased ((63.71±2.83)% vs. (54.62±4.00)%) and the percentage of cells at the S phase and G2/M phase increased ((31.81±2.88)% vs. (41.20%±2.87)%, and (3.87±1.75)% vs. (8.10±1.71)%, respectively), and the differences were statistically significant (t=3.215, 4.000 and 2.998; P=0.032, 0.016 and 0.040). The invasion and migration ability of the cells were significantly improved (79.67±27.54 vs. 280.33±46.18, (69.72±3.91)% vs.(84.90±5.25)%), and the differences were statistically significant (t=6.465 and 4.019, P=0.003 and 0.016). The results of Western blotting indicated that, compared with control mimic group, the expression of KLF4 and DSC2 was both dramatically downregulated after transfected with miRNA-92b-3p mimics transfected (1.00±0.23 vs. 0.42±0.03, 1.00±0.20 vs. 0.55±0.21), and differences were statistically significant (t=4.470 and 5.493, P=0.042 and 0.032). The results of luciferase assay demonstrated that miRNA-92b-3p could directly bind KLF4 and DSC2. \n \n \nConclusion \nWGCNA is an efficient systemic biological approach by which miRNA-92b-3p is identified as a new cancer-promoting gene. \n \n \nKey words: \nComputational biology; Weighted gene co-expression network analysis; Esophageal squamous cell carcinoma; microRNA-92b; Kruppel like factor 4; Desmocollin 2","PeriodicalId":10009,"journal":{"name":"中华消化杂志","volume":"116 1","pages":"390-396"},"PeriodicalIF":0.0000,"publicationDate":"2019-06-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Role and mechanism of microRNA-92b-3p in esophageal squamous cell carcinoma analyzed by weighted gene co-expression network analysis\",\"authors\":\"Wanpeng Wang, C. Fu, Qidi Zhang, Chengshi Wang, Zhongxiang He, Yun Gu, Yanyan Zhang, Weijun Deng, J. Pu\",\"doi\":\"10.3760/CMA.J.ISSN.0254-1432.2019.06.009\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Objective \\nTo screen the critical genes related to the development of esophageal squamous cell carcinoma (ESCC) by weighted gene co-expression network analysis (WGCNA) and to verify by experiments. \\n \\n \\nMethods \\nGene expression data of ESCC were downloaded from gene expression omnibus (GEO) database based on gene chip platform (GPL) 570, GPL571, GPL96/97 or GPL14613 platform, respectively. Meanwhile, the obtained differentially expressed genes together with gene expression data of 81 ESCC patients from the cancer genome atlas (TCGA) and clinical data were analyzed by WGCNA to set up co-expression networks including mRNA and microRNA (miRNA). The expression of miRNA in ESCC tissues and paracancerous tissues was examined by quantitative real-time polymerase chain reaction (RT-PCR). And the expression of target protein Kruppel like factor 4 (KLF4) and desmocollin 2 (DSC2) were detected by immunohistochemistry. After ESCC cell line ECA-109 cells were transfected with miRNA-92b-3p mimic, cell cycle was tested by flow cytometry, the cell invasion and migration ability was measured by Transwell chamber assay and scratch-wound assay. The expression of KLF4 and DSC2 was observed by confocal laser scanning microscopy and Western blotting.The target genes were verified by luciferase assay. T-test, rank sum test, chi-square test and Pearson correlation analysis were performed for statistical analysis. \\n \\n \\nResults \\nA total of 4 023 differential expression gene (DEG) and 328 differential expression miRNA (DEM) were screened and 11 gene modules were set up by WGCNA. Among them, the brown modules were negatively associated with tumor grade and T stage (r=-0.340 and -0.268, P=0.002 and 0.016). Meanwhile, has-miR-92b and the potential target genes KLF4 and DSC2 were all in the brown module. Furthermore, the results of RT-PCR showed the expression of miRNA-92b-3p in ESCC tissues was higher than that in paracancerous tissues (3.052(1.652, 5.371) vs. 0.985(0.558, 2.032)), and the difference was statistically significant (Z=-4.021, P<0.01). The results of immunohistochemistry demonstrated that the positive rates of KLF4 and DSC2 in ESCC tissues were 43.3%(13/30) and 20.0%(6/30), respectively, which were lower than those of paracancerous tissues (70.0%(21/30) and 63.3%(19/30)), and the differences were statistically significant (χ2=4.344 and 1.589, both P<0.05). After ECA-109 cells were transfected with miRNA-92b-3p mimics, the percentage of cells at G0/G1 phase decreased ((63.71±2.83)% vs. (54.62±4.00)%) and the percentage of cells at the S phase and G2/M phase increased ((31.81±2.88)% vs. (41.20%±2.87)%, and (3.87±1.75)% vs. (8.10±1.71)%, respectively), and the differences were statistically significant (t=3.215, 4.000 and 2.998; P=0.032, 0.016 and 0.040). The invasion and migration ability of the cells were significantly improved (79.67±27.54 vs. 280.33±46.18, (69.72±3.91)% vs.(84.90±5.25)%), and the differences were statistically significant (t=6.465 and 4.019, P=0.003 and 0.016). The results of Western blotting indicated that, compared with control mimic group, the expression of KLF4 and DSC2 was both dramatically downregulated after transfected with miRNA-92b-3p mimics transfected (1.00±0.23 vs. 0.42±0.03, 1.00±0.20 vs. 0.55±0.21), and differences were statistically significant (t=4.470 and 5.493, P=0.042 and 0.032). The results of luciferase assay demonstrated that miRNA-92b-3p could directly bind KLF4 and DSC2. \\n \\n \\nConclusion \\nWGCNA is an efficient systemic biological approach by which miRNA-92b-3p is identified as a new cancer-promoting gene. \\n \\n \\nKey words: \\nComputational biology; Weighted gene co-expression network analysis; Esophageal squamous cell carcinoma; microRNA-92b; Kruppel like factor 4; Desmocollin 2\",\"PeriodicalId\":10009,\"journal\":{\"name\":\"中华消化杂志\",\"volume\":\"116 1\",\"pages\":\"390-396\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2019-06-15\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"中华消化杂志\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.3760/CMA.J.ISSN.0254-1432.2019.06.009\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"中华消化杂志","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.3760/CMA.J.ISSN.0254-1432.2019.06.009","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
摘要
目的应用加权基因共表达网络分析(WGCNA)筛选与食管鳞状细胞癌(ESCC)发生发展相关的关键基因,并进行实验验证。方法分别从基于基因芯片平台(GPL) 570、GPL571、GPL96/97和GPL14613平台的基因表达综合数据库(GEO)下载ESCC基因表达数据。同时,将获得的差异表达基因与来自肿瘤基因组图谱(TCGA)的81例ESCC患者的基因表达数据及临床资料进行WGCNA分析,建立包括mRNA和microRNA (miRNA)在内的共表达网络。实时荧光定量聚合酶链反应(RT-PCR)检测ESCC组织和癌旁组织中miRNA的表达。免疫组化检测靶蛋白Kruppel like factor 4 (KLF4)和desmocollin 2 (DSC2)的表达。用miRNA-92b-3p模拟物转染ESCC细胞系ECA-109细胞后,流式细胞术检测细胞周期,Transwell室法和划痕法检测细胞侵袭和迁移能力。用激光共聚焦扫描显微镜和Western blotting观察KLF4和DSC2的表达。目的基因经荧光素酶测定验证。采用t检验、秩和检验、卡方检验和Pearson相关分析进行统计学分析。结果WGCNA共筛选到4 023个差异表达基因(DEG)和328个差异表达miRNA (DEM),构建了11个基因模块。其中棕色模块与肿瘤分级、T分期呈负相关(r=-0.340、-0.268,P=0.002、0.016)。同时,has-miR-92b和潜在靶基因KLF4、DSC2均位于棕色模块。RT-PCR结果显示,miRNA-92b-3p在ESCC组织中的表达高于癌旁组织(3.052(1.652,5.371)比0.985(0.558,2.032)),差异有统计学意义(Z=-4.021, P<0.01)。免疫组化结果显示,ESCC组织中KLF4和DSC2的阳性率分别为43.3%(13/30)和20.0%(6/30),低于癌旁组织(70.0%(21/30)和63.3%(19/30)),差异有统计学意义(χ2=4.344、1.589,P均<0.05)。miRNA-92b-3p模拟物转染cea -109细胞后,G0/G1期细胞比例降低(63.71±2.83)% vs(54.62±4.00)%),S期和G2/M期细胞比例增加(分别为(31.81±2.88)% vs(41.20%±2.87)%、(3.87±1.75)% vs(8.10±1.71)%),差异均有统计学意义(t=3.215、4.000、2.998;P=0.032, 0.016, 0.040)。细胞侵袭和迁移能力显著提高(79.67±27.54 vs. 280.33±46.18,69.72±3.91)% vs. 84.90±5.25)%),差异有统计学意义(t=6.465和4.019,P=0.003和0.016)。Western blotting结果显示,与对照模拟物组相比,转染miRNA-92b-3p模拟物后,KLF4和DSC2的表达均显著下调(1.00±0.23比0.42±0.03,1.00±0.20比0.55±0.21),差异有统计学意义(t=4.470和5.493,P=0.042和0.032)。荧光素酶分析结果表明,miRNA-92b-3p可以直接结合KLF4和DSC2。结论WGCNA是一种有效的系统生物学途径,miRNA-92b-3p是一种新的促癌基因。关键词:计算生物学;加权基因共表达网络分析;食管鳞状细胞癌;微rna - 92 b;Kruppel like factor 4;Desmocollin 2
Role and mechanism of microRNA-92b-3p in esophageal squamous cell carcinoma analyzed by weighted gene co-expression network analysis
Objective
To screen the critical genes related to the development of esophageal squamous cell carcinoma (ESCC) by weighted gene co-expression network analysis (WGCNA) and to verify by experiments.
Methods
Gene expression data of ESCC were downloaded from gene expression omnibus (GEO) database based on gene chip platform (GPL) 570, GPL571, GPL96/97 or GPL14613 platform, respectively. Meanwhile, the obtained differentially expressed genes together with gene expression data of 81 ESCC patients from the cancer genome atlas (TCGA) and clinical data were analyzed by WGCNA to set up co-expression networks including mRNA and microRNA (miRNA). The expression of miRNA in ESCC tissues and paracancerous tissues was examined by quantitative real-time polymerase chain reaction (RT-PCR). And the expression of target protein Kruppel like factor 4 (KLF4) and desmocollin 2 (DSC2) were detected by immunohistochemistry. After ESCC cell line ECA-109 cells were transfected with miRNA-92b-3p mimic, cell cycle was tested by flow cytometry, the cell invasion and migration ability was measured by Transwell chamber assay and scratch-wound assay. The expression of KLF4 and DSC2 was observed by confocal laser scanning microscopy and Western blotting.The target genes were verified by luciferase assay. T-test, rank sum test, chi-square test and Pearson correlation analysis were performed for statistical analysis.
Results
A total of 4 023 differential expression gene (DEG) and 328 differential expression miRNA (DEM) were screened and 11 gene modules were set up by WGCNA. Among them, the brown modules were negatively associated with tumor grade and T stage (r=-0.340 and -0.268, P=0.002 and 0.016). Meanwhile, has-miR-92b and the potential target genes KLF4 and DSC2 were all in the brown module. Furthermore, the results of RT-PCR showed the expression of miRNA-92b-3p in ESCC tissues was higher than that in paracancerous tissues (3.052(1.652, 5.371) vs. 0.985(0.558, 2.032)), and the difference was statistically significant (Z=-4.021, P<0.01). The results of immunohistochemistry demonstrated that the positive rates of KLF4 and DSC2 in ESCC tissues were 43.3%(13/30) and 20.0%(6/30), respectively, which were lower than those of paracancerous tissues (70.0%(21/30) and 63.3%(19/30)), and the differences were statistically significant (χ2=4.344 and 1.589, both P<0.05). After ECA-109 cells were transfected with miRNA-92b-3p mimics, the percentage of cells at G0/G1 phase decreased ((63.71±2.83)% vs. (54.62±4.00)%) and the percentage of cells at the S phase and G2/M phase increased ((31.81±2.88)% vs. (41.20%±2.87)%, and (3.87±1.75)% vs. (8.10±1.71)%, respectively), and the differences were statistically significant (t=3.215, 4.000 and 2.998; P=0.032, 0.016 and 0.040). The invasion and migration ability of the cells were significantly improved (79.67±27.54 vs. 280.33±46.18, (69.72±3.91)% vs.(84.90±5.25)%), and the differences were statistically significant (t=6.465 and 4.019, P=0.003 and 0.016). The results of Western blotting indicated that, compared with control mimic group, the expression of KLF4 and DSC2 was both dramatically downregulated after transfected with miRNA-92b-3p mimics transfected (1.00±0.23 vs. 0.42±0.03, 1.00±0.20 vs. 0.55±0.21), and differences were statistically significant (t=4.470 and 5.493, P=0.042 and 0.032). The results of luciferase assay demonstrated that miRNA-92b-3p could directly bind KLF4 and DSC2.
Conclusion
WGCNA is an efficient systemic biological approach by which miRNA-92b-3p is identified as a new cancer-promoting gene.
Key words:
Computational biology; Weighted gene co-expression network analysis; Esophageal squamous cell carcinoma; microRNA-92b; Kruppel like factor 4; Desmocollin 2