Pushparaj Peter Natesan, Rasool Mahmood, Naseer Muhammad Imran, Gauthaman Kalamegam
Dr. Peter Natesan Pushparaj, PhD, Associate Professor, Center of Excellence in Genomic Medicine Research, Dept. of Medical Laboratory Technology, Faculty of Applied Medical Sciences, King Abdulaziz University, Jeddah, Saudi Arabia.
Prof. Mahmood Rasool, PhD, Professor, Center of Excellence in Genomic Medicine Research, Dept. of Medical Laboratory Technology, Faculty of Applied Medical Sciences, King Abdulaziz University, Jeddah, Saudi Arabia.
Pak J Med Sci. 2023 Mar-Apr;39(2):423-429. doi: 10.12669/pjms.39.2.7321.
Accurately identifying the cellular, biomolecular, and toxicological functions of anticancer drugs help to decipher the potential risk of genotoxicity and other side effects. Here, we examined bleomycin for cellular, molecular and toxicological mechanisms using next-generation knowledge discovery (NGKD) tools.
This study was conducted at the Faculty of Applied Medical Sciences, King Abdulaziz University (KAU), Jeddah, Saudi Arabia in October 2022. We first analyzed the raw Toxicogenomic and DNA damage-inducing (TGx-DDI) gene expression data from Gene Expression Omnibus (GEO) (GSE196373) of TK6 cells treated with 10 µM bleomycin and TK6 cells treated with DMSO for four hours using the GEO2R tool based on the Linear Models for Microarray Analysis (limma) R packages to derive the differentially expressed genes (DEGs). Then, iPathwayGuide was used to determine differentially regulated signaling pathways, biological processes, cellular, molecular functions and upstream regulators (genes and miRNAs).
Bleomycin differently regulates the p53 pathway, transcriptional dysregulation in cancer, FOXO pathway, viral carcinogenesis, and cancer pathways. The biological processes such as p53 class mediator signaling, intrinsic apoptotic signaling, DNA damage response, and DNA damage-induced intrinsic apoptotic signaling and molecular functions like ubiquitin protein transferase and p53 binding were differentially regulated by bleomycin. iPathwayGuide analysis showed that the p53 and its regulatory gene and microRNA networks induced by bleomycin.
Analysis of TGx-DDI data of bleomycin using NGKD tools provided information about toxicogenomics and other mechanisms. Integration of all "omics" based approaches is crucial for the development of translatable biomarkers for evaluating anticancer drugs for safety and efficacy.
准确识别抗癌药物的细胞、生物分子和毒理学功能有助于解读基因毒性和其他副作用的潜在风险。在此,我们使用下一代知识发现(NGKD)工具研究了博来霉素的细胞、分子和毒理学机制。
本研究于2022年10月在沙特阿拉伯吉达阿卜杜勒阿齐兹国王大学(KAU)应用医学科学学院进行。我们首先使用基于微阵列分析线性模型(limma)R包的GEO2R工具,分析了来自基因表达综合数据库(GEO)(GSE196373)的10 μM博来霉素处理的TK6细胞和二甲基亚砜(DMSO)处理4小时的TK6细胞的原始毒理基因组学和DNA损伤诱导(TGx-DDI)基因表达数据,以得出差异表达基因(DEGs)。然后,使用iPathwayGuide来确定差异调节的信号通路、生物学过程、细胞和分子功能以及上游调节因子(基因和微小RNA)。
博来霉素对p53通路、癌症中的转录失调、FOXO通路、病毒致癌作用和癌症通路有不同的调节作用。博来霉素对p53类介质信号传导、内在凋亡信号传导、DNA损伤反应以及DNA损伤诱导的内在凋亡信号传导等生物学过程以及泛素蛋白转移酶和p53结合等分子功能有差异调节作用。iPathwayGuide分析表明,博来霉素诱导了p53及其调节基因和微小RNA网络。
使用NGKD工具分析博来霉素的TGx-DDI数据提供了有关毒理基因组学和其他机制的信息。整合所有基于“组学”的方法对于开发用于评估抗癌药物安全性和有效性的可转化生物标志物至关重要。