Abstract
Integrative Bioinformatics analysis helps to explore various mechanisms of Nitroglycerin activity in different types of cancers and help predict target genes through which Nitroglycerin affect cancers. Many publicly available databases and tools were used for our study. First step in this study is identification of Interconnected Genes. Using Pubchem and SwissTargetPrediction Direct Target Genes (activator, inhibitor, agonist and suppressor) of Nitroglycerin were identified. PPI network was constructed to identify different types of cancers that the 12 direct target genes affected and the Closeness Coefficient of the direct target genes so identified. Pathway analysis was performed to ascertain biomolecules functions for the direct target genes using CluePedia App. Mutation Analysis revealed Mutated Genes and types of cancers that are affected by the mutated genes. While the PPI network construction revealed the types of cancer that are affected by 12 target genes this step reveals the types of cancers affected by mutated cancers only. Only mutated genes were chosen for further study. These mutated genes were input into STRING to perform NW Analysis. NW Analysis revealed Interconnected Genes within the mutated genes as identified above. Second Step in this study is to predict and identify Upregulated and Downregulated genes. Data Sets for the identified cancers from the above procedure were obtained from GEO Database. DEG Analysis on the above Data sets was performed to predict Upregulated and Downregulated genes. A comparison of interconnected genes identified in step 1 with Upregulated and Downregulated genes obtained in step 2 revealed Co-Expressed Genes among Interconnected Genes. NW Analysis using STRING was performed on Co-Expressed Genes to ascertain Closeness Coefficient of Co-Expressed genes. Gene Ontology was performed on Co-Expressed Genes to ascertain their Functions. Pathway Analysis was performed on Co-Expressed Genes to identify the Types of Cancers that are influenced by co-expressed genes. The four types of cancers identified in Mutation analysis in step 1 were the same as the ones that were identified in this pathway analysis. This further corroborates the 4 types of cancers identified in Mutation analysis. Survival Analysis was done on the co-expressed genes as identified above using Survexpress. BIOMARKERS for Nitroglycerin were identified for four types of cancers through Survival Analysis. The four types of cancers are Bladder cancer, Endometrial cancer, Melanoma and Non-small cell lung cancer.
Highlights
Integrative Bioinformatics analysis helps to explore various mechanisms of Nitroglycerin activity in different types of cancers and help predict target genes through which Nitroglycerin affect cancers
The findings revealed that three Nitroglycerin genes (EGFR, HRAS and MAPK3) were found to be common in 4 types of cancers viz Bladder cancer, Endometrial cancer, Melanoma and Non-small cell lung cancer
We examined a total of 20,529 Differential Expression of Gene (DEG), 2279 upregulated and 758 downregulated genes for Bladder cancer; 3238 upregulated and 2553 downregulated genes for Endometrial cancer; 52 upregulated and 69 downregulated genes for Melanoma; and 875 upregulated and 253 downregulated genes for Non-small cell lung cancer
Summary
Integrative Bioinformatics analysis helps to explore various mechanisms of Nitroglycerin activity in different types of cancers and help predict target genes through which Nitroglycerin affect cancers. Pathway Analysis was performed on Co-Expressed Genes to identify the Types of Cancers that are influenced by co-expressed genes. This study adopted the popular Integrative Bioinformatics Analysis approach, wherein we identified ligand based direct target prediction of Nitroglycerin from PubChem and SwissTargetPrediction DB for finding the efficacy of the drug. Mutational Analysis was performed and 3 target genes among the 12 direct target genes were found to be mutated These were commonly associated with four types of cancers viz Bladder cancer, Endometrial cancer, Melanoma and Non-small cell lung cancer. These three mutated genes were selected for further study. 4 genes were found as the potential biomarkers of Nitroglycerin
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