Development of Computational Correlations among Known Drug Scaffolds and their Target-Specific Non-Coding RNA Scaffolds of Alzheimer's Disease.

Debjani Roy, Shymodip Kundu, Swayambhik Mukherjee
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Abstract

Background: Alzheimer's disease is the most common neurodegenerative disorder. Recent development in sciences has also identified the pivotal role of microRNAs (miRNAs) in AD pathogenesis.

Objectives: We proposed a novel method to identify AD pathway-specific statistically significant miRNAs from the targets of known AD drugs. Moreover, microRNA scaffolds and corresponding drug scaffolds of different pathways were also discovered.

Material and methods: A Wilcoxon signed-rank test was performed to identify pathway-specific significant miRNAs. We generated feed-forward loop regulations of microRNA-TF-gene-based networks, studied the minimum free energy structures of pre-microRNA sequences, and clustered those microRNAs with their corresponding structural motifs of robust transcription factors. Conservation analyses of significant microRNAs were done, and the phylogenetic trees were constructed. We identified 3'UTR binding sites and chromosome locations of these significant microRNAs.

Results: In this study, hsa-miR-4261, hsa-miR-153-5p, hsa-miR-6766, and hsa-miR-4319 were identified as key miRNAs for the ACHE pathway and hsa-miR-326, hsa-miR-6133, hsa-miR-4251, hsa-miR-3148, hsa-miR-10527-5p, hsa-miR-527, and hsa-miR-518a were identified as regulatory miRNAs for the NMDA pathway. These miRNAs were regulated by several AD-specific TFs, namely RAD21, FOXA1, and ESR1. It has been observed that anisole and adamantane are important chemical scaffolds to regulate these significant miRNAs.

Conclusion: This is the first study that developed a detailed correlation between known AD drug scaffolds and their AD target-specific miRNA scaffolds. This study identified chromosomal locations of microRNAs and corresponding structural scaffolds of transcription factors that may be responsible for miRNA co-regulation for Alzheimer's disease. Our study provides hope for therapeutic improvements in the existing microRNAs by regulating pathways and targets.

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阿尔茨海默病的已知药物支架及其靶向特异性非编码RNA支架之间计算相关性的发展。
背景:阿尔茨海默病是最常见的神经退行性疾病。最近的科学发展也确定了微小RNA(miRNA)在AD发病机制中的关键作用。目的:我们提出了一种新的方法来从已知AD药物的靶点中鉴定AD通路特异性具有统计学意义的miRNA。此外,还发现了不同途径的微小RNA支架和相应的药物支架。材料和方法:进行Wilcoxon符号秩检验以鉴定通路特异性的重要miRNA。我们生成了基于微小RNA TF基因网络的前馈环调节,研究了前微小RNA序列的最小自由能结构,并将这些微小RNA与其相应的稳健转录因子的结构基序聚类。对重要的微小RNA进行了保守性分析,并构建了系统发育树。我们确定了这些重要微小RNA的3’UTR结合位点和染色体位置。这些miRNA由几种AD特异性TF调节,即RAD21、FOXA1和ESR1。已经观察到,茴香醚和金刚烷是调节这些重要miRNA的重要化学支架。结论:这是第一项在已知AD药物支架与其AD靶点特异性miRNA支架之间建立详细相关性的研究。这项研究确定了微小RNA的染色体位置和转录因子的相应结构支架,这些转录因子可能负责阿尔茨海默病的miRNA协同调节。我们的研究为通过调节途径和靶点来改善现有微小RNA的治疗提供了希望。
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