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IPAD: the Integrated Pathway Analysis Database for Systematic Enrichment Analysis

机译:IPAD:用于系统富集分析的综合途径分析数据库

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摘要

BackgroundNext-Generation Sequencing (NGS) technologies and Genome-Wide Association Studies (GWAS) generate millions of reads and hundreds of datasets, and there is an urgent need for a better way to accurately interpret and distill such large amounts of data. Extensive pathway and network analysis allow for the discovery of highly significant pathways from a set of disease vs. healthy samples in the NGS and GWAS. Knowledge of activation of these processes will lead to elucidation of the complex biological pathways affected by drug treatment, to patient stratification studies of new and existing drug treatments, and to understanding the underlying anti-cancer drug effects. There are approximately 141 biological human pathway resources as of Jan 2012 according to the Pathguide database. However, most currently available resources do not contain disease, drug or organ specificity information such as disease-pathway, drug-pathway, and organ-pathway associations. Systematically integrating pathway, disease, drug and organ specificity together becomes increasingly crucial for understanding the interrelationships between signaling, metabolic and regulatory pathway, drug action, disease susceptibility, and organ specificity from high-throughput omics data (genomics, transcriptomics, proteomics and metabolomics).
机译:背景技术下一代测序(NGS)技术和全基因组关联研究(GWAS)可以产生数百万个读数和数百个数据集,因此迫切需要一种更好的方法来准确解释和提取如此大量的数据。广泛的途径和网络分析可从NGS和GWAS中的一组疾病与健康样本中发现高度重要的途径。激活这些过程的知识将有助于阐明受药物治疗影响的复杂生物途径,对新药物和现有药物治疗的患者分层研究以及了解潜在的抗癌药物作用。根据“路径指南”数据库,截至2012年1月,大约有141种生物人为途径资源。但是,大多数当前可用资源不包含疾病,药物或器官特异性信息,例如疾病途径,药物途径和器官途径关联。系统地整合途径,疾病,药物和器官特异性对于从高通量组学数据(基因组学,转录组学,蛋白质组学和代谢组学)了解信号传导,代谢和调节途径,药物作用,疾病易感性和器官特异性之间的相互关系变得至关重要。 。

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