Department of Medical Informatics and Clinical Epidemiology, Oregon Health and Science University, Portland, OR, United States.
Department for Computational Medicine and Biology, University of Michigan, Ann Arbor, MI, United States.
Front Immunol. 2023 Mar 21;14:1141030. doi: 10.3389/fimmu.2023.1141030. eCollection 2023.
Host responses to vaccines are complex but important to investigate. To facilitate the study, we have developed a tool called Vaccine Induced Gene Expression Analysis Tool (VIGET), with the aim to provide an interactive online tool for users to efficiently and robustly analyze the host immune response gene expression data collected in the ImmPort/GEO databases. VIGET allows users to select vaccines, choose ImmPort studies, set up analysis models by choosing confounding variables and two groups of samples having different vaccination times, and then perform differential expression analysis to select genes for pathway enrichment analysis and functional interaction network construction using the Reactome's web services. VIGET provides features for users to compare results from two analyses, facilitating comparative response analysis across different demographic groups. VIGET uses the Vaccine Ontology (VO) to classify various types of vaccines such as live or inactivated flu vaccines, yellow fever vaccines, etc. To showcase the utilities of VIGET, we conducted a longitudinal analysis of immune responses to yellow fever vaccines and found an intriguing complex activity response pattern of pathways in the immune system annotated in Reactome, demonstrating that VIGET is a valuable web portal that supports effective vaccine response studies using Reactome pathways and ImmPort data.
宿主对疫苗的反应很复杂,但值得深入研究。为了便于研究,我们开发了一种名为疫苗诱导基因表达分析工具(VIGET)的工具,旨在为用户提供一个交互式在线工具,使用户能够高效、稳健地分析 ImmPort/GEO 数据库中收集的宿主免疫反应基因表达数据。VIGET 允许用户选择疫苗,选择 ImmPort 研究,通过选择混杂变量和具有不同接种时间的两组样本来设置分析模型,然后使用 Reactome 的 Web 服务进行差异表达分析,以选择基因进行通路富集分析和功能相互作用网络构建。VIGET 为用户提供了比较两个分析结果的功能,方便在不同人群中进行比较反应分析。VIGET 使用疫苗本体论(VO)对各种类型的疫苗进行分类,如活疫苗或灭活流感疫苗、黄热病疫苗等。为了展示 VIGET 的实用性,我们对黄热病疫苗的免疫反应进行了纵向分析,发现了 Reactome 中注释的免疫系统途径的复杂有趣的活性反应模式,表明 VIGET 是一个有价值的网络门户,支持使用 Reactome 途径和 ImmPort 数据进行有效的疫苗反应研究。