arXiv:2505.14725q-bio.GNcs.LG2025-05被引 1

整合3178人数据,构建人类呼吸道病毒免疫研究大数据库

HR-VILAGE-3K3M: A Human Respiratory Viral Immunization Longitudinal Gene Expression Dataset for Systems Immunity

  • 汇聚66项研究数据,统一处理血样与鼻拭子样本
  • 覆盖接种、感染和混合暴露,包含3178名受试者纵向基因表达数据
  • 支持疫苗研发与免疫机制探索,适合免疫学与AI交叉研究者

呼吸道病毒感染带来全球健康负担,但其保护与病理的细胞免疫机制仍不明确。自然感染队列常缺乏暴露前基线和时间控制采样,而接种与疫苗试验虽生成结构化纵向转录组数据,却分散于不同数据库且处理不一致,阻碍整合分析与人工智能应用。为此,我们构建了人类呼吸道病毒免疫纵向基因表达数据库HR-VILAGE-3K3M:一个可直接用于AI分析的资源,整合了来自66项研究、3,178名受试者的批量与单细胞转录组数据。数据涵盖疫苗接种、病毒暴露及混合暴露,样本来源包括GEO、ImmPort和ArrayExpress等公共数据库。我们对受试者元数据进行标准化处理,统一结果度量,并采用统一流程进行严格质量控制的预处理。同时提供基准分析以展示其应用价值。该资源助力生物标志物发现、免疫机制解析与方法开发。作为目前最大规模的人类呼吸道病毒免疫纵向转录组资源,HR-VILAGE-3K3M支持可复现、可扩展的分析,加速疫苗与抗病毒药物研发。

原文摘要 · Abstract (English)

Respiratory viral infections pose a global health burden, yet the cellular immune mechanisms underlying protection and pathology remain unclear. Natural infection cohorts often lack pre-exposure baselines and time-controlled sampling, whereas inoculation and vaccination trials generate well-structured longitudinal transcriptomic data. However, these datasets are scattered across repositories and processed inconsistently, hindering integrative and AI-driven analyses. To address these challenges, we developed the Human Respiratory Viral Immunization LongitudinAl Gene Expression (HR-VILAGE-3K3M) repository: an AI-ready resource integrating bulk and single-cell transcriptomic profiles from 3,178 subjects across 66 studies. The dataset spans vaccination, inoculation, and mixed exposures, with samples from blood and nasal swabs collected from public repositories including GEO, ImmPort, and ArrayExpress. We curated and harmonized subject-level metadata, standardized outcome measures, and applied unified preprocessing with rigorous quality control. We further provide benchmark analyses illustrating its utility. This resource supports discovery of biomarkers, immune mechanisms, and methodological development. As one of the largest longitudinal transcriptomic resources for human respiratory viral immunization, HR-VILAGE-3K3M enables reproducible and scalable analyses to accelerate vaccine and antiviral research.

免疫组学转录组疫苗研发数据集

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