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In silico analysis of autoimmune diseases and genetic relationships to vaccination against infectious diseases

机译:自身免疫性疾病的计算机分析以及与传染病疫苗接种的遗传关系

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Background Near universal administration of vaccines mandates intense pharmacovigilance for vaccine safety and a stringently low tolerance for adverse events. Reports of autoimmune diseases (AID) following vaccination have been challenging to evaluate given the high rates of vaccination, background incidence of autoimmunity, and low incidence and variable times for onset of AID after vaccinations. In order to identify biologically plausible pathways to adverse autoimmune events of vaccine-related AID, we used a systems biology approach to create a matrix of innate and adaptive immune mechanisms active in specific diseases, responses to vaccine antigens, adjuvants, preservatives and stabilizers, for the most common vaccine-associated AID found in the Vaccine Adverse Event Reporting System. Results This report focuses on Guillain-Barre Syndrome (GBS), Rheumatoid Arthritis (RA), Systemic Lupus Erythematosus (SLE), and Idiopathic (or immune) Thrombocytopenic Purpura (ITP). Multiple curated databases and automated text mining of PubMed literature identified 667 genes associated with RA, 448 with SLE, 49 with ITP and 73 with GBS. While all data sources provided valuable and unique gene associations, text mining using natural language processing (NLP) algorithms provided the most information but required curation to remove incorrect associations. Six genes were associated with all four AIDs. Thirty-three pathways were shared by the four AIDs. Classification of genes into twelve immune system related categories identified more “Th17 T-cell subtype” genes in RA than the other AIDs, and more “Chemokine plus Receptors” genes associated with RA than SLE. Gene networks were visualized and clustered into interconnected modules with specific gene clusters for each AID, including one in RA with ten C-X-C motif chemokines. The intersection of genes associated with GBS, GBS peptide auto-antigens, influenza A infection, and influenza vaccination created a subnetwork of genes that inferred a possible role for the MAPK signaling pathway in influenza vaccine related GBS. Conclusions Results showing unique and common gene sets, pathways, immune system categories and functional clusters of genes in four autoimmune diseases suggest it is possible to develop molecular classifications of autoimmune and inflammatory events. Combining this information with cellular and other disease responses should greatly aid in the assessment of potential immune-mediated adverse events following vaccination.
机译:背景技术疫苗的近乎普遍施用要求对疫苗安全性具有强烈的药物警惕性,并且对不良事件的耐受性极低。鉴于疫苗接种率高,自身免疫本底发病率低,疫苗接种后AID发病率低且发病时间短,因此接种疫苗后自身免疫性疾病(AID)的报告难以评估。为了确定与疫苗相关的AID不利的自身免疫不良事件的生物学上合理的途径,我们使用了系统生物学方法来创建在特定疾病中活跃的先天性和适应性免疫机制的基质,对疫苗抗原,佐剂,防腐剂和稳定剂的反应,疫苗不良事件报告系统中最常见的疫苗相关AID。结果本报告的重点是格林巴利综合征(GBS),类风湿关节炎(RA),系统性红斑狼疮(SLE)和特发性(或免疫性)血小板减少性紫癜(ITP)。 PubMed文献的多个策展数据库和自动文本挖掘确定了与RA相关的667个基因,与SLE相关的448个基因,与ITP相关的49个基因和与GBS相关的73个基因。尽管所有数据源都提供了有价值且独特的基因关联,但是使用自然语言处理(NLP)算法进行的文本挖掘提供了最多的信息,但需要采取措施以消除不正确的关联。六个基因与所有四个AID相关。四个AID共有33条路径。将基因分类为十二种与免疫系统相关的类别,与其他AID相比,在RA中鉴定出更多的“ Th17 T细胞亚型”基因,与RA相关的“趋化因子加受体”基因比SLE更多。可视化基因网络,并将其聚类为每个AID具有特定基因簇的互连模块,包括RA中的一个,具有十个C-X-C基序趋化因子。与GBS,GBS肽自身抗原,甲型流感感染和流感疫苗相关的基因的交集创建了一个基因亚网络,这些基因推断MAPK信号通路在流感疫苗相关的GBS中可能发挥作用。结论在四种自身免疫性疾病中显示独特且通用的基因集,途径,免疫系统类别和基因功能簇的结果表明,有可能建立自身免疫和炎症事件的分子分类。将此信息与细胞和其他疾病反应结合起来,应大大有助于评估疫苗接种后潜在的免疫介导的不良事件。

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