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Integrative immunoinformatics for Mycobacterial diseases in R platform

机译:R平台中针对分枝杆菌疾病的整合免疫信息学

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The sequencing of genomes of the pathogenic Mycobacterial species causing pulmonary and extrapulmonary tuberculosis, leprosy and other atypical mycobacterial infections, offer immense opportunities for discovering new therapeutics and identifying newvaccine candidates. Enhanced RV, which uses additional algorithms to Reverse Vaccinology (RV), has increased potential to reduce likelihood of undesirable features including allergenicity and immune cross reactivity to host. The starting point for My-cobacRV database construction includes collection of known vaccine candidates and a set of predicted vaccine candidates identified from the whole genome sequences of 22 mycobacterium species and strains pathogenic to human and one non-pathogenic Mycobacterium tuberculosis H37Ra strain. These predicted vaccine candidates are the adhesins and adhesin-like proteins obtained using SPAAN at Pad > 0.6 and screening for putative extracellular or surfacelocalization characteristics using PSORTb v.3.0 at very stringent cutoff. Subsequently, these protein sequences were analyzed through 21 publicly available algorithms to obtain Orthologs, Paralogs, BetaWrap Motifs, Transmembrane Domains, Signal Peptides,Conserved Domains, and similarity to human proteins, T cell epitopes, B cell epitopes, Discotopes and potential Allergens predictions. The Enhanced RV information was analysed in R platform through scripts following well structured decision trees to derive a set of nonredundant 233 most probable vaccine candidates. Additionally, the degree of conservation of potential epitopes across all orthologs has been obtained with reference to the M. tuberculosis H37Rv strain, the most commonly used strain in M.tuberculosis studies. Utilities for the vaccine candidate search and analysis of epitope conservation across the orthologs with reference to M. tuberculosis H37Rv strain are available in the mycobacrvR package in R platform accessible from the "Download"tab of MycobacRV webserver. MycobacRV an immunoinfor-matics database of known and predicted mycobacterial vaccine candidates has been developed and is freely available at http://mycobacteriarv.igib.res.in.
机译:引起肺和肺外结核,麻风病和其他非典型分枝杆菌感染的致病性分枝杆菌物种的基因组测序,为发现新疗法和鉴定新的疫苗候选者提供了巨大的机会。增强型RV使用其他算法逆向疫苗接种(RV),具有增加的潜力,可以减少不良特征的可能性,包括对宿主的致敏性和免疫交叉反应性。 My-cobacRV数据库构建的起点包括从22种分枝杆菌属和人类致病菌株以及一个非病原性结核分枝杆菌H37Ra菌株的全基因组序列中鉴定出已知疫苗候选物和一组预测疫苗候选物。这些预测的候选疫苗是使用SPAAN在Pad> 0.6时获得的粘附素和类似粘附素的蛋白质,并在非常严格的临界值下使用PSORTb v.3.0筛选推定的细胞外或表面定位特征。随后,通过21种公开可用的算法对这些蛋白质序列进行了分析,以获得直向同源物,旁系同源物,BetaWrap母题,跨膜结构域,信号肽,保守结构域以及与人蛋白质的相似性,T细胞表位,B细胞表位,Distopotopes和潜在的过敏原预测。在R平台中,通过脚本按照结构良好的决策树对增强型RV信息进行了分析,以得出一组233种最可能的非冗余候选疫苗。另外,已经参考结核分枝杆菌H37Rv菌株,其为结核分枝杆菌研究中最常用的菌株,获得了所有直系同源物中潜在表位的保守程度。可以从MycobacRV Web服务器的“下载”选项卡中的R平台中的mycobacrvR软件包中获得有关结核分枝杆菌H37Rv菌株的候选疫苗搜索和整个直系同源基因表位保守性分析的实用程序。已经开发了MycobacRV,它是已知和预测的分枝杆菌疫苗候选者的免疫信息数据库,可从http://mycobacteriarv.igib.res.in免费获得。

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