过去 10 年脑膜炎球菌疫苗抗原全球多样性的生物信息学分析:疫苗疗效预测

Viktoriia Yu. Savitskaya, N. Dolinnaya, Vadim V. Strekalovskikh, Elizaveta S. Peskovatskova, Viktoriia G. Snyga, Vadim S. Trefilov, M. Monakhova, Elena A. Kubareva
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摘要

脑膜炎奈瑟菌(N. meningitidis)血清B群(MenB)是世界范围内侵袭性脑膜炎球菌病的主要原因。该病原体具有广泛的毒力因子,这些毒力因子是潜在的疫苗成分。研究人群中抗原的遗传变异,特别是它们的长期持久性,对于开发新疫苗和预测现有疫苗的有效性是必要的。自2014年以来使用的多组分4CMenB疫苗(Bexsero)含有三种主要的基因组衍生重组蛋白:因子h结合蛋白(fHbp)、奈斯系肝素结合抗原(NHBA)和奈斯系粘附素A (NadA)。在这里,我们评估了这些疫苗抗原在过去10年中收集的全球5667株脑膜炎球菌分离株中的流行率和序列变化,这些分离株保存在PubMLST数据库中。利用多氨基酸序列比对和随机森林分类器机器学习方法,我们估计了fHbp和NHBA疫苗变体的潜在菌株覆盖率(分别为51%和约25%);NadA抗原序列仅在18%的MenB基因组中被发现,但在不到1%的分离株中存在交叉反应性变异。基于我们的研究结果,我们提出了改进4CMenB疫苗和扩大脑膜炎奈瑟菌菌株覆盖范围的各种策略。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Bioinformatics Analysis of Global Diversity in Meningococcal Vaccine Antigens over the Past 10 Years: Vaccine Efficacy Prognosis
Neisseria meningitidis (N. meningitidis) serogroup B (MenB) is the leading cause of invasive meningococcal disease worldwide. The pathogen has a wide range of virulence factors, which are potential vaccine components. Studying the genetic variability of antigens within a population, especially their long-term persistence, is necessary to develop new vaccines and predict the effectiveness of existing ones. The multicomponent 4CMenB vaccine (Bexsero), used since 2014, contains three major genome-derived recombinant proteins: factor H-binding protein (fHbp), Neisserial Heparin-Binding Antigen (NHBA) and Neisserial adhesin A (NadA). Here, we assessed the prevalence and sequence variations of these vaccine antigens in a panel of 5667 meningococcal isolates collected worldwide over the past 10 years and deposited in the PubMLST database. Using multiple amino acid sequence alignments and Random Forest Classifier machine learning methods, we estimated the potential strain coverage of fHbp and NHBA vaccine variants (51 and about 25%, respectively); the NadA antigen sequence was found in only 18% of MenB genomes analyzed, but cross-reactive variants were present in less than 1% of isolates. Based on our findings, we proposed various strategies to improve the 4CMenB vaccine and broaden the coverage of N. meningitidis strains.
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