Quadeer Ahmed A, Louie Raymond H Y, Shekhar Karthik, Chakraborty Arup K, Hsing I-Ming, McKay Matthew R
Department of Electronic and Computer Engineering, HKUST, Clear Water Bay, Kowloon, Hong Kong.
Department of Chemical Engineering, MIT, Cambridge, Massachusetts, USA Ragon Institute of Massachusetts General Hospital, MIT and Harvard, Boston, Massachusetts, USA.
J Virol. 2014 Jul;88(13):7628-44. doi: 10.1128/JVI.03812-13. Epub 2014 Apr 23.
Chronic hepatitis C virus (HCV) infection is one of the leading causes of liver failure and liver cancer, affecting around 3% of the world's population. The extreme sequence variability of the virus resulting from error-prone replication has thwarted the discovery of a universal prophylactic vaccine. It is known that vigorous and multispecific cellular immune responses, involving both helper CD4(+) and cytotoxic CD8(+) T cells, are associated with the spontaneous clearance of acute HCV infection. Escape mutations in viral epitopes can, however, abrogate protective T-cell responses, leading to viral persistence and associated pathologies. Despite the propensity of the virus to mutate, there might still exist substitutions that incur a fitness cost. In this paper, we identify groups of coevolving residues within HCV nonstructural protein 3 (NS3) by analyzing diverse sequences of this protein using ideas from random matrix theory and associated methods. Our analyses indicate that one of these groups comprises a large percentage of residues for which HCV appears to resist multiple simultaneous substitutions. Targeting multiple residues in this group through vaccine-induced immune responses should either lead to viral recognition or elicit escape substitutions that compromise viral fitness. Our predictions are supported by published clinical data, which suggested that immune genotypes associated with spontaneous clearance of HCV preferentially recognized and targeted this vulnerable group of residues. Moreover, mapping the sites of this group onto the available protein structure provided insight into its functional significance. An epitope-based immunogen is proposed as an alternative to the NS3 epitopes in the peptide-based vaccine IC41.
Despite much experimental work on HCV, a thorough statistical study of the HCV sequences for the purpose of immunogen design was missing in the literature. Such a study is vital to identify epistatic couplings among residues that can provide useful insights for designing a potent vaccine. In this work, ideas from random matrix theory were applied to characterize the statistics of substitutions within the diverse publicly available sequences of the genotype 1a HCV NS3 protein, leading to a group of sites for which HCV appears to resist simultaneous substitutions possibly due to deleterious effect on viral fitness. Our analysis leads to completely novel immunogen designs for HCV. In addition, the NS3 epitopes used in the recently proposed peptide-based vaccine IC41 were analyzed in the context of our framework. Our analysis predicts that alternative NS3 epitopes may be worth exploring as they might be more efficacious.
慢性丙型肝炎病毒(HCV)感染是肝衰竭和肝癌的主要原因之一,影响着全球约3%的人口。由于易出错的复制导致病毒的极端序列变异性,阻碍了通用预防性疫苗的研发。已知涉及辅助性CD4(+)和细胞毒性CD8(+) T细胞的强烈且多特异性的细胞免疫反应与急性HCV感染的自发清除有关。然而,病毒表位中的逃逸突变可消除保护性T细胞反应,导致病毒持续存在及相关病变。尽管病毒有突变倾向,但可能仍存在导致适应性代价的替代突变。在本文中,我们运用随机矩阵理论及相关方法分析HCV非结构蛋白3(NS3)的多样序列,确定了共进化残基组。我们的分析表明,其中一组包含很大比例的残基,HCV似乎对这些残基的多个同时替代具有抗性。通过疫苗诱导的免疫反应靶向该组中的多个残基,要么会导致病毒被识别,要么会引发损害病毒适应性的逃逸替代突变。我们的预测得到了已发表临床数据的支持,这些数据表明与HCV自发清除相关的免疫基因型优先识别并靶向这一脆弱的残基组。此外,将该组位点映射到可用的蛋白质结构上,有助于深入了解其功能意义。本文提出基于表位的免疫原,作为肽基疫苗IC41中NS3表位的替代物。
尽管针对HCV进行了大量实验工作,但文献中缺少为免疫原设计目的对HCV序列进行的全面统计研究。这样的研究对于识别残基间的上位相互作用至关重要,可为设计有效疫苗提供有用见解。在这项工作中,运用随机矩阵理论的观点来表征1a基因型HCV NS3蛋白不同公开可用序列内替代突变的统计学特征,从而确定了一组位点,HCV似乎由于对病毒适应性有有害影响而对这些位点的同时替代具有抗性。我们的分析为HCV带来了全新的免疫原设计。此外,在我们的框架下分析了最近提出的肽基疫苗IC41中使用的NS3表位。我们的分析预测,替代NS3表位可能值得探索,因为它们可能更有效。