Multi-epitope vaccine design of African swine fever virus considering T cell and B cell immunogenicity.

IF 3.5 3区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY
Ting-Yu Chen, Yann-Jen Ho, Fang-Yu Ko, Pei-Yin Wu, Chia-Jung Chang, Shinn-Ying Ho
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Abstract

T and B cell activation are equally important in triggering and orchestrating adaptive host responses to design multi-epitope African swine fever virus (ASFV) vaccines. However, few design methods have considered the trade-off between T and B cell immunogenicity when identifying promising ASFV epitopes. This work proposed a novel Pareto front-based ASFV screening method PFAS to identify promising epitopes for designing multi-epitope vaccines utilizing five ASFV Georgia 2007/1 sequences. To accurately predict T cell immunogenicity, four scoring methods were used to estimate the T cell activation in the four stages, including proteasomal cleavage probability, transporter associated with antigen processing transport efficiency, class I binding affinity of the major histocompatibility complex, and CD8 + cytotoxic T cell immunogenicity. PFAS ranked promising epitopes using a Pareto front method considering T and B cell immunogenicity. The coefficient of determination between the Pareto ranks of multi-epitope vaccines and survival days of swine vaccinations was R2 = 0.95. Consequently, PFAS scored complete epitope profiles and identified 72 promising top-ranked epitopes, including 46 CD2v epitopes, two p30 epitopes, 10 p72 epitopes, and 14 pp220 epitopes. PFAS is the first method of using the Pareto front approach to identify promising epitopes that considers the objectives of maximizing both T and B cell immunogenicity. The top-ranked promising epitopes can be cost-effectively validated in vitro. The Pareto front approach can be adaptively applied to various epitope predictors for bacterial, viral and cancer vaccine developments. The MATLAB code of the Pareto front method was available at https://github.com/NYCU-ICLAB/PFAS .

Abstract Image

考虑到 T 细胞和 B 细胞免疫原性的非洲猪瘟病毒多表位疫苗设计。
T 细胞和 B 细胞活化在触发和协调宿主适应性反应以设计多表位非洲猪瘟病毒(ASFV)疫苗方面同等重要。然而,在确定有前景的非洲猪瘟病毒表位时,很少有设计方法考虑到 T 细胞和 B 细胞免疫原性之间的权衡。这项研究提出了一种新颖的基于帕累托前沿的 ASFV 筛选方法 PFAS,利用五个 ASFV Georgia 2007/1 序列来识别有希望的表位,从而设计出多表位疫苗。为了准确预测 T 细胞免疫原性,研究采用了四种评分方法来估算 T 细胞在四个阶段的活化情况,包括蛋白酶体裂解概率、与抗原处理相关的转运体转运效率、主要组织相容性复合体 I 类结合亲和力以及 CD8 + 细胞毒性 T 细胞免疫原性。考虑到 T 细胞和 B 细胞的免疫原性,PFAS 采用帕累托前沿法对有希望的表位进行了排序。多表位疫苗的帕累托排名与猪疫苗接种存活天数之间的决定系数为 R2 = 0.95。因此,PFAS 对完整的表位图谱进行了评分,并确定了 72 个有前途的顶级表位,包括 46 个 CD2v 表位、2 个 p30 表位、10 个 p72 表位和 14 个 pp220 表位。PFAS 是第一种使用帕累托前沿方法来识别有希望的表位的方法,它同时考虑了最大化 T 细胞和 B 细胞免疫原性的目标。排名靠前的有希望的表位可以在体外进行成本效益验证。帕累托前沿方法可以自适应地应用于细菌、病毒和癌症疫苗开发的各种表位预测。帕累托前沿方法的MATLAB代码可在https://github.com/NYCU-ICLAB/PFAS。
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来源期刊
AMB Express
AMB Express BIOTECHNOLOGY & APPLIED MICROBIOLOGY-
CiteScore
7.20
自引率
2.70%
发文量
141
审稿时长
13 weeks
期刊介绍: AMB Express is a high quality journal that brings together research in the area of Applied and Industrial Microbiology with a particular interest in ''White Biotechnology'' and ''Red Biotechnology''. The emphasis is on processes employing microorganisms, eukaryotic cell cultures or enzymes for the biosynthesis, transformation and degradation of compounds. This includes fine and bulk chemicals, polymeric compounds and enzymes or other proteins. Downstream processes are also considered. Integrated processes combining biochemical and chemical processes are also published.
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