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利用单细胞转录组学剖析流感病毒样颗粒生产过程中的昆虫细胞异质性。

Dissecting insect cell heterogeneity during influenza VLP production using single-cell transcriptomics.

作者信息

Silvano Marco, Virgolini Nikolaus, Correia Ricardo, Clarke Colin, Isidro Inês A, Alves Paula M, Roldão António

机构信息

iBET-Instituto de Biologia Experimental e Tecnológica, Oeiras, Portugal.

ITQB NOVA, Instituto de Tecnologia Química e Biológica António Xavier, Universidade Nova de Lisboa, Oeiras, Portugal.

出版信息

Front Bioeng Biotechnol. 2023 Mar 6;11:1143255. doi: 10.3389/fbioe.2023.1143255. eCollection 2023.

Abstract

The insect cell-baculovirus expression vector system (IC-BEVS) has been widely used to produce recombinant protein at high titers, including complex virus-like particles (VPLs). However, cell-to-cell variability upon infection is yet one of the least understood phenomena in virology, and little is known about its impact on production of therapeutic proteins. This study aimed at dissecting insect cell population heterogeneity during production of influenza VLPs in IC-BEVS using single-cell RNA-seq (scRNA-seq). High Five cell population was shown to be heterogeneous even before infection, with cell cycle being one of the factors contributing for this variation. In addition, infected insect cells were clustered according to the timing and level of baculovirus genes expression, with each cluster reporting similar influenza VLPs transgenes (i.e., hemagglutinin and M1) transcript counts. Trajectory analysis enabled to track infection progression throughout pseudotime. Specific pathways such as translation machinery, protein folding, sorting and degradation, endocytosis and energy metabolism were identified as being those which vary the most during insect cell infection and production of Influenza VLPs. Overall, this study lays the ground for the application of scRNA-seq in IC-BEVS processes to isolate relevant biological mechanisms during recombinant protein expression towards its further optimization.

摘要

昆虫细胞-杆状病毒表达载体系统(IC-BEVS)已被广泛用于高滴度生产重组蛋白,包括复杂的病毒样颗粒(VLP)。然而,感染后的细胞间变异性仍是病毒学中了解最少的现象之一,其对治疗性蛋白生产的影响也知之甚少。本研究旨在利用单细胞RNA测序(scRNA-seq)剖析IC-BEVS生产流感病毒VLP过程中昆虫细胞群体的异质性。结果表明,即使在感染前,High Five细胞群体也是异质的,细胞周期是导致这种变异的因素之一。此外,受感染的昆虫细胞根据杆状病毒基因表达的时间和水平进行聚类,每个聚类中流感病毒VLP转基因(即血凝素和M1)的转录本计数相似。轨迹分析能够追踪整个伪时间内的感染进程。特定途径,如翻译机制、蛋白质折叠、分选和降解、内吞作用以及能量代谢,被确定为在昆虫细胞感染和流感病毒VLP生产过程中变化最大的途径。总体而言,本研究为scRNA-seq在IC-BEVS过程中的应用奠定了基础,以便在重组蛋白表达过程中分离相关生物学机制,从而进一步优化该过程。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b8c9/10025388/99fa700b5617/fbioe-11-1143255-g001.jpg

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