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LncRNA 分析 CHO 细胞株揭示了单抗产生的标记和工程潜力。

LncRNA analysis of mAb producing CHO clones reveals marker and engineering potential.

机构信息

Department of Biotechnology, University of Natural Resources and Life Sciences, Vienna, Austria; ACIB, Austrian Centre of Industrial Biotechnology, Graz, Austria.

ACIB, Austrian Centre of Industrial Biotechnology, Graz, Austria.

出版信息

Metab Eng. 2023 Jul;78:26-40. doi: 10.1016/j.ymben.2023.05.003. Epub 2023 May 15.

Abstract

Long non-coding RNAs (lncRNAs) are a potential new cell line engineering tool for improvement of yield and stability of CHO cells. In this study, we performed RNA sequencing of mAb producer CHO clones to study the lncRNA and protein coding transcriptome in relation to productivity. First, a robust linear model was used to identify genes correlating to productivity. To unravel specific patterns in expression of these genes, we employed weighted gene coexpression analysis (WGCNA) to find coexpressed modules, looking both for lncRNAs and coding genes. There was little overlap in the genes associated with productivity between the two products studied, possibly due to the difference in absolute range of productivity between the two mAbs. Therefore, we focused on the product with higher productivity and stronger candidate lncRNAs. To evaluate their potential as engineering targets, these candidate lncRNAs were transiently overexpressed or deleted by stable CRISPR Cas9 knock out both in a high and a low productivity subclone. We found that the thus achieved expression level of the identified lncRNAs, as confirmed by qPCR, does correlate well to productivity, so that they represent good markers that may be used for early clone selection. Additionally, we found that the deletion of one tested lncRNA region decreased viable cell density (VCD), prolonged culture time and increased cell size, final titer and specific productivity per cell. These results demonstrate the feasibility and usefulness of engineering lncRNA expression in production cell lines.

摘要

长非编码 RNA(lncRNA)是一种潜在的新型细胞系工程工具,可用于提高 CHO 细胞的产量和稳定性。在这项研究中,我们对 mAb 产生 CHO 克隆进行了 RNA 测序,以研究与产量相关的 lncRNA 和蛋白编码转录组。首先,我们使用稳健的线性模型来鉴定与产量相关的基因。为了揭示这些基因表达的特定模式,我们采用加权基因共表达分析(WGCNA)来寻找共表达模块,同时寻找 lncRNA 和编码基因。在我们研究的两种产品中,与产量相关的基因之间几乎没有重叠,这可能是由于两种 mAb 之间的绝对产量范围不同所致。因此,我们专注于具有更高产量和更强候选 lncRNA 的产品。为了评估它们作为工程靶点的潜力,我们通过稳定的 CRISPR Cas9 敲除,在高产和低产亚克隆中瞬时过表达或缺失这些候选 lncRNA。我们发现,通过 qPCR 确认的鉴定出的 lncRNA 的表达水平与产量密切相关,因此它们是良好的标志物,可用于早期克隆选择。此外,我们发现,一个测试的 lncRNA 区域的缺失降低了活细胞密度(VCD),延长了培养时间,增加了细胞大小、最终滴度和每个细胞的比生产率。这些结果证明了在生产细胞系中工程 lncRNA 表达的可行性和有用性。

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