Department of Energy, Environmental and Chemical Engineering, Washington University in St. Louis, Saint Louis, MO, 63130, USA.
Division of Biological & Biomedical Sciences, Washington University in St. Louis, Saint Louis, MO, 63130, USA.
BMC Genomics. 2021 Mar 2;22(1):149. doi: 10.1186/s12864-021-07462-z.
Cell-to-cell variation in gene expression strongly affects population behavior and is key to multiple biological processes. While codon usage is known to affect ensemble gene expression, how codon usage influences variation in gene expression between single cells is not well understood.
Here, we used a Sort-seq based massively parallel strategy to quantify gene expression variation from a green fluorescent protein (GFP) library containing synonymous codons in Escherichia coli. We found that sequences containing codons with higher tRNA Adaptation Index (TAI) scores, and higher codon adaptation index (CAI) scores, have higher GFP variance. This trend is not observed for codons with high Normalized Translation Efficiency Index (nTE) scores nor from the free energy of folding of the mRNA secondary structure. GFP noise, or squared coefficient of variance (CV), scales with mean protein abundance for low-abundant proteins but does not change at high mean protein abundance.
Our results suggest that the main source of noise for high-abundance proteins is likely not originating at translation elongation. Additionally, the drastic change in mean protein abundance with small changes in protein noise seen from our library implies that codon optimization can be performed without concerning gene expression noise for biotechnology applications.
细胞间基因表达的变化强烈影响群体行为,是多种生物过程的关键。虽然密码子使用与整体基因表达有关,但密码子使用如何影响单细胞间基因表达的变化尚不清楚。
在这里,我们使用基于 Sort-seq 的大规模并行策略,从大肠杆菌中含有同义密码子的绿色荧光蛋白 (GFP) 文库中定量基因表达的变化。我们发现,含有更高 tRNA 适应指数 (TAI) 评分和更高密码子适应指数 (CAI) 评分的密码子的序列具有更高的 GFP 变异性。这种趋势不适用于具有高标准化翻译效率指数 (nTE) 评分的密码子,也不适用于 mRNA 二级结构折叠自由能。GFP 噪声或均方变异系数 (CV) 与低丰度蛋白的平均蛋白丰度成正比,但在高平均蛋白丰度时不变。
我们的结果表明,高丰度蛋白的主要噪声源可能不是在翻译延伸过程中产生的。此外,从我们的文库中看到的平均蛋白丰度的微小变化与蛋白噪声的巨大变化表明,在生物技术应用中,可以在不考虑基因表达噪声的情况下进行密码子优化。