Engineering the 5′ UTR-Mediated Regulation of Protein Abundance in Yeast Using Nucleotide Sequence Activity Relationships

被引:20
作者
Ding, Wentao [1 ,2 ]
Cheng, Jian [1 ]
Guo, Dan [1 ]
Mao, Ling [3 ]
Li, Jingwei [4 ]
Lu, Lina [1 ]
Zhang, Yunxin [4 ]
Yang, Jiangke [3 ]
Jiang, Huifeng [1 ]
机构
[1] Chinese Acad Sci, Tianjin Inst Ind Biotechnol, Key Lab Syst Microbial Biotechnol, Tianjin 300308, Peoples R China
[2] Beijing Univ Chem Technol, Beijing Adv Innovat Ctr Soft Matter Sci & Engn, Beijing 100029, Peoples R China
[3] Wuhan Polytech Univ, Coll Biol & Pharmaceut Engn, Wuhan 430023, Hubei, Peoples R China
[4] Fudan Univ, Shanghai Key Lab Contemporary Appl Math, Sch Math Sci, Lab Math Nonlinear Sci,Ctr Computat Syst Biol, Shanghai 200433, Peoples R China
来源
ACS SYNTHETIC BIOLOGY | 2018年 / 7卷 / 12期
基金
中国国家自然科学基金;
关键词
translational regulation; 5 ' untranslated region; directed evolution; Saccharomyces cerevisiae; TRANSLATION INITIATION; UNTRANSLATED REGION; GENE-EXPRESSION; CODON; EVOLUTION; TRANSCRIPTION; PRINCIPLES; CONTEXT; RULES;
D O I
10.1021/acssynbio.8b00127
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
The 5' untranslated region (5'UTR) plays a key role in post-transcriptional regulation, but interaction between nucleotides and directed evolution of S'UTRs as synthetic regulatory elements remain unclear. By constructing a library of synthesized random 5'UTRs of 24 nucleotides in Saccharomyces cerevisiae, we observed strong epistatic interactions among bases from different positions in the 5'UTR. Taking into account these base interactions, we constructed a mathematical model to predict protein abundance with a precision of R-2 = 0.60. On the basis of this model, we developed an approach to engineer 5'UTRs according to nucleotide sequence activity relationships (NuSAR), in which 5'UTRs were engineered stepwise through repeated cycles of backbone design, directed screening, and model reconstruction. After three rounds of NuSAR, the predictive accuracy of our model was improved to R-2 = 0.71, and a strong 5'UTR was obtained with 5-fold higher protein abundance than the starting 5'UTR. Our findings provide new insights into the mechanism of S'UTR regulation and contribute to a new translational elements engineering approach in synthetic biology.
引用
收藏
页码:2709 / 2714
页数:11
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