Institute of Cytology and Genetics, 630090 Novosibirsk, Russia.
Institute of Computational Mathematics and Mathematical Geophysics, 630090 Novosibirsk, Russia.
Int J Mol Sci. 2022 Aug 4;23(15):8684. doi: 10.3390/ijms23158684.
Synthetic targeted optimization of plant promoters is becoming a part of progress in mainstream postgenomic agriculture along with hybridization of cultivated plants with wild congeners, as well as marker-assisted breeding. Therefore, here, for the first time, we compiled all the experimental data-on mutational effects in plant proximal promoters on gene expression-that we could find in PubMed. Some of these datasets cast doubt on both the existence and the uniqueness of the sought solution, which could unequivocally estimate effects of proximal promoter mutation on gene expression when plants are grown under various environmental conditions during their development. This means that the inverse problem under study is ill-posed. Furthermore, we found experimental data on in vitro interchangeability of plant and human TATA-binding proteins allowing the application of Tikhonov's regularization, making this problem well-posed. Within these frameworks, we created our Web service Plant_SNP_TATA_Z-tester and then determined the limits of its applicability using those data that cast doubt on both the existence and the uniqueness of the sought solution. We confirmed that the effects (of proximal promoter mutations on gene expression) predicted by Plant_SNP_TATA_Z-tester correlate statistically significantly with all the experimental data under study. Lastly, we exemplified an application of Plant_SNP_TATA_Z-tester to agriculturally valuable mutations in plant promoters.
人工合成的靶向优化植物启动子正在成为主流后基因组农业发展的一部分,与栽培植物与野生近缘种的杂交以及标记辅助育种一起。因此,在这里,我们首次编译了在 PubMed 上能找到的关于植物近端启动子基因突变对基因表达影响的所有实验数据。其中一些数据集对所寻求的解决方案的存在性和独特性提出了质疑,这些数据集可能在植物发育过程中在各种环境条件下生长时,能够明确估计近端启动子突变对基因表达的影响。这意味着正在研究的逆问题是不适定的。此外,我们还找到了关于植物和人类 TATA 结合蛋白体外可互换性的实验数据,这允许应用 Tikhonov 正则化,使这个问题成为适定的。在这些框架内,我们创建了我们的 Web 服务 Plant_SNP_TATA_Z-tester,然后使用那些对所寻求的解决方案的存在性和独特性都提出质疑的数据集来确定其适用性的限制。我们证实,Plant_SNP_TATA_Z-tester 预测的(近端启动子突变对基因表达的影响)与所有正在研究的实验数据在统计学上显著相关。最后,我们举例说明了 Plant_SNP_TATA_Z-tester 在植物启动子中具有农业价值的突变中的应用。
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