Department of Electrical and Computer Engineering, American University of Beirut (AUB), Riad El Solh, Beirut, Lebanon.
Department of Computer Science, Lebanese International University (LIU), Bekaa, Lebanon.
Sci Rep. 2021 Nov 23;11(1):22762. doi: 10.1038/s41598-021-01832-z.
Transcription factors (TFs) play important roles in many biochemical processes. Many human genetic disorders have been associated with mutations in the genes encoding these transcription factors, and so those mutations became targets for medications and drug design. In parallel, since many transcription factors act either as tumor suppressors or oncogenes, their mutations are mostly associated with cancer. In this perspective, we studied the GATA3 transcription factor when bound to DNA in a crystal structure and assessed the effect of different mutations encountered in patients with different diseases and phenotypes. We generated all missense mutants of GATA3 protein and DNA within the adjacent and the opposite GATA3:DNA complex models. We mutated every amino acid and studied the new binding of the complex after each mutation. Similarly, we did for every DNA base. We applied Poisson-Boltzmann electrostatic calculations feeding into free energy calculations. After analyzing our data, we identified amino acids and DNA bases keys for binding. Furthermore, we validated those findings against experimental genetic data. Our results are the first to propose in silico modeling for GATA:DNA bound complexes that could be used to score effects of missense mutations in other classes of transcription factors involved in common and genetic diseases.
转录因子 (TFs) 在许多生化过程中发挥着重要作用。许多人类遗传疾病都与编码这些转录因子的基因突变有关,因此这些突变成为药物和药物设计的靶点。与此同时,由于许多转录因子要么作为肿瘤抑制因子,要么作为癌基因,它们的突变大多与癌症有关。从这个角度来看,我们研究了 GATA3 转录因子在晶体结构中与 DNA 结合时的情况,并评估了在患有不同疾病和表型的患者中遇到的不同突变的影响。我们生成了 GATA3 蛋白和相邻及相反 GATA3:DNA 复合物模型内的所有错义突变体。我们突变了每个氨基酸,并在每次突变后研究了复合物的新结合。同样,我们对每个 DNA 碱基也做了同样的处理。我们应用泊松-玻尔兹曼静电计算并将其转化为自由能计算。在分析我们的数据后,我们确定了结合的关键氨基酸和 DNA 碱基。此外,我们还通过实验遗传数据验证了这些发现。我们的研究结果首次提出了针对与常见和遗传疾病相关的其他转录因子类别的错义突变进行评分的 GATA:DNA 结合复合物的计算建模。