Blavatnik School of Computer Science, Tel Aviv University, Tel Aviv, Israel.
Department of Organic Chemistry, Weizmann Institute of Science, Rehovot, Israel.
Proteins. 2022 Nov;90(11):1886-1895. doi: 10.1002/prot.26384. Epub 2022 Jun 11.
Designing peptides for protein-protein interaction inhibition is of significant interest in computer-aided drug design. Such inhibitory peptides could mimic and compete with the binding of the partner protein to the inhibition target. Experimental peptide design is a laborious, time consuming, and expensive multi-step process. Therefore, in silico peptide design can be beneficial for achieving this task. We present a novel algorithm, Pep-Whisperer, which aims to design inhibitory peptides for protein-protein interaction. The desirable peptides would have a relatively high predicted binding affinity to the target protein in a given protein-protein complex. The algorithm outputs linear peptides which are based on an initial template. The template could either be a peptide which is retrieved from the interaction site, or a patch of nonconsecutive amino acids from the protein-protein interface which is completed to a linear peptide by short polyalanine linkers. In addition, the algorithm takes into consideration the conservation of the amino acids in the ligand-protein binding site by using evolutionary information for choosing the preferred amino acids in each position of the designed peptide. Our algorithm was able to design peptides with high predicted binding affinity to the target protein. The method is fully automated and available as a web server at http://bioinfo3d.cs.tau.ac.il/PepWhisperer/.
设计用于蛋白质-蛋白质相互作用抑制的肽在计算机辅助药物设计中具有重要意义。这种抑制肽可以模拟并与伴侣蛋白与抑制靶标的结合竞争。实验性肽设计是一项费力、耗时且昂贵的多步骤过程。因此,基于计算机的肽设计可能有助于实现这一任务。我们提出了一种新的算法 Pep-Whisperer,旨在设计用于蛋白质-蛋白质相互作用的抑制肽。理想的肽应该与给定蛋白质-蛋白质复合物中的靶蛋白具有相对较高的预测结合亲和力。该算法输出基于初始模板的线性肽。模板可以是从相互作用位点检索到的肽,也可以是蛋白质-蛋白质界面上的非连续氨基酸片段,通过短的丙氨酸接头将其连接成线性肽。此外,该算法通过使用进化信息来考虑配体-蛋白质结合位点中氨基酸的保守性,从而在设计肽的每个位置选择优选的氨基酸。我们的算法能够设计出与靶蛋白具有高预测结合亲和力的肽。该方法是完全自动化的,并可在 http://bioinfo3d.cs.tau.ac.il/PepWhisperer/ 作为网络服务器使用。