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      Computational Site Saturation Mutagenesis of Canonical and Non-Canonical Amino Acids to Probe Protein-Peptide Interactions

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          Abstract

          Technologies for discovering peptides as potential therapeutics have rapidly advanced in recent years with significant interest from both academic and pharmaceutical labs. These advancements in turn drive the need for new computational tools to design peptides for purposes of advancing lead molecules into the clinic. Here we report the development and application of a new automated tool, AutoRotLib, for parameterizing a diverse set of non-canonical amino acids (NCAAs), N-methyl, or peptoid residues for use with the computational design program Rosetta. In addition, we developed a protocol for designing thioether-cyclized macrocycles within Rosetta, due to their common application in mRNA display using the RaPID platform. To evaluate the utility of these new computational tools, we screened a library of canonical and NCAAs on both a linear peptide and a thioether macrocycle, allowing us to quickly identify mutations that affect peptide binding and subsequently measure our results against previously published data. We anticipate in silico screening of peptides against a diverse chemical space will be a fundamental component for peptide design and optimization, as more amino acids can be explored in a single in silico screen than an in vitro screen. As such, these tools will enable maturation of peptide affinity for protein targets of interest and optimization of peptide pharmacokinetics for therapeutic applications.

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          The ORCA program system

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            Software update: the ORCA program system, version 4.0

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              The FoldX web server: an online force field

              FoldX is an empirical force field that was developed for the rapid evaluation of the effect of mutations on the stability, folding and dynamics of proteins and nucleic acids. The core functionality of FoldX, namely the calculation of the free energy of a macromolecule based on its high-resolution 3D structure, is now publicly available through a web server at . The current release allows the calculation of the stability of a protein, calculation of the positions of the protons and the prediction of water bridges, prediction of metal binding sites and the analysis of the free energy of complex formation. Alanine scanning, the systematic truncation of side chains to alanine, is also included. In addition, some reporting functions have been added, and it is now possible to print both the atomic interaction networks that constitute the protein, print the structural and energetic details of the interactions per atom or per residue, as well as generate a general quality report of the pdb structure. This core functionality will be further extended as more FoldX applications are developed.
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                Author and article information

                Contributors
                Journal
                Front Mol Biosci
                Front Mol Biosci
                Front. Mol. Biosci.
                Frontiers in Molecular Biosciences
                Frontiers Media S.A.
                2296-889X
                14 April 2022
                2022
                : 9
                : 848689
                Affiliations
                [1] 1 Department of Early Discovery Biochemistry , Genentech , South San Francisco, CA, United States
                [2] 2 Cyrus Biotechnology , Seattle, WA, United States
                [3] 3 Department of Discovery Chemistry , Genentech , South San Francisco, CA, United States
                Author notes

                Edited by: Neel H. Shah, Columbia University, United States

                Reviewed by: Pierre Tuffery, Institut National de la Santé et de la Recherche Médicale (INSERM), France

                P. Douglas Renfrew, Flatiron Institute, United States

                *Correspondence: Christian N. Cunningham, cunningham.christian@ 123456gene.com ; Yifan Song, yifan@ 123456cyrusbio.com
                [ † ]

                These authors share first authorship

                This article was submitted to Structural Biology, a section of the journal Frontiers in Molecular Biosciences

                Article
                848689
                10.3389/fmolb.2022.848689
                9047896
                35495632
                45391339-3553-4c6b-87a8-02bbb96fef07
                Copyright © 2022 Holden, Pavlovicz, Gobbi, Song and Cunningham.

                This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

                History
                : 04 January 2022
                : 08 March 2022
                Categories
                Molecular Biosciences
                Original Research

                noncanonical,peptide,macrocycle,design,rosetta
                noncanonical, peptide, macrocycle, design, rosetta

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