MutateX: an automated pipeline for <i>in silico</i> saturation mutagenesis of protein structures and structural ensembles

Matteo Tiberti(Danish Cancer Society), Thilde Terkelsen(Danish Cancer Society), Kristine Degn(Technical University of Denmark), Ludovica Beltrame(Danish Cancer Society), Tycho Canter Cremers(Danish Cancer Society), Isabelle da Piedade(Danish Cancer Society), Miriam Di Marco(Danish Cancer Society), Emiliano Maiani(Danish Cancer Society), Elena Papaleo(University of Copenhagen)
Briefings in Bioinformatics
February 16, 2022
Cited by 70Open Access
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Abstract

Mutations, which result in amino acid substitutions, influence the stability of proteins and their binding to biomolecules. A molecular understanding of the effects of protein mutations is both of biotechnological and medical relevance. Empirical free energy functions that quickly estimate the free energy change upon mutation (ΔΔG) can be exploited for systematic screenings of proteins and protein complexes. In silico saturation mutagenesis can guide the design of new experiments or rationalize the consequences of known mutations. Often software such as FoldX, while fast and reliable, lack the necessary automation features to apply them in a high-throughput manner. We introduce MutateX, a software to automate the prediction of ΔΔGs associated with the systematic mutation of each residue within a protein, or protein complex to all other possible residue types, using the FoldX energy function. MutateX also supports ΔΔG calculations over protein ensembles, upon post-translational modifications and in multimeric assemblies. At the heart of MutateX lies an automated pipeline engine that handles input preparation, parallelization and outputs publication-ready figures. We illustrate the MutateX protocol applied to different case studies. The results of the high-throughput scan provided by our tools can help in different applications, such as the analysis of disease-associated mutations, to complement experimental deep mutational scans, or assist the design of variants for industrial applications. MutateX is a collection of Python tools that relies on open-source libraries. It is available free of charge under the GNU General Public License from https://github.com/ELELAB/mutatex.


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