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Petrov PB, Awoniyi LO, Šuštar V, Balci MÖ, Mattila PK. AutoCoEv—A High-Throughput In Silico Pipeline for Predicting Inter-Protein Coevolution. Int J Mol Sci 2022; 23:ijms23063351. [PMID: 35328772 PMCID: PMC8952222 DOI: 10.3390/ijms23063351] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2022] [Revised: 03/15/2022] [Accepted: 03/17/2022] [Indexed: 11/16/2022] Open
Abstract
Protein–protein interactions govern cellular processes via complex regulatory networks, which are still far from being understood. Thus, identifying and understanding connections between proteins can significantly facilitate our comprehension of the mechanistic principles of protein functions. Coevolution between proteins is a sign of functional communication and, as such, provides a powerful approach to search for novel direct or indirect molecular partners. However, an evolutionary analysis of large arrays of proteins in silico is a highly time-consuming effort that has limited the usage of this method for protein pairs or small protein groups. Here, we developed AutoCoEv, a user-friendly, open source, computational pipeline for the search of coevolution between a large number of proteins. By driving 15 individual programs, culminating in CAPS2 as the software for detecting coevolution, AutoCoEv achieves a seamless automation and parallelization of the workflow. Importantly, we provide a patch to the CAPS2 source code to strengthen its statistical output, allowing for multiple comparison corrections and an enhanced analysis of the results. We apply the pipeline to inspect coevolution among 324 proteins identified to be located at the vicinity of the lipid rafts of B lymphocytes. We successfully detected multiple coevolutionary relations between the proteins, predicting many novel partners and previously unidentified clusters of functionally related molecules. We conclude that AutoCoEv, can be used to predict functional interactions from large datasets in a time- and cost-efficient manner.
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Affiliation(s)
- Petar B. Petrov
- MediCity Research Laboratories, Institute of Biomedicine, University of Turku, 20014 Turku, Finland; (L.O.A.); (V.Š.); (M.Ö.B.)
- Turku Bioscience Centre, University of Turku and Åbo Akademi University, 20520 Turku, Finland
- Correspondence: (P.B.P.); (P.K.M.)
| | - Luqman O. Awoniyi
- MediCity Research Laboratories, Institute of Biomedicine, University of Turku, 20014 Turku, Finland; (L.O.A.); (V.Š.); (M.Ö.B.)
- Turku Bioscience Centre, University of Turku and Åbo Akademi University, 20520 Turku, Finland
| | - Vid Šuštar
- MediCity Research Laboratories, Institute of Biomedicine, University of Turku, 20014 Turku, Finland; (L.O.A.); (V.Š.); (M.Ö.B.)
| | - M. Özge Balci
- MediCity Research Laboratories, Institute of Biomedicine, University of Turku, 20014 Turku, Finland; (L.O.A.); (V.Š.); (M.Ö.B.)
- Turku Bioscience Centre, University of Turku and Åbo Akademi University, 20520 Turku, Finland
| | - Pieta K. Mattila
- MediCity Research Laboratories, Institute of Biomedicine, University of Turku, 20014 Turku, Finland; (L.O.A.); (V.Š.); (M.Ö.B.)
- Turku Bioscience Centre, University of Turku and Åbo Akademi University, 20520 Turku, Finland
- Correspondence: (P.B.P.); (P.K.M.)
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The Phenotypic Plasticity of Duplicated Genes in Saccharomyces cerevisiae and the Origin of Adaptations. G3-GENES GENOMES GENETICS 2017; 7:63-75. [PMID: 27799339 PMCID: PMC5217124 DOI: 10.1534/g3.116.035329] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
Abstract
Gene and genome duplication are the major sources of biological innovations in plants and animals. Functional and transcriptional divergence between the copies after gene duplication has been considered the main driver of innovations . However, here we show that increased phenotypic plasticity after duplication plays a more major role than thought before in the origin of adaptations. We perform an exhaustive analysis of the transcriptional alterations of duplicated genes in the unicellular eukaryote Saccharomyces cerevisiae when challenged with five different environmental stresses. Analysis of the transcriptomes of yeast shows that gene duplication increases the transcriptional response to environmental changes, with duplicated genes exhibiting signatures of adaptive transcriptional patterns in response to stress. The mechanism of duplication matters, with whole-genome duplicates being more transcriptionally altered than small-scale duplicates. The predominant transcriptional pattern follows the classic theory of evolution by gene duplication; with one gene copy remaining unaltered under stress, while its sister copy presents large transcriptional plasticity and a prominent role in adaptation. Moreover, we find additional transcriptional profiles that are suggestive of neo- and subfunctionalization of duplicate gene copies. These patterns are strongly correlated with the functional dependencies and sequence divergence profiles of gene copies. We show that, unlike singletons, duplicates respond more specifically to stress, supporting the role of natural selection in the transcriptional plasticity of duplicates. Our results reveal the underlying transcriptional complexity of duplicated genes and its role in the origin of adaptations.
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Fares MA. Evolution of Multiple Chaperonins: Innovation of Evolutionary Capacitors. PROKARYOTIC CHAPERONINS 2017:149-170. [DOI: 10.1007/978-981-10-4651-3_10] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/02/2023]
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Fares MA. Coevolution Analysis Illuminates the Evolutionary Plasticity of the Chaperonin System GroES/L. STRESS AND ENVIRONMENTAL REGULATION OF GENE EXPRESSION AND ADAPTATION IN BACTERIA 2016:796-811. [DOI: 10.1002/9781119004813.ch77] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/02/2023]
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Koay TW, Wong HL, Lim BH. Engineering of chimeric eukaryotic/bacterial Rubisco large subunits in Escherichia coli. Genes Genet Syst 2016; 91:139-150. [PMID: 27301279 DOI: 10.1266/ggs.15-00054] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
Ribulose-1,5-bisphosphate carboxylase/oxygenase (Rubisco) is a rate-limiting photosynthetic enzyme that catalyzes carbon fixation in the Calvin cycle. Much interest has been devoted to engineering this ubiquitous enzyme with the goal of increasing plant growth. However, experiments that have successfully produced improved Rubisco variants, via directed evolution in Escherichia coli, are limited to bacterial Rubisco because the eukaryotic holoenzyme cannot be produced in E. coli. The present study attempts to determine the specific differences between bacterial and eukaryotic Rubisco large subunit primary structure that are responsible for preventing heterologous eukaryotic holoenzyme formation in E. coli. A series of chimeric Synechococcus Rubiscos were created in which different sections of the large subunit were swapped with those of the homologous Chlamydomonas Rubisco. Chimeric holoenzymes that can form in vivo would indicate that differences within the swapped sections do not disrupt holoenzyme formation. Large subunit residues 1-97, 198-247 and 448-472 were successfully swapped without inhibiting holoenzyme formation. In all ten chimeras, protein expression was observed for the separate subunits at a detectable level. As a first approximation, the regions that can tolerate swapping may be targets for future engineering.
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Affiliation(s)
- Teng Wei Koay
- Department of Chemical Science, Faculty of Science, Universiti Tunku Abdul Rahman
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The evolution of protein moonlighting: adaptive traps and promiscuity in the chaperonins. Biochem Soc Trans 2015; 42:1709-14. [PMID: 25399594 DOI: 10.1042/bst20140225] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Moonlighting proteins exhibit functions that are alternative to their main role in the cell. Heat-shock proteins, also known as molecular chaperones, are now recognized for their wide range of activities in and/or outside the cell, being prominent examples of moonlighting proteins. Chaperonins are highly conserved molecular chaperones that fold other proteins into their native conformation allowing them to carry out essential functions in the cell. Activities alternative to folding have been reported for the chaperonin (Cpn) 60 protein. Preservation of various alternative functions in one protein conflicts with the optimization of each of the functions. What evolutionary mechanisms have allowed the persistence of moonlighting proteins, and in particular the chaperonins, remains a mystery. In the present article, I argue that mechanisms that increase the resistance of phenotypes to genetic and environmental perturbations enable the persistence of a reservoir of genetic variants, each potentially codifying for a distinct function. Gene duplication is one such mechanism that has characterized the expansion and has been concomitant with the emergence of novel functions in these protein families. Indeed, Cpn60 performs a large list of folding-independent functions, including roles in the transmission of viruses from insects to plants and stimulation of the immune system, among others. In addition to the innovation promoted by gene duplication, I discuss that the Cpn60 protein comprises a hidden amino acid combinatorial code that may well be responsible for its ability to develop novel functions while maintaining an optimized folding ability. The present review points to a complex model of evolution of protein moonlighting.
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Keane OM, Toft C, Carretero-Paulet L, Jones GW, Fares MA. Preservation of genetic and regulatory robustness in ancient gene duplicates of Saccharomyces cerevisiae. Genome Res 2014; 24:1830-41. [PMID: 25149527 PMCID: PMC4216924 DOI: 10.1101/gr.176792.114] [Citation(s) in RCA: 56] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
Biological systems remain robust against certain genetic and environmental challenges. Robustness allows the exploration of ecological adaptations. It is unclear what factors contribute to increasing robustness. Gene duplication has been considered to increase genetic robustness through functional redundancy, accelerating the evolution of novel functions. However, recent findings have questioned the link between duplication and robustness. In particular, it remains elusive whether ancient duplicates still bear potential for innovation through preserved redundancy and robustness. Here we have investigated this question by evolving the yeast Saccharomyces cerevisiae for 2200 generations under conditions allowing the accumulation of deleterious mutations, and we put mechanisms of mutational robustness to a test. S. cerevisiae declined in fitness along the evolution experiment, but this decline decelerated in later passages, suggesting functional compensation of mutated genes. We resequenced 28 genomes from experimentally evolved S. cerevisiae lines and found more mutations in duplicates—mainly small-scale duplicates—than in singletons. Genetically interacting duplicates evolved similarly and fixed more amino acid–replacing mutations than expected. Regulatory robustness of the duplicates was supported by a larger enrichment for mutations at the promoters of duplicates than at those of singletons. Analyses of yeast gene expression conditions showed a larger variation in the duplicates’ expression than that of singletons under a range of stress conditions, sparking the idea that regulatory robustness allowed a wider range of phenotypic responses to environmental stresses, hence faster adaptations. Our data support the persistence of genetic and regulatory robustness in ancient duplicates and its role in adaptations to stresses.
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Affiliation(s)
- Orla M Keane
- Department of Genetics, Smurfit Institute of Genetics, School of Genetics and Microbiology, University of Dublin, Trinity College Dublin, Dublin 2, Ireland; Animal and Bioscience Department, Teagasc, Dunsany, County Meath, Ireland
| | - Christina Toft
- Department of Genetics, University of Valencia, 46100 Valencia, Spain; Departamento de Biotecnología, Instituto de Agroquímica y Tecnología de los Alimentos (CSIC), 46100 Valencia, Spain
| | | | - Gary W Jones
- Department of Biology, National University of Ireland, Maynooth, County Kildare, Ireland
| | - Mario A Fares
- Department of Genetics, Smurfit Institute of Genetics, School of Genetics and Microbiology, University of Dublin, Trinity College Dublin, Dublin 2, Ireland; Integrative and Systems Biology Group, Department of Abiotic Stress, Instituto de Biología Molecular y Celular de Plantas (CSIC-UPV), 46022 Valencia, Spain
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Heinz E, Lithgow T. A comprehensive analysis of the Omp85/TpsB protein superfamily structural diversity, taxonomic occurrence, and evolution. Front Microbiol 2014; 5:370. [PMID: 25101071 PMCID: PMC4104836 DOI: 10.3389/fmicb.2014.00370] [Citation(s) in RCA: 67] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2014] [Accepted: 07/02/2014] [Indexed: 01/25/2023] Open
Abstract
Members of the Omp85/TpsB protein superfamily are ubiquitously distributed in Gram-negative bacteria, and function in protein translocation (e.g., FhaC) or the assembly of outer membrane proteins (e.g., BamA). Several recent findings are suggestive of a further level of variation in the superfamily, including the identification of the novel membrane protein assembly factor TamA and protein translocase PlpD. To investigate the diversity and the causal evolutionary events, we undertook a comprehensive comparative sequence analysis of the Omp85/TpsB proteins. A total of 10 protein subfamilies were apparent, distinguished in their domain structure and sequence signatures. In addition to the proteins FhaC, BamA, and TamA, for which structural and functional information is available, are families of proteins with so far undescribed domain architectures linked to the Omp85 β-barrel domain. This study brings a classification structure to a dynamic protein superfamily of high interest given its essential function for Gram-negative bacteria as well as its diverse domain architecture, and we discuss several scenarios of putative functions of these so far undescribed proteins.
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Affiliation(s)
- Eva Heinz
- Department of Microbiology, Monash University Melbourne, VIC, Australia ; Victorian Bioinformatics Consortium, Monash University Melbourne, VIC, Australia
| | - Trevor Lithgow
- Department of Microbiology, Monash University Melbourne, VIC, Australia
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