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Experimental and In Silico Analysis of TEM β‑Lactamase Adaptive Evolution
Multiple mutations often have non-additive (epistatic) phenotypic effects. Epistasis is of fundamental biological relevance but is not well understood mechanistically. Adaptive evolution, i.e., the evolution of new biochemical activities, is rich in epistatic interactions. To better understand the p...
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Published in: | ACS infectious diseases 2022-12, Vol.8 (12), p.2451-2463 |
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description | Multiple mutations often have non-additive (epistatic) phenotypic effects. Epistasis is of fundamental biological relevance but is not well understood mechanistically. Adaptive evolution, i.e., the evolution of new biochemical activities, is rich in epistatic interactions. To better understand the principles underlying epistasis during genetic adaptation, we studied the evolution of TEM-1 β-lactamase variants exhibiting cefotaxime resistance. We report the collection of a library of 487 observed evolutionary trajectories for TEM-1 and determine the epistasis status based on cefotaxime resistance phenotype for 206 combinations of 2–3 TEM-1 mutations involving 17 positions under adaptive selective pressure. Gain-of-function (GOF) mutations are gatekeepers for adaptation. To see if GOF phenotypes can be inferred based solely on sequence data, we calculated the enrichment of GOF mutations in the different categories of epistatic pairs. Our results suggest that this is possible because GOF mutations are particularly enriched in sign and reciprocal sign epistasis, which leave a major imprint on the sequence space accessible to evolution. We also used FoldX to explore the relationship between thermodynamic stability and epistasis. We found that mutations in observed evolutionary trajectories tend to destabilize the folded structure of the protein, albeit their cumulative effects are consistently below the protein’s free energy of folding. The destabilizing effect is stronger for epistatic pairs, suggesting that modest or local alterations in folding stability can modulate catalysis. Finally, we report a significant relationship between epistasis and the degree to which two protein positions are structurally and dynamically coupled, even in the absence of ligand. |
doi_str_mv | 10.1021/acsinfecdis.2c00216 |
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Epistasis is of fundamental biological relevance but is not well understood mechanistically. Adaptive evolution, i.e., the evolution of new biochemical activities, is rich in epistatic interactions. To better understand the principles underlying epistasis during genetic adaptation, we studied the evolution of TEM-1 β-lactamase variants exhibiting cefotaxime resistance. We report the collection of a library of 487 observed evolutionary trajectories for TEM-1 and determine the epistasis status based on cefotaxime resistance phenotype for 206 combinations of 2–3 TEM-1 mutations involving 17 positions under adaptive selective pressure. Gain-of-function (GOF) mutations are gatekeepers for adaptation. To see if GOF phenotypes can be inferred based solely on sequence data, we calculated the enrichment of GOF mutations in the different categories of epistatic pairs. Our results suggest that this is possible because GOF mutations are particularly enriched in sign and reciprocal sign epistasis, which leave a major imprint on the sequence space accessible to evolution. We also used FoldX to explore the relationship between thermodynamic stability and epistasis. We found that mutations in observed evolutionary trajectories tend to destabilize the folded structure of the protein, albeit their cumulative effects are consistently below the protein’s free energy of folding. The destabilizing effect is stronger for epistatic pairs, suggesting that modest or local alterations in folding stability can modulate catalysis. Finally, we report a significant relationship between epistasis and the degree to which two protein positions are structurally and dynamically coupled, even in the absence of ligand.</description><identifier>ISSN: 2373-8227</identifier><identifier>EISSN: 2373-8227</identifier><identifier>DOI: 10.1021/acsinfecdis.2c00216</identifier><identifier>PMID: 36377311</identifier><language>eng</language><publisher>United States: American Chemical Society</publisher><subject>Bacteria - drug effects ; Bacteria - genetics ; beta-Lactamases - genetics ; Cefotaxime - pharmacology ; Drug Resistance, Bacterial ; Epistasis, Genetic ; Evolution, Molecular ; Gain of Function Mutation ; Protein Folding</subject><ispartof>ACS infectious diseases, 2022-12, Vol.8 (12), p.2451-2463</ispartof><rights>2022 The Authors. Published by American Chemical Society</rights><rights>2022 The Authors. 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Dis</addtitle><description>Multiple mutations often have non-additive (epistatic) phenotypic effects. Epistasis is of fundamental biological relevance but is not well understood mechanistically. Adaptive evolution, i.e., the evolution of new biochemical activities, is rich in epistatic interactions. To better understand the principles underlying epistasis during genetic adaptation, we studied the evolution of TEM-1 β-lactamase variants exhibiting cefotaxime resistance. We report the collection of a library of 487 observed evolutionary trajectories for TEM-1 and determine the epistasis status based on cefotaxime resistance phenotype for 206 combinations of 2–3 TEM-1 mutations involving 17 positions under adaptive selective pressure. Gain-of-function (GOF) mutations are gatekeepers for adaptation. To see if GOF phenotypes can be inferred based solely on sequence data, we calculated the enrichment of GOF mutations in the different categories of epistatic pairs. Our results suggest that this is possible because GOF mutations are particularly enriched in sign and reciprocal sign epistasis, which leave a major imprint on the sequence space accessible to evolution. We also used FoldX to explore the relationship between thermodynamic stability and epistasis. We found that mutations in observed evolutionary trajectories tend to destabilize the folded structure of the protein, albeit their cumulative effects are consistently below the protein’s free energy of folding. The destabilizing effect is stronger for epistatic pairs, suggesting that modest or local alterations in folding stability can modulate catalysis. Finally, we report a significant relationship between epistasis and the degree to which two protein positions are structurally and dynamically coupled, even in the absence of ligand.</description><subject>Bacteria - drug effects</subject><subject>Bacteria - genetics</subject><subject>beta-Lactamases - genetics</subject><subject>Cefotaxime - pharmacology</subject><subject>Drug Resistance, Bacterial</subject><subject>Epistasis, Genetic</subject><subject>Evolution, Molecular</subject><subject>Gain of Function Mutation</subject><subject>Protein Folding</subject><issn>2373-8227</issn><issn>2373-8227</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2022</creationdate><recordtype>article</recordtype><recordid>eNp9kEFOwzAQRS0EolXpCZCQL9DWjpM43iBVVYBKQSwoa2vi2OAqTaI4reiOK3AVDsIhOAlGLVXZsBrL8_-fmYfQJSVjSgI6AeVsZbQqrBsHiviv-AT1A8bZKAkCfnr07qGhc0tCCGVJFIbROeqxmHHOKO2jLH1tdGtXuuqgxFAVeF7hR1taVeNpBeXWWYdrgxfpPf78-Hp7z0B1sAKn8bSAprMbjdNNXa47W1cX6MxA6fRwXwfo6SZdzO5G2cPtfDbNRuDHd6Oo0DSPIxESYnLKGTFFxBjNE07AFwOhCYQJuUpEzIVghHi9DoQuIMyB5GyArne5zTpf6UL55VsoZePvgHYra7Dyb6eyL_K53kjBw4iL0AewXYBqa-dabQ5eSuQPX3nEV-75etfV8diD55emF0x2Au-Wy3rdeoDu38hvIX-MPg</recordid><startdate>20221209</startdate><enddate>20221209</enddate><creator>Standley, Melissa</creator><creator>Blay, Vincent</creator><creator>Beleva Guthrie, Violeta</creator><creator>Kim, Jay</creator><creator>Lyman, Audrey</creator><creator>Moya, Andrés</creator><creator>Karchin, Rachel</creator><creator>Camps, Manel</creator><general>American Chemical Society</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>5PM</scope><orcidid>https://orcid.org/0000-0001-9602-2375</orcidid></search><sort><creationdate>20221209</creationdate><title>Experimental and In Silico Analysis of TEM β‑Lactamase Adaptive Evolution</title><author>Standley, Melissa ; Blay, Vincent ; Beleva Guthrie, Violeta ; Kim, Jay ; Lyman, Audrey ; Moya, Andrés ; Karchin, Rachel ; Camps, Manel</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-a445t-5de1b659400fb1730fd5331b870a31bfa4f29f47c896799300e1be29eda4ba0b3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2022</creationdate><topic>Bacteria - drug effects</topic><topic>Bacteria - genetics</topic><topic>beta-Lactamases - genetics</topic><topic>Cefotaxime - pharmacology</topic><topic>Drug Resistance, Bacterial</topic><topic>Epistasis, Genetic</topic><topic>Evolution, Molecular</topic><topic>Gain of Function Mutation</topic><topic>Protein Folding</topic><toplevel>online_resources</toplevel><creatorcontrib>Standley, Melissa</creatorcontrib><creatorcontrib>Blay, Vincent</creatorcontrib><creatorcontrib>Beleva Guthrie, Violeta</creatorcontrib><creatorcontrib>Kim, Jay</creatorcontrib><creatorcontrib>Lyman, Audrey</creatorcontrib><creatorcontrib>Moya, Andrés</creatorcontrib><creatorcontrib>Karchin, Rachel</creatorcontrib><creatorcontrib>Camps, Manel</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>ACS infectious diseases</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Standley, Melissa</au><au>Blay, Vincent</au><au>Beleva Guthrie, Violeta</au><au>Kim, Jay</au><au>Lyman, Audrey</au><au>Moya, Andrés</au><au>Karchin, Rachel</au><au>Camps, Manel</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Experimental and In Silico Analysis of TEM β‑Lactamase Adaptive Evolution</atitle><jtitle>ACS infectious diseases</jtitle><addtitle>ACS Infect. Dis</addtitle><date>2022-12-09</date><risdate>2022</risdate><volume>8</volume><issue>12</issue><spage>2451</spage><epage>2463</epage><pages>2451-2463</pages><issn>2373-8227</issn><eissn>2373-8227</eissn><abstract>Multiple mutations often have non-additive (epistatic) phenotypic effects. Epistasis is of fundamental biological relevance but is not well understood mechanistically. Adaptive evolution, i.e., the evolution of new biochemical activities, is rich in epistatic interactions. To better understand the principles underlying epistasis during genetic adaptation, we studied the evolution of TEM-1 β-lactamase variants exhibiting cefotaxime resistance. We report the collection of a library of 487 observed evolutionary trajectories for TEM-1 and determine the epistasis status based on cefotaxime resistance phenotype for 206 combinations of 2–3 TEM-1 mutations involving 17 positions under adaptive selective pressure. Gain-of-function (GOF) mutations are gatekeepers for adaptation. To see if GOF phenotypes can be inferred based solely on sequence data, we calculated the enrichment of GOF mutations in the different categories of epistatic pairs. Our results suggest that this is possible because GOF mutations are particularly enriched in sign and reciprocal sign epistasis, which leave a major imprint on the sequence space accessible to evolution. We also used FoldX to explore the relationship between thermodynamic stability and epistasis. We found that mutations in observed evolutionary trajectories tend to destabilize the folded structure of the protein, albeit their cumulative effects are consistently below the protein’s free energy of folding. The destabilizing effect is stronger for epistatic pairs, suggesting that modest or local alterations in folding stability can modulate catalysis. 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subjects | Bacteria - drug effects Bacteria - genetics beta-Lactamases - genetics Cefotaxime - pharmacology Drug Resistance, Bacterial Epistasis, Genetic Evolution, Molecular Gain of Function Mutation Protein Folding |
title | Experimental and In Silico Analysis of TEM β‑Lactamase Adaptive Evolution |
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