Cancer missense mutations alter binding properties of proteins and their interaction networks
Many studies have shown that missense mutations might play an important role in carcinogenesis. However, the extent to which cancer mutations might affect biomolecular interactions remains unclear. Here, we map glioblastoma missense mutations on the human protein interactome, model the structures of...
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description | Many studies have shown that missense mutations might play an important role in carcinogenesis. However, the extent to which cancer mutations might affect biomolecular interactions remains unclear. Here, we map glioblastoma missense mutations on the human protein interactome, model the structures of affected protein complexes and decipher the effect of mutations on protein-protein, protein-nucleic acid and protein-ion binding interfaces. Although some missense mutations over-stabilize protein complexes, we found that the overall effect of mutations is destabilizing, mostly affecting the electrostatic component of binding energy. We also showed that mutations on interfaces resulted in more drastic changes of amino acid physico-chemical properties than mutations occurring outside the interfaces. Analysis of glioblastoma mutations on interfaces allowed us to stratify cancer-related interactions, identify potential driver genes, and propose two dozen additional cancer biomarkers, including those specific to functions of the nervous system. Such an analysis also offered insight into the molecular mechanism of the phenotypic outcomes of mutations, including effects on complex stability, activity, binding and turnover rate. As a result of mutated protein and gene network analysis, we observed that interactions of proteins with mutations mapped on interfaces had higher bottleneck properties compared to interactions with mutations elsewhere on the protein or unaffected interactions. Such observations suggest that genes with mutations directly affecting protein binding properties are preferably located in central network positions and may influence critical nodes and edges in signal transduction networks. |
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However, the extent to which cancer mutations might affect biomolecular interactions remains unclear. Here, we map glioblastoma missense mutations on the human protein interactome, model the structures of affected protein complexes and decipher the effect of mutations on protein-protein, protein-nucleic acid and protein-ion binding interfaces. Although some missense mutations over-stabilize protein complexes, we found that the overall effect of mutations is destabilizing, mostly affecting the electrostatic component of binding energy. We also showed that mutations on interfaces resulted in more drastic changes of amino acid physico-chemical properties than mutations occurring outside the interfaces. Analysis of glioblastoma mutations on interfaces allowed us to stratify cancer-related interactions, identify potential driver genes, and propose two dozen additional cancer biomarkers, including those specific to functions of the nervous system. Such an analysis also offered insight into the molecular mechanism of the phenotypic outcomes of mutations, including effects on complex stability, activity, binding and turnover rate. As a result of mutated protein and gene network analysis, we observed that interactions of proteins with mutations mapped on interfaces had higher bottleneck properties compared to interactions with mutations elsewhere on the protein or unaffected interactions. Such observations suggest that genes with mutations directly affecting protein binding properties are preferably located in central network positions and may influence critical nodes and edges in signal transduction networks.</description><identifier>ISSN: 1932-6203</identifier><identifier>EISSN: 1932-6203</identifier><identifier>DOI: 10.1371/journal.pone.0066273</identifier><identifier>PMID: 23799087</identifier><language>eng</language><publisher>United States: Public Library of Science</publisher><subject>Acids ; Amino acid sequence ; Amino acids ; Analysis ; Artificial Intelligence ; Binding Sites ; Bioinformatics ; Biology ; Biomarkers ; Biophysics ; Biotechnology ; Brain cancer ; Cancer ; Carcinogenesis ; Carcinogens ; Chemical properties ; DNA-Binding Proteins - chemistry ; DNA-Binding Proteins - genetics ; DNA-Binding Proteins - metabolism ; Energy (Physics) ; Genes ; Genomes ; Glioblastoma ; Glioblastoma - genetics ; Glioblastoma - metabolism ; Gliomas ; Humans ; Interfaces ; Medicine ; Missense mutation ; Models, Biological ; Mutation ; Mutation, Missense ; National libraries ; Nervous system ; Network analysis ; Nucleic acids ; Phenotype ; Physicochemical properties ; Protein Binding ; Protein Interaction Domains and Motifs - genetics ; Protein Interaction Maps ; Protein Stability ; Proteins ; Thermodynamics ; Transduction ; Turnover rate</subject><ispartof>PloS one, 2013-06, Vol.8 (6), p.e66273</ispartof><rights>COPYRIGHT 2013 Public Library of Science</rights><rights>2013. This is an open-access article, free of all copyright, and may be freely reproduced, distributed, transmitted, modified, built upon, or otherwise used by anyone for any lawful purpose. The work is made available under the Creative Commons CC0 public domain dedication. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><rights>2013</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c692t-4f11b6208b7cec682cfc5d9fe6cf8f47d30cfa82dd9bb2b7ae32b78c776304b53</citedby><cites>FETCH-LOGICAL-c692t-4f11b6208b7cec682cfc5d9fe6cf8f47d30cfa82dd9bb2b7ae32b78c776304b53</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC3682950/pdf/$$EPDF$$P50$$Gpubmedcentral$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC3682950/$$EHTML$$P50$$Gpubmedcentral$$Hfree_for_read</linktohtml><link.rule.ids>230,314,723,776,780,860,881,2096,2915,23845,27901,27902,53766,53768,79342,79343</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/23799087$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Nishi, Hafumi</creatorcontrib><creatorcontrib>Tyagi, Manoj</creatorcontrib><creatorcontrib>Teng, Shaolei</creatorcontrib><creatorcontrib>Shoemaker, Benjamin A</creatorcontrib><creatorcontrib>Hashimoto, Kosuke</creatorcontrib><creatorcontrib>Alexov, Emil</creatorcontrib><creatorcontrib>Wuchty, Stefan</creatorcontrib><creatorcontrib>Panchenko, Anna R</creatorcontrib><title>Cancer missense mutations alter binding properties of proteins and their interaction networks</title><title>PloS one</title><addtitle>PLoS One</addtitle><description>Many studies have shown that missense mutations might play an important role in carcinogenesis. However, the extent to which cancer mutations might affect biomolecular interactions remains unclear. Here, we map glioblastoma missense mutations on the human protein interactome, model the structures of affected protein complexes and decipher the effect of mutations on protein-protein, protein-nucleic acid and protein-ion binding interfaces. Although some missense mutations over-stabilize protein complexes, we found that the overall effect of mutations is destabilizing, mostly affecting the electrostatic component of binding energy. We also showed that mutations on interfaces resulted in more drastic changes of amino acid physico-chemical properties than mutations occurring outside the interfaces. Analysis of glioblastoma mutations on interfaces allowed us to stratify cancer-related interactions, identify potential driver genes, and propose two dozen additional cancer biomarkers, including those specific to functions of the nervous system. Such an analysis also offered insight into the molecular mechanism of the phenotypic outcomes of mutations, including effects on complex stability, activity, binding and turnover rate. As a result of mutated protein and gene network analysis, we observed that interactions of proteins with mutations mapped on interfaces had higher bottleneck properties compared to interactions with mutations elsewhere on the protein or unaffected interactions. Such observations suggest that genes with mutations directly affecting protein binding properties are preferably located in central network positions and may influence critical nodes and edges in signal transduction networks.</description><subject>Acids</subject><subject>Amino acid sequence</subject><subject>Amino acids</subject><subject>Analysis</subject><subject>Artificial Intelligence</subject><subject>Binding Sites</subject><subject>Bioinformatics</subject><subject>Biology</subject><subject>Biomarkers</subject><subject>Biophysics</subject><subject>Biotechnology</subject><subject>Brain cancer</subject><subject>Cancer</subject><subject>Carcinogenesis</subject><subject>Carcinogens</subject><subject>Chemical properties</subject><subject>DNA-Binding Proteins - chemistry</subject><subject>DNA-Binding Proteins - genetics</subject><subject>DNA-Binding Proteins - metabolism</subject><subject>Energy (Physics)</subject><subject>Genes</subject><subject>Genomes</subject><subject>Glioblastoma</subject><subject>Glioblastoma - genetics</subject><subject>Glioblastoma - metabolism</subject><subject>Gliomas</subject><subject>Humans</subject><subject>Interfaces</subject><subject>Medicine</subject><subject>Missense mutation</subject><subject>Models, Biological</subject><subject>Mutation</subject><subject>Mutation, Missense</subject><subject>National libraries</subject><subject>Nervous system</subject><subject>Network analysis</subject><subject>Nucleic acids</subject><subject>Phenotype</subject><subject>Physicochemical properties</subject><subject>Protein Binding</subject><subject>Protein Interaction Domains and Motifs - genetics</subject><subject>Protein Interaction Maps</subject><subject>Protein Stability</subject><subject>Proteins</subject><subject>Thermodynamics</subject><subject>Transduction</subject><subject>Turnover rate</subject><issn>1932-6203</issn><issn>1932-6203</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2013</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><sourceid>BENPR</sourceid><sourceid>DOA</sourceid><recordid>eNqNkmuL1DAUhoso7jr6D0QLguCHGXNpk_SLsAxeBhYWvH2TkKannYydZDZJvfx7053uMgUFKbRp8rxvTk7eLHuK0QpTjl_v3OCt6lcHZ2GFEGOE03vZOa4oWTKC6P2T8Vn2KIQdQiUVjD3MzgjlVYUEP8--rZXV4PO9CQFsgHw_RBWNsyFXfUwLtbGNsV1-8O4APhoIuWvHvwhmhGyTxy0YnxubcKVHbW4h_nT-e3icPWhVH-DJ9F1kX969_bz-sLy8er9ZX1wuNatIXBYtxnWqU9Rcg2aC6FaXTdUC061oC95QpFslSNNUdU1qroCmt9CcM4qKuqSL7PnR99C7IKfOBIkpE-PxcZGIzZFonNrJgzd75X9Lp4y8mXC-kyqdTvcgtS6rmmMCjOlC0FIwLASCEnSBCEl7L7I3025DvYdGg41e9TPT-Yo1W9m5HzKVQ6oSJYMXk4F31wOE-I-SJ6pTqSpjW5fMdLooLS8KLki6SsETtfoLlZ4G9kanbLQmzc8Er2aCxET4FTs1hCA3nz7-P3v1dc6-PGG3kOKzDa4fbsI0B4sjqL0LwUN71zmM5Bjt227IMdpyinaSPTvt-p3oNsv0D5ws9ig</recordid><startdate>20130614</startdate><enddate>20130614</enddate><creator>Nishi, Hafumi</creator><creator>Tyagi, Manoj</creator><creator>Teng, Shaolei</creator><creator>Shoemaker, Benjamin A</creator><creator>Hashimoto, Kosuke</creator><creator>Alexov, Emil</creator><creator>Wuchty, Stefan</creator><creator>Panchenko, Anna R</creator><general>Public Library of Science</general><general>Public Library of Science (PLoS)</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>IOV</scope><scope>ISR</scope><scope>3V.</scope><scope>7QG</scope><scope>7QL</scope><scope>7QO</scope><scope>7RV</scope><scope>7SN</scope><scope>7SS</scope><scope>7T5</scope><scope>7TG</scope><scope>7TM</scope><scope>7U9</scope><scope>7X2</scope><scope>7X7</scope><scope>7XB</scope><scope>88E</scope><scope>8AO</scope><scope>8C1</scope><scope>8FD</scope><scope>8FE</scope><scope>8FG</scope><scope>8FH</scope><scope>8FI</scope><scope>8FJ</scope><scope>8FK</scope><scope>ABJCF</scope><scope>ABUWG</scope><scope>AEUYN</scope><scope>AFKRA</scope><scope>ARAPS</scope><scope>ATCPS</scope><scope>AZQEC</scope><scope>BBNVY</scope><scope>BENPR</scope><scope>BGLVJ</scope><scope>BHPHI</scope><scope>C1K</scope><scope>CCPQU</scope><scope>D1I</scope><scope>DWQXO</scope><scope>FR3</scope><scope>FYUFA</scope><scope>GHDGH</scope><scope>GNUQQ</scope><scope>H94</scope><scope>HCIFZ</scope><scope>K9.</scope><scope>KB.</scope><scope>KB0</scope><scope>KL.</scope><scope>L6V</scope><scope>LK8</scope><scope>M0K</scope><scope>M0S</scope><scope>M1P</scope><scope>M7N</scope><scope>M7P</scope><scope>M7S</scope><scope>NAPCQ</scope><scope>P5Z</scope><scope>P62</scope><scope>P64</scope><scope>PATMY</scope><scope>PDBOC</scope><scope>PIMPY</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PTHSS</scope><scope>PYCSY</scope><scope>RC3</scope><scope>5PM</scope><scope>DOA</scope></search><sort><creationdate>20130614</creationdate><title>Cancer missense mutations alter binding properties of proteins and their interaction networks</title><author>Nishi, Hafumi ; Tyagi, Manoj ; Teng, Shaolei ; Shoemaker, Benjamin A ; Hashimoto, Kosuke ; Alexov, Emil ; Wuchty, Stefan ; Panchenko, Anna R</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c692t-4f11b6208b7cec682cfc5d9fe6cf8f47d30cfa82dd9bb2b7ae32b78c776304b53</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2013</creationdate><topic>Acids</topic><topic>Amino acid sequence</topic><topic>Amino acids</topic><topic>Analysis</topic><topic>Artificial Intelligence</topic><topic>Binding Sites</topic><topic>Bioinformatics</topic><topic>Biology</topic><topic>Biomarkers</topic><topic>Biophysics</topic><topic>Biotechnology</topic><topic>Brain cancer</topic><topic>Cancer</topic><topic>Carcinogenesis</topic><topic>Carcinogens</topic><topic>Chemical properties</topic><topic>DNA-Binding Proteins - chemistry</topic><topic>DNA-Binding Proteins - genetics</topic><topic>DNA-Binding Proteins - metabolism</topic><topic>Energy (Physics)</topic><topic>Genes</topic><topic>Genomes</topic><topic>Glioblastoma</topic><topic>Glioblastoma - genetics</topic><topic>Glioblastoma - metabolism</topic><topic>Gliomas</topic><topic>Humans</topic><topic>Interfaces</topic><topic>Medicine</topic><topic>Missense mutation</topic><topic>Models, Biological</topic><topic>Mutation</topic><topic>Mutation, Missense</topic><topic>National libraries</topic><topic>Nervous system</topic><topic>Network analysis</topic><topic>Nucleic acids</topic><topic>Phenotype</topic><topic>Physicochemical properties</topic><topic>Protein Binding</topic><topic>Protein Interaction Domains and Motifs - genetics</topic><topic>Protein Interaction Maps</topic><topic>Protein Stability</topic><topic>Proteins</topic><topic>Thermodynamics</topic><topic>Transduction</topic><topic>Turnover rate</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Nishi, Hafumi</creatorcontrib><creatorcontrib>Tyagi, Manoj</creatorcontrib><creatorcontrib>Teng, Shaolei</creatorcontrib><creatorcontrib>Shoemaker, Benjamin A</creatorcontrib><creatorcontrib>Hashimoto, Kosuke</creatorcontrib><creatorcontrib>Alexov, Emil</creatorcontrib><creatorcontrib>Wuchty, Stefan</creatorcontrib><creatorcontrib>Panchenko, Anna R</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>Gale In Context: Opposing Viewpoints</collection><collection>Gale In Context: Science</collection><collection>ProQuest Central (Corporate)</collection><collection>Animal Behavior Abstracts</collection><collection>Bacteriology Abstracts (Microbiology B)</collection><collection>Biotechnology Research Abstracts</collection><collection>Nursing & Allied Health Database</collection><collection>Ecology Abstracts</collection><collection>Entomology Abstracts (Full archive)</collection><collection>Immunology Abstracts</collection><collection>Meteorological & Geoastrophysical Abstracts</collection><collection>Nucleic Acids Abstracts</collection><collection>Virology and AIDS Abstracts</collection><collection>Agricultural Science Collection</collection><collection>Health & Medical Collection</collection><collection>ProQuest Central (purchase pre-March 2016)</collection><collection>Medical Database (Alumni Edition)</collection><collection>ProQuest Pharma Collection</collection><collection>Public Health Database</collection><collection>Technology Research Database</collection><collection>ProQuest SciTech Collection</collection><collection>ProQuest Technology Collection</collection><collection>ProQuest Natural Science Collection</collection><collection>Hospital Premium Collection</collection><collection>Hospital Premium Collection (Alumni Edition)</collection><collection>ProQuest Central (Alumni) (purchase pre-March 2016)</collection><collection>Materials Science & Engineering Collection</collection><collection>ProQuest Central (Alumni Edition)</collection><collection>ProQuest One Sustainability</collection><collection>ProQuest Central UK/Ireland</collection><collection>Advanced Technologies & Aerospace Collection</collection><collection>Agricultural & Environmental Science Collection</collection><collection>ProQuest Central Essentials</collection><collection>Biological Science Collection</collection><collection>ProQuest Central</collection><collection>Technology Collection</collection><collection>Natural Science Collection</collection><collection>Environmental Sciences and Pollution Management</collection><collection>ProQuest One Community College</collection><collection>ProQuest Materials Science Collection</collection><collection>ProQuest Central Korea</collection><collection>Engineering Research Database</collection><collection>Health Research Premium Collection</collection><collection>Health Research Premium Collection (Alumni)</collection><collection>ProQuest Central Student</collection><collection>AIDS and Cancer Research Abstracts</collection><collection>SciTech Premium Collection</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>Materials Science Database</collection><collection>Nursing & Allied Health Database (Alumni Edition)</collection><collection>Meteorological & Geoastrophysical Abstracts - 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However, the extent to which cancer mutations might affect biomolecular interactions remains unclear. Here, we map glioblastoma missense mutations on the human protein interactome, model the structures of affected protein complexes and decipher the effect of mutations on protein-protein, protein-nucleic acid and protein-ion binding interfaces. Although some missense mutations over-stabilize protein complexes, we found that the overall effect of mutations is destabilizing, mostly affecting the electrostatic component of binding energy. We also showed that mutations on interfaces resulted in more drastic changes of amino acid physico-chemical properties than mutations occurring outside the interfaces. Analysis of glioblastoma mutations on interfaces allowed us to stratify cancer-related interactions, identify potential driver genes, and propose two dozen additional cancer biomarkers, including those specific to functions of the nervous system. Such an analysis also offered insight into the molecular mechanism of the phenotypic outcomes of mutations, including effects on complex stability, activity, binding and turnover rate. As a result of mutated protein and gene network analysis, we observed that interactions of proteins with mutations mapped on interfaces had higher bottleneck properties compared to interactions with mutations elsewhere on the protein or unaffected interactions. Such observations suggest that genes with mutations directly affecting protein binding properties are preferably located in central network positions and may influence critical nodes and edges in signal transduction networks.</abstract><cop>United States</cop><pub>Public Library of Science</pub><pmid>23799087</pmid><doi>10.1371/journal.pone.0066273</doi><tpages>e66273</tpages><oa>free_for_read</oa></addata></record> |
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subjects | Acids Amino acid sequence Amino acids Analysis Artificial Intelligence Binding Sites Bioinformatics Biology Biomarkers Biophysics Biotechnology Brain cancer Cancer Carcinogenesis Carcinogens Chemical properties DNA-Binding Proteins - chemistry DNA-Binding Proteins - genetics DNA-Binding Proteins - metabolism Energy (Physics) Genes Genomes Glioblastoma Glioblastoma - genetics Glioblastoma - metabolism Gliomas Humans Interfaces Medicine Missense mutation Models, Biological Mutation Mutation, Missense National libraries Nervous system Network analysis Nucleic acids Phenotype Physicochemical properties Protein Binding Protein Interaction Domains and Motifs - genetics Protein Interaction Maps Protein Stability Proteins Thermodynamics Transduction Turnover rate |
title | Cancer missense mutations alter binding properties of proteins and their interaction networks |
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