Exploring the fragmentation efficiency of proteins analyzed by MALDI-TOF-TOF tandem mass spectrometry using computational and statistical analyses
Matrix-assisted laser desorption/ionization time-of-flight-time-of-flight (MALDI-TOF-TOF) tandem mass spectrometry (MS/MS) is a rapid technique for identifying intact proteins from unfractionated mixtures by top-down proteomic analysis. MS/MS allows isolation of specific intact protein ions prior to...
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description | Matrix-assisted laser desorption/ionization time-of-flight-time-of-flight (MALDI-TOF-TOF) tandem mass spectrometry (MS/MS) is a rapid technique for identifying intact proteins from unfractionated mixtures by top-down proteomic analysis. MS/MS allows isolation of specific intact protein ions prior to fragmentation, allowing fragment ion attribution to a specific precursor ion. However, the fragmentation efficiency of mature, intact protein ions by MS/MS post-source decay (PSD) varies widely, and the biochemical and structural factors of the protein that contribute to it are poorly understood. With the advent of protein structure prediction algorithms such as Alphafold2, we have wider access to protein structures for which no crystal structure exists. In this work, we use a statistical approach to explore the properties of bacterial proteins that can affect their gas phase dissociation via PSD. We extract various protein properties from Alphafold2 predictions and analyze their effect on fragmentation efficiency. Our results show that the fragmentation efficiency from cleavage of the polypeptide backbone on the C-terminal side of glutamic acid (E) and asparagine (N) residues were nearly equal. In addition, we found that the rearrangement and cleavage on the C-terminal side of aspartic acid (D) residues that result from the aspartic acid effect (AAE) were higher than for E- and N-residues. From residue interaction network analysis, we identified several local centrality measures and discussed their implications regarding the AAE. We also confirmed the selective cleavage of the backbone at D-proline bonds in proteins and further extend it to N-proline bonds. Finally, we note an enhancement of the AAE mechanism when the residue on the C-terminal side of D-, E- and N-residues is glycine. To the best of our knowledge, this is the first report of this phenomenon. Our study demonstrates the value of using statistical analyses of protein sequences and their predicted structures to better understand the fragmentation of the intact protein ions in the gas phase. |
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MS/MS allows isolation of specific intact protein ions prior to fragmentation, allowing fragment ion attribution to a specific precursor ion. However, the fragmentation efficiency of mature, intact protein ions by MS/MS post-source decay (PSD) varies widely, and the biochemical and structural factors of the protein that contribute to it are poorly understood. With the advent of protein structure prediction algorithms such as Alphafold2, we have wider access to protein structures for which no crystal structure exists. In this work, we use a statistical approach to explore the properties of bacterial proteins that can affect their gas phase dissociation via PSD. We extract various protein properties from Alphafold2 predictions and analyze their effect on fragmentation efficiency. Our results show that the fragmentation efficiency from cleavage of the polypeptide backbone on the C-terminal side of glutamic acid (E) and asparagine (N) residues were nearly equal. In addition, we found that the rearrangement and cleavage on the C-terminal side of aspartic acid (D) residues that result from the aspartic acid effect (AAE) were higher than for E- and N-residues. From residue interaction network analysis, we identified several local centrality measures and discussed their implications regarding the AAE. We also confirmed the selective cleavage of the backbone at D-proline bonds in proteins and further extend it to N-proline bonds. Finally, we note an enhancement of the AAE mechanism when the residue on the C-terminal side of D-, E- and N-residues is glycine. To the best of our knowledge, this is the first report of this phenomenon. Our study demonstrates the value of using statistical analyses of protein sequences and their predicted structures to better understand the fragmentation of the intact protein ions in the gas phase.</description><identifier>ISSN: 1932-6203</identifier><identifier>EISSN: 1932-6203</identifier><identifier>DOI: 10.1371/journal.pone.0299287</identifier><identifier>PMID: 38701058</identifier><language>eng</language><publisher>United States: Public Library of Science</publisher><subject>Algorithms ; Asparagine ; Aspartate ; Aspartic acid ; Bacterial proteins ; Bacterial Proteins - chemistry ; Chemical properties ; Cleavage ; Crystal structure ; Crystals ; desorption ; Dissociation ; Efficiency ; Flight time ; Fragmentation ; Glutamic acid ; Glycine ; Ionization ; Ions ; Lasers ; Mass spectrometry ; Mass spectroscopy ; Network analysis ; Peptides ; Polypeptides ; prediction ; Proline ; Protein binding ; Protein research ; Protein structure ; Protein structure prediction ; Proteins ; Proteins - analysis ; Proteins - chemistry ; Proteomics ; Proteomics - methods ; rapid methods ; Residues ; Science & Technology - Other Topics ; Scientific imaging ; Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization - methods ; Spectrum analysis ; Statistical analysis ; Statistics ; Structure ; tandem mass spectrometry ; Tandem Mass Spectrometry - methods ; Time-of-flight mass spectrometry ; Vapor phases</subject><ispartof>PloS one, 2024-05, Vol.19 (5), p.e0299287-e0299287</ispartof><rights>Copyright: 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.</rights><rights>COPYRIGHT 2024 Public Library of Science</rights><rights>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: https://creativecommons.org/publicdomain/zero/1.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><rights>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: https://creativecommons.org/publicdomain/zero/1.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c646t-eb9d76fc3808439a16d8c2afe4d46ff4f51cdd6d7e33cde7ac8a9febb91cb6223</cites><orcidid>0000-0002-1926-3607 ; 0000000219263607</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0299287&type=printable$$EPDF$$P50$$Gplos$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://journals.plos.org/plosone/article?id=10.1371/journal.pone.0299287$$EHTML$$P50$$Gplos$$Hfree_for_read</linktohtml><link.rule.ids>230,314,776,780,860,881,2096,2915,23845,27901,27902,79342,79343</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/38701058$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink><backlink>$$Uhttps://www.osti.gov/biblio/2469778$$D View this record in Osti.gov$$Hfree_for_read</backlink></links><search><creatorcontrib>Park, Jihyun</creatorcontrib><creatorcontrib>Fagerquist, Clifton K</creatorcontrib><creatorcontrib>Oak Ridge Institute for Science and Education (ORISE), Oak Ridge, TN (United States)</creatorcontrib><title>Exploring the fragmentation efficiency of proteins analyzed by MALDI-TOF-TOF tandem mass spectrometry using computational and statistical analyses</title><title>PloS one</title><addtitle>PLoS One</addtitle><description>Matrix-assisted laser desorption/ionization time-of-flight-time-of-flight (MALDI-TOF-TOF) tandem mass spectrometry (MS/MS) is a rapid technique for identifying intact proteins from unfractionated mixtures by top-down proteomic analysis. MS/MS allows isolation of specific intact protein ions prior to fragmentation, allowing fragment ion attribution to a specific precursor ion. However, the fragmentation efficiency of mature, intact protein ions by MS/MS post-source decay (PSD) varies widely, and the biochemical and structural factors of the protein that contribute to it are poorly understood. With the advent of protein structure prediction algorithms such as Alphafold2, we have wider access to protein structures for which no crystal structure exists. In this work, we use a statistical approach to explore the properties of bacterial proteins that can affect their gas phase dissociation via PSD. We extract various protein properties from Alphafold2 predictions and analyze their effect on fragmentation efficiency. Our results show that the fragmentation efficiency from cleavage of the polypeptide backbone on the C-terminal side of glutamic acid (E) and asparagine (N) residues were nearly equal. In addition, we found that the rearrangement and cleavage on the C-terminal side of aspartic acid (D) residues that result from the aspartic acid effect (AAE) were higher than for E- and N-residues. From residue interaction network analysis, we identified several local centrality measures and discussed their implications regarding the AAE. We also confirmed the selective cleavage of the backbone at D-proline bonds in proteins and further extend it to N-proline bonds. Finally, we note an enhancement of the AAE mechanism when the residue on the C-terminal side of D-, E- and N-residues is glycine. To the best of our knowledge, this is the first report of this phenomenon. Our study demonstrates the value of using statistical analyses of protein sequences and their predicted structures to better understand the fragmentation of the intact protein ions in the gas phase.</description><subject>Algorithms</subject><subject>Asparagine</subject><subject>Aspartate</subject><subject>Aspartic acid</subject><subject>Bacterial proteins</subject><subject>Bacterial Proteins - chemistry</subject><subject>Chemical properties</subject><subject>Cleavage</subject><subject>Crystal structure</subject><subject>Crystals</subject><subject>desorption</subject><subject>Dissociation</subject><subject>Efficiency</subject><subject>Flight time</subject><subject>Fragmentation</subject><subject>Glutamic acid</subject><subject>Glycine</subject><subject>Ionization</subject><subject>Ions</subject><subject>Lasers</subject><subject>Mass spectrometry</subject><subject>Mass spectroscopy</subject><subject>Network analysis</subject><subject>Peptides</subject><subject>Polypeptides</subject><subject>prediction</subject><subject>Proline</subject><subject>Protein binding</subject><subject>Protein research</subject><subject>Protein structure</subject><subject>Protein structure prediction</subject><subject>Proteins</subject><subject>Proteins - analysis</subject><subject>Proteins - chemistry</subject><subject>Proteomics</subject><subject>Proteomics - methods</subject><subject>rapid methods</subject><subject>Residues</subject><subject>Science & Technology - Other Topics</subject><subject>Scientific imaging</subject><subject>Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization - methods</subject><subject>Spectrum analysis</subject><subject>Statistical analysis</subject><subject>Statistics</subject><subject>Structure</subject><subject>tandem mass spectrometry</subject><subject>Tandem Mass Spectrometry - methods</subject><subject>Time-of-flight mass spectrometry</subject><subject>Vapor phases</subject><issn>1932-6203</issn><issn>1932-6203</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2024</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><sourceid>BENPR</sourceid><sourceid>DOA</sourceid><recordid>eNqNk2Fv0zAQhiMEYmPwDxBYICH40OLEiZN8rMYGlYoqweCr5djn1lMSd7YjrfwMfjGXtZtWNAkURY5Pz72-e51LkpcpnaasTD9eusH3sp1uXA9TmtV1VpWPkuO0ZtmEZ5Q9vvd9lDwL4ZLSglWcP02OWFXSlBbVcfL77HrTOm_7FYlrIMbLVQd9lNG6noAxVlno1ZY4QzbeRbB9IBKP3f4CTZot-TpbfJpPLpbn40ui7DV0pJMhkLABFb3rIPotGcJ4gnLdZthpyxZlNAnjLkSrbvYoGyA8T54Y2QZ4sV9Pkh_nZxenXyaL5ef56WwxUTzncQJNrUtuFKtolbNaplxXKpMGcp1zY3JTpEprrktgTGkopapkbaBp6lQ1PMvYSfJ6p4sGBLG3MwhGOVpZMF4hMd8R2slLsfG2k34rnLTiJuD8SkiPxbcgTAlFU1CNzvI8Z7xOTY46zGCBHKOo9Wan5bBdEZSNoNbK9T26JDJky3KE3u9L8u5qgBBFZ4OCtpU9uAFrS7Guoshw-SdKC1qzkvKx0bd_oQ83u6dWEvuxvXHRSzWKillZZ3mVZ5QjNX2Awgfv3WI7YCzGDxI-HCQgE-E6ruQQgph___b_7PLnIfvuHrsG2cZ1cO0w_lzhEMx3oPIuBA_m7iJTKsZJunVDjJMk9pOEaa_2pg1NB_ou6XZ02B_ZBBly</recordid><startdate>20240503</startdate><enddate>20240503</enddate><creator>Park, Jihyun</creator><creator>Fagerquist, Clifton K</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>PRINS</scope><scope>PTHSS</scope><scope>PYCSY</scope><scope>RC3</scope><scope>7X8</scope><scope>7S9</scope><scope>L.6</scope><scope>OTOTI</scope><scope>DOA</scope><orcidid>https://orcid.org/0000-0002-1926-3607</orcidid><orcidid>https://orcid.org/0000000219263607</orcidid></search><sort><creationdate>20240503</creationdate><title>Exploring the fragmentation efficiency of proteins analyzed by MALDI-TOF-TOF tandem mass spectrometry using computational and statistical analyses</title><author>Park, Jihyun ; Fagerquist, Clifton K</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c646t-eb9d76fc3808439a16d8c2afe4d46ff4f51cdd6d7e33cde7ac8a9febb91cb6223</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2024</creationdate><topic>Algorithms</topic><topic>Asparagine</topic><topic>Aspartate</topic><topic>Aspartic acid</topic><topic>Bacterial proteins</topic><topic>Bacterial Proteins - chemistry</topic><topic>Chemical properties</topic><topic>Cleavage</topic><topic>Crystal structure</topic><topic>Crystals</topic><topic>desorption</topic><topic>Dissociation</topic><topic>Efficiency</topic><topic>Flight time</topic><topic>Fragmentation</topic><topic>Glutamic acid</topic><topic>Glycine</topic><topic>Ionization</topic><topic>Ions</topic><topic>Lasers</topic><topic>Mass spectrometry</topic><topic>Mass spectroscopy</topic><topic>Network analysis</topic><topic>Peptides</topic><topic>Polypeptides</topic><topic>prediction</topic><topic>Proline</topic><topic>Protein binding</topic><topic>Protein research</topic><topic>Protein structure</topic><topic>Protein structure prediction</topic><topic>Proteins</topic><topic>Proteins - analysis</topic><topic>Proteins - chemistry</topic><topic>Proteomics</topic><topic>Proteomics - methods</topic><topic>rapid methods</topic><topic>Residues</topic><topic>Science & Technology - Other Topics</topic><topic>Scientific imaging</topic><topic>Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization - methods</topic><topic>Spectrum analysis</topic><topic>Statistical analysis</topic><topic>Statistics</topic><topic>Structure</topic><topic>tandem mass spectrometry</topic><topic>Tandem Mass Spectrometry - methods</topic><topic>Time-of-flight mass spectrometry</topic><topic>Vapor phases</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Park, Jihyun</creatorcontrib><creatorcontrib>Fagerquist, Clifton K</creatorcontrib><creatorcontrib>Oak Ridge Institute for Science and Education (ORISE), Oak Ridge, TN (United States)</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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MS/MS allows isolation of specific intact protein ions prior to fragmentation, allowing fragment ion attribution to a specific precursor ion. However, the fragmentation efficiency of mature, intact protein ions by MS/MS post-source decay (PSD) varies widely, and the biochemical and structural factors of the protein that contribute to it are poorly understood. With the advent of protein structure prediction algorithms such as Alphafold2, we have wider access to protein structures for which no crystal structure exists. In this work, we use a statistical approach to explore the properties of bacterial proteins that can affect their gas phase dissociation via PSD. We extract various protein properties from Alphafold2 predictions and analyze their effect on fragmentation efficiency. Our results show that the fragmentation efficiency from cleavage of the polypeptide backbone on the C-terminal side of glutamic acid (E) and asparagine (N) residues were nearly equal. In addition, we found that the rearrangement and cleavage on the C-terminal side of aspartic acid (D) residues that result from the aspartic acid effect (AAE) were higher than for E- and N-residues. From residue interaction network analysis, we identified several local centrality measures and discussed their implications regarding the AAE. We also confirmed the selective cleavage of the backbone at D-proline bonds in proteins and further extend it to N-proline bonds. Finally, we note an enhancement of the AAE mechanism when the residue on the C-terminal side of D-, E- and N-residues is glycine. To the best of our knowledge, this is the first report of this phenomenon. Our study demonstrates the value of using statistical analyses of protein sequences and their predicted structures to better understand the fragmentation of the intact protein ions in the gas phase.</abstract><cop>United States</cop><pub>Public Library of Science</pub><pmid>38701058</pmid><doi>10.1371/journal.pone.0299287</doi><tpages>e0299287</tpages><orcidid>https://orcid.org/0000-0002-1926-3607</orcidid><orcidid>https://orcid.org/0000000219263607</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Algorithms Asparagine Aspartate Aspartic acid Bacterial proteins Bacterial Proteins - chemistry Chemical properties Cleavage Crystal structure Crystals desorption Dissociation Efficiency Flight time Fragmentation Glutamic acid Glycine Ionization Ions Lasers Mass spectrometry Mass spectroscopy Network analysis Peptides Polypeptides prediction Proline Protein binding Protein research Protein structure Protein structure prediction Proteins Proteins - analysis Proteins - chemistry Proteomics Proteomics - methods rapid methods Residues Science & Technology - Other Topics Scientific imaging Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization - methods Spectrum analysis Statistical analysis Statistics Structure tandem mass spectrometry Tandem Mass Spectrometry - methods Time-of-flight mass spectrometry Vapor phases |
title | Exploring the fragmentation efficiency of proteins analyzed by MALDI-TOF-TOF tandem mass spectrometry using computational and statistical analyses |
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