Genus, Species, and Subspecies Classification of Salmonella Isolates by Proteomics
Identification of bacteria by mass spectrometry offers the potential of a high-throughput non-targeted method to determine the presence of Salmonella. While MALDI-TOF mass spectrometry can identify Salmonella at the genus and species level, few studies have reported subtyping beyond the species leve...
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description | Identification of bacteria by mass spectrometry offers the potential of a high-throughput non-targeted method to determine the presence of Salmonella. While MALDI-TOF mass spectrometry can identify Salmonella at the genus and species level, few studies have reported subtyping beyond the species level due to the diversity and complexity of Salmonella that includes more than 2600 serovars. Liquid chromatography-tandem mass spectrometry (LC-MS/MS) approaches enable profiling of a greater number of proteins over a larger dynamic range and offer the potential to detect small differences between closely related isolates. We evaluate the discriminatory power of bottom-up LC-MS/MS with a collection of nineteen isolates that differ at the genus, species, subspecies, or strain level. Isolates were classified by matching the sequence of identified peptides to reference proteomes translated from genomes with known taxonomic ranks. The degree of proteomic similarity between the tested isolates and reference strains correlated with how closely they were related. All tested Salmonella isolates were easily distinguished from their close relatives, E. coli and Shigella, and readily grouped by species and subspecies. Additionally, each Salmonella isolate most closely matched to its correct serovar. This approach presents a simple and effective proteomic approach to identification of Salmonella genus, species, and subspecies. |
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While MALDI-TOF mass spectrometry can identify Salmonella at the genus and species level, few studies have reported subtyping beyond the species level due to the diversity and complexity of Salmonella that includes more than 2600 serovars. Liquid chromatography-tandem mass spectrometry (LC-MS/MS) approaches enable profiling of a greater number of proteins over a larger dynamic range and offer the potential to detect small differences between closely related isolates. We evaluate the discriminatory power of bottom-up LC-MS/MS with a collection of nineteen isolates that differ at the genus, species, subspecies, or strain level. Isolates were classified by matching the sequence of identified peptides to reference proteomes translated from genomes with known taxonomic ranks. The degree of proteomic similarity between the tested isolates and reference strains correlated with how closely they were related. All tested Salmonella isolates were easily distinguished from their close relatives, E. coli and Shigella, and readily grouped by species and subspecies. Additionally, each Salmonella isolate most closely matched to its correct serovar. This approach presents a simple and effective proteomic approach to identification of Salmonella genus, species, and subspecies.</description><identifier>ISSN: 2076-3417</identifier><identifier>EISSN: 2076-3417</identifier><identifier>DOI: 10.3390/app11094264</identifier><language>eng</language><publisher>BASEL: Mdpi</publisher><subject>Bacteria ; Biomarkers ; Chemistry ; Chemistry, Multidisciplinary ; Chromatography ; Classification ; Engineering ; Engineering, Multidisciplinary ; Genomes ; Identification ; Ions ; Laboratories ; Liquid chromatography ; Mass spectrometry ; Mass spectroscopy ; Materials Science ; Materials Science, Multidisciplinary ; Methods ; Pathogens ; Peptides ; Physical Sciences ; Physics ; Physics, Applied ; Proteins ; Proteomics ; Salmonella ; Science & Technology ; Scientific imaging ; Solvents ; Species classification ; Spectroscopy ; subtyping ; Taxonomy ; Technology</subject><ispartof>Applied sciences, 2021-05, Vol.11 (9), p.4264, Article 4264</ispartof><rights>2021 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). 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>true</woscitedreferencessubscribed><woscitedreferencescount>1</woscitedreferencescount><woscitedreferencesoriginalsourcerecordid>wos000649915800001</woscitedreferencesoriginalsourcerecordid><citedby>FETCH-LOGICAL-c364t-68fdad1c2a651766cd4b85f6954691cfcb1226e068ddb1a89b361e4f2767a2713</citedby><cites>FETCH-LOGICAL-c364t-68fdad1c2a651766cd4b85f6954691cfcb1226e068ddb1a89b361e4f2767a2713</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>315,781,785,865,2103,2115,27929,27930,39263</link.rule.ids></links><search><creatorcontrib>Chen, Shu-Hua</creatorcontrib><creatorcontrib>Parker, Christine H.</creatorcontrib><creatorcontrib>Croley, Timothy R.</creatorcontrib><creatorcontrib>McFarland, Melinda A.</creatorcontrib><title>Genus, Species, and Subspecies Classification of Salmonella Isolates by Proteomics</title><title>Applied sciences</title><addtitle>APPL SCI-BASEL</addtitle><description>Identification of bacteria by mass spectrometry offers the potential of a high-throughput non-targeted method to determine the presence of Salmonella. 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All tested Salmonella isolates were easily distinguished from their close relatives, E. coli and Shigella, and readily grouped by species and subspecies. Additionally, each Salmonella isolate most closely matched to its correct serovar. This approach presents a simple and effective proteomic approach to identification of Salmonella genus, species, and subspecies.</description><subject>Bacteria</subject><subject>Biomarkers</subject><subject>Chemistry</subject><subject>Chemistry, Multidisciplinary</subject><subject>Chromatography</subject><subject>Classification</subject><subject>Engineering</subject><subject>Engineering, Multidisciplinary</subject><subject>Genomes</subject><subject>Identification</subject><subject>Ions</subject><subject>Laboratories</subject><subject>Liquid chromatography</subject><subject>Mass spectrometry</subject><subject>Mass spectroscopy</subject><subject>Materials Science</subject><subject>Materials Science, Multidisciplinary</subject><subject>Methods</subject><subject>Pathogens</subject><subject>Peptides</subject><subject>Physical Sciences</subject><subject>Physics</subject><subject>Physics, Applied</subject><subject>Proteins</subject><subject>Proteomics</subject><subject>Salmonella</subject><subject>Science & Technology</subject><subject>Scientific imaging</subject><subject>Solvents</subject><subject>Species classification</subject><subject>Spectroscopy</subject><subject>subtyping</subject><subject>Taxonomy</subject><subject>Technology</subject><issn>2076-3417</issn><issn>2076-3417</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2021</creationdate><recordtype>article</recordtype><sourceid>HGBXW</sourceid><sourceid>ABUWG</sourceid><sourceid>AFKRA</sourceid><sourceid>AZQEC</sourceid><sourceid>BENPR</sourceid><sourceid>CCPQU</sourceid><sourceid>DWQXO</sourceid><sourceid>DOA</sourceid><recordid>eNqNkctKxDAUhosoKOrKFyi41NHcetospXgZEBRH1-EkTSRDp6lJi_j2dmZkdGk2OQlf_pPky7IzSq44l-Qa-55SIgUDsZcdMVLCjAta7v-pD7PTlJZkGpLyipKj7OXedmO6zBe9Nd5OBXZNvhh12q7zusWUvPMGBx-6PLh8ge0qdLZtMZ-n0OIwUforf45hsGHlTTrJDhy2yZ7-zMfZ293ta_0we3y6n9c3jzPDQQwzqFyDDTUMoaAlgGmErgoHshAgqXFGU8bAEqiaRlOspOZArXCshBJZSflxNt_mNgGXqo9-hfFLBfRqsxHiu8I4eNNaBazQhRTUCa2FISA5QVdI0FyUkjg7ZZ1vs_oYPkabBrUMY-ym6ytWsIoBk1JO1MWWMjGkFK3bdaVErR2oPw5-6U-rg0vTd3bG7k5MDkBISYtqrWP9mur_dO2HjY86jN3AvwGCL5iD</recordid><startdate>20210501</startdate><enddate>20210501</enddate><creator>Chen, Shu-Hua</creator><creator>Parker, Christine H.</creator><creator>Croley, Timothy R.</creator><creator>McFarland, Melinda A.</creator><general>Mdpi</general><general>MDPI AG</general><scope>BLEPL</scope><scope>DTL</scope><scope>HGBXW</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>ABUWG</scope><scope>AFKRA</scope><scope>AZQEC</scope><scope>BENPR</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>PIMPY</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PRINS</scope><scope>DOA</scope></search><sort><creationdate>20210501</creationdate><title>Genus, Species, and Subspecies Classification of Salmonella Isolates by Proteomics</title><author>Chen, Shu-Hua ; Parker, Christine H. ; Croley, Timothy R. ; McFarland, Melinda A.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c364t-68fdad1c2a651766cd4b85f6954691cfcb1226e068ddb1a89b361e4f2767a2713</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2021</creationdate><topic>Bacteria</topic><topic>Biomarkers</topic><topic>Chemistry</topic><topic>Chemistry, Multidisciplinary</topic><topic>Chromatography</topic><topic>Classification</topic><topic>Engineering</topic><topic>Engineering, Multidisciplinary</topic><topic>Genomes</topic><topic>Identification</topic><topic>Ions</topic><topic>Laboratories</topic><topic>Liquid chromatography</topic><topic>Mass spectrometry</topic><topic>Mass spectroscopy</topic><topic>Materials Science</topic><topic>Materials Science, Multidisciplinary</topic><topic>Methods</topic><topic>Pathogens</topic><topic>Peptides</topic><topic>Physical Sciences</topic><topic>Physics</topic><topic>Physics, Applied</topic><topic>Proteins</topic><topic>Proteomics</topic><topic>Salmonella</topic><topic>Science & Technology</topic><topic>Scientific imaging</topic><topic>Solvents</topic><topic>Species classification</topic><topic>Spectroscopy</topic><topic>subtyping</topic><topic>Taxonomy</topic><topic>Technology</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Chen, Shu-Hua</creatorcontrib><creatorcontrib>Parker, Christine H.</creatorcontrib><creatorcontrib>Croley, Timothy R.</creatorcontrib><creatorcontrib>McFarland, Melinda A.</creatorcontrib><collection>Web of Science Core Collection</collection><collection>Science Citation Index Expanded</collection><collection>Web of Science - Science Citation Index Expanded - 2021</collection><collection>CrossRef</collection><collection>ProQuest Central (Alumni Edition)</collection><collection>ProQuest Central UK/Ireland</collection><collection>ProQuest Central Essentials</collection><collection>ProQuest Central</collection><collection>ProQuest One Community College</collection><collection>ProQuest Central Korea</collection><collection>Publicly Available Content Database</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>ProQuest Central China</collection><collection>DOAJ Directory of Open Access Journals</collection><jtitle>Applied sciences</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Chen, Shu-Hua</au><au>Parker, Christine H.</au><au>Croley, Timothy R.</au><au>McFarland, Melinda A.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Genus, Species, and Subspecies Classification of Salmonella Isolates by Proteomics</atitle><jtitle>Applied sciences</jtitle><stitle>APPL SCI-BASEL</stitle><date>2021-05-01</date><risdate>2021</risdate><volume>11</volume><issue>9</issue><spage>4264</spage><pages>4264-</pages><artnum>4264</artnum><issn>2076-3417</issn><eissn>2076-3417</eissn><abstract>Identification of bacteria by mass spectrometry offers the potential of a high-throughput non-targeted method to determine the presence of Salmonella. While MALDI-TOF mass spectrometry can identify Salmonella at the genus and species level, few studies have reported subtyping beyond the species level due to the diversity and complexity of Salmonella that includes more than 2600 serovars. Liquid chromatography-tandem mass spectrometry (LC-MS/MS) approaches enable profiling of a greater number of proteins over a larger dynamic range and offer the potential to detect small differences between closely related isolates. We evaluate the discriminatory power of bottom-up LC-MS/MS with a collection of nineteen isolates that differ at the genus, species, subspecies, or strain level. Isolates were classified by matching the sequence of identified peptides to reference proteomes translated from genomes with known taxonomic ranks. The degree of proteomic similarity between the tested isolates and reference strains correlated with how closely they were related. All tested Salmonella isolates were easily distinguished from their close relatives, E. coli and Shigella, and readily grouped by species and subspecies. Additionally, each Salmonella isolate most closely matched to its correct serovar. This approach presents a simple and effective proteomic approach to identification of Salmonella genus, species, and subspecies.</abstract><cop>BASEL</cop><pub>Mdpi</pub><doi>10.3390/app11094264</doi><tpages>11</tpages><oa>free_for_read</oa></addata></record> |
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subjects | Bacteria Biomarkers Chemistry Chemistry, Multidisciplinary Chromatography Classification Engineering Engineering, Multidisciplinary Genomes Identification Ions Laboratories Liquid chromatography Mass spectrometry Mass spectroscopy Materials Science Materials Science, Multidisciplinary Methods Pathogens Peptides Physical Sciences Physics Physics, Applied Proteins Proteomics Salmonella Science & Technology Scientific imaging Solvents Species classification Spectroscopy subtyping Taxonomy Technology |
title | Genus, Species, and Subspecies Classification of Salmonella Isolates by Proteomics |
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