Combined Application of High-Throughput Sequencing and Metabolomics Reveals Metabolically Active Microorganisms During Panxian Ham Processing

Panxian ham, a traditional Chinese dry-cured ham, is protected by national geographical indication. Similar to other fermented foods, the microbial population of dry-cured ham is pivotal to taste and flavor formation. This study aimed to establish the relationship between microorganisms and metaboli...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Veröffentlicht in:Frontiers in microbiology 2020-01, Vol.10, p.3012-3012
Hauptverfasser: Mu, Yu, Su, Wei, Mu, Yingchun, Jiang, Li
Format: Artikel
Sprache:eng
Schlagworte:
Online-Zugang:Volltext
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
container_end_page 3012
container_issue
container_start_page 3012
container_title Frontiers in microbiology
container_volume 10
creator Mu, Yu
Su, Wei
Mu, Yingchun
Jiang, Li
description Panxian ham, a traditional Chinese dry-cured ham, is protected by national geographical indication. Similar to other fermented foods, the microbial population of dry-cured ham is pivotal to taste and flavor formation. This study aimed to establish the relationship between microorganisms and metabolites during the spontaneous fermentation of Panxian ham. Multivariate analysis based on metabolomics data revealed that continuous metabolic changes occurred during the entire fermentation process, with the most significant changes occurring in the initial stage of ripening. Thirty-one significantly different metabolites (SDMs) were identified as discriminant factor, and pathway analysis suggested that these metabolites were involved in 30 pathways, including alanine, aspartate, and glutamate metabolism; glycine, serine, and threonine metabolism; and arginine and proline metabolism. Microbial community analysis using the Illumina MiSeq platform indicated that the bacterial community was more complex than the fungal community, and their succession regulation differed during processing. At the genus level, 11 bacteria and five fungi were identified as core microbes, of which was the dominant bacteria and and were the dominant fungi. Further, statistical redundancy analysis (RDA) indicated that , , and promoted the production of amino and fatty acids; and were associated with sugar metabolism, and , , and were closely related with organic acids. These findings provide fundamental knowledge regarding the metabolically active microorganisms in Panxian ham, helping industrial processors to develop effective strategies for standardizing quality parameters.
doi_str_mv 10.3389/fmicb.2019.03012
format Article
fullrecord <record><control><sourceid>proquest_doaj_</sourceid><recordid>TN_cdi_crossref_primary_10_3389_fmicb_2019_03012</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><doaj_id>oai_doaj_org_article_b13f42d2a6854e2e9099dad5014c5dbe</doaj_id><sourcerecordid>2348796977</sourcerecordid><originalsourceid>FETCH-LOGICAL-c462t-40df557501d521911e51e6052dc8fd8b3c69f40881548826ee2f029080989a693</originalsourceid><addsrcrecordid>eNpVksFu3CAQhq2qVROlufdUcexlt4Axhkul1TbtRkrUqE2l3hCGsZfIBhfsVfMQfeeyu0mUcIDRz8w3o9FfFO8JXpalkJ_awZlmSTGRS1xiQl8Vp4Rztigx_f36WXxSnKd0h_NhmOb7bXFSEikFreVp8W8dhsZ5sGg1jr0zenLBo9Cijeu2i9ttDHO3HecJ_YQ_M3jjfIe0t-gaJt2EPuQZEvoBO9B9ehQzpe_v0cpMbgfo2pkYQuy0d2lI6Msc94wb7f867dFGD-gmBgMpZfld8abNIDh_eM-KX18vbtebxdX3b5fr1dXCME6nBcO2raq6wsRWlEhCoCLAcUWtEa0VTWm4bBkWglRMCMoBaIupxAJLITWX5VlxeeTaoO_UGN2g470K2qmDkKdVOk7O9KAaUraMWqq5qBhQkFhKq23uzUxlG8isz0fWODcDWAN-irp_AX35491WdWGnuOS8JiIDPj4AYsg7TpMaXDLQ99pDmJOiJRO15LKucyo-puaVphShfWpDsNqbQh1MofamUAdT5JIPz8d7Kni0QPkfzom2HA</addsrcrecordid><sourcetype>Open Website</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>2348796977</pqid></control><display><type>article</type><title>Combined Application of High-Throughput Sequencing and Metabolomics Reveals Metabolically Active Microorganisms During Panxian Ham Processing</title><source>DOAJ Directory of Open Access Journals</source><source>PubMed Central Open Access</source><source>EZB-FREE-00999 freely available EZB journals</source><source>PubMed Central</source><creator>Mu, Yu ; Su, Wei ; Mu, Yingchun ; Jiang, Li</creator><creatorcontrib>Mu, Yu ; Su, Wei ; Mu, Yingchun ; Jiang, Li</creatorcontrib><description>Panxian ham, a traditional Chinese dry-cured ham, is protected by national geographical indication. Similar to other fermented foods, the microbial population of dry-cured ham is pivotal to taste and flavor formation. This study aimed to establish the relationship between microorganisms and metabolites during the spontaneous fermentation of Panxian ham. Multivariate analysis based on metabolomics data revealed that continuous metabolic changes occurred during the entire fermentation process, with the most significant changes occurring in the initial stage of ripening. Thirty-one significantly different metabolites (SDMs) were identified as discriminant factor, and pathway analysis suggested that these metabolites were involved in 30 pathways, including alanine, aspartate, and glutamate metabolism; glycine, serine, and threonine metabolism; and arginine and proline metabolism. Microbial community analysis using the Illumina MiSeq platform indicated that the bacterial community was more complex than the fungal community, and their succession regulation differed during processing. At the genus level, 11 bacteria and five fungi were identified as core microbes, of which was the dominant bacteria and and were the dominant fungi. Further, statistical redundancy analysis (RDA) indicated that , , and promoted the production of amino and fatty acids; and were associated with sugar metabolism, and , , and were closely related with organic acids. These findings provide fundamental knowledge regarding the metabolically active microorganisms in Panxian ham, helping industrial processors to develop effective strategies for standardizing quality parameters.</description><identifier>ISSN: 1664-302X</identifier><identifier>EISSN: 1664-302X</identifier><identifier>DOI: 10.3389/fmicb.2019.03012</identifier><identifier>PMID: 31998279</identifier><language>eng</language><publisher>Switzerland: Frontiers Media S.A</publisher><subject>high-throughput sequencing ; metabolically active microorganism ; metabolomics ; Microbiology ; non-volatile metabolites ; Panxian ham</subject><ispartof>Frontiers in microbiology, 2020-01, Vol.10, p.3012-3012</ispartof><rights>Copyright © 2020 Mu, Su, Mu and Jiang.</rights><rights>Copyright © 2020 Mu, Su, Mu and Jiang. 2020 Mu, Su, Mu and Jiang</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c462t-40df557501d521911e51e6052dc8fd8b3c69f40881548826ee2f029080989a693</citedby><cites>FETCH-LOGICAL-c462t-40df557501d521911e51e6052dc8fd8b3c69f40881548826ee2f029080989a693</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/PMC6966718/pdf/$$EPDF$$P50$$Gpubmedcentral$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC6966718/$$EHTML$$P50$$Gpubmedcentral$$Hfree_for_read</linktohtml><link.rule.ids>230,314,724,777,781,861,882,2096,27905,27906,53772,53774</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/31998279$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Mu, Yu</creatorcontrib><creatorcontrib>Su, Wei</creatorcontrib><creatorcontrib>Mu, Yingchun</creatorcontrib><creatorcontrib>Jiang, Li</creatorcontrib><title>Combined Application of High-Throughput Sequencing and Metabolomics Reveals Metabolically Active Microorganisms During Panxian Ham Processing</title><title>Frontiers in microbiology</title><addtitle>Front Microbiol</addtitle><description>Panxian ham, a traditional Chinese dry-cured ham, is protected by national geographical indication. Similar to other fermented foods, the microbial population of dry-cured ham is pivotal to taste and flavor formation. This study aimed to establish the relationship between microorganisms and metabolites during the spontaneous fermentation of Panxian ham. Multivariate analysis based on metabolomics data revealed that continuous metabolic changes occurred during the entire fermentation process, with the most significant changes occurring in the initial stage of ripening. Thirty-one significantly different metabolites (SDMs) were identified as discriminant factor, and pathway analysis suggested that these metabolites were involved in 30 pathways, including alanine, aspartate, and glutamate metabolism; glycine, serine, and threonine metabolism; and arginine and proline metabolism. Microbial community analysis using the Illumina MiSeq platform indicated that the bacterial community was more complex than the fungal community, and their succession regulation differed during processing. At the genus level, 11 bacteria and five fungi were identified as core microbes, of which was the dominant bacteria and and were the dominant fungi. Further, statistical redundancy analysis (RDA) indicated that , , and promoted the production of amino and fatty acids; and were associated with sugar metabolism, and , , and were closely related with organic acids. These findings provide fundamental knowledge regarding the metabolically active microorganisms in Panxian ham, helping industrial processors to develop effective strategies for standardizing quality parameters.</description><subject>high-throughput sequencing</subject><subject>metabolically active microorganism</subject><subject>metabolomics</subject><subject>Microbiology</subject><subject>non-volatile metabolites</subject><subject>Panxian ham</subject><issn>1664-302X</issn><issn>1664-302X</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2020</creationdate><recordtype>article</recordtype><sourceid>DOA</sourceid><recordid>eNpVksFu3CAQhq2qVROlufdUcexlt4Axhkul1TbtRkrUqE2l3hCGsZfIBhfsVfMQfeeyu0mUcIDRz8w3o9FfFO8JXpalkJ_awZlmSTGRS1xiQl8Vp4Rztigx_f36WXxSnKd0h_NhmOb7bXFSEikFreVp8W8dhsZ5sGg1jr0zenLBo9Cijeu2i9ttDHO3HecJ_YQ_M3jjfIe0t-gaJt2EPuQZEvoBO9B9ehQzpe_v0cpMbgfo2pkYQuy0d2lI6Msc94wb7f867dFGD-gmBgMpZfld8abNIDh_eM-KX18vbtebxdX3b5fr1dXCME6nBcO2raq6wsRWlEhCoCLAcUWtEa0VTWm4bBkWglRMCMoBaIupxAJLITWX5VlxeeTaoO_UGN2g470K2qmDkKdVOk7O9KAaUraMWqq5qBhQkFhKq23uzUxlG8isz0fWODcDWAN-irp_AX35491WdWGnuOS8JiIDPj4AYsg7TpMaXDLQ99pDmJOiJRO15LKucyo-puaVphShfWpDsNqbQh1MofamUAdT5JIPz8d7Kni0QPkfzom2HA</recordid><startdate>20200110</startdate><enddate>20200110</enddate><creator>Mu, Yu</creator><creator>Su, Wei</creator><creator>Mu, Yingchun</creator><creator>Jiang, Li</creator><general>Frontiers Media S.A</general><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><scope>5PM</scope><scope>DOA</scope></search><sort><creationdate>20200110</creationdate><title>Combined Application of High-Throughput Sequencing and Metabolomics Reveals Metabolically Active Microorganisms During Panxian Ham Processing</title><author>Mu, Yu ; Su, Wei ; Mu, Yingchun ; Jiang, Li</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c462t-40df557501d521911e51e6052dc8fd8b3c69f40881548826ee2f029080989a693</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2020</creationdate><topic>high-throughput sequencing</topic><topic>metabolically active microorganism</topic><topic>metabolomics</topic><topic>Microbiology</topic><topic>non-volatile metabolites</topic><topic>Panxian ham</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Mu, Yu</creatorcontrib><creatorcontrib>Su, Wei</creatorcontrib><creatorcontrib>Mu, Yingchun</creatorcontrib><creatorcontrib>Jiang, Li</creatorcontrib><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><collection>DOAJ Directory of Open Access Journals</collection><jtitle>Frontiers in microbiology</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Mu, Yu</au><au>Su, Wei</au><au>Mu, Yingchun</au><au>Jiang, Li</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Combined Application of High-Throughput Sequencing and Metabolomics Reveals Metabolically Active Microorganisms During Panxian Ham Processing</atitle><jtitle>Frontiers in microbiology</jtitle><addtitle>Front Microbiol</addtitle><date>2020-01-10</date><risdate>2020</risdate><volume>10</volume><spage>3012</spage><epage>3012</epage><pages>3012-3012</pages><issn>1664-302X</issn><eissn>1664-302X</eissn><abstract>Panxian ham, a traditional Chinese dry-cured ham, is protected by national geographical indication. Similar to other fermented foods, the microbial population of dry-cured ham is pivotal to taste and flavor formation. This study aimed to establish the relationship between microorganisms and metabolites during the spontaneous fermentation of Panxian ham. Multivariate analysis based on metabolomics data revealed that continuous metabolic changes occurred during the entire fermentation process, with the most significant changes occurring in the initial stage of ripening. Thirty-one significantly different metabolites (SDMs) were identified as discriminant factor, and pathway analysis suggested that these metabolites were involved in 30 pathways, including alanine, aspartate, and glutamate metabolism; glycine, serine, and threonine metabolism; and arginine and proline metabolism. Microbial community analysis using the Illumina MiSeq platform indicated that the bacterial community was more complex than the fungal community, and their succession regulation differed during processing. At the genus level, 11 bacteria and five fungi were identified as core microbes, of which was the dominant bacteria and and were the dominant fungi. Further, statistical redundancy analysis (RDA) indicated that , , and promoted the production of amino and fatty acids; and were associated with sugar metabolism, and , , and were closely related with organic acids. These findings provide fundamental knowledge regarding the metabolically active microorganisms in Panxian ham, helping industrial processors to develop effective strategies for standardizing quality parameters.</abstract><cop>Switzerland</cop><pub>Frontiers Media S.A</pub><pmid>31998279</pmid><doi>10.3389/fmicb.2019.03012</doi><tpages>1</tpages><oa>free_for_read</oa></addata></record>
fulltext fulltext
identifier ISSN: 1664-302X
ispartof Frontiers in microbiology, 2020-01, Vol.10, p.3012-3012
issn 1664-302X
1664-302X
language eng
recordid cdi_crossref_primary_10_3389_fmicb_2019_03012
source DOAJ Directory of Open Access Journals; PubMed Central Open Access; EZB-FREE-00999 freely available EZB journals; PubMed Central
subjects high-throughput sequencing
metabolically active microorganism
metabolomics
Microbiology
non-volatile metabolites
Panxian ham
title Combined Application of High-Throughput Sequencing and Metabolomics Reveals Metabolically Active Microorganisms During Panxian Ham Processing
url https://sfx.bib-bvb.de/sfx_tum?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-01-21T03%3A57%3A55IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-proquest_doaj_&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=Combined%20Application%20of%20High-Throughput%20Sequencing%20and%20Metabolomics%20Reveals%20Metabolically%20Active%20Microorganisms%20During%20Panxian%20Ham%20Processing&rft.jtitle=Frontiers%20in%20microbiology&rft.au=Mu,%20Yu&rft.date=2020-01-10&rft.volume=10&rft.spage=3012&rft.epage=3012&rft.pages=3012-3012&rft.issn=1664-302X&rft.eissn=1664-302X&rft_id=info:doi/10.3389/fmicb.2019.03012&rft_dat=%3Cproquest_doaj_%3E2348796977%3C/proquest_doaj_%3E%3Curl%3E%3C/url%3E&disable_directlink=true&sfx.directlink=off&sfx.report_link=0&rft_id=info:oai/&rft_pqid=2348796977&rft_id=info:pmid/31998279&rft_doaj_id=oai_doaj_org_article_b13f42d2a6854e2e9099dad5014c5dbe&rfr_iscdi=true