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Source Tracker Modeling Based on 16S rDNA Sequencing and Analysis of Microbial Contamination Sources for Pasteurized Milk
Milk is rich in fat, protein, minerals, vitamins, peptides, immunologically active substances, and other nutrients, and it plays an important role in satisfying human nutrition and health. However, dairy product safety incidents caused by microbial contamination have occurred. We found that the tota...
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Published in: | Frontiers in nutrition (Lausanne) 2022-04, Vol.9, p.845150-845150 |
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creator | Du, Bingyao Meng, Lu Wu, Haoming Yang, Huaigu Liu, Huimin Zheng, Nan Zhang, Yangdong Zhao, Shengguo Wang, Jiaqi |
description | Milk is rich in fat, protein, minerals, vitamins, peptides, immunologically active substances, and other nutrients, and it plays an important role in satisfying human nutrition and health. However, dairy product safety incidents caused by microbial contamination have occurred. We found that the total bacterial numbers in the pasteurized product were low and far below the limit requirements of the food safety standards of the European Union, the United States, and China. At the genus level, the primary microbial groups found in milk samples were
, and
, while in the equipment rinse water and air samples there was contamination by
and
. The Source Tracker model analysis indicated that the microorganisms in the final milk products were significantly related to the contamination in product tanks and raw milk. Therefore, it is the hope that this work can provide guidance to pinpoint contamination problems using the proper quality control sampling at specific stages in the pasteurization process. |
doi_str_mv | 10.3389/fnut.2022.845150 |
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, and
, while in the equipment rinse water and air samples there was contamination by
and
. The Source Tracker model analysis indicated that the microorganisms in the final milk products were significantly related to the contamination in product tanks and raw milk. Therefore, it is the hope that this work can provide guidance to pinpoint contamination problems using the proper quality control sampling at specific stages in the pasteurization process.</description><identifier>ISSN: 2296-861X</identifier><identifier>EISSN: 2296-861X</identifier><identifier>DOI: 10.3389/fnut.2022.845150</identifier><identifier>PMID: 35578614</identifier><language>eng</language><publisher>Switzerland: Frontiers Media S.A</publisher><subject>16s rDNA sequencing ; contamination ; microbial ; milk ; Nutrition ; Source Tracker</subject><ispartof>Frontiers in nutrition (Lausanne), 2022-04, Vol.9, p.845150-845150</ispartof><rights>Copyright © 2022 Du, Meng, Wu, Yang, Liu, Zheng, Zhang, Zhao and Wang.</rights><rights>Copyright © 2022 Du, Meng, Wu, Yang, Liu, Zheng, Zhang, Zhao and Wang. 2022 Du, Meng, Wu, Yang, Liu, Zheng, Zhang, Zhao and Wang</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c462t-4f65748844383952ecc70b657879c081743007c7a14a960a9fa93f78af69281b3</citedby><cites>FETCH-LOGICAL-c462t-4f65748844383952ecc70b657879c081743007c7a14a960a9fa93f78af69281b3</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/PMC9106800/pdf/$$EPDF$$P50$$Gpubmedcentral$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC9106800/$$EHTML$$P50$$Gpubmedcentral$$Hfree_for_read</linktohtml><link.rule.ids>230,314,727,780,784,885,27924,27925,53791,53793</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/35578614$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Du, Bingyao</creatorcontrib><creatorcontrib>Meng, Lu</creatorcontrib><creatorcontrib>Wu, Haoming</creatorcontrib><creatorcontrib>Yang, Huaigu</creatorcontrib><creatorcontrib>Liu, Huimin</creatorcontrib><creatorcontrib>Zheng, Nan</creatorcontrib><creatorcontrib>Zhang, Yangdong</creatorcontrib><creatorcontrib>Zhao, Shengguo</creatorcontrib><creatorcontrib>Wang, Jiaqi</creatorcontrib><title>Source Tracker Modeling Based on 16S rDNA Sequencing and Analysis of Microbial Contamination Sources for Pasteurized Milk</title><title>Frontiers in nutrition (Lausanne)</title><addtitle>Front Nutr</addtitle><description>Milk is rich in fat, protein, minerals, vitamins, peptides, immunologically active substances, and other nutrients, and it plays an important role in satisfying human nutrition and health. However, dairy product safety incidents caused by microbial contamination have occurred. We found that the total bacterial numbers in the pasteurized product were low and far below the limit requirements of the food safety standards of the European Union, the United States, and China. At the genus level, the primary microbial groups found in milk samples were
, and
, while in the equipment rinse water and air samples there was contamination by
and
. The Source Tracker model analysis indicated that the microorganisms in the final milk products were significantly related to the contamination in product tanks and raw milk. Therefore, it is the hope that this work can provide guidance to pinpoint contamination problems using the proper quality control sampling at specific stages in the pasteurization process.</description><subject>16s rDNA sequencing</subject><subject>contamination</subject><subject>microbial</subject><subject>milk</subject><subject>Nutrition</subject><subject>Source Tracker</subject><issn>2296-861X</issn><issn>2296-861X</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2022</creationdate><recordtype>article</recordtype><sourceid>DOA</sourceid><recordid>eNpVkktvEzEUhUcIRKvSPSvkJZsEvx8bpBBelRpASpHYWXc8nuB2Yhd7Bin8ehymVO3K1j33fNe6Pk3zkuAlY9q86eM0LimmdKm5IAI_aU4pNXKhJfnx9MH9pDkv5RpjTBgVnPDnzQkTQlWJnzaHbZqy8-gqg7vxGW1S54cQd-gdFN-hFBGRW5Tff1mhrf81-eiOIsQOrSIMhxIKSj3aBJdTG2BA6xRH2IcIY6jeGV5QnzL6BmX0Uw5_KnYThpsXzbMehuLP786z5vvHD1frz4vLr58u1qvLheOSjgveS6G41pwzzYyg3jmF21rTyjisieIMY-UUEA5GYjA9GNYrDb00VJOWnTUXM7dLcG1vc9hDPtgEwf4rpLyzkMfgBm9bVgHUARGsLkpT7VRHqaQdVZSoDirr7cy6ndq975yPY4bhEfSxEsNPu0u_rSFYaowr4PUdIKe6zTLafSjODwNEn6ZiqZRCCCMJra14bq2rLSX7_n4MwfYYAHsMgD0GwM4BqJZXD593b_j_3ewvKfSr_A</recordid><startdate>20220428</startdate><enddate>20220428</enddate><creator>Du, Bingyao</creator><creator>Meng, Lu</creator><creator>Wu, Haoming</creator><creator>Yang, Huaigu</creator><creator>Liu, Huimin</creator><creator>Zheng, Nan</creator><creator>Zhang, Yangdong</creator><creator>Zhao, Shengguo</creator><creator>Wang, Jiaqi</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>20220428</creationdate><title>Source Tracker Modeling Based on 16S rDNA Sequencing and Analysis of Microbial Contamination Sources for Pasteurized Milk</title><author>Du, Bingyao ; Meng, Lu ; Wu, Haoming ; Yang, Huaigu ; Liu, Huimin ; Zheng, Nan ; Zhang, Yangdong ; Zhao, Shengguo ; Wang, Jiaqi</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c462t-4f65748844383952ecc70b657879c081743007c7a14a960a9fa93f78af69281b3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2022</creationdate><topic>16s rDNA sequencing</topic><topic>contamination</topic><topic>microbial</topic><topic>milk</topic><topic>Nutrition</topic><topic>Source Tracker</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Du, Bingyao</creatorcontrib><creatorcontrib>Meng, Lu</creatorcontrib><creatorcontrib>Wu, Haoming</creatorcontrib><creatorcontrib>Yang, Huaigu</creatorcontrib><creatorcontrib>Liu, Huimin</creatorcontrib><creatorcontrib>Zheng, Nan</creatorcontrib><creatorcontrib>Zhang, Yangdong</creatorcontrib><creatorcontrib>Zhao, Shengguo</creatorcontrib><creatorcontrib>Wang, Jiaqi</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 nutrition (Lausanne)</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Du, Bingyao</au><au>Meng, Lu</au><au>Wu, Haoming</au><au>Yang, Huaigu</au><au>Liu, Huimin</au><au>Zheng, Nan</au><au>Zhang, Yangdong</au><au>Zhao, Shengguo</au><au>Wang, Jiaqi</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Source Tracker Modeling Based on 16S rDNA Sequencing and Analysis of Microbial Contamination Sources for Pasteurized Milk</atitle><jtitle>Frontiers in nutrition (Lausanne)</jtitle><addtitle>Front Nutr</addtitle><date>2022-04-28</date><risdate>2022</risdate><volume>9</volume><spage>845150</spage><epage>845150</epage><pages>845150-845150</pages><issn>2296-861X</issn><eissn>2296-861X</eissn><abstract>Milk is rich in fat, protein, minerals, vitamins, peptides, immunologically active substances, and other nutrients, and it plays an important role in satisfying human nutrition and health. However, dairy product safety incidents caused by microbial contamination have occurred. We found that the total bacterial numbers in the pasteurized product were low and far below the limit requirements of the food safety standards of the European Union, the United States, and China. At the genus level, the primary microbial groups found in milk samples were
, and
, while in the equipment rinse water and air samples there was contamination by
and
. The Source Tracker model analysis indicated that the microorganisms in the final milk products were significantly related to the contamination in product tanks and raw milk. Therefore, it is the hope that this work can provide guidance to pinpoint contamination problems using the proper quality control sampling at specific stages in the pasteurization process.</abstract><cop>Switzerland</cop><pub>Frontiers Media S.A</pub><pmid>35578614</pmid><doi>10.3389/fnut.2022.845150</doi><tpages>1</tpages><oa>free_for_read</oa></addata></record> |
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subjects | 16s rDNA sequencing contamination microbial milk Nutrition Source Tracker |
title | Source Tracker Modeling Based on 16S rDNA Sequencing and Analysis of Microbial Contamination Sources for Pasteurized Milk |
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