Environmental RNA metabarcoding for ballast water microbial diversity: Minimizing false positives
While maritime transport boosts global trade by shipping bulk goods, it raises concerns about the spread of harmful bacteria via ballast water. Moreover, the dark and cold environments of ballast tanks often harbor extracellular DNA from dead organisms, leading to false positives in traditional envi...
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creator | Xue, Zhaozhao Tian, Wen Han, Yangchun Li, Shengjie Guo, Jingfeng He, Haoze Yu, Pei Zhang, Wei |
description | While maritime transport boosts global trade by shipping bulk goods, it raises concerns about the spread of harmful bacteria via ballast water. Moreover, the dark and cold environments of ballast tanks often harbor extracellular DNA from dead organisms, leading to false positives in traditional environmental DNA (eDNA) metabarcoding analyses. Here, we alternatively employed environmental RNA (eRNA) metabarcoding to assess its potential for reducing false positive in ballast water monitoring. We collected eDNA and eRNA in parallel from ballast water before and after disinfection in three vessels. High-throughput sequencing of the 16S rRNA V4-V5 regions and cDNA counterparts was conducted to compare bacterial community composition. Our findings showed that over 80 % of the top 150 abundant amplicon sequence variants (ASVs) were detected by both eRNA and eDNA metabarcoding. Samples sequenced separately using DNA and RNA consistently clustered together, indicating similar community recovery efficacy. However, 42 % of ASVs were detected exclusively in DNA, resulting in significantly higher bacterial diversity compared to RNA, which suggests false positives in the DNA method. In treated samples with higher dead cell counts, the RNA method showed significantly lower bacterial diversity, indicating its effectiveness in detecting live bacteria. In summary, eRNA metabarcoding offers comparable recovery efficiency while maintaining a lower false-positive rate than eDNA metabarcoding.
[Display omitted]
•eRNA metabarcoding was applied to assess ballast water microbial diversity.•We compared eRNA/eDNA metabarcoding efficacy in IMO standard-treated ballast water.•eDNA metabarcoding false positive rate in ballast water was estimated to be about 23 %. |
doi_str_mv | 10.1016/j.scitotenv.2024.176902 |
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[Display omitted]
•eRNA metabarcoding was applied to assess ballast water microbial diversity.•We compared eRNA/eDNA metabarcoding efficacy in IMO standard-treated ballast water.•eDNA metabarcoding false positive rate in ballast water was estimated to be about 23 %.</description><identifier>ISSN: 0048-9697</identifier><identifier>ISSN: 1879-1026</identifier><identifier>EISSN: 1879-1026</identifier><identifier>DOI: 10.1016/j.scitotenv.2024.176902</identifier><identifier>PMID: 39401587</identifier><language>eng</language><publisher>Netherlands: Elsevier B.V</publisher><subject>Bacteria - genetics ; bacterial communities ; ballast water ; Ballast water management ; Biodiversity ; community structure ; disinfection ; DNA barcoding ; DNA Barcoding, Taxonomic ; DNA, Environmental ; environment ; Environmental DNA ; Environmental Monitoring - methods ; Environmental RNA ; High-Throughput Nucleotide Sequencing - methods ; international trade ; Living organism discrimination ; RNA ; RNA, Ribosomal, 16S ; sea transportation ; Ships ; Water Microbiology</subject><ispartof>The Science of the total environment, 2024-12, Vol.955, p.176902, Article 176902</ispartof><rights>2024 Elsevier B.V.</rights><rights>Copyright © 2024 Elsevier B.V. All rights reserved.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c1957-5c00d115d2e845afec08a4b53e46c1829bf37752325a053dd762e599aa3bf8da3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://www.sciencedirect.com/science/article/pii/S0048969724070591$$EHTML$$P50$$Gelsevier$$H</linktohtml><link.rule.ids>314,776,780,3537,27903,27904,65309</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/39401587$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Xue, Zhaozhao</creatorcontrib><creatorcontrib>Tian, Wen</creatorcontrib><creatorcontrib>Han, Yangchun</creatorcontrib><creatorcontrib>Li, Shengjie</creatorcontrib><creatorcontrib>Guo, Jingfeng</creatorcontrib><creatorcontrib>He, Haoze</creatorcontrib><creatorcontrib>Yu, Pei</creatorcontrib><creatorcontrib>Zhang, Wei</creatorcontrib><title>Environmental RNA metabarcoding for ballast water microbial diversity: Minimizing false positives</title><title>The Science of the total environment</title><addtitle>Sci Total Environ</addtitle><description>While maritime transport boosts global trade by shipping bulk goods, it raises concerns about the spread of harmful bacteria via ballast water. Moreover, the dark and cold environments of ballast tanks often harbor extracellular DNA from dead organisms, leading to false positives in traditional environmental DNA (eDNA) metabarcoding analyses. Here, we alternatively employed environmental RNA (eRNA) metabarcoding to assess its potential for reducing false positive in ballast water monitoring. We collected eDNA and eRNA in parallel from ballast water before and after disinfection in three vessels. High-throughput sequencing of the 16S rRNA V4-V5 regions and cDNA counterparts was conducted to compare bacterial community composition. Our findings showed that over 80 % of the top 150 abundant amplicon sequence variants (ASVs) were detected by both eRNA and eDNA metabarcoding. Samples sequenced separately using DNA and RNA consistently clustered together, indicating similar community recovery efficacy. However, 42 % of ASVs were detected exclusively in DNA, resulting in significantly higher bacterial diversity compared to RNA, which suggests false positives in the DNA method. In treated samples with higher dead cell counts, the RNA method showed significantly lower bacterial diversity, indicating its effectiveness in detecting live bacteria. In summary, eRNA metabarcoding offers comparable recovery efficiency while maintaining a lower false-positive rate than eDNA metabarcoding.
[Display omitted]
•eRNA metabarcoding was applied to assess ballast water microbial diversity.•We compared eRNA/eDNA metabarcoding efficacy in IMO standard-treated ballast water.•eDNA metabarcoding false positive rate in ballast water was estimated to be about 23 %.</description><subject>Bacteria - genetics</subject><subject>bacterial communities</subject><subject>ballast water</subject><subject>Ballast water management</subject><subject>Biodiversity</subject><subject>community structure</subject><subject>disinfection</subject><subject>DNA barcoding</subject><subject>DNA Barcoding, Taxonomic</subject><subject>DNA, Environmental</subject><subject>environment</subject><subject>Environmental DNA</subject><subject>Environmental Monitoring - methods</subject><subject>Environmental RNA</subject><subject>High-Throughput Nucleotide Sequencing - methods</subject><subject>international trade</subject><subject>Living organism discrimination</subject><subject>RNA</subject><subject>RNA, Ribosomal, 16S</subject><subject>sea transportation</subject><subject>Ships</subject><subject>Water Microbiology</subject><issn>0048-9697</issn><issn>1879-1026</issn><issn>1879-1026</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2024</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNqNkU9vGyEQxVGVqnHTfoV0j7msy8ACS25W5P6R0laq2jNiYTbC8i4uYFfppy-O01xTLkjM780b5hHyDugSKMj3m2V2ocSC82HJKOuWoKSm7AVZQK90C5TJM7KgtOtbLbU6J69z3tB6VA-vyDnXHQXRqwWx6_kQUpwnnIvdNt-_rpoJix1sctGH-a4ZY2oGu93aXJrftmBqpuBSHEKlfThgyqHcXzdfwhym8OdBYbcZm12shVrPb8jLh5e3j_cF-flh_ePmU3v77ePnm9Vt60AL1QpHqQcQnmHfCTuio73tBsGxkw56poeRKyUYZ8JSwb1XkqHQ2lo-jL23_IJcnfruUvy1x1zMFLLDOvmMcZ8NB9Ex2QHw_0BByuqlWEXVCa1_zjnhaHYpTDbdG6DmGIXZmKcozDEKc4qiKi8fTfbDhP5J92_3FVidAKxbOQRMx0Y4O_QhoSvGx_CsyV-TXZ-1</recordid><startdate>20241210</startdate><enddate>20241210</enddate><creator>Xue, Zhaozhao</creator><creator>Tian, Wen</creator><creator>Han, Yangchun</creator><creator>Li, Shengjie</creator><creator>Guo, Jingfeng</creator><creator>He, Haoze</creator><creator>Yu, Pei</creator><creator>Zhang, Wei</creator><general>Elsevier B.V</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>7X8</scope><scope>7S9</scope><scope>L.6</scope></search><sort><creationdate>20241210</creationdate><title>Environmental RNA metabarcoding for ballast water microbial diversity: Minimizing false positives</title><author>Xue, Zhaozhao ; Tian, Wen ; Han, Yangchun ; Li, Shengjie ; Guo, Jingfeng ; He, Haoze ; Yu, Pei ; Zhang, Wei</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c1957-5c00d115d2e845afec08a4b53e46c1829bf37752325a053dd762e599aa3bf8da3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2024</creationdate><topic>Bacteria - genetics</topic><topic>bacterial communities</topic><topic>ballast water</topic><topic>Ballast water management</topic><topic>Biodiversity</topic><topic>community structure</topic><topic>disinfection</topic><topic>DNA barcoding</topic><topic>DNA Barcoding, Taxonomic</topic><topic>DNA, Environmental</topic><topic>environment</topic><topic>Environmental DNA</topic><topic>Environmental Monitoring - methods</topic><topic>Environmental RNA</topic><topic>High-Throughput Nucleotide Sequencing - methods</topic><topic>international trade</topic><topic>Living organism discrimination</topic><topic>RNA</topic><topic>RNA, Ribosomal, 16S</topic><topic>sea transportation</topic><topic>Ships</topic><topic>Water Microbiology</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Xue, Zhaozhao</creatorcontrib><creatorcontrib>Tian, Wen</creatorcontrib><creatorcontrib>Han, Yangchun</creatorcontrib><creatorcontrib>Li, Shengjie</creatorcontrib><creatorcontrib>Guo, Jingfeng</creatorcontrib><creatorcontrib>He, Haoze</creatorcontrib><creatorcontrib>Yu, Pei</creatorcontrib><creatorcontrib>Zhang, Wei</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><collection>AGRICOLA</collection><collection>AGRICOLA - Academic</collection><jtitle>The Science of the total environment</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Xue, Zhaozhao</au><au>Tian, Wen</au><au>Han, Yangchun</au><au>Li, Shengjie</au><au>Guo, Jingfeng</au><au>He, Haoze</au><au>Yu, Pei</au><au>Zhang, Wei</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Environmental RNA metabarcoding for ballast water microbial diversity: Minimizing false positives</atitle><jtitle>The Science of the total environment</jtitle><addtitle>Sci Total Environ</addtitle><date>2024-12-10</date><risdate>2024</risdate><volume>955</volume><spage>176902</spage><pages>176902-</pages><artnum>176902</artnum><issn>0048-9697</issn><issn>1879-1026</issn><eissn>1879-1026</eissn><abstract>While maritime transport boosts global trade by shipping bulk goods, it raises concerns about the spread of harmful bacteria via ballast water. Moreover, the dark and cold environments of ballast tanks often harbor extracellular DNA from dead organisms, leading to false positives in traditional environmental DNA (eDNA) metabarcoding analyses. Here, we alternatively employed environmental RNA (eRNA) metabarcoding to assess its potential for reducing false positive in ballast water monitoring. We collected eDNA and eRNA in parallel from ballast water before and after disinfection in three vessels. High-throughput sequencing of the 16S rRNA V4-V5 regions and cDNA counterparts was conducted to compare bacterial community composition. Our findings showed that over 80 % of the top 150 abundant amplicon sequence variants (ASVs) were detected by both eRNA and eDNA metabarcoding. Samples sequenced separately using DNA and RNA consistently clustered together, indicating similar community recovery efficacy. However, 42 % of ASVs were detected exclusively in DNA, resulting in significantly higher bacterial diversity compared to RNA, which suggests false positives in the DNA method. In treated samples with higher dead cell counts, the RNA method showed significantly lower bacterial diversity, indicating its effectiveness in detecting live bacteria. In summary, eRNA metabarcoding offers comparable recovery efficiency while maintaining a lower false-positive rate than eDNA metabarcoding.
[Display omitted]
•eRNA metabarcoding was applied to assess ballast water microbial diversity.•We compared eRNA/eDNA metabarcoding efficacy in IMO standard-treated ballast water.•eDNA metabarcoding false positive rate in ballast water was estimated to be about 23 %.</abstract><cop>Netherlands</cop><pub>Elsevier B.V</pub><pmid>39401587</pmid><doi>10.1016/j.scitotenv.2024.176902</doi></addata></record> |
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subjects | Bacteria - genetics bacterial communities ballast water Ballast water management Biodiversity community structure disinfection DNA barcoding DNA Barcoding, Taxonomic DNA, Environmental environment Environmental DNA Environmental Monitoring - methods Environmental RNA High-Throughput Nucleotide Sequencing - methods international trade Living organism discrimination RNA RNA, Ribosomal, 16S sea transportation Ships Water Microbiology |
title | Environmental RNA metabarcoding for ballast water microbial diversity: Minimizing false positives |
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