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Detecting Human Bacterial Pathogens in Wastewater Treatment Plants by a High-Throughput Shotgun Sequencing Technique
Human pathogens are one of the major threats to global public health. Wastewater treatment plants (WWTPs) serve as city guts to receive and digest various human pathogens. Several techniques have been developed to detect human pathogens in WWTPs and to assess potential environmental risks. In this s...
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Published in: | Environmental science & technology 2013-05, Vol.47 (10), p.5433-5441 |
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description | Human pathogens are one of the major threats to global public health. Wastewater treatment plants (WWTPs) serve as city guts to receive and digest various human pathogens. Several techniques have been developed to detect human pathogens in WWTPs and to assess potential environmental risks. In this study, we employed 24 metagenomic DNA data sets derived from a high-throughput shotgun sequencing technique to more accurately and efficiently detect human bacterial pathogens in influent, activated sludge, and effluent of two Hong Kong WWTPs. Each data set was quality-filtered and normalized to 12 500 000 DNA sequences with a length of 150–190 bp. Then, a BLASTN search against Greengenes general 16S rRNA gene database and human pathogenic bacteria 16S rRNA gene database, a BLASTX search against human pathogenic bacteria virulence factor database, as well as MetaPhlAn analysis were conducted to survey the distribution, diversity, and abundance of human bacterial pathogens. The results revealed that (i) nine bacterial pathogens were detected; (ii) the overall pathogenic bacteria abundance was estimated as 0.06–3.20% in the total bacteria population using 16S rRNA gene fingerprinting; (iii) pathogenic bacteria detected in activated sludge and effluent shared similar profiles but were different from influent based on both 16S rRNA gene and virulence factor fingerprintings; (iv) Mycobacterium tuberculosis-like species may present potential pathogenic risks because it was detected with high abundance in both activated sludge and effluent. These findings provided a comprehensive profile of commonly concerned human pathogens in two Hong Kong WWTPs and demonstrated that the high-throughput shotgun sequencing technique is a feasible and effectual approach for environmental detection of human bacterial pathogens. |
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Wastewater treatment plants (WWTPs) serve as city guts to receive and digest various human pathogens. Several techniques have been developed to detect human pathogens in WWTPs and to assess potential environmental risks. In this study, we employed 24 metagenomic DNA data sets derived from a high-throughput shotgun sequencing technique to more accurately and efficiently detect human bacterial pathogens in influent, activated sludge, and effluent of two Hong Kong WWTPs. Each data set was quality-filtered and normalized to 12 500 000 DNA sequences with a length of 150–190 bp. Then, a BLASTN search against Greengenes general 16S rRNA gene database and human pathogenic bacteria 16S rRNA gene database, a BLASTX search against human pathogenic bacteria virulence factor database, as well as MetaPhlAn analysis were conducted to survey the distribution, diversity, and abundance of human bacterial pathogens. The results revealed that (i) nine bacterial pathogens were detected; (ii) the overall pathogenic bacteria abundance was estimated as 0.06–3.20% in the total bacteria population using 16S rRNA gene fingerprinting; (iii) pathogenic bacteria detected in activated sludge and effluent shared similar profiles but were different from influent based on both 16S rRNA gene and virulence factor fingerprintings; (iv) Mycobacterium tuberculosis-like species may present potential pathogenic risks because it was detected with high abundance in both activated sludge and effluent. 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Sci. Technol</addtitle><description>Human pathogens are one of the major threats to global public health. Wastewater treatment plants (WWTPs) serve as city guts to receive and digest various human pathogens. Several techniques have been developed to detect human pathogens in WWTPs and to assess potential environmental risks. In this study, we employed 24 metagenomic DNA data sets derived from a high-throughput shotgun sequencing technique to more accurately and efficiently detect human bacterial pathogens in influent, activated sludge, and effluent of two Hong Kong WWTPs. Each data set was quality-filtered and normalized to 12 500 000 DNA sequences with a length of 150–190 bp. Then, a BLASTN search against Greengenes general 16S rRNA gene database and human pathogenic bacteria 16S rRNA gene database, a BLASTX search against human pathogenic bacteria virulence factor database, as well as MetaPhlAn analysis were conducted to survey the distribution, diversity, and abundance of human bacterial pathogens. The results revealed that (i) nine bacterial pathogens were detected; (ii) the overall pathogenic bacteria abundance was estimated as 0.06–3.20% in the total bacteria population using 16S rRNA gene fingerprinting; (iii) pathogenic bacteria detected in activated sludge and effluent shared similar profiles but were different from influent based on both 16S rRNA gene and virulence factor fingerprintings; (iv) Mycobacterium tuberculosis-like species may present potential pathogenic risks because it was detected with high abundance in both activated sludge and effluent. These findings provided a comprehensive profile of commonly concerned human pathogens in two Hong Kong WWTPs and demonstrated that the high-throughput shotgun sequencing technique is a feasible and effectual approach for environmental detection of human bacterial pathogens.</description><subject>Applied sciences</subject><subject>Bacteria</subject><subject>Bacteria - genetics</subject><subject>Bacteria - isolation & purification</subject><subject>DNA, Bacterial - genetics</subject><subject>Effluents</subject><subject>Exact sciences and technology</subject><subject>General purification processes</subject><subject>Genes, Bacterial</subject><subject>Human exposure</subject><subject>Humans</subject><subject>Pathogens</subject><subject>Pollution</subject><subject>Public health</subject><subject>RNA, Ribosomal, 16S - genetics</subject><subject>Sludge</subject><subject>Virulence</subject><subject>Waste Water - microbiology</subject><subject>Wastewaters</subject><subject>Water Microbiology</subject><subject>Water treatment</subject><subject>Water treatment and pollution</subject><subject>Water treatment plants</subject><issn>0013-936X</issn><issn>1520-5851</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2013</creationdate><recordtype>article</recordtype><recordid>eNpl0VtrFTEQB_Agij1WH_wCEhBBH1Yn991HrZcjFCz0iL4t2ezspexmT5Ms0m9vDj22ok8hzI-ZPzOEPGfwlgFn7zBKAG5UeEA2THEoVKnYQ7IBYKKohP55Qp7EeAUZCSgfkxMuVCV5KTckfcSELo2-p9t1tp5-sC5hGO1EL2walh59pKOnP2xM-MvmEt0FtGlGn-jFZH2KtLmhlm7Hfih2Q1jWftiviV4OS-pXTy_xekXvDgN26AY_5u9T8qizU8Rnx_eUfP_8aXe2Lc6_ffl69v68sNLoVLSVLo1EJ3jFoZFOCd2gwK7hqKATBnJJdACKlSCVdW3JjRa61bKRra5AnJLXt333YcljY6rnMTqccmxc1lgzoURVKm3KTF_-Q6-WNfic7qCUUWCEzurNrXJhiTFgV-_DONtwUzOoD6eo706R7Ytjx7WZsb2Tf3afwasjsNHZqQs2ryneOyNBC8PvnXXxr1T_DfwNprWceg</recordid><startdate>20130521</startdate><enddate>20130521</enddate><creator>Cai, Lin</creator><creator>Zhang, Tong</creator><general>American Chemical Society</general><scope>IQODW</scope><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>7QO</scope><scope>7ST</scope><scope>7T7</scope><scope>7U7</scope><scope>8FD</scope><scope>C1K</scope><scope>FR3</scope><scope>P64</scope><scope>SOI</scope><scope>7X8</scope></search><sort><creationdate>20130521</creationdate><title>Detecting Human Bacterial Pathogens in Wastewater Treatment Plants by a High-Throughput Shotgun Sequencing Technique</title><author>Cai, Lin ; 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Then, a BLASTN search against Greengenes general 16S rRNA gene database and human pathogenic bacteria 16S rRNA gene database, a BLASTX search against human pathogenic bacteria virulence factor database, as well as MetaPhlAn analysis were conducted to survey the distribution, diversity, and abundance of human bacterial pathogens. The results revealed that (i) nine bacterial pathogens were detected; (ii) the overall pathogenic bacteria abundance was estimated as 0.06–3.20% in the total bacteria population using 16S rRNA gene fingerprinting; (iii) pathogenic bacteria detected in activated sludge and effluent shared similar profiles but were different from influent based on both 16S rRNA gene and virulence factor fingerprintings; (iv) Mycobacterium tuberculosis-like species may present potential pathogenic risks because it was detected with high abundance in both activated sludge and effluent. 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subjects | Applied sciences Bacteria Bacteria - genetics Bacteria - isolation & purification DNA, Bacterial - genetics Effluents Exact sciences and technology General purification processes Genes, Bacterial Human exposure Humans Pathogens Pollution Public health RNA, Ribosomal, 16S - genetics Sludge Virulence Waste Water - microbiology Wastewaters Water Microbiology Water treatment Water treatment and pollution Water treatment plants |
title | Detecting Human Bacterial Pathogens in Wastewater Treatment Plants by a High-Throughput Shotgun Sequencing Technique |
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