A Tiered Approach for Screening and Assessment of Environmental Mixtures by Omics and In Vitro Assays
New methodology approaches with a broad coverage of the biological effects are urgently needed to evaluate the safety of the universe of environmentally relevant chemicals. Here, we propose a tiered approach incorporating transcriptomics and in vitro bioassays to assess environmental mixtures. The m...
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Veröffentlicht in: | Environmental science & technology 2020-06, Vol.54 (12), p.7430-7439 |
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creator | Fang, Wendi Peng, Ying Yan, Lu Xia, Pu Zhang, Xiaowei |
description | New methodology approaches with a broad coverage of the biological effects are urgently needed to evaluate the safety of the universe of environmentally relevant chemicals. Here, we propose a tiered approach incorporating transcriptomics and in vitro bioassays to assess environmental mixtures. The mixture samples and the perturbated biological pathways are prioritized by concentration-dependent transcriptome (CDT), and then be used to guide the selection of in vitro bioassays for toxicant identification. To evaluate omics' screening capability, we first applied a CDT technique to test mixture samples by HepG2 and MCF7 cells. Effect recoveries of large-volume solid-phase extraction on overall bioactivity of mixture were 48.9% in HepG2 and 58.3% in MCF7. The overall bioactivity potencies obtained by transcriptomics were positively correlated with the panel of 8 bioassays among 14 mixture samples combining with the previous data. Transcriptomics could predict their activation status (AUC=0.783) and relative potency (p |
doi_str_mv | 10.1021/acs.est.0c00662 |
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Here, we propose a tiered approach incorporating transcriptomics and in vitro bioassays to assess environmental mixtures. The mixture samples and the perturbated biological pathways are prioritized by concentration-dependent transcriptome (CDT), and then be used to guide the selection of in vitro bioassays for toxicant identification. To evaluate omics' screening capability, we first applied a CDT technique to test mixture samples by HepG2 and MCF7 cells. Effect recoveries of large-volume solid-phase extraction on overall bioactivity of mixture were 48.9% in HepG2 and 58.3% in MCF7. The overall bioactivity potencies obtained by transcriptomics were positively correlated with the panel of 8 bioassays among 14 mixture samples combining with the previous data. Transcriptomics could predict their activation status (AUC=0.783) and relative potency (p<0.05) of bioassays for 4 of the 8 receptors (AhR, ER, AR and Nrf2). Furthermore, the CDT identified other biological pathways perturbated by mixture samples, such as the pathway related to TP53, CAR, FXR, HIF, THRA et al. Overall, this study demonstrates the potential of concentration-dependent omics for effect-based water quality assessment.</description><identifier>ISSN: 0013-936X</identifier><identifier>EISSN: 1520-5851</identifier><identifier>DOI: 10.1021/acs.est.0c00662</identifier><identifier>PMID: 32401503</identifier><language>eng</language><publisher>United States: American Chemical Society</publisher><subject>Bioassays ; Biological activity ; Biological effects ; Environmental assessment ; Evaluation ; Gene expression ; In vitro methods and tests ; p53 Protein ; Quality assessment ; Quality control ; Screening ; Solid phases ; Toxicants ; Water quality ; Water quality assessments</subject><ispartof>Environmental science & technology, 2020-06, Vol.54 (12), p.7430-7439</ispartof><rights>Copyright American Chemical Society Jun 16, 2020</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c325t-172406bae7ec54d4dc42df5da911bf6bd90da1b271aff08c15ddda1f8aa58b613</citedby><cites>FETCH-LOGICAL-c325t-172406bae7ec54d4dc42df5da911bf6bd90da1b271aff08c15ddda1f8aa58b613</cites><orcidid>0000-0002-7958-8067 ; 0000-0001-8974-9963 ; 0000-0002-1186-378X</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,776,780,2751,27903,27904</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/32401503$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Fang, Wendi</creatorcontrib><creatorcontrib>Peng, Ying</creatorcontrib><creatorcontrib>Yan, Lu</creatorcontrib><creatorcontrib>Xia, Pu</creatorcontrib><creatorcontrib>Zhang, Xiaowei</creatorcontrib><title>A Tiered Approach for Screening and Assessment of Environmental Mixtures by Omics and In Vitro Assays</title><title>Environmental science & technology</title><addtitle>Environ Sci Technol</addtitle><description>New methodology approaches with a broad coverage of the biological effects are urgently needed to evaluate the safety of the universe of environmentally relevant chemicals. Here, we propose a tiered approach incorporating transcriptomics and in vitro bioassays to assess environmental mixtures. The mixture samples and the perturbated biological pathways are prioritized by concentration-dependent transcriptome (CDT), and then be used to guide the selection of in vitro bioassays for toxicant identification. To evaluate omics' screening capability, we first applied a CDT technique to test mixture samples by HepG2 and MCF7 cells. Effect recoveries of large-volume solid-phase extraction on overall bioactivity of mixture were 48.9% in HepG2 and 58.3% in MCF7. The overall bioactivity potencies obtained by transcriptomics were positively correlated with the panel of 8 bioassays among 14 mixture samples combining with the previous data. Transcriptomics could predict their activation status (AUC=0.783) and relative potency (p<0.05) of bioassays for 4 of the 8 receptors (AhR, ER, AR and Nrf2). Furthermore, the CDT identified other biological pathways perturbated by mixture samples, such as the pathway related to TP53, CAR, FXR, HIF, THRA et al. Overall, this study demonstrates the potential of concentration-dependent omics for effect-based water quality assessment.</description><subject>Bioassays</subject><subject>Biological activity</subject><subject>Biological effects</subject><subject>Environmental assessment</subject><subject>Evaluation</subject><subject>Gene expression</subject><subject>In vitro methods and tests</subject><subject>p53 Protein</subject><subject>Quality assessment</subject><subject>Quality control</subject><subject>Screening</subject><subject>Solid phases</subject><subject>Toxicants</subject><subject>Water quality</subject><subject>Water quality assessments</subject><issn>0013-936X</issn><issn>1520-5851</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2020</creationdate><recordtype>article</recordtype><recordid>eNo9kE1PwkAQhjdGI4ievZlNPBdmdrulPRKCSoLhIBpvzXY_tIS2uNsa-fduFT1NZuZ95-Mh5BphjMBwIpUfG9-OQQEkCTshQxQMIpEKPCVDAORRxpPXAbnwfgsAjEN6TgacxYAC-JCYGd2UxhlNZ_u9a6R6p7Zx9Ek5Y-qyfqOyDi3vjfeVqVvaWLqoP0vX1H0qd_Sx_Go7ZzwtDnRdlcr_OJY1fSlb1_RWefCX5MzKnTdXxzgiz3eLzfwhWq3vl_PZKlKciTbCabgrKaSZGiViHWsVM22FlhliYZNCZ6AlFmyK0lpIFQqtQ8GmUoq0SJCPyO3v3PDKRxfA5Numc3VYmbMY45izLGFBNflVKdd474zN966spDvkCHmPNQ9Y8959xBocN8e5XVEZ_a__48i_AeUHdaE</recordid><startdate>20200616</startdate><enddate>20200616</enddate><creator>Fang, Wendi</creator><creator>Peng, Ying</creator><creator>Yan, Lu</creator><creator>Xia, Pu</creator><creator>Zhang, Xiaowei</creator><general>American Chemical Society</general><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><orcidid>https://orcid.org/0000-0002-7958-8067</orcidid><orcidid>https://orcid.org/0000-0001-8974-9963</orcidid><orcidid>https://orcid.org/0000-0002-1186-378X</orcidid></search><sort><creationdate>20200616</creationdate><title>A Tiered Approach for Screening and Assessment of Environmental Mixtures by Omics and In Vitro Assays</title><author>Fang, Wendi ; Peng, Ying ; Yan, Lu ; Xia, Pu ; Zhang, Xiaowei</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c325t-172406bae7ec54d4dc42df5da911bf6bd90da1b271aff08c15ddda1f8aa58b613</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2020</creationdate><topic>Bioassays</topic><topic>Biological activity</topic><topic>Biological effects</topic><topic>Environmental assessment</topic><topic>Evaluation</topic><topic>Gene expression</topic><topic>In vitro methods and tests</topic><topic>p53 Protein</topic><topic>Quality assessment</topic><topic>Quality control</topic><topic>Screening</topic><topic>Solid phases</topic><topic>Toxicants</topic><topic>Water quality</topic><topic>Water quality assessments</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Fang, Wendi</creatorcontrib><creatorcontrib>Peng, Ying</creatorcontrib><creatorcontrib>Yan, Lu</creatorcontrib><creatorcontrib>Xia, Pu</creatorcontrib><creatorcontrib>Zhang, Xiaowei</creatorcontrib><collection>PubMed</collection><collection>CrossRef</collection><collection>Biotechnology Research Abstracts</collection><collection>Environment Abstracts</collection><collection>Industrial and Applied Microbiology Abstracts (Microbiology A)</collection><collection>Toxicology Abstracts</collection><collection>Technology Research Database</collection><collection>Environmental Sciences and Pollution Management</collection><collection>Engineering Research Database</collection><collection>Biotechnology and BioEngineering Abstracts</collection><collection>Environment Abstracts</collection><jtitle>Environmental science & technology</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Fang, Wendi</au><au>Peng, Ying</au><au>Yan, Lu</au><au>Xia, Pu</au><au>Zhang, Xiaowei</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>A Tiered Approach for Screening and Assessment of Environmental Mixtures by Omics and In Vitro Assays</atitle><jtitle>Environmental science & technology</jtitle><addtitle>Environ Sci Technol</addtitle><date>2020-06-16</date><risdate>2020</risdate><volume>54</volume><issue>12</issue><spage>7430</spage><epage>7439</epage><pages>7430-7439</pages><issn>0013-936X</issn><eissn>1520-5851</eissn><abstract>New methodology approaches with a broad coverage of the biological effects are urgently needed to evaluate the safety of the universe of environmentally relevant chemicals. Here, we propose a tiered approach incorporating transcriptomics and in vitro bioassays to assess environmental mixtures. The mixture samples and the perturbated biological pathways are prioritized by concentration-dependent transcriptome (CDT), and then be used to guide the selection of in vitro bioassays for toxicant identification. To evaluate omics' screening capability, we first applied a CDT technique to test mixture samples by HepG2 and MCF7 cells. Effect recoveries of large-volume solid-phase extraction on overall bioactivity of mixture were 48.9% in HepG2 and 58.3% in MCF7. The overall bioactivity potencies obtained by transcriptomics were positively correlated with the panel of 8 bioassays among 14 mixture samples combining with the previous data. Transcriptomics could predict their activation status (AUC=0.783) and relative potency (p<0.05) of bioassays for 4 of the 8 receptors (AhR, ER, AR and Nrf2). 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subjects | Bioassays Biological activity Biological effects Environmental assessment Evaluation Gene expression In vitro methods and tests p53 Protein Quality assessment Quality control Screening Solid phases Toxicants Water quality Water quality assessments |
title | A Tiered Approach for Screening and Assessment of Environmental Mixtures by Omics and In Vitro Assays |
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