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Risk-Based Chemical Ranking and Generating a Prioritized Human Exposome Database

BACKGROUND: Due to the ubiquitous use of chemicals in modern society, humans are increasingly exposed to thousands of chemicals that contribute to a major portion of the human exposome. Should a comprehensive and risk-based human exposome database be created, it would be conducive to the rapid progr...

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Autores principales: Zhao, Fanrong, Li, Li, Chen, Yue, Huang, Yichao, Keerthisinghe, Tharushi Prabha, Chow, Agnes, Dong, Ting, Jia, Shenglan, Xing, Shipei, Warth, Benedikt, Huan, Tao, Fang, Mingliang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Environmental Health Perspectives 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8086799/
https://www.ncbi.nlm.nih.gov/pubmed/33929905
http://dx.doi.org/10.1289/EHP7722
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author Zhao, Fanrong
Li, Li
Chen, Yue
Huang, Yichao
Keerthisinghe, Tharushi Prabha
Chow, Agnes
Dong, Ting
Jia, Shenglan
Xing, Shipei
Warth, Benedikt
Huan, Tao
Fang, Mingliang
author_facet Zhao, Fanrong
Li, Li
Chen, Yue
Huang, Yichao
Keerthisinghe, Tharushi Prabha
Chow, Agnes
Dong, Ting
Jia, Shenglan
Xing, Shipei
Warth, Benedikt
Huan, Tao
Fang, Mingliang
author_sort Zhao, Fanrong
collection PubMed
description BACKGROUND: Due to the ubiquitous use of chemicals in modern society, humans are increasingly exposed to thousands of chemicals that contribute to a major portion of the human exposome. Should a comprehensive and risk-based human exposome database be created, it would be conducive to the rapid progress of human exposomics research. In addition, once a xenobiotic is biotransformed with distinct half-lives upon exposure, monitoring the parent compounds alone may not reflect the actual human exposure. To address these questions, a comprehensive and risk-prioritized human exposome database is needed. OBJECTIVES: Our objective was to set up a comprehensive risk-prioritized human exposome database including physicochemical properties as well as risk prediction and develop a graphical user interface (GUI) that has the ability to conduct searches for content associated with chemicals in our database. METHODS: We built a comprehensive risk-prioritized human exposome database by text mining and database fusion. Subsequently, chemicals were prioritized by integrating exposure level obtained from the Systematic Empirical Evaluation of Models with toxicity data predicted by the Toxicity Estimation Software Tool and the Toxicological Priority Index calculated from the ToxCast database. The biotransformation half-lives ([Formula: see text]) of all the chemicals were assessed using the Iterative Fragment Selection approach and biotransformation products were predicted using the previously developed BioTransformer machine-learning method. RESULTS: We compiled a human exposome database of [Formula: see text] chemicals, prioritized 13,441 chemicals based on probabilistic hazard quotient and 7,770 chemicals based on risk index, and provided a predicted biotransformation metabolite database of [Formula: see text] metabolites. In addition, a user-interactive Java software (Oracle)-based search GUI was generated to enable open access to this new resource. DISCUSSION: Our database can be used to guide chemical management and enhance scientific understanding to rapidly and effectively prioritize chemicals for comprehensive biomonitoring in epidemiological investigations. https://doi.org/10.1289/EHP7722
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spelling pubmed-80867992021-05-03 Risk-Based Chemical Ranking and Generating a Prioritized Human Exposome Database Zhao, Fanrong Li, Li Chen, Yue Huang, Yichao Keerthisinghe, Tharushi Prabha Chow, Agnes Dong, Ting Jia, Shenglan Xing, Shipei Warth, Benedikt Huan, Tao Fang, Mingliang Environ Health Perspect Research BACKGROUND: Due to the ubiquitous use of chemicals in modern society, humans are increasingly exposed to thousands of chemicals that contribute to a major portion of the human exposome. Should a comprehensive and risk-based human exposome database be created, it would be conducive to the rapid progress of human exposomics research. In addition, once a xenobiotic is biotransformed with distinct half-lives upon exposure, monitoring the parent compounds alone may not reflect the actual human exposure. To address these questions, a comprehensive and risk-prioritized human exposome database is needed. OBJECTIVES: Our objective was to set up a comprehensive risk-prioritized human exposome database including physicochemical properties as well as risk prediction and develop a graphical user interface (GUI) that has the ability to conduct searches for content associated with chemicals in our database. METHODS: We built a comprehensive risk-prioritized human exposome database by text mining and database fusion. Subsequently, chemicals were prioritized by integrating exposure level obtained from the Systematic Empirical Evaluation of Models with toxicity data predicted by the Toxicity Estimation Software Tool and the Toxicological Priority Index calculated from the ToxCast database. The biotransformation half-lives ([Formula: see text]) of all the chemicals were assessed using the Iterative Fragment Selection approach and biotransformation products were predicted using the previously developed BioTransformer machine-learning method. RESULTS: We compiled a human exposome database of [Formula: see text] chemicals, prioritized 13,441 chemicals based on probabilistic hazard quotient and 7,770 chemicals based on risk index, and provided a predicted biotransformation metabolite database of [Formula: see text] metabolites. In addition, a user-interactive Java software (Oracle)-based search GUI was generated to enable open access to this new resource. DISCUSSION: Our database can be used to guide chemical management and enhance scientific understanding to rapidly and effectively prioritize chemicals for comprehensive biomonitoring in epidemiological investigations. https://doi.org/10.1289/EHP7722 Environmental Health Perspectives 2021-04-30 /pmc/articles/PMC8086799/ /pubmed/33929905 http://dx.doi.org/10.1289/EHP7722 Text en https://ehp.niehs.nih.gov/about-ehp/licenseEHP is an open-access journal published with support from the National Institute of Environmental Health Sciences, National Institutes of Health. All content is public domain unless otherwise noted.
spellingShingle Research
Zhao, Fanrong
Li, Li
Chen, Yue
Huang, Yichao
Keerthisinghe, Tharushi Prabha
Chow, Agnes
Dong, Ting
Jia, Shenglan
Xing, Shipei
Warth, Benedikt
Huan, Tao
Fang, Mingliang
Risk-Based Chemical Ranking and Generating a Prioritized Human Exposome Database
title Risk-Based Chemical Ranking and Generating a Prioritized Human Exposome Database
title_full Risk-Based Chemical Ranking and Generating a Prioritized Human Exposome Database
title_fullStr Risk-Based Chemical Ranking and Generating a Prioritized Human Exposome Database
title_full_unstemmed Risk-Based Chemical Ranking and Generating a Prioritized Human Exposome Database
title_short Risk-Based Chemical Ranking and Generating a Prioritized Human Exposome Database
title_sort risk-based chemical ranking and generating a prioritized human exposome database
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8086799/
https://www.ncbi.nlm.nih.gov/pubmed/33929905
http://dx.doi.org/10.1289/EHP7722
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