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Multiple statistical models reveal specific volatile organic compounds affect sex hormones in American adult male: NHANES 2013–2016
BACKGROUND: Some VOCs are identified as endocrine-disrupting chemicals (EDCs), interfering with the effect of sex hormones. However, no studies focused on the common spectrum of environmental VOCs exposure affecting sex hormones in the average male population. OBJECTIVES: We aimed to explore the ass...
Autores principales: | , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9877519/ https://www.ncbi.nlm.nih.gov/pubmed/36714567 http://dx.doi.org/10.3389/fendo.2022.1076664 |
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author | Wei, Chengcheng Cao, Li Zhou, Yuancheng Zhang, Wenting Zhang, Pu Wang, Miao Xiong, Ming Deng, Changqi Xiong, Qi Liu, Weihui He, Qingliu Guo, Yihong Shao, Zengwu Chen, Xiaogang Chen, Zhaohui |
author_facet | Wei, Chengcheng Cao, Li Zhou, Yuancheng Zhang, Wenting Zhang, Pu Wang, Miao Xiong, Ming Deng, Changqi Xiong, Qi Liu, Weihui He, Qingliu Guo, Yihong Shao, Zengwu Chen, Xiaogang Chen, Zhaohui |
author_sort | Wei, Chengcheng |
collection | PubMed |
description | BACKGROUND: Some VOCs are identified as endocrine-disrupting chemicals (EDCs), interfering with the effect of sex hormones. However, no studies focused on the common spectrum of environmental VOCs exposure affecting sex hormones in the average male population. OBJECTIVES: We aimed to explore the association between VOCs and sex hormones in American adult males using multiple statistical models. METHODS: The generalized linear (GLM), eXtreme Gradient Boosting (XGBoost), weighted quantile sum (WQS), Bayesian kernel machine regression (BKMR) and stratified models were used to evaluate the associations between Specific Volatile Organic Compounds and sex hormones in American adult male from NHANES 2013–2016. RESULTS: Pearson correlation model revealed the potential co-exposure pattern among VOCs. XGBoost algorithm models and the WQS model suggested the relative importance of VOCs. BKMR models reveal that co-exposure to the VOCs was associated with increased Testosterone (TT), Estradiol (E(2)), SHBG and decreased TT/E(2). GLM models revealed specific VOC exposure as an independent risk factor causing male sex hormones disorders. Stratified analysis identified the high-risk group on the VOCs exposures. We found Blood 2,5-Dimethylfuran in VOCs was the most significant effect on sex hormones in male. Testosterone increased by 213.594 (ng/dL) (124.552, 302.636) and estradiol increased by 7.229 (pg/mL) for each additional unit of blood 2,5-Dimethylfuran (ng/mL). CONCLUSION: This study is an academic illustration of the association between VOCs exposure and sex hormones, suggesting that exposure to VOCs might be associated with sex hormone metabolic disorder in American adult males. |
format | Online Article Text |
id | pubmed-9877519 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-98775192023-01-27 Multiple statistical models reveal specific volatile organic compounds affect sex hormones in American adult male: NHANES 2013–2016 Wei, Chengcheng Cao, Li Zhou, Yuancheng Zhang, Wenting Zhang, Pu Wang, Miao Xiong, Ming Deng, Changqi Xiong, Qi Liu, Weihui He, Qingliu Guo, Yihong Shao, Zengwu Chen, Xiaogang Chen, Zhaohui Front Endocrinol (Lausanne) Endocrinology BACKGROUND: Some VOCs are identified as endocrine-disrupting chemicals (EDCs), interfering with the effect of sex hormones. However, no studies focused on the common spectrum of environmental VOCs exposure affecting sex hormones in the average male population. OBJECTIVES: We aimed to explore the association between VOCs and sex hormones in American adult males using multiple statistical models. METHODS: The generalized linear (GLM), eXtreme Gradient Boosting (XGBoost), weighted quantile sum (WQS), Bayesian kernel machine regression (BKMR) and stratified models were used to evaluate the associations between Specific Volatile Organic Compounds and sex hormones in American adult male from NHANES 2013–2016. RESULTS: Pearson correlation model revealed the potential co-exposure pattern among VOCs. XGBoost algorithm models and the WQS model suggested the relative importance of VOCs. BKMR models reveal that co-exposure to the VOCs was associated with increased Testosterone (TT), Estradiol (E(2)), SHBG and decreased TT/E(2). GLM models revealed specific VOC exposure as an independent risk factor causing male sex hormones disorders. Stratified analysis identified the high-risk group on the VOCs exposures. We found Blood 2,5-Dimethylfuran in VOCs was the most significant effect on sex hormones in male. Testosterone increased by 213.594 (ng/dL) (124.552, 302.636) and estradiol increased by 7.229 (pg/mL) for each additional unit of blood 2,5-Dimethylfuran (ng/mL). CONCLUSION: This study is an academic illustration of the association between VOCs exposure and sex hormones, suggesting that exposure to VOCs might be associated with sex hormone metabolic disorder in American adult males. Frontiers Media S.A. 2023-01-12 /pmc/articles/PMC9877519/ /pubmed/36714567 http://dx.doi.org/10.3389/fendo.2022.1076664 Text en Copyright © 2023 Wei, Cao, Zhou, Zhang, Zhang, Wang, Xiong, Deng, Xiong, Liu, He, Guo, Shao, Chen and Chen https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Endocrinology Wei, Chengcheng Cao, Li Zhou, Yuancheng Zhang, Wenting Zhang, Pu Wang, Miao Xiong, Ming Deng, Changqi Xiong, Qi Liu, Weihui He, Qingliu Guo, Yihong Shao, Zengwu Chen, Xiaogang Chen, Zhaohui Multiple statistical models reveal specific volatile organic compounds affect sex hormones in American adult male: NHANES 2013–2016 |
title | Multiple statistical models reveal specific volatile organic compounds affect sex hormones in American adult male: NHANES 2013–2016 |
title_full | Multiple statistical models reveal specific volatile organic compounds affect sex hormones in American adult male: NHANES 2013–2016 |
title_fullStr | Multiple statistical models reveal specific volatile organic compounds affect sex hormones in American adult male: NHANES 2013–2016 |
title_full_unstemmed | Multiple statistical models reveal specific volatile organic compounds affect sex hormones in American adult male: NHANES 2013–2016 |
title_short | Multiple statistical models reveal specific volatile organic compounds affect sex hormones in American adult male: NHANES 2013–2016 |
title_sort | multiple statistical models reveal specific volatile organic compounds affect sex hormones in american adult male: nhanes 2013–2016 |
topic | Endocrinology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9877519/ https://www.ncbi.nlm.nih.gov/pubmed/36714567 http://dx.doi.org/10.3389/fendo.2022.1076664 |
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