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Agrawal H, Thakur K, Mitra S, Mitra D, Keswani C, Sircar D, Onteru S, Singh D, Singh SP, Tyagi RK, Roy P. Evaluation of (Anti)androgenic Activities of Environmental Xenobiotics in Milk Using a Human Liver Cell Line and Androgen Receptor-Based Promoter-Reporter Assay. ACS OMEGA 2022; 7:41531-41547. [PMID: 36406583 PMCID: PMC9670299 DOI: 10.1021/acsomega.2c05344] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/20/2022] [Accepted: 10/06/2022] [Indexed: 06/16/2023]
Abstract
The recent reports on milk consumption and its associated risk with hormone related disorders necessitates the evaluation of dairy products for the presence of endocrine disrupting chemicals (EDCs) and ensure the safety of consumers. In view of this, we investigated the possible presence of (anti)androgenic contaminants in raw and commercialized milk samples. For this purpose, a novel HepARE-Luc cell line that stably expresses human androgen receptor (AR) and the androgen responsive luciferase reporter gene was generated and used in the present study. Treatment of this cell line with androgens and corresponding antiandrogen (flutamide) stimulated or inhibited expression of reporter luciferase, respectively. Real time polymerase chain reaction and immunostaining results exhibited transcription response and translocation of AR from the cytoplasm to the nucleus in response to androgen. Observations implied that a cell-based xenobiotic screening assay via AR response can be conducted for assessing the (anti)androgenic ligands present in food chain including milk. Therefore, the cell line was further used to screen the (anti)androgenic activity of a total of 40 milk fat samples procured as raw or commercial milk. Some of the raw and commercial milk fat samples distinctly showed antiandrogenic activities. Subsequently, some commonly used environmental chemicals were also evaluated for their (anti)androgenic activities. Initial observations with molecular docking studies of experimental compounds were performed to assess their interaction with AR ligand binding domain. Furthermore, (anti)androgenic activities of these compounds were confirmed by performing luciferase assay using the HepARE-Luc cell line. None of the test compounds showed androgenic activities rather some of them like Bisphenol A (BPA) and rifamycin showed antiandrogenic activities. In conclusion, our results provide a valuable information about the assessment of (anti)androgenic activities present in milk samples. Overall, it is proposed that a robust cell-based CALUX assay can be used to assess the (anti)androgenic activities present in milk which can be attributed to different environmental chemicals present therein.
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Affiliation(s)
- Himanshu Agrawal
- Department
of Bioscience and Bioengineering, Indian
Institute of Technology Roorkee, Roorkee - 247667, Uttarakhand, India
| | - Keshav Thakur
- Special
Center for Molecular Medicine, Jawaharlal
Nehru University, New Delhi - 110067, Delhi, India
| | - Shreyasi Mitra
- Department
of Bioscience and Bioengineering, Indian
Institute of Technology Roorkee, Roorkee - 247667, Uttarakhand, India
| | - Debarghya Mitra
- Department
of Biosciences and Bioengineering, Indian
Institute of Technology Bombay, Powai, Mumbai - 400076, Maharashtra, India
| | - Chetan Keswani
- Department
of Biochemistry, Banaras Hindu University, Varanasi - 221005, Uttar Pradesh, India
| | - Debabrata Sircar
- Department
of Bioscience and Bioengineering, Indian
Institute of Technology Roorkee, Roorkee - 247667, Uttarakhand, India
| | - Suneel Onteru
- Division
of Animal Biochemistry, National Dairy Research
Institute, Karnal - 132001, Haryana, India
| | - Dheer Singh
- Division
of Animal Biochemistry, National Dairy Research
Institute, Karnal - 132001, Haryana, India
| | - Surya P. Singh
- Department
of Biochemistry, Banaras Hindu University, Varanasi - 221005, Uttar Pradesh, India
| | - Rakesh K. Tyagi
- Special
Center for Molecular Medicine, Jawaharlal
Nehru University, New Delhi - 110067, Delhi, India
| | - Partha Roy
- Department
of Bioscience and Bioengineering, Indian
Institute of Technology Roorkee, Roorkee - 247667, Uttarakhand, India
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Desalegn AA, Collet B, Iszatt N, Stigum H, Jensen TK, Jonker L, Besselink H, van der Burg B, Eggesbø M. Aryl hydrocarbon receptor activity in human breast milk and cryptorchidism: A case-control study within the prospective Norwegian HUMIS cohort. ENVIRONMENTAL RESEARCH 2022; 214:113861. [PMID: 35820657 DOI: 10.1016/j.envres.2022.113861] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/26/2022] [Revised: 06/11/2022] [Accepted: 07/06/2022] [Indexed: 06/15/2023]
Abstract
BACKGROUND The etiology of cryptorchidism remains poorly understood. Endocrine disrupting chemicals can impact estrogen signaling by interacting with aryl hydrocarbon receptor (AhR) activity. OBJECTIVE To evaluate whether AhR activity in breast milk samples is associated with cryptorchidism. METHOD We conducted a case-control study based on 199 mother-child pairs (n = 91 cases/108 controls) selected from the Norwegian Human Milk Study (2002-2009). We defined cases for cryptorchidism based on maternal reports at 1-, 6-, 12-, and 24- months after birth. Chemically- and biologically stable AhR activity (pg 2,3,7,8-TCDD equivalent (TEQ)/g lipid) was determined by DR- CALUX® assay in the mothers' milk collected at a median of 33 (10th-90th percentile: 18-57) days after delivery. We used multivariate logistic regression to compare AhR activity levels between cases and controls, and linear regression separately, to establish the relationship with the presence of 27 potential EDCs measured in breast milk and AhR activity. RESULTS The average estimated daily intake (EDI) of dioxin and (dioxin-like (dl)-compounds via breast milk is 33.7 ± 17.9 pg TEQ/kg bodyweight per day among Norwegian children. There were no significant differences in AhR activation in breast milk samples between cases with cryptorchidism and controls. Among the 27 chemicals measured in breast milk, AhR activity was (borderline) significantly associated with all dl-PCBs, three non-dioxin-like (ndl)-PCBs (PCB-74, PCB-180, PCB-194) and two organochlorine pesticides (OCPs; HCB, β-HCH). No associations between AhR activity and brominated flame retardants (PBDEs) or poly- and perfluoroalkyl substances (PFASs). CONCLUSION No association between AhR activity and cryptorchidism was found among Norwegian boys. The average EDI of dioxin and dl-compounds in exclusively breastfed Norwegian infants remains above the safety threshold and, therefore requires further reduction measures. Consistent with a possible role in the observed AhR activity, all dl-PCBs were associated with AhR activity whereas the association was null for either PBDEs or PFASs.
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Affiliation(s)
- Anteneh Assefa Desalegn
- Division of Climate and Environmental Health, Norwegian Institute of Public Health, 0456, Oslo, Norway; Faculty of Medicine, University of Oslo, Oslo, Norway
| | - Bérénice Collet
- BioDetection Systems BV, Science Park 406, 1098XH, Amsterdam, the Netherlands
| | - Nina Iszatt
- Division of Climate and Environmental Health, Norwegian Institute of Public Health, 0456, Oslo, Norway
| | - Hein Stigum
- Department of Non-communicable Disease, Norwegian Institute of Public Health, PO Box 222, Skøyen, 0213, Oslo, Norway
| | - Tina K Jensen
- Department of Clinical Pharmacology, Pharmacy and Environmental Medicine, University of Southern Denmark, 5000, Odense, Denmark
| | - Lydia Jonker
- BioDetection Systems BV, Science Park 406, 1098XH, Amsterdam, the Netherlands
| | - Harrie Besselink
- BioDetection Systems BV, Science Park 406, 1098XH, Amsterdam, the Netherlands
| | - Bart van der Burg
- BioDetection Systems BV, Science Park 406, 1098XH, Amsterdam, the Netherlands
| | - Merete Eggesbø
- Division of Climate and Environmental Health, Norwegian Institute of Public Health, 0456, Oslo, Norway.
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Collet B, Desalegn AA, Swart K, Naderman M, Iszatt N, Stigum H, Jensen TK, Brouwer A, Eggesbø M, van der Burg B. Anti-androgenic compounds in breast milk and cryptorchidism among Norwegian boys in the HUMIS birth cohort. THE SCIENCE OF THE TOTAL ENVIRONMENT 2022; 803:149746. [PMID: 34525773 DOI: 10.1016/j.scitotenv.2021.149746] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/27/2021] [Revised: 07/23/2021] [Accepted: 08/14/2021] [Indexed: 06/13/2023]
Abstract
The prevalence of cryptorchidism has increased over the past decades, yet its origins remain poorly understood. Testis descent is dependent on androgens and likely affected by endocrine disrupting compounds (EDCs), targeting the androgen receptor (AR). We investigated the association between anti-androgenic activity, not derived from natural hormones, in maternal breast milk and impaired testis descent among boys. We performed a case-control study based on 199 breast milk samples from 94 mothers of cryptorchid boys and 105 random non-cryptorchid boys participating in the Norwegian HUMIS (Human Milk Study) cohort. For each participant, apolar, and polar fractions were extracted, and combined to reconstitute a mixture. Anti-androgenic activity was measured in all three fractions using the human cell-based in vitro anti-AR CALUX® assay and expressed in μg of flutamide equivalent, a well-known antiandrogen. Results from fraction analyses were compared among boys with cryptorchidism and controls using multiple logistic regression, controlling for appropriate confounders identified using a directed acyclic graph. Children's daily exposure to anti-androgenic EDCs through breastfeeding was estimated to 78 μg flutamide eq./kg of body weigh/day. The activity was higher in the polar fraction (1.48 ± 1.37 μg flutamide eq./g of milk) mainly representing non-persistent chemicals, in contrast to other fractions. However, the activity in the polar extracts was decreased when in mixtures with the apolar fraction, indicating synergistic interactions. No significant difference in the activity was observed according to cryptorchid status for polar, apolar or mixed breast milk fractions. The study showed anti-androgenic activity in nearly all human milk samples, and at levels higher than the advisory threshold. However, no significant association was observed between cryptorchidism and antiandrogenic activity measured in either polar, apolar, or mixture fractions derived from breast milk.
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Affiliation(s)
- Bérénice Collet
- Vrije Universiteit Amsterdam, Department of Ecological Science, 1081HV Amsterdam, the Netherlands; BioDetection Systems BV, Science Park 406, 1098XH Amsterdam, the Netherlands
| | - Anteneh A Desalegn
- Norwegian Institute of Public Health, P.O. Box 4404, Nydalen, N-0403 Oslo, Norway; Faculty of Medicine, University of Oslo, Oslo, Norway.
| | - Kees Swart
- BioDetection Systems BV, Science Park 406, 1098XH Amsterdam, the Netherlands.
| | - Matthijs Naderman
- BioDetection Systems BV, Science Park 406, 1098XH Amsterdam, the Netherlands.
| | - Nina Iszatt
- Norwegian Institute of Public Health, P.O. Box 4404, Nydalen, N-0403 Oslo, Norway.
| | - Hein Stigum
- Department of Non-communicable Disease, Norwegian Institute of Public Health, PO Box 222, Skøyen, 0213 Oslo, Norway.
| | - Tina K Jensen
- Department of Clinical Pharmacology, Pharmacy and Environmental Medicine, University of Southern Denmark, 5000 Odense, Denmark.
| | - Abraham Brouwer
- Vrije Universiteit Amsterdam, Department of Ecological Science, 1081HV Amsterdam, the Netherlands; BioDetection Systems BV, Science Park 406, 1098XH Amsterdam, the Netherlands.
| | - Merete Eggesbø
- Norwegian Institute of Public Health, P.O. Box 4404, Nydalen, N-0403 Oslo, Norway.
| | - Bart van der Burg
- BioDetection Systems BV, Science Park 406, 1098XH Amsterdam, the Netherlands.
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Desalegn AA, Iszatt N, Stigum H, Jensen TK, Eggesbø M. A case-cohort study of perinatal exposure to potential endocrine disrupters and the risk of cryptorchidism in the Norwegian HUMIS study. ENVIRONMENT INTERNATIONAL 2021; 157:106815. [PMID: 34388676 DOI: 10.1016/j.envint.2021.106815] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/25/2021] [Revised: 07/29/2021] [Accepted: 08/02/2021] [Indexed: 06/13/2023]
Abstract
BACKGROUND Exposure to endocrine-disrupting chemicals (EDCs) during the critical period of testicular descent may increase the risk of cryptorchidism and male fertility. OBJECTIVE To investigate 27 potential EDCs measured in breast milk as a proxy for perinatal exposure and the risk of cryptorchidism in a prospective cohort. METHOD The Norwegian Human Milk Study (2002-2009) enrolled 2606 mother-infant pairs, of which 1326 were mother-son pairs. In a case-cohort design, we studied 641 male infants who had 27 EDCs already quantified in milk samples: 5 organochlorine pesticides, 14 polychlorinated biphenyls (PCBs), 6 brominated flame retardants, and 2 poly- and perfluoroalkyl substances. We defined cases of congenital, recurrent, persistent and ever-reported cryptorchidism based on questionnaires mothers completed when children were 1, 6, 12 and 24 months old. Variable selection via elastic net logistic regression identified the best cryptorchidism predictors while multivariable logistic regression models determined their effect estimates. RESULTS The prevalence of reported congenital cryptorchidism was 6.1%, with half spontaneously descending within six months of birth, after which prevalence stabilized between 2.2 and 2.4%. The ever-reported prevalence of cryptorchidism at 1, 6, 12, or 24 months was 12.2%. Elastic net models identified PCB-74 (OR = 1.31, 95% CI: 1.001-1.703), PCB-114 (OR = 1.36, 95% CI: 1.05-1.77), PCB-194 (OR = 1.28, 95% CI: 1.03-1.53) and β-HCH (OR = 1.26, 95% CI: 1.03-1.53 (per interquartile range increase in concentration of EDCs) as best predictors of congenital cryptorchidism. No EDCs were selected for either recurrent or persistent cryptorchidism, and only PCB-194 was selected by elastic net for ever-reported cryptorchidism (OR = 1.23, 95% CI: 1.01-1.51), in contrast to unpenalized multivariable logistic regression, where most of the individual congeners of PCBs showed significant associations. CONCLUSION In the largest multi-pollutant analysis to date considering potential confounding from co-exposure to other chemicals, perinatal exposure to PCB-74, PCB-114, PCB-194 and β-HCH were associated with increased odds of congenital cryptorchidism. Many PCBs may falsely be associated with cryptorchidism when assessed individually, due to confounding by highly correlated chemicals. Experimental studies are warranted to confirm our findings.
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Affiliation(s)
- Anteneh Assefa Desalegn
- Norwegian Institute of Public Health, P.O. Box 222, Skøyen, 0213 Oslo, Norway; Faculty of Medicine, University of Oslo, 0372 Oslo, Norway
| | - Nina Iszatt
- Norwegian Institute of Public Health, P.O. Box 222, Skøyen, 0213 Oslo, Norway
| | - Hein Stigum
- Norwegian Institute of Public Health, P.O. Box 222, Skøyen, 0213 Oslo, Norway
| | - Tina K Jensen
- Department of Clinical Pharmacology, Pharmacy and Environmental Medicine, University of Southern Denmark, 5000 Odense, Denmark
| | - Merete Eggesbø
- Norwegian Institute of Public Health, P.O. Box 222, Skøyen, 0213 Oslo, Norway.
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Goya-Jorge E, Amber M, Gozalbes R, Connolly L, Barigye SJ. Assessing the chemical-induced estrogenicity using in silico and in vitro methods. ENVIRONMENTAL TOXICOLOGY AND PHARMACOLOGY 2021; 87:103688. [PMID: 34119701 DOI: 10.1016/j.etap.2021.103688] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/04/2021] [Revised: 06/07/2021] [Accepted: 06/08/2021] [Indexed: 06/12/2023]
Abstract
Multiple substances are considered endocrine disrupting chemicals (EDCs). However, there is a significant gap in the early prioritization of EDC's effects. In this work, in silico and in vitro methods were used to model estrogenicity. Two Quantitative Structure-Activity Relationship (QSAR) models based on Logistic Regression and REPTree algorithms were built using a large and diverse database of estrogen receptor (ESR) agonism. A 10-fold external validation demonstrated their robustness and predictive capacity. Mechanistic interpretations of the molecular descriptors (C-026, nArOH,PW5, B06[Br-Br]) used for modelling suggested that the heteroatomic fragments, aromatic hydroxyls, and bromines, and the relative bond accessibility areas of molecules, are structural determinants in estrogenicity. As validation of the QSARs, ESR transactivity of thirteen persistent organic pollutants (POPs) and suspected EDCs was tested in vitro using the MMV-Luc cell line. A good correspondence between predictions and experimental bioassays demonstrated the value of the QSARs for prioritization of ESR agonist compounds.
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Affiliation(s)
- Elizabeth Goya-Jorge
- ProtoQSAR SL., CEEI (Centro Europeo de Empresas Innovadoras), Parque Tecnológico de Valencia, 12 Av. Benjamin Franklin, 46980, Paterna, Valencia, Spain; Department of Food Science, Faculty of Veterinary Medicine-FARAH, University of Liège, 10 Av. Cureghem, 4000, Sart-Tilman, Liège, Belgium.
| | - Mazia Amber
- The Institute for Global Food Security, School of Biological Sciences, Queen's University Belfast, 19 Chlorine Gardens, BT9 5DL, Belfast, Northern Ireland, United Kingdom.
| | - Rafael Gozalbes
- ProtoQSAR SL., CEEI (Centro Europeo de Empresas Innovadoras), Parque Tecnológico de Valencia, 12 Av. Benjamin Franklin, 46980, Paterna, Valencia, Spain; MolDrug AI Systems SL, 45 Olimpia Arozena Torres, 46018, Valencia, Spain.
| | - Lisa Connolly
- The Institute for Global Food Security, School of Biological Sciences, Queen's University Belfast, 19 Chlorine Gardens, BT9 5DL, Belfast, Northern Ireland, United Kingdom.
| | - Stephen J Barigye
- ProtoQSAR SL., CEEI (Centro Europeo de Empresas Innovadoras), Parque Tecnológico de Valencia, 12 Av. Benjamin Franklin, 46980, Paterna, Valencia, Spain; MolDrug AI Systems SL, 45 Olimpia Arozena Torres, 46018, Valencia, Spain.
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Pham Ngoc L, Helmus R, Ehlers AW, Swart K, Besselink H, de Rijke E, Dang Thi Cam H, Brouwer A, van der Burg B. Effect-directed analysis and chemical identification of agonists of peroxisome proliferator-activated receptors in white button mushroom. Food Funct 2021; 12:133-143. [PMID: 33283804 DOI: 10.1039/d0fo02071k] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
Obesity has a serious effect on human health. It relates to metabolic syndrome, including the associated disorders such as type 2 diabetes, heart disease, stroke and hyperemia. The peroxisome proliferator-activated receptors (PPARs) are important receptors to control fat metabolism in the human body. Because of the safety concerns of synthetic drugs targeting PPARs, ligands from natural sources have drawn interest. Earlier, we have found high PPAR activities in extracts from Agaricus bisporus (white button mushroom, WBM). WBM contains a wide range of candidate compounds which could be agonists of PPARs. To identify which compounds are responsible for PPAR activation by WBM extracts, we used fractionation coupled to effect-directed analysis with reporter gene assays specific for all three PPARs for purification and LC/MS-TOF and NMR for compound identification in purified active fractions. Surprisingly, we identified the relatively common dietary fatty acid, linoleic acid, as the main ligand of PPARs in WBM. Possibly, the relatively low levels of linoleic acid in WBM are sufficient and instrumental in inducing its anti-obesogenic effects, avoiding high energy intake and negative health effects associated with high levels of linoleic acid consumption. However, it could not be excluded that a minor relatively potent compound contributes towards PPAR activation, while the anti-obesity effects of WBM may be further enhanced by receptor expression modulating compounds or compounds with completely PPAR unrelated modes of action.
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Affiliation(s)
- Long Pham Ngoc
- BioDetection Systems, Science Park 406, 1098 XH Amsterdam, The Netherlands. and Institute of Biotechnology, Vietnam Academy of Science and Technology (VAST), 18 Hoang Quoc Viet, Cau Giay, Hanoi, Vietnam and Department of Ecological Science, Vrije Universitei, De Boelelaan 1085, 1081 HV, Amsterdam, The Netherlands
| | - Rick Helmus
- Institute of Biodiversity & Ecosystem Dynamics, University of Amsterdam, Science Park 904, 1090 GE, Amsterdam, The Netherlands
| | - Andreas W Ehlers
- Van't Hoff Institute for Molecular Sciences, University of Amsterdam, Science Park 904, 1090 GD Amsterdam, The Netherlands and Department of Chemistry, Science Faculty, University of Johannesburg, PO Box 254, Auckland Park, Johannesburg, South Africa
| | - Kees Swart
- BioDetection Systems, Science Park 406, 1098 XH Amsterdam, The Netherlands.
| | - Harry Besselink
- BioDetection Systems, Science Park 406, 1098 XH Amsterdam, The Netherlands.
| | - Eva de Rijke
- Institute of Biodiversity & Ecosystem Dynamics, University of Amsterdam, Science Park 904, 1090 GE, Amsterdam, The Netherlands
| | - Ha Dang Thi Cam
- Institute of Biotechnology, Vietnam Academy of Science and Technology (VAST), 18 Hoang Quoc Viet, Cau Giay, Hanoi, Vietnam
| | - Abraham Brouwer
- BioDetection Systems, Science Park 406, 1098 XH Amsterdam, The Netherlands. and Department of Ecological Science, Vrije Universitei, De Boelelaan 1085, 1081 HV, Amsterdam, The Netherlands
| | - Bart van der Burg
- BioDetection Systems, Science Park 406, 1098 XH Amsterdam, The Netherlands.
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Helmus R, Ter Laak TL, van Wezel AP, de Voogt P, Schymanski EL. patRoon: open source software platform for environmental mass spectrometry based non-target screening. J Cheminform 2021; 13:1. [PMID: 33407901 PMCID: PMC7789171 DOI: 10.1186/s13321-020-00477-w] [Citation(s) in RCA: 102] [Impact Index Per Article: 25.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2020] [Accepted: 11/23/2020] [Indexed: 12/22/2022] Open
Abstract
Mass spectrometry based non-target analysis is increasingly adopted in environmental sciences to screen and identify numerous chemicals simultaneously in highly complex samples. However, current data processing software either lack functionality for environmental sciences, solve only part of the workflow, are not openly available and/or are restricted in input data formats. In this paper we present patRoon, a new R based open-source software platform, which provides comprehensive, fully tailored and straightforward non-target analysis workflows. This platform makes the use, evaluation and mixing of well-tested algorithms seamless by harmonizing various common (primarily open) software tools under a consistent interface. In addition, patRoon offers various functionality and strategies to simplify and perform automated processing of complex (environmental) data effectively. patRoon implements several effective optimization strategies to significantly reduce computational times. The ability of patRoon to perform time-efficient and automated non-target data annotation of environmental samples is demonstrated with a simple and reproducible workflow using open-access data of spiked samples from a drinking water treatment plant study. In addition, the ability to easily use, combine and evaluate different algorithms was demonstrated for three commonly used feature finding algorithms. This article, combined with already published works, demonstrate that patRoon helps make comprehensive (environmental) non-target analysis readily accessible to a wider community of researchers.
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Affiliation(s)
- Rick Helmus
- Institute for Biodiversity and Ecosystem Dynamics, University of Amsterdam, P.O. Box 94240, 1090 GE, Amsterdam, The Netherlands.
| | - Thomas L Ter Laak
- Institute for Biodiversity and Ecosystem Dynamics, University of Amsterdam, P.O. Box 94240, 1090 GE, Amsterdam, The Netherlands.,KWR Water Research Institute, Chemical Water Quality and Health, P.O. Box 1072, 3430 BB, Nieuwegein, The Netherlands
| | - Annemarie P van Wezel
- Institute for Biodiversity and Ecosystem Dynamics, University of Amsterdam, P.O. Box 94240, 1090 GE, Amsterdam, The Netherlands
| | - Pim de Voogt
- Institute for Biodiversity and Ecosystem Dynamics, University of Amsterdam, P.O. Box 94240, 1090 GE, Amsterdam, The Netherlands
| | - Emma L Schymanski
- Luxembourg Centre for Systems Biomedicine (LCSB), University of Luxembourg, L-4367, Belvaux, Luxembourg
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Zare Jeddi M, Hopf NB, Viegas S, Price AB, Paini A, van Thriel C, Benfenati E, Ndaw S, Bessems J, Behnisch PA, Leng G, Duca RC, Verhagen H, Cubadda F, Brennan L, Ali I, David A, Mustieles V, Fernandez MF, Louro H, Pasanen-Kase R. Towards a systematic use of effect biomarkers in population and occupational biomonitoring. ENVIRONMENT INTERNATIONAL 2021; 146:106257. [PMID: 33395925 DOI: 10.1016/j.envint.2020.106257] [Citation(s) in RCA: 34] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/02/2020] [Revised: 09/25/2020] [Accepted: 10/30/2020] [Indexed: 06/12/2023]
Abstract
Effect biomarkers can be used to elucidate relationships between exposure to environmental chemicals and their mixtures with associated health outcomes, but they are often underused, as underlying biological mechanisms are not understood. We aim to provide an overview of available effect biomarkers for monitoring chemical exposures in the general and occupational populations, and highlight their potential in monitoring humans exposed to chemical mixtures. We also discuss the role of the adverse outcome pathway (AOP) framework and physiologically based kinetic and dynamic (PBK/D) modelling to strengthen the understanding of the biological mechanism of effect biomarkers, and in particular for use in regulatory risk assessments. An interdisciplinary network of experts from the European chapter of the International Society for Exposure Science (ISES Europe) and the Organization for Economic Co-operation and Development (OECD) Occupational Biomonitoring activity of Working Parties of Hazard and Exposure Assessment group worked together to map the conventional framework of biomarkers and provided recommendations for their systematic use. We summarized the key aspects of this work here, and discussed these in three parts. Part I, we inventory available effect biomarkers and promising new biomarkers for the general population based on the H2020 Human Biomonitoring for Europe (HBM4EU) initiative. Part II, we provide an overview AOP and PBK/D modelling use that improved the selection and interpretation of effect biomarkers. Part III, we describe the collected expertise from the OECD Occupational Biomonitoring subtask effect biomarkers in prioritizing relevant mode of actions (MoAs) and suitable effect biomarkers. Furthermore, we propose a tiered risk assessment approach for occupational biomonitoring. Several effect biomarkers, especially for use in occupational settings, are validated. They offer a direct assessment of the overall health risks associated with exposure to chemicals, chemical mixtures and their transformation products. Promising novel effect biomarkers are emerging for biomonitoring of the general population. Efforts are being dedicated to prioritizing molecular and biochemical effect biomarkers that can provide a causal link in exposure-health outcome associations. This mechanistic approach has great potential in improving human health risk assessment. New techniques such as in silico methods (e.g. QSAR, PBK/D modelling) as well as 'omics data will aid this process. Our multidisciplinary review represents a starting point for enhancing the identification of effect biomarkers and their mechanistic pathways following the AOP framework. This may help in prioritizing the effect biomarker implementation as well as defining threshold limits for chemical mixtures in a more structured way. Several ex vivo biomarkers have been proposed to evaluate combined effects including genotoxicity and xeno-estrogenicity. There is a regulatory need to derive effect-based trigger values using the increasing mechanistic knowledge coming from the AOP framework to address adverse health effects due to exposure to chemical mixtures. Such a mechanistic strategy would reduce the fragmentation observed in different regulations. It could also stimulate a harmonized use of effect biomarkers in a more comparable way, in particular for risk assessments to chemical mixtures.
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Affiliation(s)
- Maryam Zare Jeddi
- Unit of Biostatistics, Epidemiology and Public Health, Department of Cardio-Thoraco-Vascular Sciences and Public Health, University of Padova, Italy
| | - Nancy B Hopf
- Center for Primary Care and Public Health (Unisanté), University of Lausanne, Lausanne, Epalinges, Switzerland
| | - Susana Viegas
- NOVA National School of Public Health, Public Health Research Centre, Universidade NOVA de Lisboa, 1600-560 Lisbon, Portugal; Comprehensive Health Research Center (CHRC), 1150-090 Lisbon, Portugal; H&TRC-Health & Technology Research Center, ESTeSL-Escola Superior de Tecnologia da Saúde, Instituto Politécnico de Lisboa, 1990-096 Lisbon, Portugal
| | - Anna Bal Price
- European Commission, Joint Research Centre (JRC), Ispra, Italy
| | - Alicia Paini
- European Commission, Joint Research Centre (JRC), Ispra, Italy
| | - Christoph van Thriel
- Leibniz Research Centre for Working Environment and Human Factors at the Technical University of Dortmund (IfADo), Ardeystrasse 67, 44139 Dortmund, Germany
| | - Emilio Benfenati
- Laboratory of Environmental Chemistry and Toxicology, Istituto Di Ricerche Farmacologiche Mario Negri IRCCS, Via La Masa, 19, 20156 Milano, Italy
| | - Sophie Ndaw
- INRS-French National Research and Safety Institute, France
| | - Jos Bessems
- VITO - Flemish Institute for Technological Research, Belgium
| | - Peter A Behnisch
- BioDetection Systems b.v., Science Park 406, 1098 XH Amsterdam, the Netherlands
| | - Gabriele Leng
- Currenta GmbH Co. OHG, Institute of Biomonitoring, Leverkusen, Germany
| | - Radu-Corneliu Duca
- Unit Environmental Hygiene and Human Biological Monitoring, Department of Health Protection, National Health Laboratory, Dudelange, Luxembourg
| | - Hans Verhagen
- Food Safety & Nutrition Consultancy (FSNConsultancy), Zeist, the Netherlands
| | - Francesco Cubadda
- Istituto Superiore di Sanità-National Institute of Health, Rome, Italy
| | - Lorraine Brennan
- School of Agriculture and Food Science, Institute of Food and Health, University College Dublin, Dublin, Ireland
| | - Imran Ali
- Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Arthur David
- Univ Rennes, Inserm, EHESP, Irset (Institut de Recherche en Santé, Environnement et Travail)-UMR_S 1085, F-35000 Rennes, France
| | - Vicente Mustieles
- University of Granada, Center for Biomedical Research (CIBM), Granada, Spain; Consortium for Biomedical Research in Epidemiology & Public Health (CIBERESP), Madrid, Spain
| | - Mariana F Fernandez
- University of Granada, Center for Biomedical Research (CIBM), Granada, Spain; Consortium for Biomedical Research in Epidemiology & Public Health (CIBERESP), Madrid, Spain
| | - Henriqueta Louro
- National Institute of Health Dr. Ricardo Jorge, Department of Human Genetics, Lisboa and ToxOmics - Centre for Toxicogenomics and Human Health, NOVA Medical School, Universidade Nova de Lisboa, Portugal
| | - Robert Pasanen-Kase
- State Secretariat for Economic Affairs (SECO), Labour Directorate Section Chemicals and Work (ABCH), Switzerland.
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