Abstract
Endocrine-disrupting chemicals are environmental pollutants that can enter our bodies and cause diverse pathologies. Some bisphenols and parabens have been shown to be capable of modifying proper functioning of the endocrine system. Among other dysfunctions, endocrine-disrupting chemicals can cause changes in intestinal microbiota. Faeces are a convenient matrix that can be useful for identifying the quantity of endocrine disruptors that reach the intestine and the extent to which the organism is exposed to these pollutants. The present work developed a new analytical method to determine 17 compounds belonging to the paraben and bisphenol families found in human faeces. The extraction method was optimized using an ultrasound-assisted extraction technique followed by a clean-up step based on the QuEChERS (Quick, Easy, Cheap, Effective, Rugged and Safe) technique. Optimization was performed using the design of experiments technique. In validation analysis, the method was proven to be linear over a wide range. R-squared outcomes were between 95 and 99%. Selectiveness and sensitivity outcomes were acceptable, with detection limits being between 1 and 10 ng g−1 in all cases, whilst quantification limits were between 3 and 25 ng g−1 in all instances, with the exception of bisphenol AF. The method was deemed accurate, with recovery values being close to 100% and relative standard deviations being lower than 15% in all cases. Applicability was examined by analysing 13 samples collected from volunteers (male and female). All samples were contaminated with at least one of the analytes studied. The most commonly found compounds were methylparaben and bisphenol A, which were detected in almost all samples and quantitatively determined in 11 and 12 samples, respectively. Of the 17 compounds analysed, 11 were found in at least one sample. Outcomes demonstrate that faeces can be a good matrix for the determination of exposure to contaminants of interest here.
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References
Nadal A, Quesada I, Tudurí E, Nogueiras R, Alonso-Magdalena P. Endocrine-disrupting chemicals and the regulation of energy balance. Nat Rev Endocrinol. 2017;13:536–46. https://doi.org/10.1038/nrendo.2017.51.
Yilmaz B, Terekeci H, Sandal S, Kelestimur F. Endocrine disrupting chemicals: exposure, effects on human health, mechanism of action, models for testing and strategies for prevention. Rev Endocr Metab Disord. 2020;21(1):127–47. https://doi.org/10.1007/s11154-019-09521-z.
Kahn LG, Philippat C, Nakayama SF, Slama R, Trasande L. Endocrine-disrupting chemicals: implications for human health. Lancet Diabetes Endocrinol. 2020;8:703–18. https://doi.org/10.1016/S2213-8587(20)30129-7.
Gomes AC, Hoffmann C, Mota JF. The human gut microbiota: Metabolism and perspective in obesity. Gut Microbes. 2018;9:308–25. https://doi.org/10.1080/19490976.2018.1465157.
Velmurugan G, Ramprasath T, Gilles M, Swaminathan K, Ramasamy S. Gut microbiota, endocrine-disrupting chemicals, and the diabetes epidemic. Trends Endocrinol Metab. 2017;28(8):612–25. https://doi.org/10.1016/j.tem.2017.05.001.
Ghassabian A, Vandenberg L, Kannan K, Trasande L. Endocrine disrupting chemicals and child health. Ann Rev Pharmacol Toxicol. 2022;62:573–94. https://doi.org/10.1146/annurev-pharmtox-021921-093352.
EFSA Panel on Food Contact Materials, Enzymes and Processing Aids (CEP). Re-evaluation of the risks to public health related to the presence of bisphenol A (BPA) in foodstuffs. EFSA J. 2023;21:6857. https://doi.org/10.2903/j.efsa.2023.6857.
Tonini C, Segatto M, Bertoli S, Leone A, Mazzoli A, Cigliano L, Barberio L, Mandalà M, Pallottini V. Prenatal exposure to BPA: the effects on hepatic lipid metabolism in male and female rat fetuses. Nutrients. 2021;13:1970. https://doi.org/10.3390/nu13061970.
Nguyen HT, Li L, Eguchi A, Kannan K, Kim EY, Iwata H. Effects on the liver lipidome of rat offspring prenatally exposed to bisphenol A. Sci Total Env. 2021;759:143466. https://doi.org/10.1016/j.scitotenv.2020.143466.
Dunder L, Halin Lejonklou M, Lind L, Risérus U, Lind PM. Low-dose developmental bisphenol A exposure alters fatty acid metabolism in Fischer 344 rat offspring. Env Res. 2018;166:117–29. https://doi.org/10.1016/j.envres.2018.05.023.
Stoker C, Andreoli MF, Kass L, Bosquiazzo VL, Rossetti MF, Canesini G, Luque EH, Ramos JG. Perinatal exposure to bisphenol A (BPA) impairs neuroendocrine mechanisms regulating food intake and kisspetin system in adult male rats. Evidences of metabolic disruptor hypothesis. Mol Cell Endocrinol. 2020;499:110614. https://doi.org/10.1016/j.mce.2019.110614.
Lai KP, Chung YT, Li R, Wan HT, Wong CK. Bisphenol A alters gut microbiome: comparative metagenomics analysis. Env Poll. 2016;218:923–30. https://doi.org/10.1016/j.envpol.2016.08.039.
Chen D, Kannan K, Tan H, Zheng Z, Feng YL, Wu Y, Widelka M. Bisphenol analogues other than BPA: environmental occurrence, human exposure and toxicity – A review. Environ Sci Technol. 2016;50:5438–53. https://doi.org/10.1021/acs.est.5b05387.
Li Y, Xiong Y, Lv L, Li X, Qin Z. Effects of low-dose bisphenol AF on mammal testis development via complex mechanisms: alterations are detectable in both infancy and adulthood. Arch Toxicol. 2022;96:3373–83. https://doi.org/10.1007/s00204-022-03377-0.
Lapp HE, Margolis AE, Champagne FA. Impact of a bisphenol A, F, and S mixture and maternal care on the brain transcriptome of rat dams and pups. Neurotoxicology. 2022;93:22–36. https://doi.org/10.1016/j.neuro.2022.08.014.
Wagner VA, Clark KC, Carrillo-Sáenz L, Holl KA, Velez-Bermudez M, Simonsen D, Grobe JL, Wang K, Thurman A, Solberg Woods LC, Lehmler HJ, Kwitek AE. Bisphenol F exposure in adolescent heterogeneous stock rats affects growth and adiposity. Toxicol Sci. 2021;181:246–61. https://doi.org/10.1093/toxsci/kfab035.
Commission Regulation (UE) No 1129/2011 of 11 November 2011 amending Annex II to Regulation (EC) No 1333/2008 of the European Parliament and of the Council establishing a Union list of food additives. Off. J. Eur. Union 2011; L295:1-177.
Darbre PD. Endocrine disruptors and obesity. Curr Obes Rep. 2017;6:18–27. https://doi.org/10.1007/s13679-017-0240-4.
Elmore SE, Cano-Sancho G, La Merrill MA. Disruption of normal adipocyte development and function by methyl- and propyl- paraben exposure. Toxicol Lett. 2020;334:27–35. https://doi.org/10.1016/j.toxlet.2020.09.009.
Zhao H, Zheng Y, Zhu L, Xiang L, Zhou Y, Li J, Fang J, Xu S, Xia W, Cai Z. Paraben exposure related to purine metabolism and other pathways revealed by mass spectrometry-based metabolomics. Environ Sci Technol. 2020;54:3447–54. https://doi.org/10.1021/acs.est.9b07634.
Hu J, Raikhel V, Gopalakrishnan K, Fernandez-Hernandez H, Lambertini L, Manservisi F, Falcioni L, Bua L, Belpoggi F, Teitelbaum SL, Chen J. Effect of postnatal low-dose exposure to environmental chemicals on the gut microbiome in a rodent model. Microbiome. 2016;4:26. https://doi.org/10.1186/s40168-016-0173-2.
Ilhan ZE, Brochard V, Lapaque N, Auvin S, Lepage P. Exposure to anti-seizure medications impact growth of gut bacterial species and subsequent host response. Neurobiol Dis. 2022;167:105664. https://doi.org/10.1016/j.nbd.2022.105664.
Abbas S, Greige-Gerges H, Karam N, Piet MH, Netter P, Magdalou J. Metabolism of parabens (4-hydroxybenzoic acid esters) by hepatic esterases and UDP-glucuronosyltransferases in man. Drug Metab Pharmacokinet. 2010;25:568–77. https://doi.org/10.2133/dmpk.dmpk-10-rg-013.
Iwano H, Inoue H, Nishikawa M, Yokota JFA. Biotransformation of bisphenol A and its adverse effects on the next generation. In Endocrine Disruptors. 2018. Edited by Ahmed RG Beni-Suef University, Egypt. https://doi.org/10.5772/intechopen.78275
Nachman RM, Hartle JC, Lees PS, Groopman JD. Early life metabolism of bisphenol A: a systematic review of the literature. Curr Environ Health Rep. 2014;1:90–100. https://doi.org/10.1007/s40572-013-0003-7.
Thayer K, Doerge D, Hunt D, Schurman S, Twaddle N, Churchwell M, Garantziotis S, Kissling G, Easterling M, Bucher J, Birnbaum L. Pharmacokinetics of bisphenol A in humans following a single oral administration. Environ Int. 2015;83:107–15. https://doi.org/10.1016/j.envint.2015.06.008.
Moos R, Angerer J, Dierkes G, Brüning T, Koch H. Metabolism and elimination of methyl, iso- and n-butyl paraben in human urine after single oral dosage. Arch Toxicol. 2016;90:2699–709. https://doi.org/10.1007/s00204-015-1636-0.
Czarczynska-Goslinska B, Grzeskowiak T, Frankowski R, Lulek J, Pieczak J, Zgola-Grzeskowiak A. Determination of bisphenols and parabens in breast milk and dietary risk assessment for Polish breastfed infants. J Food Compos Anal. 2021;98:103839. https://doi.org/10.1016/j.jfca.2021.103839.
Fu X, He J, Zheng D, Yang X, Wang P, Tuo F, Wang L, Li S, Xu J, Yu J. Association of endocrine disrupting chemicals levels in serum, environmental risk factors, and hepatic function among 5- to 14- years old children. Toxicology. 2022;465:153011. https://doi.org/10.1016/j.tox.2021.153011.
Li C, Cui X, Chen Y, Liao C. Paraben concentrations in human fingernail and its association with personal care product use. Ecotox Environ Safe. 2020;202:110933. https://doi.org/10.1016/j.ecoenv.2020.110933.
Claessens J, Pirard C, Charlier C. Determination of contamination levels for multiple endocrine disruptors in hair from a non-occupationally exposed population living in Liege (Belgium). Sci Total Env. 2022;815:152734. https://doi.org/10.1016/j.scitotenv.2021.152734.
Fernández MF, Mustieles V, Suárez B, Reina-Pérez I, Olivas-Martínez A, Vela-Soria F. Determination of bisphenols, parabens, and benzophenones in placenta by dispersive liquid-liquid microextraction and gas chromatography-tandem mass spectrometry. Chemosphere. 2021;274:129707. https://doi.org/10.1016/j.chemosphere.2021.129707.
Moscoso-Ruiz I, Gálvez-Ontiveros Y, Cantarero-Malagón S, Rivas A, Zafra-Gómez A. Optimization of an ultrasound-assisted extraction method for the determination of parabens and bisphenol homologues in human saliva by liquid chromatography-tandem mass spectrometry. Michrochem J. 2022;175:107122. https://doi.org/10.1016/j.microc.2021.107122.
Moscoso-Ruiz I, Navalón A, Rivas A, Zafra-Gómez A. Presence of parabens in children’s faeces. Optimization and validation of a new analytical method based on the use of ultrasound-assisted extraction and liquid chromatography-tandem mass spectrometry. J Pharm Biomed Anal. 2022;225:115212. https://doi.org/10.1016/j.jpba.2022.115212.
Yang Y, Yin J, Yang Y, Zhou N, Zhang J, Shao B, Wu Y. Determination of bisphenol AF in tissues, serum, urine and feces of orally dosed rats by ultra-high-pressure liquid chromatography-electrospray tandem mass spectrometry. J Chromatogr B. 2012;901:93–7. https://doi.org/10.1016/j.jchromb.2012.06.005.
Twaddle NCI, Churchwell M, Vanlandingham M, Doerge DR. Quantification of deuterated bisphenol A in serum, tissues and excreta from adult Sprague-Dawley rats using liquid chromatography with tandem mass spectrometry. Rapid Commun Mass Spectrom. 2010;24:3011–20. https://doi.org/10.1002/rcm.4733.
Tao H, Zhang J, Shi J, Guo W, Liu X, Zhang M, Ge H, Li X. Occurrence and emission of phthalates, bisphenol A, and oestrogenic compounds in concentrated animal feeding operations in Southern China. Ecotoxicol Environ Saf. 2021;207:111521. https://doi.org/10.1016/j.ecoenv.2020.111521.
Tekin Z, Karlidag NE, Özdogan N, Koçoglu ES, Bakirdere S. Dispersive solid phase extraction based on reduced graphene oxide modified Fe3O4 nanocomposite for trace determination of parabens in rock, soil, moss, seaweed, feces, and water samples from Horseshoe and Faure Islands. J Hazard Mater. 2022;426:127819. https://doi.org/10.1016/j.jhazmat.2021.127819.
Zhang J, Wang L, Kannan K. Polyethylene terephthalate and polycarbonate microplastics in pet food and faeces from the United States. Environ Sci Technol. 2019;53:12035–42. https://doi.org/10.1021/acs.est.9b03912.
Sturm S, Skibin A, Pogacnik M, Cerkvenik-Flajs V. Determination of free and total bisphenol A in urine and feces of orally and subcutaneously dosed sheep by high-performance liquid chromatography with fluorescence detection. J Environ Sci Health B. 2020;55:655–68. https://doi.org/10.1080/03601234.2020.1759329.
EMEA (European Medicines Agency). ICH guideline Q2(R2) on validation of analytical procedures-Step 2b. 2022. https://www.ema.europa.eu/en/documents/scientific-guideline/ich-guideline-q2r2-validation-analytical-procedures-step-2b_en.pdf. Accessed 15 Dec 2023
Peillex C, Kerever A, Lachhab A, Pelletier M, Bisphenol A. bisphenol S and their glucuronidated metabolites modulate glycolysis and functional responses of human neutrophils. Env Res. 2021;196:110336. https://doi.org/10.1016/j.envres.2020.110336.
Rancière F, Botton J, Slama R, Lacroix MZ, Debrauwer L, Charles MA, Roussel R, Balkau B, Magliano DJ. Exposure to bisphenol A and bisphenol S and incident Type 2 Diabetes: a case-cohort study in the French cohort D.E.S.I.R. Environ Health Perspect. 2019;127:107013. https://doi.org/10.1289/EHP5159.
Zhang H, Shi J, Liu X, Zhan X, Dang J, Bo T. Occurrence of free estrogens, conjugated estrogens, and bisphenol A in fresh livestock excreta and their removal by composting in North China. Environ Sci Pollut Res. 2014;21:9939–47. https://doi.org/10.1007/s11356-014-3002-9.
Mao W, Mao L, Zhao N, Zhang Y, Zhao M, Jin H. Disposition of Bisphenol S metabolites in Sprague-Dawley rats. Sci Total Env. 2022;811:152288. https://doi.org/10.1016/j.scitotenv.2021.152288.
Aznar R, Albero B, Pérez RA, Sánchez-Brunete C, Miguel E, Tadeo JL. Analysis of emerging organic contaminants in poultry manure by gas chromatography-tandem mass spectrometry. J Sep Sci. 2017;41:940–7. https://doi.org/10.1002/jssc.201700883(AccessedonJuly2023).
Senta I, Rodríguez-Mozaz S, Corominas L, Petrovic M. Wastewater-based epidemiology to assess human exposure to personal care and household products – a review of biomarkers, analytical methods, and applications. Trends Environ Anal Chem. 2020;28:e00103. https://doi.org/10.1016/j.teac.2020.e00103.
Ricciuto A, Griffiths AM. Clinical value of fecal calprotectin. Crit Rev Clin Lab Sci. 2019;56(5):307–20. https://doi.org/10.1080/10408363.2019.1619159.
Bull ID, Lockheart MJ, Elhmmali MM, Roberts DJ, Evershed RP. The origin of faeces by means of biomarker detection. Env Int. 2002;27:647–54. https://doi.org/10.1016/S0160-4120(01)00124-6.
Kang JH, Katayama Y, Kondo F. Biodegradation or metabolism of Bisphenol A: from microorganisms to mammals. Toxicology. 2006;217:81–90. https://doi.org/10.1016/j.tox.2005.10.001.
Acknowledgements
This research was carried out within the GP/EFSA/ENCO/380 2018/03/G04 framework. It was also funded by the Spanish Government, with joint funding from FEDER-ISCIII PI20/01278 and the Andalusian Government-FEDER, projects PE-0250-2019 and P18-RT-4247. The results presented in this work are part of a doctoral thesis conducted by IMR within the Analytical Chemistry Doctorate Program at the University of Granada. The authors would like to thank Fundación para la Investigación Biosanitaria de Andalucía Oriental—Alejandro Otero (FIBAO) for giving IMR the opportunity to participate in this work.
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IMR, investigation, methodology and writing of the original draft. SCM, investigation and methodology. AR, writing, review and editing, supervision, and funding acquisition. AZG, writing, review and editing, supervision, and funding acquisition.
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The present study was approved by the ethics committees of the University of Granada and of the Provincial Biomedical Research of Granada (CEI), Spain (reference 1939-M1-22, Andalusian Biomedical Research Ethics Portal). The study was conducted in accordance with relevant ethical standards. All subjects provided written informed consent to participate.
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Moscoso-Ruiz, I., Cantarero-Malagón, S., Rivas, A. et al. New analytical method for the determination of endocrine disruptors in human faeces using gas chromatography coupled to tandem mass spectrometry. Anal Bioanal Chem 416, 1085–1099 (2024). https://doi.org/10.1007/s00216-023-05087-7
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DOI: https://doi.org/10.1007/s00216-023-05087-7