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Identifying key determinants of bisphenol A exposure: a study utilizing sparse additive models (SpAM) on a cohort of 1332 adult males in South Korea
1Worker’s Care & Digital Health Lab, Department of Future Technology, Korea University of Technology and Education, 31253 Cheonan, Republic of Korea
DOI: 10.22514/jomh.2025.065 Vol.21,Issue 5,May 2025 pp.30-38
Submitted: 06 October 2024 Accepted: 20 February 2025
Published: 30 May 2025
*Corresponding Author(s): Haewon Byeon E-mail: bhwpuma@naver.com
Background: Bisphenol A (BPA) exposure is a significant concern in South Korea due to high plastic consumption. This study investigates the factors influencing BPA exposure among adult males. Methods: Using data from the Korean National Environmental Health Survey (KoNEHS), Sparse Additive Models (SpAM) and multiple regression analysis were employed to analyze BPA exposure in 1332 adult males, considering eleven variables including age, smoking, alcohol consumption and food packaging-related factors. Results: Age emerged as the most significant predictor of BPA exposure. Smoking and alcohol consumption also showed substantial effects. Packaged and canned food consumption were also identified as significant contributors, indicating potential leaching from packaging materials. New furniture purchase showed moderate effects. Conclusions: This study highlights age, lifestyle factors (smoking and alcohol), and food packaging as key factors influencing BPA exposure in South Korean adult males. These findings contribute to the evidence base for public health interventions aimed at reducing BPA exposure. Future research should explore longitudinal data and genetic factors for personalized strategies.
Bisphenol A (BPA); Sparse additive models (SpAM); Environmental exposure; Public health
Haewon Byeon. Identifying key determinants of bisphenol A exposure: a study utilizing sparse additive models (SpAM) on a cohort of 1332 adult males in South Korea. Journal of Men's Health. 2025. 21(5);30-38.
[1] Kawa IA, Fatima Q, Mir SA, Jeelani H, Manzoor S, Rashid F. Endocrine disrupting chemical bisphenol A and its potential effects on female health. Diabetes & Metabolic Syndrome: Clinical Research & Reviews. 2021; 15: 803–811.
[2] Kim Y, Park M, Yang EH, Ryoo JH. Relationship between seafood consumption and bisphenol A exposure: the Second Korean National Environmental Health Survey (KoNEHS 2012–2014). Annals of Occupational and Environmental Medicine. 2020; 32: e10.
[3] Lorber M, Schecter A, Paepke O, Shropshire W, Christensen K, Birnbaum L. Exposure assessment of adult intake of bisphenol A (BPA) with emphasis on canned food dietary exposures. Environment International. 2015; 77: 55–62.
[4] Moon MK, Kim MJ, Lee I, Kim S, Choi S, Park J, et al. Exposure to bisphenol A, S, and F and its Association with Obesity and Diabetes Mellitus in General Adults of Korea: Korean National Environmental Health Survey (KoNEHS) 2015–2017. Exposure and Health. 2023; 15: 53–67.
[5] Vasiljevic T, Harner T. Bisphenol A and its analogues in outdoor and indoor air: properties, sources and global levels. Science of the Total Environment. 2021; 789: 148013.
[6] Matuszczak E, Komarowska MD, Debek W, Hermanowicz A. The impact of bisphenol A on fertility, reproductive system, and development: a review of the literature. International Journal of Endocrinology. 2019; 2019: 4068717.
[7] Salamanca-Fernández E, Rodríguez-Barranco M, Petrova D, Larranaga N, Guevara M, Moreno-Iribas C, et al. Bisphenol A exposure and risk of ischemic heart disease in the Spanish European Prospective Investigation into cancer and nutrition study. Chemosphere. 2020; 261: 127697.
[8] Trasande L. Further limiting bisphenol A in food uses could provide health and economic benefits. Health Affairs. 2014; 33: 316–323.
[9] De Toni L, De Rocco Ponce M, Petre GC, Rtibi K, Di Nisio A, Foresta C. Bisphenols and male reproductive health: from toxicological models to therapeutic hypotheses. Frontiers in Endocrinology. 2020; 11: 301.
[10] Sharma A, Mollier J, Brocklesby RW, Caves C, Jayasena CN, Minhas S. Endocrine‐disrupting chemicals and male reproductive health. Reproductive Medicine and Biology. 2020; 19: 243–253.
[11] Chen M, Tan X, Padman R. Social determinants of health in electronic health records and their impact on analysis and risk prediction: a systematic review. Journal of the American Medical Informatics Association. 2020; 27: 1764–1773.
[12] Karaca‐Mandic P, Norton EC, Dowd B. Interaction terms in nonlinear models. Health Services Research. 2012; 47: 255–274.
[13] Byeon H. Determinants of blood pressure control in hypertensive individuals using histogram-based gradient boosting: findings from 1114 male workers in South Korea. Journal of Men’s Health. 2024; 20: 47–55.
[14] Tyagi H, Kyrillidis A, Gärtner B, Krause A. Learning sparse additive models with interactions in high dimensions. Artificial Intelligence and Statistics. 2016; 51: 111–120.
[15] Ashley-Martin J, Dodds L, Arbuckle TE, Ettinger AS, Shapiro GD, Fisher M, et al. A birth cohort study to investigate the association between prenatal phthalate and bisphenol A exposures and fetal markers of metabolic dysfunction. Environmental Health. 2014; 13: 1–14.
[16] Nahar MS, Liao C, Kannan K, Harris C, Dolinoy DC. In utero bisphenol A concentration, metabolism, and global DNA methylation across matched placenta, kidney, and liver in the human fetus. Chemosphere. 2015; 124: 54–60.
[17] Li J, Lai H, Chen S, Zhu H, Lai S. Gender differences in the associations between urinary bisphenol A and body composition among American children: the National Health and Nutrition Examination Survey, 2003–2006. Journal of Epidemiology. 2017; 27: 228–234.
[18] England-Mason G, Merrill SM, Liu J, Martin JW, MacDonald AM, Kinniburgh DW, et al. Sex-Specific associations between prenatal exposure to bisphenols and phthalates and infant epigenetic age acceleration. Epigenomes. 2024; 8: 31.
[19] Bertoli S, Leone A, Battezzati A. Human bisphenol A exposure and the “diabesity phenotype”. Dose-Response. 2015; 13: 1559325815599173.
[20] Adams S, Wiersielis K, Yasrebi A, Conde K, Armstrong L, Guo GL, et al. Sex-and age-dependent effects of maternal organophosphate flame-retardant exposure on neonatal hypothalamic and hepatic gene expression. Reproductive Toxicology. 2020; 94: 65–74.
[21] Di Napoli I, Tagliaferri S, Sommella E, Salviati E, Porri D, Raspini B, et al. Lifestyle habits and exposure to BPA and phthalates in women of childbearing age from Northern Italy: a pilot study. International Journal of Environmental Research and Public Health. 2021; 18: 9710.
[22] EFSA Panel on Food Contact Materials, Enzymes and Processing Aids (CEP); Lambré C, Barat Baviera JM, Bolognesi C, Chesson A, Cocconcelli PS, Crebelli R, et al. Re‐evaluation of the risks to public health related to the presence of bisphenol A (BPA) in foodstuffs. EFSA Journal. 2023; 21: e06857.
[23] Bono R, Bellisario V, Tassinari R, Squillacioti G, Manetta T, Bugiani M, et al. Bisphenol A, tobacco smoke, and age as predictors of oxidative stress in children and adolescents. International Journal of Environmental Research and Public Health. 2019; 16: 2025.
[24] Steffensen IL, Dirven H, Couderq S, David A, D’Cruz SC, Fernández MF, et al. Bisphenols and oxidative stress biomarkers—associations found in human studies, evaluation of methods used, and strengths and weaknesses of the biomarkers. International Journal of Environmental Research and Public Health. 2020; 17: 3609.
[25] Merii MH, Fardoun MM, El Asmar K, Khalil MI, Eid AH, Dhaini HR. Effect of BPA on CYP450s expression, and nicotine modulation, in fetal rat brain. Neurotoxicology and Teratology. 2022; 92: 107095.
[26] Nagy L. Molecular aspects of alcohol metabolism: transcription factors involved in early ethanol-induced liver injury. Annual Review of Nutrition. 2004; 24: 55–78.
[27] Melough MM, Maffini MV, Otten JJ, Sathyanarayana S. Diet quality and exposure to endocrine-disrupting chemicals among US adults. Environmental Research. 2022; 211: 113049.
[28] Hahladakis JN, Iacovidou E, Gerassimidou S. An overview of the occurrence, fate, and human risks of the bisphenol‐A present in plastic materials, components, and products. Integrated Environmental Assessment and Management. 2023; 19: 45–62.
[29] Romani M, Pistillo MP, Banelli B. Environmental epigenetics: crossroad between public health, lifestyle, and cancer prevention. BioMed Research International. 2015; 2015: 587983.
[30] Healy BF, English KR, Jagals P, Sly PD. Bisphenol A exposure pathways in early childhood: reviewing the need for improved risk assessment models. Journal of Exposure Science & Environmental Epidemiology. 2015; 25: 544–556.
[31] Khalili Sadrabad E, Hashemi SA, Nadjarzadeh A, Askari E, Akrami Mohajeri F, Ramroudi F. Bisphenol A release from food and beverage containers—a review. Food Science & Nutrition. 2023; 11: 3718–3728.
[32] Vilarinho F, Sendón R, Van der Kellen A, Vaz MF, Silva AS. Bisphenol A in food as a result of its migration from food packaging. Trends in Food Science & Technology. 2019; 91: 33–65.
[33] Almeida S, Raposo A, Almeida‐González M, Carrascosa C. Bisphenol A: food exposure and impact on human health. Comprehensive Reviews in Food Science and Food Safety. 2018; 17: 1503–1517.
[34] Manzoor MF, Tariq T, Fatima B, Sahar A, Tariq F, Munir S, et al. An insight into bisphenol A, food exposure and its adverse effects on health: a review. Frontiers in Nutrition. 2022; 9: 1047827.
[35] Mandel ND, Gamboa-Loira B, Cebrián ME, Mérida-Ortega Á, López-Carrillo L. Challenges to regulate products containing bisphenol A: implications for policy. Public Health of Mexico. 2019; 61: 692–697.
[36] EFSA Panel on Food Contact Materials, Enzymes, Flavourings and Processing Aids (CEF). Scientific Opinion on the risks to public health related to the presence of bisphenol A (BPA) in foodstuffs. EFSA Journal. 2015; 13: 3978.
[37] Xing J, Zhang S, Zhang M, Hou J. A critical review of presence, removal and potential impacts of endocrine disruptors bisphenol A. Comparative Biochemistry and Physiology C. 2022; 254: 109275.
[38] Paz ND, Rodriguez JE, Eiceman GA. Volatile organic compounds in headspace over electrical components at 75 to 200°C—Part 1. Identification of constituents and emission rates. Journal of Occupational and Environmental Hygiene. 2012; 9: 89–98.
[39] Duncan SM, Sexton KG, Turpin BJ. Oxygenated VOCs, aqueous chemistry, and potential impacts on residential indoor air composition. Indoor Air. 2018; 28: 198–212.
[40] Farooq MU, Jalees MI, Hussain G, Anis M, Islam U. Health risk assessment of endocrine disruptor bisphenol A leaching from plastic bottles of milk and soft drinks. Environmental Science and Pollution Research. 2021; 28: 57090–57098.
[41] Kubwabo C, Kosarac I, Stewart B, Gauthier BR, Lalonde K, Lalonde PJ. Migration of bisphenol A from plastic baby bottles, baby bottle liners and reusable polycarbonate drinking bottles. Food Additives and Contaminants. 2009; 26: 928–937.
[42] Karrer C, De Boer W, Delmaar C, Cai Y, Crépet A, Hungerbühler K, et al. Linking probabilistic exposure and pharmacokinetic modeling to assess the cumulative risk from the bisphenols BPA, BPS, BPF, and BPAF for Europeans. Environmental Science & Technology. 2019; 53: 9181–9191.
[43] Gilden R, McElroy K, Friedmann E, Witherspoon NO, Paul H. Evaluation of the children’s environmental health network’s environmental stewardship checklist responses. Journal of Environmental Health. 2015; 77: 22–29.
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