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Shirato K, Oba K, Matsuyama Y, Hagiwara Y. Association of longitudinal pet ownership with wheezing in 3-year-old children using the distributed lag model: the Japan Environment and Children's Study. Environ Health 2024; 23:53. [PMID: 38844911 PMCID: PMC11155167 DOI: 10.1186/s12940-024-01087-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2023] [Accepted: 05/01/2024] [Indexed: 06/10/2024]
Abstract
BACKGROUND Time-varying exposures like pet ownership pose challenges for identifying critical windows due to multicollinearity when modeled simultaneously. The Distributed Lag Model (DLM) estimates critical windows for time-varying exposures, which are mainly continuous variables. However, applying complex functions such as high-order splines and nonlinear functions within DLMs may not be suitable for situations with limited time points or binary exposure, such as in questionnaire surveys. OBJECTIVES (1) We examined the estimation performance of a simple DLM with fractional polynomial function for time-varying binary exposures through simulation experiments. (2) We evaluated the impact of pet ownership on childhood wheezing onset and estimate critical windows. METHODS (1) We compared logistic regression including time-varying exposure in separate models, in one model simultaneously, and using DLM. For evaluation, we employed bias, empirical standard error (EmpSE), and mean squared error (MSE). (2) The Japan Environment and Children's Study (JECS) is a prospective birth cohort study of approximately 100,000 parent-child pairs, registered across Japan from 2011 to 2014. We applied DLM to the JECS data up to age 3. The estimated odds ratios (OR) were considered to be within critical windows when they were significant at the 5% level. RESULTS (1) DLM and the separate model exhibited lower bias compared to the simultaneously model. Additionally, both DLM and the simultaneously model demonstrated lower EmpSEs than the separate model. In all scenarios, DLM had lower MSEs than the other methods. Specifically, where critical windows is clearly present and exposure correlation is high, DLM showed MSEs about 1/2 to 1/200 of those of other models. (2) Application of DLM to the JECS data showed that, unlike other models, a significant exposure effect was observed only between the ages of 0 and 6 months. During that periods, the highest ORs were 1.07 (95% confidence interval, 1.01 to 1.14) , observed between the ages of 2 and 5 months. CONCLUSIONS (1) A simple DLM improves the accuracy of exposure effect and critical windows estimation. (2) 0-6 months may be the critical windows for the effect of pet ownership on the wheezing onset at 3 years.
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Affiliation(s)
- Kota Shirato
- Department of Biostatistics, School of Health Sciences and Nursing, Graduate School of Medicine, the University of Tokyo, Bunkyo-ku, Tokyo, Japan.
| | - Koji Oba
- Department of Biostatistics, School of Public Health, Graduate School of Medicine, the University of Tokyo, Bunkyo-ku, Tokyo, Japan
| | - Yutaka Matsuyama
- Department of Biostatistics, School of Public Health, Graduate School of Medicine, the University of Tokyo, Bunkyo-ku, Tokyo, Japan
| | - Yasuhiro Hagiwara
- Department of Biostatistics, School of Public Health, Graduate School of Medicine, the University of Tokyo, Bunkyo-ku, Tokyo, Japan
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2
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Parajuli A, Hui N, Puhakka R, Oikarinen S, Grönroos M, Selonen VAO, Siter N, Kramna L, Roslund MI, Vari HK, Nurminen N, Honkanen H, Hintikka J, Sarkkinen H, Romantschuk M, Kauppi M, Valve R, Cinek O, Laitinen OH, Rajaniemi J, Hyöty H, Sinkkonen A. Yard vegetation is associated with gut microbiota composition. THE SCIENCE OF THE TOTAL ENVIRONMENT 2020; 713:136707. [PMID: 32019041 DOI: 10.1016/j.scitotenv.2020.136707] [Citation(s) in RCA: 31] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/10/2019] [Revised: 01/08/2020] [Accepted: 01/13/2020] [Indexed: 06/10/2023]
Abstract
Gut microbes play an essential role in the development and functioning of the human immune system. A disturbed gut microbiota composition is often associated with a number of health disorders including immune-mediated diseases. Differences in host characteristics such as ethnicity, living habit and diet have been used to explain differences in the gut microbiota composition in inter-continental comparison studies. As our previous studies imply that daily skin contact with organic gardening materials modify gut microflora, here we investigated the association between living environment and gut microbiota in a homogenous western population along an urban-rural gradient. We obtained stool samples from 48 native elderly Finns in province Häme in August and November 2015 and identified the bacterial phylotypes using 16S rRNA Illumina MiSeq sequencing. We assumed that yard vegetation and land cover classes surrounding homes explain the stool bacterial community in generalized linear mixed models. Diverse yard vegetation was associated with a reduced abundance of Clostridium sensu stricto and an increased abundance of Faecalibacterium and Prevotellaceae. The abundance of Bacteroides was positively and strongly associated with the built environment. Exclusion of animal owners did not alter the main associations. These results suggest that diverse vegetation around homes is associated with health-related changes in gut microbiota composition. Manipulation of the garden diversity, possibly jointly with urban planning, is a promising candidate for future intervention studies that aim to maintain gut homeostasis.
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Affiliation(s)
- Anirudra Parajuli
- Ecosystems and Environment Research Programme, Faculty of Biological and Environmental Sciences, University of Helsinki, Lahti, Finland
| | - Nan Hui
- Ecosystems and Environment Research Programme, Faculty of Biological and Environmental Sciences, University of Helsinki, Lahti, Finland; School of Agriculture and Biology, Shanghai Jiao Tong University, Shanghai, China
| | - Riikka Puhakka
- Ecosystems and Environment Research Programme, Faculty of Biological and Environmental Sciences, University of Helsinki, Lahti, Finland
| | - Sami Oikarinen
- Faculty of Medicine and Life Sciences, University of Tampere, Tampere, Finland
| | - Mira Grönroos
- Ecosystems and Environment Research Programme, Faculty of Biological and Environmental Sciences, University of Helsinki, Lahti, Finland
| | - Ville A O Selonen
- Ecosystems and Environment Research Programme, Faculty of Biological and Environmental Sciences, University of Helsinki, Lahti, Finland
| | - Nathan Siter
- School of Architecture, Tampere University of Technology, Tampere, Finland
| | - Lenka Kramna
- Second Faculty of Medicine, Charles University, Prague, Czech Republic
| | - Marja I Roslund
- Ecosystems and Environment Research Programme, Faculty of Biological and Environmental Sciences, University of Helsinki, Lahti, Finland
| | - Heli K Vari
- Ecosystems and Environment Research Programme, Faculty of Biological and Environmental Sciences, University of Helsinki, Lahti, Finland
| | - Noora Nurminen
- Faculty of Medicine and Life Sciences, University of Tampere, Tampere, Finland
| | - Hanna Honkanen
- Faculty of Medicine and Life Sciences, University of Tampere, Tampere, Finland
| | | | | | - Martin Romantschuk
- Ecosystems and Environment Research Programme, Faculty of Biological and Environmental Sciences, University of Helsinki, Lahti, Finland
| | | | - Raisa Valve
- Division of Food and Nutrition Sciences, Faculty of Agriculture and Forestry, University of Helsinki, Helsinki, Finland
| | - Ondřej Cinek
- Second Faculty of Medicine, Charles University, Prague, Czech Republic
| | - Olli H Laitinen
- Faculty of Medicine and Life Sciences, University of Tampere, Tampere, Finland
| | - Juho Rajaniemi
- School of Architecture, Tampere University of Technology, Tampere, Finland
| | - Heikki Hyöty
- Faculty of Medicine and Life Sciences, University of Tampere, Tampere, Finland
| | - Aki Sinkkonen
- Ecosystems and Environment Research Programme, Faculty of Biological and Environmental Sciences, University of Helsinki, Lahti, Finland; Natural Resources Institute Finland, Turku, Finland.
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Howard E, Orhurhu V, Huang L, Guthrie B, Phipatanakul W. The Impact of Ambient Environmental Exposures to Microbial Products on Asthma Outcomes from Birth to Childhood. Curr Allergy Asthma Rep 2019; 19:59. [PMID: 31781873 PMCID: PMC7088961 DOI: 10.1007/s11882-019-0890-2] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Purpose of Review Asthma is a chronic respiratory condition with increasing domestic and worldwide prevalence that burdens individuals and the healthcare system with high costs associated with long-term treatments and acute emergency room (ER) visits. It can be triggered by ambient microbes, including bacteria, viruses, and fungi. In this review, we examine the outcomes of asthma patients in relation to environmental exposures to ambient microbe products, focusing on whether exposure leads to asthma development from birth to childhood and if particular microbes are associated with worsened asthma exacerbations. Recent Findings Bacterial endotoxin is more prominent in homes with pets and may cause cytokine cascades that lead to asthma exacerbation. However, some studies have demonstrated a protective effect with early exposure. Patients with positive Aspergillus skin testing are more prone to moderate-severe or severe-uncontrolled asthma. Fungal sensitization is also associated with earlier onset of asthma and demonstrates a dose-dependent relationship of symptom severity and duration. Among viruses, rhinovirus has the greatest association with decreased lung function, severe asthma, and asthma-related hospital admissions. Distribution of microbial products and associated asthma symptoms depends on the geographical climate. Genetic variations among individuals also mitigate the effects of microbial products on asthma development and symptom severity. Summary Microbial products of bacteria, fungi, and viruses are associated with the development of asthma, more severe asthma symptoms, and worse outcomes. However, some early exposure studies have also demonstrated a protective effect. Bacterial and fungal products are related to decreased lung function and earlier onset of asthma. Viral products are related to asthma-associated hospital admissions; and the climate and patient genetics can also temper or intensify the relationships between microbial products, asthma development, and asthma symptom severity. Further research should focus on the effects of early microbe exposure and its interaction with human immune systems and asthma-related outcomes.
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Affiliation(s)
- Evin Howard
- Bouvé College of Health Sciences, Graduate School of Nursing, Northeastern University, Boston, MA, USA
| | - Vwaire Orhurhu
- Department of Anesthesia, Critical Care, & Pain Medicine, Harvard Medical School, Massachusetts General Hospital, Boston, MA, USA
| | - Lisa Huang
- Department of Anesthesia, Critical Care, & Pain Medicine, Harvard Medical School, Beth Israel Deaconess Medical Center, Boston, MA, USA
| | - Barbara Guthrie
- Bouvé College of Health Sciences, Graduate School of Nursing, Northeastern University, Boston, MA, USA
| | - Wanda Phipatanakul
- Division of Asthma, Allergy, & Immunology, Harvard Medical School, Children's Hospital Boston, Boston, MA, USA.
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Klös M, Thürmann L, Bauer M, Heinrich J, Standl M, von Berg A, Schaaf B, Weichenhan D, Mücke O, Plass C, Röder S, Herberth G, Sack U, Borte M, Stangl GI, Eils R, Trump S, Lehmann I. Longitudinal trends of serum IgE and IL5RA expression throughout childhood are associated with asthma but not with persistent wheeze. Allergy 2019; 74:2002-2006. [PMID: 31012487 DOI: 10.1111/all.13837] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2019] [Revised: 03/11/2019] [Accepted: 03/21/2019] [Indexed: 12/13/2022]
Affiliation(s)
- Matthias Klös
- Molecular Epidemiology Unit Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin and Berlin Institute of Health, associated partner of the German Center for Lung Research (DZL) Berlin Germany
- Department of Environmental Immunology Helmholtz Centre for EnvironmentalResearch – UFZ Leipzig Germany
| | - Loreen Thürmann
- Molecular Epidemiology Unit Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin and Berlin Institute of Health, associated partner of the German Center for Lung Research (DZL) Berlin Germany
- Department of Environmental Immunology Helmholtz Centre for EnvironmentalResearch – UFZ Leipzig Germany
| | - Mario Bauer
- Department of Environmental Immunology Helmholtz Centre for EnvironmentalResearch – UFZ Leipzig Germany
| | - Joachim Heinrich
- Institute and Clinic for Occupational, Social and Environmental Medicine University HospitalLMU Munich Germany
- Institute of Epidemiology Helmholtz Zentrum München ‐ German ResearchCenter for Environmental Health Neuherberg Germany
| | - Marie Standl
- Institute of Epidemiology Helmholtz Zentrum München ‐ German ResearchCenter for Environmental Health Neuherberg Germany
| | - Andrea von Berg
- Department of Pediatrics Research Institute Marien‐Hospital Wesel Wesel Germany
| | - Beate Schaaf
- Pediatric Outpatient Department Bad Honnef Germany
| | - Dieter Weichenhan
- Division of Cancer Epigenomics German Cancer Research Center (DKFZ)Heidelberg Germany
| | - Oliver Mücke
- Division of Cancer Epigenomics German Cancer Research Center (DKFZ)Heidelberg Germany
| | - Christoph Plass
- Division of Cancer Epigenomics German Cancer Research Center (DKFZ)Heidelberg Germany
| | - Stefan Röder
- Department of Environmental Immunology Helmholtz Centre for EnvironmentalResearch – UFZ Leipzig Germany
| | - Gunda Herberth
- Department of Environmental Immunology Helmholtz Centre for EnvironmentalResearch – UFZ Leipzig Germany
| | - Ulrich Sack
- Medical Faculty Institute for Clinical Immunology University of Leipzig Leipzig Germany
| | - Michael Borte
- Children's HospitalMunicipal Hospital “St. Georg” Leipzig Germany
| | - Gabriele I. Stangl
- Institute of Agricultural and Nutritional Sciences Martin Luther University Halle‐Wittenberg Halle Germany
| | - Roland Eils
- Center for Digital Health Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin and Berlin Institute of Health, associated partner of the German Center for Lung Research (DZL) Berlin Germany
- Heidelberg University HospitalHealth Data Science Unit Heidelberg Germany
| | - Saskia Trump
- Molecular Epidemiology Unit Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin and Berlin Institute of Health, associated partner of the German Center for Lung Research (DZL) Berlin Germany
- Department of Environmental Immunology Helmholtz Centre for EnvironmentalResearch – UFZ Leipzig Germany
| | - Irina Lehmann
- Molecular Epidemiology Unit Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin and Berlin Institute of Health, associated partner of the German Center for Lung Research (DZL) Berlin Germany
- Department of Environmental Immunology Helmholtz Centre for EnvironmentalResearch – UFZ Leipzig Germany
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5
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Wichmann HE. Epidemiology in Germany-general development and personal experience. Eur J Epidemiol 2017; 32:635-656. [PMID: 28815360 DOI: 10.1007/s10654-017-0290-7] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2017] [Accepted: 07/27/2017] [Indexed: 12/19/2022]
Abstract
Did you ever hear about epidemiology in Germany? Starting from an epidemiological desert the discipline has grown remarkably, especially during the last 10-15 years: research institutes have been established, research funding has improved, multiple curriculae in Epidemiology and Public Health are offered. This increase has been quite steep, and now the epidemiological infrastructure is much better. Several medium-sized and even big population cohorts are ongoing, and the number and quality of publications from German epidemiologists has reached a respectable level. My own career in epidemiology started in the field of environmental health. After German reunification I concentrated for many years on environmental problems in East Germany and observed the health benefits after improvement of the situation. Later, I concentrated on population-based cohorts in newborns (GINI/LISA) and adults (KORA, German National Cohort), and on biobanking. This Essay describes the development in Germany after worldwar 2, illustrated by examples of research results and build-up of epidemiological infractructures worth mentioning.
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Affiliation(s)
- Heinz-Erich Wichmann
- Institute of Epidemiology, 2, Helmholtz Center Munich, Munich, Germany. .,Chair of Epidemiology, University of Munich, Munich, Germany.
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6
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Tischer C, Weikl F, Probst AJ, Standl M, Heinrich J, Pritsch K. Urban Dust Microbiome: Impact on Later Atopy and Wheezing. ENVIRONMENTAL HEALTH PERSPECTIVES 2016; 124:1919-1923. [PMID: 27232328 PMCID: PMC5132631 DOI: 10.1289/ehp158] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/20/2015] [Revised: 01/29/2016] [Accepted: 05/04/2016] [Indexed: 05/31/2023]
Abstract
BACKGROUND Investigations in urban areas have just begun to explore how the indoor dust microbiome may affect the pathogenesis of asthma and allery. OBJECTIVE We aimed to investigate the early fungal and bacterial microbiome in house dust with allergic sensitization and wheezing later in childhood. METHODS Individual dust samples from 189 homes of the LISAplus birth cohort study were collected shortly after birth from living room floors and profiled for fungal and bacterial microbiome. Fungal and bacterial diversity was assessed with terminal restriction fragment length polymorphism (tRFLP) and defined by Simpson's Diversity Index. Information on wheezing outcomes and covariates until the age of 10 years was obtained by parent questionnaires. Information on specific allergic sensitization was available at child's age 6 and 10 years. Logistic regression and general estimation equation (GEE) models were used to examine the relationship between microbial diversity and health outcomes. RESULTS Adjusted logistic regression analyses revealed a significantly reduced risk of developing sensitization to aero-allergens at 6 years and ever wheezing until the age of 10 years for exposure to higher fungal diversity [adjusted odds ratio (aOR) = 0.26 (95% CI: 0.10, 0.70), and 0.42 (95% CI: 0.18, 0.96), respectively]. The associations were attenuated for the longitudinal analyses (GEE) until the age of 10 years. There was no association between higher exposure to bacterial diversity and the tested health outcomes. CONCLUSION Higher early exposure to fungal diversity might help to prevent a child from developing sensitization to aero-allergens in early childhood, but the reasons for attenuated effects in later childhood require further prospective studies. Citation: Tischer C, Weikl F, Probst AJ, Standl M, Heinrich J, Pritsch K. 2016. Urban dust microbiome: impact on later atopy and wheezing. Environ Health Perspect 124:1919-1923; http://dx.doi.org/10.1289/EHP158.
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Affiliation(s)
- Christina Tischer
- Institute of Epidemiology I, Helmholtz Zentrum München–German Research Center for Environmental Health, Neuherberg, Germany
- ISGlobal, Centre for Research in Environmental Epidemiology (CREAL), Barcelona, Spain
- Universitat Pompeu Fabra (UPF), Barcelona, Spain
- CIBER Epidemiología y Salud Pública (CIBERESP), Spain
| | - Fabian Weikl
- Institute of Biochemical Plant Pathology, Helmholtz Zentrum München–German Research Center for Environmental Health, Neuherberg, Germany
| | - Alexander J. Probst
- Department of Earth and Planetary Sciences, University of California, Berkeley, Berkeley, California, USA
| | - Marie Standl
- Institute of Epidemiology I, Helmholtz Zentrum München–German Research Center for Environmental Health, Neuherberg, Germany
| | - Joachim Heinrich
- Institute of Epidemiology I, Helmholtz Zentrum München–German Research Center for Environmental Health, Neuherberg, Germany
- Institute and Outpatient Clinic for Occupational, Social, and Environmental Medicine, Ludwig Maximilians University Munich, Munich, Germany
| | - Karin Pritsch
- Institute of Biochemical Plant Pathology, Helmholtz Zentrum München–German Research Center for Environmental Health, Neuherberg, Germany
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Crane J. Animal fur and asthma: an indoor farmyard phenomenon? Eur Respir J 2016; 46:5-7. [PMID: 26130772 DOI: 10.1183/13993003.00782-2015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Affiliation(s)
- Julian Crane
- Dept of Medicine, University of Otago, Wellington, New Zealand
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8
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Hwang SH, Park DJ, Park WM, Park DU, Ahn JK, Yoon CS. Seasonal variation in airborne endotoxin levels in indoor environments with different micro-environmental factors in Seoul, South Korea. ENVIRONMENTAL RESEARCH 2016; 145:101-108. [PMID: 26656510 DOI: 10.1016/j.envres.2015.11.025] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/26/2015] [Revised: 11/18/2015] [Accepted: 11/20/2015] [Indexed: 06/05/2023]
Abstract
This study evaluated the variation over a year in airborne endotoxin levels in the indoor environment of five university laboratories in Seoul, South Korea, and examined the micro-environmental factors that influenced endotoxin levels. These included temperature, relative humidity, CO2, CO, illumination, and wind velocity. A total of 174 air samples were collected and analyzed using the kinetic limulus amebocyte lysate assay. Endotoxin levels ranged from <0.001 to 8.90EU/m(3), with an overall geometric mean of 0.240EU/m(3). Endotoxin levels showed significantly negative correlation with temperature (r=-0.529, p<0.001), CO2 (r=-0.213, p<0.001) and illumination (r=-0.538, p<0.001). Endotoxin levels tended to be higher in winter. Endotoxin levels in laboratories with rabbits were significantly higher than those of laboratories with mice. Multivariate regression analysis showed that the environmental factors affecting endotoxin levels were temperature (coefficient=-0.388, p<0.001) and illumination (coefficient=-0.370, p<0.001). Strategies aimed at reducing airborne endotoxin levels in the indoor environments may be most effective if they focus on illumination.
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Affiliation(s)
- Sung Ho Hwang
- National Cancer Control Institute, National Cancer Center, 323 Ilsan-ro, Ilsandong-gu, Goyang-si, Gyeonggi-do, South Korea
| | - Dong Jin Park
- Occupational Safety and Health Research, Ulsan, South Korea
| | - Wha Me Park
- Institute of Environmental and Industrial Medicine, Hanyang University, Seoul, South Korea
| | - Dong Uk Park
- Department of Environmental Health, Korea National Open University, Seoul, South Korea
| | - Jae Kyoung Ahn
- Research Institute of Standards for Environmental Testing, Seoul, South Korea
| | - Chung Sik Yoon
- Institute of Health and Environment, School of Public Health, Seoul National University, Gwanak ,1 Gwanak-ro, Seoul, South Korea.
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