Human Health Risks and Interference of Urban Landscape and Meteorological Parameters in the Distribution of Pollutant: A Case Study of Nakhon Si Thammarat Province, Thailand
Abstract
:1. Introduction
2. Materials and Methods
2.1. Study Area
2.2. Nitrogen Dioxide Collection
2.3. Meteorological Data
2.4. Road and Building Densities
2.5. Health Risk Assessment
Exposed Parameters | Symbol | Unit | Infant (0–1 Year) | Child (1–5 Years) | Adult (>60 Years) | Probability Distribution | References |
---|---|---|---|---|---|---|---|
Inhalation rate | IR | m3/h | 0.17 ± 0.04 * | 0.31 ± 0.06 * | 0.48 ± 0.16 * | normal | [32] |
Body weight | BW | kg | 10.6 ± 1.7 * | 14.3 ± 2.5 * | 61.0 ± 14.9 * | normal | [33,34] |
The exposure duration | ED | year | 1 | 5 | 30 | ||
The exposure time | ET | h/day | 24 | 24 | 24 | ||
The exposure frequency | EF | day/year | 365 | 365 | 365 | ||
The average time | AT | day | ED × 365 (day/year) | [35] |
3. Results and Discussion
3.1. Nitrogen Dioxide Concentration
3.2. Human Health Risk Assessment
3.3. Correlation Analysis of Pollutant Distribution
4. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Wang, L.; Chen, R.; Sun, W.; Yang, X.; Li, X. Impact of High-Density Urban Built Environment on Chronic Obstructive Pulmonary Disease: A Case Study of Jing’an District, Shanghai. Int. J. Environ. Res. Public Health 2019, 17, 252. [Google Scholar] [CrossRef]
- Apichainan, N.; Norkaew, S.; Taneepanichskul, N. Residential environment in relation to self-report of respiratory and asthma symptoms among primary school children in a high-polluted urban area. Sci. Rep. 2022, 12, 2946. [Google Scholar] [CrossRef]
- Sharif, H.; Jan, S.S.; Sharif, S.; Seemi, T.; Naeem, H.; Rehman, J. Respiratory Diseases’ Burden in children and adolescents of marginalized population: A retrospective study in slum area of Karachi, Pakistan. Front. Epidemiol. 2023, 2, 1031666. [Google Scholar] [CrossRef]
- Wang, B.; Wang, B.; Lv, B.; Wang, R. Impact of Motor Vehicle Exhaust on the Air Quality of an Urban City. Aerosol Air Qual. Res. 2022, 22, 220213. [Google Scholar] [CrossRef]
- Beckerman, B.; Jerrett, M.; Brook, J.R.; Verma, K.D.; Arain, M.A.; Finkelstein, M.M. Correlation of nitrogen dioxide with other traffic pollutants near a major expressway. Atmos. Environ. 2008, 42, 275–290. [Google Scholar] [CrossRef]
- Smith, L.; Mukerjee, S.; Kovalcik, K.; Sams, E.; Stallings, C.; Hudgens, E.; Scott, J.; Krantz, T.; Neas, L. Near-road measurements for nitrogen dioxide and its association with traffic exposure zones. Atmos. Pollut. Res. 2015, 6, 1082–1086. [Google Scholar] [CrossRef]
- Jarvis, D.J.; Adamkiewicz, G.; Heroux, M.E.; Rapp, R.; Kelly, F.J. Nitrogen dioxide. In WHO Guidelines for Indoor Air Quality: Selected Pollutants; World Health Organization: Geneva, Switzerland, 2010; Available online: https://www.ncbi.nlm.nih.gov/books/NBK138707 (accessed on 1 August 2023).
- Grazuleviciene, R.; Maroziene, L.; Dulskiene, V.; Malinauskiene, V.; Azaraviciene, A.; Laurinaviciene, D.; Jankauskiene, K. Exposure to urban nitrogen dioxide pollution and the risk of myocardial infarction. Scand. J. Work Environ. Health 2004, 30, 293–298. [Google Scholar] [CrossRef]
- Zallaghi, E.; Goudarzi, G.; Haddad, M.N.; Moosavian, S.M.; Mohammadi, M.J. Assessing the Effects of Nitrogen Dioxide in Urban Air on Health of West and Southwest Cities of Iran. Health Sci. 2014, 6, e23469. [Google Scholar] [CrossRef]
- Buteau, S.; Hatzopoulou, M.; Crouse, L.D.; Smargiassi, A.; Burnett, R.T.; Logan, T.; Cavellin, L.D.; Goldberg, M.S. Comparison of spatiotemporal prediction models of daily exposure of individuals to ambient nitrogen dioxide and ozone in Montreal, Canada. Environ. Res. 2017, 156, 201–230. [Google Scholar] [CrossRef] [PubMed]
- He, Z.; He, Y.; Fan, G.; Li, Z.; Liang, Z.; Fang, H.; Zeng, Z.-C. Ozone Pollution and Its Response to Nitrogen Dioxide Change from a Dense Ground-Based Network in the Yangtze River Delta: Implications for Ozone Abatement in Urban Agglomeration. Atmosphere 2022, 13, 1450. [Google Scholar] [CrossRef]
- Breeze, P. Combustion Plant Emissions: Sulfur Dioxide, Nitrogen Oxides, and Acid Rain. In Electricity Generation and the Environment; Elsevier: Amsterdam, The Netherlands, 2017; pp. 33–47. [Google Scholar]
- Du, E.; Dong, D.; Zeng, X.; Sun, Z.; Jiang, X.; Vries, W. Direct effect of acid rain on leaf chlorophyll content of terrestrial plants in China. Sci. Total Environ. 2017, 605, 764–769. [Google Scholar] [CrossRef]
- Anenberg, S.C.; Mohegh, A.; Goldberg, D.L.; Kerr, G.H.; Brauer, M.; Burkart, K.; Hystad, P.; Larkin, A.; Wozniak, S.; Lamsal, L. Long-term trends in urban NO2 concentrations and associated paediatric asthma incidence: Estimates from global datasets. Lancet Planet Health 2022, 6, e49–e58. [Google Scholar] [CrossRef]
- Carslaw, D.C.; Farren, N.J.; Vaughan, A.R.; Drysdale, W.S.; Young, S.; Lee, J.D. The diminishing importance of nitrogen dioxide emissions from road vehicle exhaust. Atmos. Environ. X 2019, 1, 100002. [Google Scholar]
- Eheu-weil, I.T.; Azuma, K.I.; Ogunmuyiwa, F.B.B. Passive Sampling of Ambient Nitrogen Dioxide at Toll Plazas in Malaysia. Open J. Air Pollut. 2018, 7, 14–33. [Google Scholar]
- Voiculescu, M.; Constantin, D.E.; Condurache-Bota, S.; Călmuc, V.; Roșu, A.; Dragomir Bălănică, C.M. Role of Meteorological Parameters in the Diurnal and Seasonal Variation of NO2 in a Romanian Urban Environment. Int. J. Environ. Res. Public Health 2020, 17, 6228. [Google Scholar] [CrossRef] [PubMed]
- Su, Y.; Wu, X.; Zhao, Q.; Zhou, D.; Meng, X. Interference of Urban Morphological Parameters in the Spatiotemporal Distribution of PM10 and NO2, Taking Dalian as an Example. Atmosphere 2022, 13, 907. [Google Scholar] [CrossRef]
- Bootdee, S.; Chalemrom, P.; Chantara, S. Validation and field application of tailor-made nitrogen dioxide passive samplers. Int. J. Environ. Sci. Technol. 2012, 9, 515–526. [Google Scholar] [CrossRef]
- US EPA. An Overview of Methods for EPA’s National-Scale Air Toxics Assessment. 2011. Available online: https://www.epa.gov/sites/production/files/2015-10/documents/2005-nata-tmd.pdf (accessed on 13 September 2023).
- Yunesian, M.; Rostami, R.; Zarei, A.; Fazlzadeh, M.; Janjani, H. Exposure to high levels of PM2.5 and PM10 in the metropolis of Tehran and the associated health risks during 2016–2017. Microchem. J. 2019, 150, 104174. [Google Scholar] [CrossRef]
- Kaewrat, J.; Janta, R.; Sichum, S.; Kanabkaew, T. Indoor Air Quality, and Human Health Risk Assessment in the Open-Air Classroom. Sustainability 2021, 13, 8302. [Google Scholar] [CrossRef]
- Riveron, T.P.; Wilde, M.J.; Ibrahim, W.; Carr, L.; Monks, P.S.; Greening, N.J.; Gaillard, E.A.; Brighting, C.E.; Siddiqui, S.; Hansell, A.L.; et al. Characterisation of volatile organic compounds in hospital indoor air and exposure health risk determination. Build. Environ. 2023, 242, 110513. [Google Scholar]
- Leung, Y.C. Outdoor-indoor air pollution in urban environment: Challenges and opportunity. Front. Environ. Sci. 2015, 2, 46. [Google Scholar] [CrossRef]
- Hu, Y.; Zhao, B. Relationship between indoor and outdoor NO2: A review. Build. Environ. 2020, 180, 106909. [Google Scholar] [CrossRef]
- Lina, N.D.; Engelbrecht, J.C.; Wright, C.Y.; Osthuizen, M.A. Human health risks posed by exposure to PM10 for four life stages in a low socio-economic community in South Africa. Pan Afr. Med. J. 2014, 18, 206. [Google Scholar] [CrossRef] [PubMed]
- Lemly, A.D. Evaluation of the Hazard Quotient Method for Risk Assessment of Selenium. Ecotoxicol. Environ. Saf. 1996, 35, 156–162. [Google Scholar] [CrossRef] [PubMed]
- US EPA. Concepts Methods and Data Sources for Cumulative Health Risk Assessment of Multiple Chemicals, Exposures and Effects: A Resource Document, EPA/600/R-06/013F; National Center for Environmental Assessment, Office of Research and Development: Cincinnati, OH, USA, 2007; Available online: https://cfpub.epa.gov/ncea/risk/recordisplay.cfm?deid=190187 (accessed on 1 June 2023).
- US EPA. The Risk Assessment Guidance for Superfund (RAGS) Part A. Office of Emergency and Remedial Response, U.S.A. 2010. Available online: https://www.epa.gov/risk/risk-assessment-guidance-superfund-rags-part (accessed on 1 June 2023).
- Garbero, V.; Montaldo, A.; Lazovic, N.; Salizzoni, P.; Berrone, S.; Soulhac, L. The Impact of the Urban Air Pollution on the Human Health: A Case-Study in Turin. Air Pollut. Model. Its Appl. 2011, 11, 729–732. [Google Scholar]
- Abbasnia, A.; Ghoochani, M.; Yousefi, N.; Nazmara, S.; Radfard, M.; Soleimani, H.; Youdefi, M.; Barmar, S.; Alimohammadi, M. Prediction of human exposure and health risk assessment to trihalomethanes in indoor swimming pools and risk reduction strategy. Hum. Ecol. Risk Assess. Int. J. 2018, 25, 2098–2115. [Google Scholar] [CrossRef]
- US EPA. Exposure Factors Handbook Chapter 6, 2011. Available online: https://www.epa.gov/expobox/exposure-factors-handbook-chapter-6 (accessed on 23 September 2023).
- Chan, J.; Lu, Y.C.; Yao, M.M.-S.; Kosik, R.O. Correlation between hand grip strength and regional muscle mass in older Asian adults: An observational study. BMC Geriatr. 2022, 22, 206. [Google Scholar] [CrossRef]
- Sandjaja, S.; Poh, B.K.; Rojroongwasinkul, N.; Le Nguyen Bao, K.; Soekatri, M.; Wong, J.E.; Boonpraderm, A.; Huu, C.N.; Deurenberg, P.; Manios, Y. Body weight and BMI percentiles for children in the South-East Asian Nutrition Surveys (SEANUTS). Public Health Nutr. 2018, 21, 2972–2981. [Google Scholar] [CrossRef]
- Gruszecka-Kosowska, A. Assessment of the Krako’w inhabitants’ health risk caused by the exposure to inhalation of outdoor air contaminants. Stoch. Environ. Res. Risk Assess. 2016, 32, 485–499. [Google Scholar] [CrossRef]
- Bereitschaft, B.; Debbage, K. Urban Form, Air Pollution, and CO2 emissions in Large U.S. Metropolitan Areas. Prof. Geogr. 2013, 65, 612–635. [Google Scholar] [CrossRef]
- McCarty, J.; Kaza, N. Urban form and air quality in the United States. Landsc. Urban Plan. 2015, 139, 168–179. [Google Scholar] [CrossRef]
- Wang, F.; Dong, M.; Ren, J.; Luo, S.; Zhao, H.; Liu, J. The impact of urban spatial structure on air pollution: Empirical evidence from China. Environ. Dev. Sustain. 2022, 24, 5531–5550. [Google Scholar] [CrossRef]
- Kaewrat, J.; Janta, R. Health Risk Assessment of Residents in a Tourist City: A Case Study of Nakhon Si Thammarat Province. Walailak J. Sci. Techol. 2021, 18, 11510. [Google Scholar] [CrossRef]
- Sillapapiromsuk, S.; Koontoop, G.; Bootdee, S. Health Risk Assessment of Ambient Nitrogen Dioxide Concentrations in Urban and Industrial Area in Rayong Province, Thailand. Trends Sci. 2022, 19, 4476. [Google Scholar] [CrossRef]
- Gubb, C.; Blanusa, T.; Griffiths, A.; Pfrang, C. Potted plants can remove the pollutant nitrogen dioxide indoors. Air Qual. Atmos. Health 2022, 15, 479–490. [Google Scholar] [CrossRef]
- Hewitt, C.N.; Ashworth, K.; MacKenzie, A.R. Using green infrastructure to improve urban air quality (GI4AQ). Ambio 2020, 49, 62–73. [Google Scholar] [CrossRef] [PubMed]
- Han, L.; Zhou, W.; Li, W.; Meshesha, D.T.; Li, L.; Zheng, M. Meteorological and urban landscape factors on severe air pollution in Beijing. Air Waste Manag. Assoc. 2015, 65, 782–787. [Google Scholar] [CrossRef] [PubMed]
- Cros, C.J.; Terpeluk, A.L.; Crain, N.E.; Juenger, M.C.; Corsi, R.L. Influence of environmental factors on the removal of oxides of nitrogen by a photocatalytic coating”. Air Waste Manag. Assoc. 2015, 65, 937–947. [Google Scholar] [CrossRef]
- Janta, R.; Kaewrat, J.; Rattikansukha, C.; Sichum, S. Measurement of Nitrogen Dioxide Concentration in Traffic Areas of Nakhon Si Thammarat Province and Heath Risk Assessment. Tech. Educ. J. KMUTNB 2020, 30, 481–494. (In Thai) [Google Scholar]
- Wang, G.; Jia, S.; Li, R.; Ma, S.; Chen, X.; Wu, Z.; Shi, G.; Niu, X. Seasonal variation characteristics of hydroxyl radical pollution and its potential formation mechanism during the daytime in Lanzhou. J. Environ. Sci. 2020, 95, 58–64. [Google Scholar] [CrossRef]
- Lau, S.S.Y. Physical Environment of Tall Residential Buildings: The Case of Hong Kong. High-Rise Living Asian Cities 2010, 12, 25–47. [Google Scholar]
- Voordeckers, D.; Meysman, F.J.R.; Billen, P.; Tytgat, P.; Van, A. The impact of street canyon morphology and traffic volume on NO2 values in the street canyons of Antwerp. Build. Environ. 2021, 187, 107825. [Google Scholar] [CrossRef]
Study Sites | Symbols | Details of Study Sites |
---|---|---|
1 | R1 | Roadside in the city center with high traffic density, high building density, and low traffic flow |
2 | R2 | Roadside of the main connecting road from the city center with high traffic density, high building density, and good traffic flow |
3 | R3 | Roadside of the main connecting road from the city center with high traffic density, low building density, and good traffic flow |
4 | R4 | Roadside of the bypass road with low traffic density, low building density, and good traffic flow |
5 | C1 | Residential area with high building density (residential area) |
6 | C2 | Residential area with low building density (residential area) |
Study Sites | T1 | T2 | T3 | T4 | C1 |
---|---|---|---|---|---|
T2 | 0.860 ** | ||||
T3 | 0.748 ** | 0.888 ** | |||
T4 | 0.748 ** | 0.657 * | 0.573 | ||
C1 | 0.636 * | 0.657 * | 0.643 * | 0.280 | |
C2 | 0.378 | 0.524 | 0.601 * | 0.266 | 0.322 |
Study Sites | HQ Value | |||||
---|---|---|---|---|---|---|
Infant (0–1 Year) | Child (1–5 Years) | Adult (>60 Years) | ||||
Summer | Rainy S. | Summer | Rainy S. | Summer | Rainy S. | |
R1 | 0.87 ± 0.27 | 0.88 ± 0.45 | 1.18 ± 0.33 | 1.19 ± 0.57 | 0.45 ± 0.26 | 0.46 ± 0.36 |
R2 | 0.39 ± 0.14 | 0.52 ± 0.22 | 0.52 ± 0.17 | 0.7 ± 0.28 | 0.20 ± 0.13 | 0.26 ± 0.16 |
R3 | 0.27 ± 0.09 | 0.35 ± 0.16 | 0.37 ± 0.10 | 0.47 ± 0.20 | 0.14 ± 0.08 | 0.18 ± 0.13 |
R4 | 0.24 ± 0.10 | 0.30 ± 0.19 | 0.32 ± 0.13 | 0.40 ± 0.24 | 0.12 ± 0.08 | 0.15 ± 0.13 |
C1 | 0.19 ± 0.07 | 0.34 ± 0.21 | 0.26 ± 0.08 | 0.45 ± 0.26 | 0.10 ± 0.06 | 0.17 ± 0.15 |
C2 | 0.14 ± 0.06 | 0.22 ± 0.14 | 0.19 ± 0.07 | 0.3 ± 0.18 | 0.07 ± 0.05 | 0.11 ± 0.09 |
Parameters | Spearman Correlation Coefficient | |
---|---|---|
Meteorological conditions | Humidity | −0.943 ** |
Pressure | 0.257 | |
Temperature | −0.371 | |
Land properties | Road density (1000 × 1000 m2) | 0.429 |
Road density (500 × 500 m2) | 0.543 | |
Road density (200 × 200 m2) | 0.841 * | |
Building density (1000 × 1000 m2) | −0.082 | |
Building density (500 × 500 m2) | 0.371 | |
Building density (200 × 200 m2) | 0.314 |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2023 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
Share and Cite
Janta, R.; Kaewrat, J.; Tala, W.; Sichum, S.; Rattikansukha, C.; Dharmadasa, K.H.S.M. Human Health Risks and Interference of Urban Landscape and Meteorological Parameters in the Distribution of Pollutant: A Case Study of Nakhon Si Thammarat Province, Thailand. Sustainability 2023, 15, 14672. https://doi.org/10.3390/su152014672
Janta R, Kaewrat J, Tala W, Sichum S, Rattikansukha C, Dharmadasa KHSM. Human Health Risks and Interference of Urban Landscape and Meteorological Parameters in the Distribution of Pollutant: A Case Study of Nakhon Si Thammarat Province, Thailand. Sustainability. 2023; 15(20):14672. https://doi.org/10.3390/su152014672
Chicago/Turabian StyleJanta, Rungruang, Jenjira Kaewrat, Wittaya Tala, Surasak Sichum, Chuthamat Rattikansukha, and K. H. Sameera M. Dharmadasa. 2023. "Human Health Risks and Interference of Urban Landscape and Meteorological Parameters in the Distribution of Pollutant: A Case Study of Nakhon Si Thammarat Province, Thailand" Sustainability 15, no. 20: 14672. https://doi.org/10.3390/su152014672
APA StyleJanta, R., Kaewrat, J., Tala, W., Sichum, S., Rattikansukha, C., & Dharmadasa, K. H. S. M. (2023). Human Health Risks and Interference of Urban Landscape and Meteorological Parameters in the Distribution of Pollutant: A Case Study of Nakhon Si Thammarat Province, Thailand. Sustainability, 15(20), 14672. https://doi.org/10.3390/su152014672