Case Studies
Dec 26, 2023

Effects of PM2.5, PM10, and Environmental Factors in Spreading COVID-19: A Case Study of Delhi, India

Publication: Journal of Environmental Engineering
Volume 150, Issue 3

Abstract

The inhalation of particulate matter (PM) has been linked to various respiratory illnesses, including asthma, chronic obstructive pulmonary disease, and cancer. The COVID-19 pandemic has heightened concerns about PM as a possible route of virus transmission through airborne particles. This study investigated the impact of lockdown on particulate matter and mass-segregated PM (PM2.5 and PM10) deposition in human lungs. In this study, the daily average concentration of particulate matter (PM2.5 and PM10) was observed from March 22 to May 15, 2021, and grouped into two categories: before and during lockdown. The lockdown resulted in a 1.6% decrease in PM2.5 concentration and a 15% decrease in PM10 concentration. Ground-level particulate matter concentrations were found to be positively correlated with daily new COVID-19 cases and daily deaths during the lockdown period. Meteorological temperature was found to be positively associated with daily cases and daily deaths due to COVID-19. The noncarcinogenic risk was calculated by hazard quotient (HQ) with annual daily dose (ADD), and it exceeded the target value of 1 in almost all cases. Analysis of airway geometry and mass deposition indicated that mass deposition was reduced by 25% and 13% for PM2.5 and PM10, respectively. Therefore, ambient air pollution may be considered to be a major cofactor for the high death rate and number of daily cases during the pandemic. Based on the obtained results, the study recommends implementing effective pollution mitigation strategies to reduce the risk of respiratory illnesses and disease transmission through the air as a medium.

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Data Availability Statement

All data that support the findings of this study are available from the corresponding author upon reasonable request.

Acknowledgments

The data used in this study were taken from the Central Pollution Control Boards website. The authors acknowledge the CPCB, the local pollution board (DPCC) and the Health & Family Welfare Department of National Capital Territory (NCT), Delhi.
Author contributions: Bhaven N. Tandel: supervision, validation, methodology, data curation, and conceptualization; Anirudh Mishra: writing—original draft, investigation, resources, and formal analysis; Avnish Shukla: writing—review and editing, visualization, software, investigation, and conceptualization.

References

Bera, B., S. Bhattacharjee, P. K. Shit, N. Sengupta, and S. Saha. 2021. “Significant impacts of COVID-19 lockdown on urban air pollution in Kolkata (India) and amelioration of environmental health.” Environ. Dev. Sustainability 23 (5): 6913–6940. https://doi.org/10.1007/s10668-020-00898-5.
Bianconi, V., P. Bronzo, M. Banach, A. Sahebkar, M. R. Mannarino, and M. Pirro. 2020. “Particulate matter pollution and the COVID-19 outbreak: Results from Italian regions and provinces.” Arch. Med. Sci. 16 (5): 985. https://doi.org/10.5114/aoms.2020.95336.
Census. 2011. “Visualizations | Government of India.” GOI. Accessed November 29, 2023. https://censusindia.gov.in/census.website/data/data-visualizations/PopulationSearch_PCA_Indicators.
Chithra, V. S., and S. M. Shiva Nagendra. 2012. “Indoor air quality investigations in a naturally ventilated school building located close to an urban roadway in Chennai, India.” Build. Environ. 54 (Jun): 159–167. https://doi.org/10.1016/j.buildenv.2012.01.016.
Cucinotta, D., and M. Vanelli. 2020. “WHO declares COVID-19 a pandemic.” Acta Biomed. 91 (1): 157–160. https://doi.org/10.23750/abm.v91i1.9397.
Dutheil, F., J. S. Baker, and V. Navel. 2020. “COVID-19 as a factor influencing air pollution?” Environ. Pollut. 263 (Aug): 114466. https://doi.org/10.1016/J.ENVPOL.2020.114466.
Economic Survey. 2022. “Economic survey 2021-22 | Planning department.” GOI. Accessed November 14, 2023. https://delhiplanning.delhi.gov.in/planning/economic-survey-2021-22.
Forouzanfar, M. H., et al. 2016. “Global, regional, and national comparative risk assessment of 79 behavioural, environmental and occupational, and metabolic risks or clusters of risks, 1990–2015: A systematic analysis for the global burden of disease study 2015.” Lancet 388 (10053): 1659–1724. https://doi.org/10.1016/S0140-6736(16)31679-8.
Garbero, V., A. Montalto, N. Lazovic, P. Salizzoni, S. Berrone, and L. Soulhac. 2011. The impact of the urban air pollution on the human health: A case-study in Turin, 729–732. Berlin: Springer. https://doi.org/10.1007/978-94-007-1359-8_119.
Garg, A., A. Kumar, and N. C. Gupta. 2021. “Comprehensive study on impact assessment of lockdown on overall ambient air quality amid COVID-19 in Delhi and its NCR, India.” J. Hazard. Mater. Lett. 2 (Jun): 100010. https://doi.org/10.1016/j.hazl.2020.100010.
Gartland, N., D. Fishwick, A. Coleman, K. Davies, A. Hartwig, S. Johnson, and M. van Tongeren. 2022. “Transmission and control of SARS-CoV-2 on ground public transport: A rapid review of the literature up to May 2021.” J. Transp. Health 26 (Sep): 101356. https://doi.org/10.1016/j.jth.2022.101356.
Gruszecka-Kosowska, A., J. Dajda, E. Adamiec, E. Helios-Rybicka, M. Kisiel-Dorohinicki, R. Klimek, D. Pałka, and J. Was. 2021. “Human health risk assessment of air pollution in the regions of unsustainable heating sources. Case study—The tourist areas of southern Poland.” Atmosphere 12 (5): 615. https://doi.org/10.3390/atmos12050615.
Gurjar, B. R., K. Ravindra, and A. S. Nagpure. 2016. “Air pollution trends over Indian megacities and their local-to-global implications.” Atmos. Environ. 142 (Oct): 475–495. https://doi.org/10.1016/j.atmosenv.2016.06.030.
Hama, S. M. L., P. Kumar, R. M. Harrison, W. J. Bloss, M. Khare, S. Mishra, A. Namdeo, R. Sokhi, P. Goodman, and C. Sharma. 2020. “Four-year assessment of ambient particulate matter and trace gases in the Delhi-NCR region of India.” Sustainable Cities Soc. 54 (Mar): 102003. https://doi.org/10.1016/j.scs.2019.102003.
Harrison, R. M., A. M. Jones, P. D. E. Biggins, N. Pomeroy, C. S. Cox, S. P. Kidd, J. L. Hobman, N. L. Brown, and A. Beswick. 2005. “Climate factors influencing bacterial count in background air samples.” Int. J. Biometeorol. 49 (3): 167–178. https://doi.org/10.1007/s00484-004-0225-3.
H&FW (Health & Family Welfare). 2021. Department of health & family welfare. Delhi, India: Government of NCT of Delhi.
Hofmann, W. 2011. “Modelling inhaled particle deposition in the human lung—A review.” J. Aerosol. Sci. 42 (10): 693–724. https://doi.org/10.1016/j.jaerosci.2011.05.007.
Howell, D. C. 2012. Statistical methods for psychology—Google books, 792. Belmont, CA: Cengage Learning.
Jabaris, S. L., and V. Ananthalakshmi. 2021. “The current situation of COVID-19 in India.” Brain Behav. Immun. Health 11 (Jan): 100200. https://doi.org/10.1016/j.bbih.2021.100200.
Jiang, Y., X.-J. Wu, and Y.-J. Guan. 2020. “Effect of ambient air pollutants and meteorological variables on COVID-19 incidence.” Infect. Control Hosp. Epidemiol. 41 (9): 1011–1015. https://doi.org/10.1017/ice.2020.222.
Khan, S., B. R. Gurjar, and V. Sahu. 2022. “Deposition modeling of ambient particulate matter in the human respiratory tract.” Atmos. Pollut. Res. 13 (10): 101565. https://doi.org/10.1016/j.apr.2022.101565.
Kumar, P., B. R. Gurjar, A. S. Nagpure, and R. M. Harrison. 2011. “Preliminary estimates of nanoparticle number emissions from road vehicles in megacity Delhi and associated health impacts.” Environ. Sci. Technol. 45 (13): 5514–5521. https://doi.org/10.1021/es2003183.
Kutralam-Muniasamy, G., F. Pérez-Guevara, I. E. Martínez, and S. V. Chari. 2021. “Particulate matter concentrations and their association with COVID-19-related mortality in Mexico during June 2020 Saharan dust event.” Environ. Sci. Pollut. Res. 28 (36): 49989–50000. https://doi.org/10.1007/s11356-021-14168-y.
Manik, S., M. Mandal, and S. Pal. 2022. “Impact of air pollutants on COVID-19 transmission: A study over different metropolitan cities in India.” Environ. Dev. Sustainability 2022 (Aug): 1–13. https://doi.org/10.1007/S10668-022-02593-Z.
Manojkumar, N., B. Srimuruganandam, and S. M. Shiva Nagendra. 2019. “Application of multiple-path particle dosimetry model for quantifying age specified deposition of particulate matter in human airway.” Ecotoxicol. Environ. Saf. 168 (Jan): 241–248. https://doi.org/10.1016/j.ecoenv.2018.10.091.
Marr, L. C., J. W. Tang, J. Van Mullekom, and S. S. Lakdawala. 2019. “Mechanistic insights into the effect of humidity on airborne influenza virus survival, transmission and incidence.” J. R. Soc. Interface 16 (150): 20180298. https://doi.org/10.1098/rsif.2018.0298.
Menebo, M. M. 2020. “Temperature and precipitation associate with Covid-19 new daily cases: A correlation study between weather and Covid-19 pandemic in Oslo, Norway.” Sci. Total Environ. 737 (Oct): 139659. https://doi.org/10.1016/j.scitotenv.2020.139659.
Moharir, S. C., et al. 2022. “Detection of SARS-CoV-2 in the air in Indian hospitals and houses of COVID-19 patients.” J. Aerosol Sci. 164 (Aug): 106002. https://doi.org/10.1016/j.jaerosci.2022.106002.
Morawska, L., and J. Cao. 2020. “Airborne transmission of SARS-CoV-2: The world should face the reality.” Environ. Int. 139 (Jun): 105730. https://doi.org/10.1016/j.envint.2020.105730.
Navinya, C., G. Patidar, and H. C. Phuleria. 2020. “Examining effects of the COVID-19 national lockdown on ambient air quality across urban India.” Aerosol Air Qual. Res. 20 (8): 1759–1771. https://doi.org/10.4209/aaqr.2020.05.0256.
Nong, A., M. D. Taylor, H. J. Clewell III, D. C. Dorman, and M. E. Andersen. 2009. “Manganese tissue dosimetry in rats and monkeys: Accounting for dietary and inhaled Mn with physiologically based pharmacokinetic modeling.” Toxicol. Sci. 108 (1): 22–34. https://doi.org/10.1093/toxsci/kfn264.
Oberdörster, G., Z. Sharp, V. Atudorei, A. Elder, R. Gelein, W. Kreyling, and C. Cox. 2008. “Translocation of inhaled ultrafine particles to the brain.” Inhalation Toxicol. 16 (6–7): 437–445. https://doi.org/10.1080/08958370490439597.
Ogen, Y. 2020. “Assessing nitrogen dioxide (NO2) levels as a contributing factor to coronavirus (COVID-19) fatality.” Sci. Total Environ. 726 (Jun): 138605. https://doi.org/10.1016/j.scitotenv.2020.138605.
Oliveira, B. F. A., E. Ignotti, P. Artaxo, P. H. N. Saldiva, W. L. Junger, and S. Hacon. 2012. “Risk assessment of PM2.5 to child residents in Brazilian Amazon region with biofuel production.” Environ. Health A Global Access Sci. Source 11 (64): 1–11. https://doi.org/10.1186/1476-069X-11-64.
Pani, S. K., N. H. Lin, and S. RavindraBabu. 2020. “Association of COVID-19 pandemic with meteorological parameters over Singapore.” Sci. Total Environ. 740 (5): 140112. https://doi.org/10.1016/j.scitotenv.2020.140112.
Pant, P., R. M. Lal, S. K. Guttikunda, A. G. Russell, A. S. Nagpure, A. Ramaswami, and R. E. Peltier. 2019. “Monitoring particulate matter in India: Recent trends and future outlook.” Air Qual. Atmos. Health 12 (1): 45–58. https://doi.org/10.1007/s11869-018-0629-6.
Rostami, A. A. 2009. “Computational modeling of aerosol deposition in respiratory tract: A review.” Inhalation Toxicol. 21 (4): 262–290. https://doi.org/10.1080/08958370802448987.
Sahoo, P. K., S. Mangla, A. K. Pathak, G. N. Salãmao, and D. Sarkar. 2021. “Pre-to-post lockdown impact on air quality and the role of environmental factors in spreading the COVID-19 cases—A study from a worst-hit state of India.” Int. J. Biometeorol. 65 (2): 205–222. https://doi.org/10.1007/s00484-020-02019-3.
Sahoo, P. K., M. A. Powell, S. Mittal, and V. K. Garg. 2020. “Is the transmission of novel coronavirus disease (COVID-19) weather dependent?” J. Air Waste Manage. Assoc. 70 (11): 1061–1064. https://doi.org/10.1080/10962247.2020.1823763.
Setti, L., F. Passarini, G. De Gennaro, P. Barbieri, S. Licen, and M. G. Perrone. 2020. “The potential role of particulate matter in the spreading of COVID-19 in Northern Italy: First evidence-based research hypotheses.” BMJ Open 10 (9): e03. https://doi.org/10.1136/bmjopen-2020-039338.
Sharma, S., M. Zhang, J. Anshika, G. H. Zhang, and S. H. Kota. 2020. “Effect of restricted emissions during COVID-19 on air quality in India.” Sci. Total Environ. 728 (Jun): 138878. https://doi.org/10.1016/j.scitotenv.2020.138878.
Singh, V., A. Biswal, A. P. Kesarkar, S. Mor, and K. Ravindra. 2020. “High resolution vehicular PM10 emissions over megacity Delhi: Relative contributions of exhaust and non-exhaust sources.” Sci. Total Environ. 699 (8): 134273. https://doi.org/10.1016/j.scitotenv.2019.134273.
Solimini, A., F. Filipponi, D. A. Fegatelli, B. Caputo, C. M. De Marco, A. Spagnoli, and A. R. Vestri. 2021. “A global association between Covid-19 cases and airborne particulate matter at regional level.” Sci. Rep. 11 (1): 1–7. https://doi.org/10.1038/s41598-021-85751-z.
Teeguarden, J. G., P. M. Hinderliter, G. Orr, B. D. Thrall, and J. G. Pounds. 2007. “Particokinetics in vitro: Dosimetry considerations for in vitro nanoparticle toxicity assessments.” Toxicol. Sci. 95 (2): 300–312. https://doi.org/10.1093/toxsci/kfl165.
Tosepu, R., J. Gunawan, D. S. Effendy, L. O. A. I. Ahmad, H. Lestari, H. Bahar, and P. Asfian. 2020. “Correlation between weather and Covid-19 pandemic in Jakarta, Indonesia.” Sci. Total Environ. 725 (Apr): 138436. https://doi.org/10.1016/j.scitotenv.2020.138436.
USEPA. 2020. Regional screening levels (RSLs)—Generic tables US EPA. Washington, DC: RSL.
USEPA. 2022. Risk-assessment guidance for Superfund. Volume 1. Human Health Evaluation Manual. Part A. Interim report (Final). Washington, DC: USEPA.
WHO (World Health Organization). 2021a. WHO coronavirus (COVID-19) dashboard. Washington, DC: WHO.
WHO (World Health Organization). 2021b. “WHO air quality guidelines.” World Health Organization. Accessed October 18, 2021. https://www.who.int/news-room/feature-stories/detail/what-are-the-who-air-quality-guidelines.
Yadav, N., and C. Sharma. 2018. “Spatial variations of intra-city urban heat island in megacity Delhi.” Sustainable Cities Soc. 37 (Jun): 298–306. https://doi.org/10.1016/j.scs.2017.11.026.
Yao, Y., J. Pan, W. Wang, Z. Liu, H. Kan, Y. Qiu, X. Meng, and W. Wang. 2020. “Association of particulate matter pollution and case fatality rate of COVID-19 in 49 Chinese cities.” Sci. Total Environ. 741 (Aug): 140396. https://doi.org/10.1016/j.scitotenv.2020.140396.
Zoran, M. A., R. S. Savastru, D. M. Savastru, and M. N. Tautan. 2020. “Assessing the relationship between surface levels of PM2.5 and PM10 particulate matter impact on COVID-19 in Milan, Italy.” Sci. Total Environ. 738 (Oct): 139825. https://doi.org/10.1016/j.scitotenv.2020.139825.

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Journal of Environmental Engineering
Volume 150Issue 3March 2024

History

Received: Jun 5, 2023
Accepted: Sep 30, 2023
Published online: Dec 26, 2023
Published in print: Mar 1, 2024
Discussion open until: May 26, 2024

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Research Scholar, Dept. of Civil Engineering, S.V. National Institute of Technology, Surat, Gujarat 395007, India. ORCID: https://orcid.org/0000-0001-8532-8088. Email: [email protected]
Research Scholar, Dept. of Civil Engineering, S.V. National Institute of Technology, Surat, Gujarat 395007, India (corresponding author). ORCID: https://orcid.org/0000-0001-8598-0025. Email: [email protected]; [email protected]
Bhaven N. Tandel [email protected]
Assistant Professor, Dept. of Civil Engineering, S.V. National Institute of Technology, Surat, Gujarat 395007, India. Email: [email protected]

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