Abstract
Ambient air pollution, particularly in the urban environment of developing countries, has turned out to be a major health risk factor. We explore the compounded impact of age sensitivity, exposure, poverty, co-morbidity, etc., along with composite air pollution in determining morbidity and health burden of people in Lucknow, India. This cross-sectional study is confined to analyse respiratory health status across different socio-economic and geographic locations using n = 140 in-depth questionnaire method. We used mean daily ambient air pollution data of PM10, PM2.5, SO2, and NO2 for the 2008–2018 period. We used the ecological model framework to assess the risk at different hierarchical levels and compounded severity on a spatial scale. We also used Logistic regression model with log odds and odds ratio to analyze the association of risks outcomes with composite air pollution scores calculated using the principal component analysis method. There is a strong association of location-specific respiratory disease prevalence with an overall 32 percent prevalence. The prevalence of ecological model 1 (individual domain) is 4.3 percent, while ecological model 2 (community domain) has the highest prevalence at 32.4 percent. The logistic regression model shows that respiratory disease load is positively associated with age sensitivity (P < .001) and composite pollution level (P < .001). For another model with suffocation as the outcome variable, composite pollution level (P < .001) and exposure (P < .001) are positively associated. Optimum interventions are required at Ecological models 1, 2, and 3 levels for better respiratory health outcomes.
Similar content being viewed by others
References
Al-Hemoud, A., Al-Dousari, A., Al-Shatti, A., Al-Khayat, A., Behbehani, W., & Malak, M. (2018). Health impact assessment associated with exposure to PM10 and dust storms in Kuwait. Atmosphere, 9(1), 6. https://doi.org/10.3390/atmos9010006
Ancona, C., Badaloni, C., Mataloni, F., Bolignano, A., Bucci, S., Cesaroni, G., Sozzi, R., Davoli, M., & Forastiere, F. (2015). Mortality and morbidity in a population exposed to multiple sources of air pollution: A retrospective cohort study using air dispersion models. Environmental Research, 137, 467–474. https://doi.org/10.1016/j.envres.2014.10.036
Atkinson, R. W., Fuller, G. W., Anderson, H. R., Harrison, R. M., & Armstrong, B. (2010). Urban ambient particle metrics and health: A time-series analysis. Epidemiology, 21(4), 501–511. https://doi.org/10.1097/EDE.0b013e3181debc88
Barman, S. C., Kumar, N., Singh, R., Kisku, G. C., Khan, A. H., Kidwai, M. M., Murthy, R. C., Negi, M. P., Pandey, P., Verma, A. K., Jain, G., & Bhargava, S. K. (2010). Assessment of urban air pollution and it’s probable health impact. Journal of Environmental Biology, 31(6), 913–920.
Blanc, P. D., Menezes, A. M. D., Plana, E., Mannino, D. M., Hallal, P. C., Toren, K., Eisner, M. D., & Zock, J. P. (2009). Occupational exposures and COPD: An ecological analysis of international data. European Respiratory Journal, 33, 298–304. https://doi.org/10.1183/09031936.00118808
Census of India (2011). District census handbook of Lucknow district. Census of India.
Central Pollution Control Board (2014).Annual Report 2013–14.Central pollution Control Board. New Delhi: Ministry of environment, forest and climate change, New Delhi. Retrieved from http://cpcbenvis.nic.in/annual_report/AnnualReport_54_Annual_Report_2013-14.pdf.
Central Pollution Control Board (2017). Data of Various Pollutants from 2015 to 2017 of Lucknow City. New Delhi: Central Pollution Control Board, New Delhi.
Chauhan, A. (2021). Air Pollution snuffed out 6700 livesin lucknow last year. The Times of India. Retrieved from https://timesofindia.indiatimes.com/city/lucknow/city-witnessed-18-die-daily-dueto-pm2-5-air-pollution-in-2020/articleshow/81099738.cms.
Correia, A. W. C., Pope, A., III., Dockery, D. W., Wang, Y., Ezzati, M., & Dominici, F. (2013). The effect of air pollution control on life expectancy in the United States: An analysis of 545 US counties for the period 2000 to 2007. Epidemiology, 24(1), 23–31. https://doi.org/10.1097/EDE.0b013e3182770237
CPCB (2018).Annual Report 2017–18, Central Pollution Control Board. New Delhi: Ministry of environmental, forest and climate change, New Delhi. Retrieved from https://cpcb.nic.in/openpdffile.php?id=UmVwb3J0RmlsZXMvOTIyXzE1NjQwMzg5OTFfbWVkaWFwaG90bzE0Mjg2LnBkZg.
Cunningham, B., Cunningham, M. A., & Saigo, B. W. (2005). Environmental science: A global concern. McGraw Hill.
Douglas, J. A., Archer, R. S., & Alexander, S. E. (2019). Ecological determinants of respiratory health: Examining associations between asthma emergency department visits, diesel particulate matter, and public parks and open space in Los Angeles California. Preventive Medicine Reports. https://doi.org/10.1016/j.pmedr.2019.100855
Enger, E. D., & Smith, B. F. (2010). Environmental science: A study of interrelationships. McGraw-Hill Higher Education.
Fitzmaurice, G., & Laird, N. (1997). Regression models for mixed discrete and continuous responses with potentially missing values. Biometrics, 53(1), 110–122. https://doi.org/10.2307/2533101
GBD 2019 Risk Factors Collaborators. (2020). Global burden of 87 risk factors in 204 countries and territories, 1990–2019: A systematic analysis for the Global Burden of Disease Study 2019. The Lancet, 396(10259), 1223–1249. https://doi.org/10.1016/S0140-6736(20)30752-2
Ghose, M. K., Paul, R., & Banerjee, R. K. (2005). Assessment of the Status of Urban air pollution and its impact on human health in the City of Kolkata. Environmental Monitoring and Assessment, 108, 151–167. https://doi.org/10.1007/s10661-005-3965-6
Glanz, K., Rimer, B. K., &Viswanath, K. (2008). Theory, research, and practice in health behavior and health education. Health behavior and health education: Theory, research, and practice (p. 23–40). Jossey-Bass.
Golden, S. D., & Earp, J. A. (2012). Social ecological approaches to individuals and their contexts: Twenty years of health education & behavior health promotion interventions. Health Education & Behavior: THe Official Publication of the Society for Public Health Education, 39(3), 364–372. https://doi.org/10.1177/1090198111418634
Green, L. W., Richard, L., & Potvin, L. (1996). Ecological foundations of health promotion. American Journal of Health Promotion: AJHP, 10(4), 270–281. https://doi.org/10.4278/0890-1171-10.4.270
Grover, A., & Singh, R. B. (2020). Urban health and wellbeing: Indian case studies. Springer.
Grover, A., & Singh, R. (2015). Analysis of Urban heat Island (UHI) in relation to normalized difference vegetation index (NDVI): A comparative study of Delhi and Mumbai. Environments, 2(4), 125–138. https://doi.org/10.3390/environments2020125
Grover, A., & Singh, R. B. (2016). Monitoring spatial patterns of land surface temperature and urban heat island for sustainable megacity: A case study of Mumbai, India using Landsat TM data. Environment and Urbanization Asia, 7(1), 1–17. https://doi.org/10.1177/0975425315619722,ISSN:0975-4253
Gujrati, D. N. (2004). Basic econometrics (4th ed.). The McGraw hill companies.
Haque, S., & Singh, R. B. (2017). Air pollution and human health in Kolkata, India: A case study. Climate, 5, 2–16. https://doi.org/10.3390/cli5040077
Hedeker, D., & Gibbons, R. D. (2006). Longitudinal data analysis. Wiley.
Horaginamani, S., & Ravichandran, M. (2010). Ambient air quality in an urban area and its effects on plants and human beings: A case study of Tiruchirappalli, India. Kathmandu University Journal of Science, Engineering and Technology, 6(2), 13–19. https://doi.org/10.3126/kuset.v6i2.4007
Indian Council Medical Research (2017).India: Health of the Nation's States; The India State-Level Disease Burden Initiative. New Delhi: Public Health Foundation of India, Institute for Health Metrics and Evaluation, Department of Health Research, Ministry of Health and Family Welfare. Retrieved from https://phfi.org/wp-content/uploads/2018/05/2017-India-State-Level-Disease-Burden-Initiative-Full-Report.pdf.
Indian Institute of Toxicology Research (2016).Assessment of ambient air quality of Lucknow City. Lucknow: CSIR-Indian Institute of Toxicology Research, Lucknow. Accessed at http://iitrindia.org/Admin/EnviromentalReport/IITR%20Post%20Monsoon%20Report%202016.pdf.
Indian Institute of Toxicology Research (2017).Assessment of ambient air quality of Lucknow City. Lucknow: CSIR-Indian Institute of Toxicology Research, Lucknow. Retrieved from http://iitrindia.org/Admin/EnviromentalReport/efcb74ed-62eb-4e36-84fc-46ddd8abf169.pdf.
Kumar, M., Singh, R. B., Pravesh, R., Kumar, P., Tripathi, D. K., & Sahu, N. (2018). Urban growth dynamics and modelling using remote sensing data and multivariate statistical techniques. Current Science, 114(10), 2080.
Liang, K. Y., & Zeger, S. L. (1986). Longitudinal data analysis using general models. Biometrika, 73, 13–22.
Lucknow Development Authority (2014).Lucknow Master Plan 2031. Lucknow: Regional Planning Division, Town and Country Planning Division, Uttar Pradesh and Lucknow Development Authority, Lucknow. Retrieved from http://uptownplanning.gov.in/post/en/lucknow-da.
Lucknow Municipal Corporation. (2017). Ward wise census Information of Lucknow Municipal Corporation. Lucknow Municipal Corporation.
McLeroy, K. R., Bibeau, D., Steckler, A., & Glanz, K. (1988). An ecological perspective on health promotion programs. Health Education Quarterly, 15(4), 351–377. https://doi.org/10.1177/109019818801500401
Miranda, J., Chung, J. Y., Green, B. L., Krupnick, J., Siddique, J., Revicki, D. A., & Belin, T. (2003). Treating depression in predominantly low-income young minority women: A randomized controlled trial. JAMA, 290(1), 57–65. https://doi.org/10.1001/jama.290.1.57
Nakadate, T., Yamano, Y., Adachi, C., Kikuchi, Y., Nishiwaki, Y., Nohara, M., Satoh, T., & Omae, K. (2006). A cross sectional study of the respiratory health of workers handling printing toner dust. Occupational and Environmental Medicine, 63(4), 244–249. https://doi.org/10.1136/oem.2005.020644
National Cancer Institute (2005). Theory at a glance: A guide to health promotion practice. National Institute of Health, Department of Health and human services, USA.
Rosenstock, I. M., Strecher, V. J., & Becker, M. H. (1988). Social learning theory and the health belief model. Health Education Quarterly, 15(2), 175–183. https://doi.org/10.1177/109019818801500203
SenRoy, S., Singh, R. B., & Kumar, M. (2013). An analysis of local spatial temperature patterns in the Delhi Metropolitan Area. Physical Geography, 32(2), 114–138. https://doi.org/10.2747/0272-3646.32.2.114
Sharma, K., Singh, R., Barman, S. C., Mishra, D., Kumar, R., Negi, M. P. S., Mandal, S. K., Kisku, G. C., Khan, A. H., Kidwai, M. M., & Bhargava, S. K. (2006). Comparison of trace metals concentration in PM10 of different locations of Lucknow City, India. Bulletin of Environmental Contamination and Toxicology, 77, 419–426. https://doi.org/10.1007/s00128-006-1082-z
Singh, R. B. (2006). Urban sustainability in the context of global change. In R. B. Singh (Ed.), Sustainable urban development. Concept Publishing Company.
Singh, R. B., & Grover, A. (2014). Remote sensing of urban microclimate with special reference to urban heat island using Landsat thermal data. Geographica Polonica, 87(4), 555–568. https://doi.org/10.7163/GPol.2014.38
Singh, P., Kikon, N., & Verma, P. (2017). Impact of land use change and urbanization on urban heat island in Lucknow city, Central India. A remote sensing based estimate. Sustainable Cities and Society, 32, 100–114.
Stokols, D. (1996). Translating social ecological theory into guidelines for community health promotion. American Journal of Health Promotion: AJHP, 10(4), 282–298. https://doi.org/10.4278/0890-1171-10.4.282
Subbaraman, R., O’Brien, J., Shitole, T., Shitole, S., Sawant, K., Bloom, D. E., & Patil-Deshmukh, A. (2012). Off the map: The health and social implications of being a non-notified slum in India. Environment and Urbanization, 24(2), 643–663. https://doi.org/10.1177/0956247812456356
Swerts, E., & Denis, E. (2015). Megacities: The Asian Era. In R. B. Singh (Ed.), Urban development challenges, risk and resilience in Asian Mega Cities (pp. 1–28). Springer.
University of Virginia Library (2020).Visualizing the effects of logistic regression. Retrieved from https://data.library.virginia.edu/visualizing-the-effects-of-logistic-regression/.
Uttar Pradesh State Pollution Control Board (2017).Data of Various Pollutants from 2008 to 2009 of Lucknow city. Lucknow: Uttar Pradesh State Pollution Control Board, Lucknow, India.
Vermeulen, R., Heederik, D., Kromhout, H., & Smit, H. A. (2002). Respiratory symptoms and occupation: A cross-sectional study of the general population. Environmental Health: A Global Access Science Source, 1(1), 5. https://doi.org/10.1186/1476-069x-1-5
Wang, H., Lindgren, H. W., Lofgren, K. T., Rajaratnam, K. J., Marcus, J. R., Rector, A., Levitz, C. E., Lopez, A. D., & Murray, C. J. L. (2012). Age-specific and sex-specific mortality in 187 countries, 1970–2010: A systematic analysis for the global burden of disease study 2010. The Lancet. https://doi.org/10.1016/S0140-6736(12)61719-X
WHO. (2012). Global burden of disease report. Geneva: WHO. Accessed at https://www.who.int/pmnch/media/news/2012/who_burdenofdisease/en/.
WHO. (2013). Review of evidence on health aspects of air pollution–REVIHAAP project, Copenhagen: WHO. Retrieved from https://www.euro.who.int/__data/assets/pdf_file/0020/182432/e96762-final.pdf.
WHO. (2016). World health statistics: monitoring health for SDGs. Geneva: World Health Organization. Retrieved from https://www.who.int/gho/publications/world_health_statistics/2016/en/.
Acknowledgements
The authors would like to acknowledge Uttar Pradesh State Pollution Control Board and CPCB, Government of India for their kind gesture for sharing air pollution data with authors. We also like to thank Lucknow Municipal Corporation for sharing data related to wards. We extend our warm regards to health department of state of Uttar Pradesh, particularly the Chief Medical Officer (CMO), The director, Kings George Medical College, Lucknow, and health superintendents/dy. CMOs of the respective wards for sharing crucial information related to health and disease profile. Our sincere thanks go to Prof Alok Dhawan, director, CSIR-IITR Lucknow for allowing us to access the library and get the insights on air pollution related reports on the city. We also acknowledge Aadityan R. Kurungat for providing some inputs in statistical analysis. Last but not the least, all the respondents must be thanked for giving their valuable time.
Funding
This study has received no funding.
Author information
Authors and Affiliations
Contributions
Conceptualization: GY, RBS, SA, BWP; Writing-original draft preparation: GY, RBS, SA, BWP, Writing review and editing: GY, AM, SSD; Methodology and investigation: GY, RBS, SA, BWP, AM; Supervision: RBS, BWP, SA; Data Curation: GY, RBS, SA, BWP, AM; Validation and Visualization: SA, AM, SSD.
Corresponding author
Ethics declarations
Conflict of interest
There is no conflict of interest as per the authors.
Animal and human rights
This chapter does not contain any studies with human participants or animals performed by any of the authors.
Informed consent
Informed consent was obtained from all individual participants included in the study.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
About this article
Cite this article
Yadav, G., Singh, R.B., Anand, S. et al. Ecological model analysis of respiratory health risk factors by ambient air pollution in Lucknow, the capital City of Uttar Pradesh, India. GeoJournal 87 (Suppl 4), 469–483 (2022). https://doi.org/10.1007/s10708-021-10490-7
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10708-021-10490-7