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Challenges of Assessing Spatiotemporal Patterns of Environmentally Driven Infectious Diseases in Resource-Poor Settings

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Geospatial Technology for Human Well-Being and Health

Abstract

National data repositories, such as census, surveys, clinical records, and surveillance systems, provide incredibly valuable information to establish links between health outcomes and environmental exposures, as well as to guide national, local, and global environmental and health policies to achieve the Sustainable Development Goals (SDGs). The SDGs, under the 2030 Agenda for Sustainable Development, call for improving health and education, reducing inequality, increasing economic growth, and creating sustainable environmental policies and practices. Using the SDGs as a global model, environmental health research can be focused on regions that have not yet met the goals. Modern geospatial tools enable a better understanding of spatiotemporal patterns of environmentally driven, climate-sensitive, and often preventable infections. Current research highlights the untapped potential of national repositories of medical claims, laboratory-confirmed surveillance records, and census data to quantify and predict the impact of environmental exposure and the complexity of interrelationships between spatiotemporal clustering of infections and water quality and quantity, extreme weather, and climate change. A systematic approach to quantify and depict an outcome, exposure, and the relationship between them, along with relevant uncertainties, in a given location at a given time, is essential for effective prevention. To build national and global geospatial capacities, accurate information at refined spatial and temporal scales is needed. However, the continuous monitoring of health and environmental data, especially in resource-poor settings of low-income countries, is prohibitively expensive and prone to underreporting and biases. Even in data-rich, high-income environments, advanced surveillance and public health records contain inaccuracies and inconsistencies that can cause costly errors of displacing or not accounting for ever-changing exposures. Aiming to meet the SDGs, many countries are strengthening their efforts to establish robust national data infrastructure. In this chapter, we illustrate such efforts and highlight ongoing challenges that arise in compiling the essential demographic, socioeconomic, environmental, and health records in Ghana to explore spatiotemporal patterns in climate-sensitive disease caused by Schistosoma haematobium and diarrheal infections. We recommend further investment in building a robust data infrastructure by technological leapfrogging with the support of novel geospatial tools.

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References

  • Adenowo, A.F., et al. 2015. Impact of human schistosomiasis in sub-Saharan Africa. Brazilian Journal of Infectious Diseases 19 (2): 196–205.

    Article  Google Scholar 

  • Agyepong, K.A. 2010. Integrated management approach to municipal solid waste treatment in peri-urban areas of Sub-Saharan Africa, Case Study Ghana. In Engineering & physical sciences. Guildford: University of Surrey.

    Google Scholar 

  • Alagidede, P., W. Baah-Boateng, and E. Nketiah-Amponsah. 2013. The Ghanaian economy: An overview. Ghanaian Journal of Economics 1 (1): 4–34.

    Google Scholar 

  • Al-Delaimy, A.K., et al. 2014. Epidemiology of intestinal polyparasitism among orang Asli school children in rural Malaysia. PLoS Neglected Tropical Diseases 8 (8): e3074.

    Article  Google Scholar 

  • Arku, R.E., et al. 2016. Geographical inequalities and social and Environmental risk factors for under-five mortality in Ghana in 2000 and 2010: Bayesian spatial analysis of Census data. PLoS Medicine 13 (6): e1002038.

    Article  Google Scholar 

  • Ayanian, J.Z., et al. 1993. The relation between health insurance coverage and clinical outcomes among women with breast cancer. New England Journal of Medicine 329 (5): 326–331.

    Article  Google Scholar 

  • Baker, D.W., et al. 1998. Health literacy and the risk of hospital admission. Journal of General Internal Medicine 13 (12): 791–798.

    Article  Google Scholar 

  • Barcus, M.J., et al. 2007. Demographic risk factors for severe and fatal vivax and falciparum malaria among hospital admissions in northeastern Indonesian Papua. American Journal of Tropical Medicine and Hygiene 77 (5): 984–991.

    Article  Google Scholar 

  • Bartley, M. 2001. Pros and cons of data dollection using a census: The experience of the Caribbean countries. In International seminar on the measurement of disability. United Nations Statistical Division.

    Google Scholar 

  • Basu, R., and J.M. Samet. 2002. Relation between elevated ambient temperature and mortality: A review of the epidemiologic evidence. Epidemiologic Reviews 24 (2): 190–202.

    Article  Google Scholar 

  • Bhagavan, M.R. n.d. Technological leapfrogging by developing countries. In Encyclopedia of Life Support Systems (EOLSS): Globalization of technology.

    Google Scholar 

  • Bhalla, K., et al. 2010. Availability and quality of cause-of-death data for estimating the global burden of injuries. Bulletin of the World Health Organization 88: 831–838c.

    Article  Google Scholar 

  • Bhaskaran, K., et al. 2010. Short term effects of temperature on risk of myocardial infarction in England and Wales: Time series regression analysis of the Myocardial Ischaemia National Audit Project (MINAP) registry. British Medical Journal 341: c3823.

    Article  Google Scholar 

  • Cairncross, S., and R. Feachem. 1993. Environmental health engineering in the tropics. 2nd ed, 320. New York: Wiley.

    Google Scholar 

  • Centers for Disease Control and Prevention (CDC). GIS and Public Health at CDC. 2016 cited 2019. Available from: https://www.cdc.gov/gis/index.htm.

  • Centre for Remote Sensing and Geographic Information Services (CERSGIS). GIS & GPS. 2019 cited 2019. Available from: http://www.cersgis.org/#.

  • Chui, K.K., et al. 2009. Geographic variations and temporal trends of Salmonella-associated hospitalization in the U.S. elderly, 1991–2004: a time series analysis of the impact of HACCP regulation. BMC Public Health 9: 447.

    Article  Google Scholar 

  • Chui, K., et al. 2011a. Hospitalization of the elderly in the US for nonspecific gastrointestinal diseases: A search for etiological clues. American Journal of Public Health 101 (11): 2082–2086.

    Article  Google Scholar 

  • Chui, K.K., S.A. Cohen, and E.N. Naumova. 2011b. Snowbirds and infection--new phenomena in pneumonia and influenza hospitalizations from winter migration of older adults: A spatiotemporal analysis. BMC Public Health 11: 444.

    Article  Google Scholar 

  • Codjoe, S., et al. 2013. 2010 Population & housing census: National analytical report. Ghana.

    Google Scholar 

  • Cohen, S.A., et al. 2008. The SEEDs of two gastrointestinal diseases: Socioeconomic, environmental, and demographic factors related to cryptosporidiosis and giardiasis in Massachusetts. Environmental Research 108 (2): 185–191.

    Article  Google Scholar 

  • ———. 2010. Trends for influenza and pneumonia hospitalization in the older population: Age, period, and cohort effects. Epidemiology and Infection 138 (8): 1135–1145.

    Article  Google Scholar 

  • Cohen, S.A., K.K. Chui, and E.N. Naumova. 2011. Influenza vaccination in young children reduces influenza-associated hospitalizations in older adults, 2002-2006. Journal of the American Geriatric Society 59 (2): 327–332.

    Article  Google Scholar 

  • Conlon, K.C., et al. 2011. Preventing cold-related morbidity and mortality in a changing climate. Maturitas 69 (3): 197–202.

    Article  Google Scholar 

  • Crocker, J., et al. 2016. Impact evaluation of training natural leaders during a community-led total sanitation intervention: A cluster-randomized field trial in Ghana. Environmental Science and Technology 50 (16): 8867–8875.

    Article  Google Scholar 

  • Cummins, S., et al. 2005. Neighbourhood environment and its association with self rated health: Evidence from Scotland and England. Journal of Epidemiology and Community Health 59 (3): 207–213.

    Article  Google Scholar 

  • Curriero, F.C., et al. 2002. Temperature and mortality in 11 cities of the eastern United States. American Journal of Epidemiology 155 (1): 80–87.

    Article  Google Scholar 

  • Dewalt, D.A., et al. 2004. Literacy and health outcomes: A systematic review of the literature. Journal of General Internal Medicine 19 (12): 1228–1239.

    Article  Google Scholar 

  • Ekpo, U.F., et al. 2008. Geographical information system and predictive risk maps of urinary schistosomiasis in Ogun state, Nigeria. BMC Infectious Diseases 8: 74.

    Article  Google Scholar 

  • ESRI. 2019. Available from: https://www.esri.com/en-us/about/about-esri/overview.

  • Ferraz, F., et al. 2017. Differences and inequalities in relation to access to renal replacement therapy in the BRICS countries. Ciencia & Saude Coletiva 22 (7): 2175–2185.

    Article  Google Scholar 

  • Fink, G., I. Günther, and K. Hill. 2011. The effect of water and sanitation on child health: Evidence from the demographic and health surveys 1986–2007. International Journal of Epidemiology 40 (5): 1196–1204.

    Article  Google Scholar 

  • Fradelos, E.C., et al. 2014. Health based geographic information systems (GIS) and their applications. Acta Informatica Medica 22 (6): 402.

    Article  Google Scholar 

  • Ghana Open Source Data Initiative. 2019. Available from: https://sustainabledevelopment-ghana.github.io/.

  • Ghana Statistical Service. 2013. In 2010 Population and Housing Census: National Analytical Report, ed. K. Awusabo-Asare, 409. Ghana: Ghana Statistical Service.

    Google Scholar 

  • ———. 2014. 2010 Population and Housing Census. Ghana.

    Google Scholar 

  • ———. About Us. 2019a cited 2019. Available from: http://www.statsghana.gov.gh/.

  • ———. Central Data Catalog. 2019b. Available from: http://www2.statsghana.gov.gh/nada/index.php/catalog.

  • ———. Ghana data for Sustainable Development Goal indicators. 2019c. Available from: https://sustainabledevelopment-ghana.github.io/.

  • Grimes, J.E., et al. 2014. The relationship between water, sanitation and schistosomiasis: A systematic review and meta-analysis. PLoS Neglected Tropical Diseases 8 (12): e3296.

    Article  Google Scholar 

  • Hajak, G. 2001. Sine Study Group, Epidemiology of severe insomnia and its consequences in Germany. European Archives of Psychiatry and Clinical Neuroscience 251 (2): 49–56.

    Article  Google Scholar 

  • Hobcraft, J.N., J.W. McDonald, and S.O. Rutstein. 1984. Socio-economic factors in infant and child mortality: A cross-national comparison. Population Studies 38 (2): 193–223.

    Article  Google Scholar 

  • Howard, G., et al. 2003. Domestic water quantity, service level and health. Geneva: World Health Organization.

    Google Scholar 

  • Jagai, J., and E. Naumova. 2009. Clostridium difficile-associated disease in the elderly, United States. Emerging Infectious Diseases 15 (2): 343–344.

    Article  Google Scholar 

  • Jagai, J.S., et al. 2009. Seasonality of cryptosporidiosis: A meta-analysis approach. Environmental Research 109 (4): 465–478.

    Article  Google Scholar 

  • ———. 2010. Patterns of protozoan infections: Spatiotemporal associations with cattle density. EcoHealth 7 (1): 33–46.

    Article  Google Scholar 

  • ———. 2012a. Seasonality of rotavirus in South Asia: A meta-analysis approach assessing associations with temperature, precipitation, and vegetation index. PLoS One 7 (5): e38168.

    Article  Google Scholar 

  • ———. 2012b. Seasonal patterns of gastrointestinal illness and streamflow along the Ohio River. International Journal of Environmental Research and Public Health 9 (5): 1771–1790.

    Article  Google Scholar 

  • Joy, R., et al. 2008. Impact of neighborhood-level socioeconomic status on HIV disease progression in a universal health care setting. Journal of Acquired Immune Deficiency Syndromes 47 (4): 500–505.

    Article  Google Scholar 

  • Keatinge, W.R., and G.C. Donaldson. 2001. Mortality related to cold and air pollution in London after allowance for effects of associated weather patterns. Environmental Research 86 (3): 209–216.

    Article  Google Scholar 

  • Kosinski, K.C., et al. 2011a. A novel community-based water recreation area for schistosomiasis control in rural Ghana. Journal of Water, Sanitation and Hygiene for Development 1 (4): 259–268.

    Article  Google Scholar 

  • ———. 2011b. Diagnostic accuracy of urine filtration and dipstick tests for Schistosoma haematobium infection in a lightly-infected population of Ghanaian schoolchildren. Acta Tropica 118: 123–127.

    Article  Google Scholar 

  • ———. 2012. Effective control of Schistosoma haematobium infection in a Ghanaian community following installation of a water recreation area. PLoS Neglected Tropical Diseases 6 (7): e1709.

    Article  Google Scholar 

  • ———. 2016a. A mixed-methods approach to understanding water use and water infrastructure in a schistosomiasis-endemic community: Case study of Asamama, Ghana. BMC Public Health 16: 322.

    Article  Google Scholar 

  • ———. 2016b. Agreement among four prevalence metrics for urogenital Schistosomiasis in the eastern region of Ghana. BioMed Research International: Advances in Emerging and Neglected Infectious Diseases 2016: 1–11.

    Article  Google Scholar 

  • Kulinkina, A., et al. 2017. Indicators of improved water access in the context of schistosomiasis transmission in rural eastern region, Ghana. Science of the Total Environment 579: 1745–1755.

    Article  Google Scholar 

  • ———. 2019. Contextualizing Schistosoma haematobium transmission in Ghana: Assessment of diagnostic techniques and individual and community water-related risk factors. Acta Tropica 194: 195–203.

    Article  Google Scholar 

  • Liss, A., et al. 2017. Heat-related hospitalizations in older adults: An amplified effect of the first seasonal Heatwave. Scientific Reports 7: 39581.

    Article  Google Scholar 

  • Liu, L., et al. 2011. Associations between air temperature and cardio-respiratory mortality in the urban area of Beijing, China: a time-series analysis. Environmental Health 10: 51.

    Article  Google Scholar 

  • Lofgren, E., et al. 2007. Influenza seasonality: Underlying causes and modeling theories. Journal of Virology 81 (11): 5429–5436.

    Article  Google Scholar 

  • Lofgren, E.T., et al. 2010. Disproportional effects in populations of concern for pandemic influenza: Insights from seasonal epidemics in Wisconsin, 1967-2004. Influenza Other Respiratory Viruses 4 (4): 205–212.

    Article  Google Scholar 

  • Madon, S., et al. 2018. The role of community participation for sustainable integrated neglected tropical diseases and water, sanitation and hygiene intervention programs: A pilot project in Tanzania. Social Science & Medicine 202: 28–37.

    Article  Google Scholar 

  • Martel, R.A., et al. 2019. Assessment of urogenital schistosomiasis knowledge among primary and junior high school students in the Eastern Region of Ghana: A cross-sectional study. PLoS One 14 (6): e0218080.

    Article  Google Scholar 

  • Mata-Alvarez, J. 2002. Biomethanization of the organic fraction of municipal solid wastes. London: IWA Publishing.

    Google Scholar 

  • Michelozzi, P., et al. 2007. Assessment and prevention of acute health effects of weather conditions in Europe, the PHEWE project: Background, objectives, design. Environmental Health 6: 12.

    Article  Google Scholar 

  • Mihelcic, J.R., et al. 2009. Field guide to environmental engineering for development workers: Water, sanitation, and indoor air. Reston: American Society of Civil Engineers.

    Book  Google Scholar 

  • Moorthy, M., et al. 2012. Deviations in influenza seasonality: Odd coincidence or obscure consequence? Clinical Microbiology and Infection 18 (10): 955–962.

    Article  Google Scholar 

  • Mor, S.M., et al. 2009. Cryptosporidiosis in the elderly population of the United States. Clinical Infectious Diseases 48 (6): 698–705.

    Article  Google Scholar 

  • ———. 2011. Pneumonia and influenza hospitalization in HIV-positive seniors. Epidemiology and Infection 139 (9): 1317–1325.

    Article  Google Scholar 

  • Mor, S.M., A. DeMaria Jr., and E.N. Naumova. 2014. Hospitalization records as a tool for evaluating performance of food- and water-borne disease surveillance systems: A Massachusetts case study. PLoS One 9 (4): e93744.

    Article  Google Scholar 

  • Mrkić, S. n.d. Principles and recommendations: essential features and census methodologies. Lagos: United Nations Statistics Division.

    Google Scholar 

  • National Research Council. 2012. In The case for international sharing of scientific data: A focus on developing countries: Proceedings of a symposium, in Part two: Status of access to scientific data, P.F.U., ed. Kathie Bailey Mathae, 17–32. Washington D.C.: The National Academies Press.

    Google Scholar 

  • Naumova, E.N., et al. 2007. Seasonality in six enterically transmitted diseases and ambient temperature. Epidemiology and Infection 135 (2): 281–292.

    Article  Google Scholar 

  • ———. 2009. Pneumonia and influenza hospitalizations in elderly people with dementia. Journal of the American Geriatrics Society 57 (12): 2192–2199.

    Article  Google Scholar 

  • Nori-Sarma, A., et al. 2017. Opportunities and challenges in public Health data collection in southern Asia: Examples from Western India and Kathmandu Valley, Nepal. Sustainability 9 (7): 1106.

    Article  Google Scholar 

  • Pandey, A., et al. 2010. Health information system in India: Issues of data availability and quality. Demography India 39 (1): 111–128.

    Google Scholar 

  • President’s Malaria Initiative. 2014. Ghana’s innovative health information management system gains African recognition.

    Google Scholar 

  • Rehman, I.H., et al. 2005. Availability of kerosene to rural households: A case study from India. Energy Policy 33 (17): 2165–2174.

    Article  Google Scholar 

  • Rogot, E., and S.J. Padgett. 1976. Associations of coronary and stroke mortality with temperature and snowfall in selected areas of the United States, 1962-1966. American Journal of Epidemiology 103 (6): 565–575.

    Article  Google Scholar 

  • Rutstein, S.O. 2000. Factors associated with trends in infant and child mortality in developing countries during the 1990s. Bulletin of the World Health Organization 78: 1256–1270.

    Google Scholar 

  • Sallis, J.F., et al. 2009. Neighborhood built environment and income: Examining multiple health outcomes. Social Science and Medicine 68 (7): 1285–1293.

    Article  Google Scholar 

  • Samwine, T. 2017. Challenges and prospects of solid waste management in Ghana. International Journal of Environmental Monitoring and Analysis 5 (4): 96.

    Article  Google Scholar 

  • Sudore, R.L., et al. 2006. Limited literacy and mortality in the elderly: the health, aging, and body composition study. Journal of General Internal Medicine 21 (8): 806–812.

    Article  Google Scholar 

  • Timæus, I.M., and M. Jasseh. 2004. Adult mortality in sub-Saharan Africa: Evidence from demographic and Health surveys. Demography 41 (4): 757–772.

    Article  Google Scholar 

  • U.S. Census Bureau, Labor Force Statistics. 2017.

    Google Scholar 

  • UNESCO. 2008. Using a literacy module in household surveys: a guidebook. Bangkok: UNESCO Bangkok.

    Google Scholar 

  • UNICEF. Universal Access to Sanitation - UNICEF Data. 2017 cited 2019. Available from: https://data.unicef.org/topic/water-and-sanitation/sanitation/.

  • United Nations General Assembly. 2015. Transforming our world: the 2030 Agenda for Sustainable Development, in 70/1, United Nations General Assembly, ed. United Nations.

    Google Scholar 

  • United States Environmental Protection Agency. 2009. Municipal solid waste in the United States: 2009 facts and figures. Office of Solid Waste.

    Google Scholar 

  • USAID. District Health Information Management System (DHIMS) Digitization. 2016 cited 2019. Available from: https://partnerships.usaid.gov/partnership/district-health-information-management-system-dhims2-digitization.

  • Varenne, B., P.E. Petersen, and S. Ouattara. 2004. Oral health status of children and adults in urban and rural areas of Burkina Faso, Africa. International Dental Journal 54 (2): 83–89.

    Article  Google Scholar 

  • WHO/UNICEF. 2017. Progress on drinking water, sanitation and hygiene: 2017 update and SDG baselines. Geneva.

    Google Scholar 

  • WHO/UNICEF Joint Monitoring Programme (JMP). 2015. Progress on sanitation and drinking water – 2015 update and MDG assessment. Geneva: World Health Organization.

    Google Scholar 

  • Wilkinson, R.G., and M.G. Marmot. 2003. Social determinants of health: The solid facts. In World Health Organization. Copenhagen: Regional Office for Europe.

    Google Scholar 

  • Wolf, M.S., J.A. Gazmararian, and D.W. Baker. 2005. Health literacy and functional health status among older adults. Archives of Internal Medicine 165 (17): 1946–1952.

    Article  Google Scholar 

  • World Bank. 2003. Household energy use in developing countries: a multicountry study (English). In Energy Sector Management Assistance Programme (ESMAP) technical paper series. Washington, DC.

    Google Scholar 

  • ———. 2018. What a waste 2.0: A global snapshot of solid waste management to 2050. Washington DC.

    Google Scholar 

  • World Health Organization. 1993. Guidelines for drinking-water quality: Volume 1 Recommendations. 2nd ed. Geneva: World Health Organization.

    Google Scholar 

  • ———. Sanitation. 2018 cited 2019. Available from: https://www.who.int/news-room/fact-sheets/detail/sanitation.

  • ———. n.d. Drinking water.

    Google Scholar 

  • Wrable, M., et al. 2019. The use of remotely sensed environmental parameters for spatial and temporal schistosomiasis prediction across climate zones in Ghana. Environmental Monitoring and Assessment 191 (Suppl 2): 301.

    Article  Google Scholar 

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McIntyre, A.M., Kosinski, K.C., Naumova, E.N. (2022). Challenges of Assessing Spatiotemporal Patterns of Environmentally Driven Infectious Diseases in Resource-Poor Settings. In: Faruque, F.S. (eds) Geospatial Technology for Human Well-Being and Health. Springer, Cham. https://doi.org/10.1007/978-3-030-71377-5_17

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