Quantification of the Effects of Droughts on Daily Mortality in Spain at Different Timescales at Regional and National Levels: A Meta-Analysis
Abstract
:1. Introduction
2. Materials and Methods
2.1. Variables
2.2. Statistical Analysis
3. Results
3.1. RR of Mortality Associated with Droughts by Spanish Administrative Division
3.2. RR of Daily Mortality Associated with Climatological Spatial Patterns of Droughts
3.3. RR of Daily Mortality Associated with Droughts Based on Demography
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Acknowledgments
Conflicts of Interest
References
- Wilhite, D.A. Chapter 1—Drought as a Natural Hazard: Concepts and Definitions. In Drought: A Global Assessment; Wilhite, D.A., Ed.; Routledge: London, UK, 2000; Volume I, pp. 3–18. [Google Scholar]
- Haile, G.G.; Tang, Q.; Li, W.; Liu, X.; Zhang, X. Drought: Progress in broadening its understanding. Wiley Interdiscip. Rev. Water 2020, e1407. [Google Scholar] [CrossRef]
- Wilhite, D.A.; Svoboda, M.D.; Hayes, M.J. Understanding the complex impacts of drought: A key to enhancing drought mitigation and preparedness. Water Resour. Manag. 2007, 21, 763–774. [Google Scholar] [CrossRef] [Green Version]
- Stagge, J.H.; Kohn, I.; Tallaksen, L.M.; Stahl, K. Modeling drought impact occurrence based on meteorological drought indices in Europe. J. Hydrol. 2015, 530, 37–50. [Google Scholar] [CrossRef]
- Vicente-Serrano, S.M.; Domínguez-Castro, F.; Camarero, J.J.; El Kenawy, A. Chapter 9–Droughts. In Water Resources in the Mediterranean Region; Zribi, M., Brocca, L., Tramblay, Y., Moole, F., Eds.; Elsevier: Amsterdam, The Netherlands, 2020; pp. 219–255. [Google Scholar] [CrossRef]
- Stanke, C.; Kerac, M.; Prudhomme, C.; Medlock, J.; Murray, V. Health Effects of Drought: A Systematic Review of the Evidence. PLoS Curr. 2013, 5. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- IPCC (Intergovernmental Panel on Climate Change). Chapter 11—Human health: Impacts, Adaptation and Co-Benefits. In Climate Change 2014: Impacts, Adaptation, and Vulnerability. Part A: Global and Sectoral Aspects. Working Group II Contribution to the IPCC 5th Assessment Report of the Intergovernmental Panel on Climate Change; Field, C.B., Barros, V., Dokken, D.J., Mach, K.J., Mastrandrea, M.D., Bilir, T.E., Chatterjee, M., Ebi, K.L., Estrada, Y.O., Genova, R.C., et al., Eds.; Cambridge University Press: Cambridge, UK; New York, NY, USA, 2014; pp. 709–754. [Google Scholar]
- Yusa, A.; Berry, P.; Cheng, J.J.; Ogden, N.; Bonsal, B.R.; Stewart, R.E.; Waldick, R. Climate Change, Drought and Human Health in Canada. Int. J. Environ. Res. Public Health 2015, 12, 8359–8412. [Google Scholar] [CrossRef] [PubMed]
- Berman, J.D.; Ebisu, K.; Peng, R.D.; Dominici, F.; Bell, M. Drought and the risk of hospital admissions and mortality in older adults in western USA from 2000 to 2013: A retrospective study. Lancet Planet. Health 2017, 1, e17–e25. [Google Scholar] [CrossRef]
- Bell, J.E.; Brown, C.L.; Conlon, K.C.; Herring, S.; Kunkel, K.E.; Lawrimore, J.; Luber, G.; Schreck, C.; Smith, A.; Uejio, C.K. Changes in extreme events and the potential impacts on human health. J. Air Waste Manag. Assoc. 2017, 68, 265–287. [Google Scholar] [CrossRef] [Green Version]
- Watts, N.; Amann, M.; Arnell, N.; Ayeb-Karlsson, S.; Belesova, K.; Boykoff, M.; Byass, P.; Cai, W.; Campbell-Lendrum, D.; Capstick, S.; et al. The 2019 report of The Lancet Countdown on health and climate change: Ensuring that the health of a child born today is not defined by a changing climate. Lancet 2019, 394, 1836–1878. [Google Scholar] [CrossRef] [Green Version]
- Dalezios, N.R.; Eslamian, S. Chapter 9—Drought Assessment and Management for heatwaves monitoring. In Handbook of Drought and Water Scarcity: Management of Drought and Water Scarcity; Eslamian, S., Eslamian, S.A., Eds.; CRC Press: New York, NY, USA, 2018. [Google Scholar]
- Vicente-Serrano, S.M.; Quiring, S.M.; Peña-Gallardo, M.; Yuan, S.; Domínguez-Castro, F. A review of environmental droughts: Increased risk under global warming? Earth-Sci. Rev. 2020, 201, 102953. [Google Scholar] [CrossRef]
- Othman, F.; Sadeghian, M.S.; Heydari, M. Direct and Indirect Effects of Drought Using the Function Analysis Systems Technique (FAST) Diagram. In Proceedings of the International Conference of Environment 2012, BatuFerringhi Penang, Malaysia, 11–13 December 2012; Available online: https://www.researchgate.net/publication/235743200_Direct_and_Indirect_Effects_of_Drought_using_the_Function_Analysis_Systems_Technique_FAST_Diagram (accessed on 14 August 2020).
- Salvador, C.; Nieto, R.; Linares, C.; Díaz, J.; Gimeno, L. Effects of droughts on health: Diagnosis, repercussion, and adaptation in vulnerable regions under climate change. Challenges for future research. Sci. Total. Environ. 2020, 703, 134912. [Google Scholar] [CrossRef]
- Vicente-Serrano, S.M.; Tomas-Burguera, M.; Beguería, S.; Reig, F.; Latorre, B.; Peña-Gallardo, M.; Luna, M.Y.; Morata, A.; González-Hidalgo, J.C. A High Resolution Dataset of Drought Indices for Spain. Data 2017, 2, 22. [Google Scholar] [CrossRef] [Green Version]
- Boersma, F.K.; Allen, D.; Comes, T.; Stancjugelu, I.; Terpstra, T. Communicating disaster risk. In Science for Disaster Risk Management 2017: Knowing Better and Losing Less; Poljansek, K., Marín Ferrer, M., De Groeve, T., Clark, I., Eds.; Publications Office of the European Union: Luxembourg; EC Joint Research Centre: Ispra, Italy, 2017; pp. 386–392. [Google Scholar] [CrossRef]
- Spinoni, J.; Vogt, J.V.; Naumann, G.; Barbosa, P.; Dosio, A. Will drought events become more frequent and severe in Europe?: Future drought events in Europe. Int. J. Climatol. 2018, 38, 1718–1736. [Google Scholar] [CrossRef] [Green Version]
- Vicente-Serrano, S.M.; López-Moreno, J.I. Hydrological response to different time scales of climatological drought: An evaluation of the Standardized Precipitation Index in a mountainous Mediterranean basin. Hydrol. Earth Syst. Sci. 2005, 9, 523–533. [Google Scholar] [CrossRef] [Green Version]
- Lorenzo-Lacruz, J.; Vicente-Serrano, S.M.; González-Hidalgo, J.C.; López-Moreno, J.I.; Cortesi, N. Hydrological drought response to meteorological drought in the Iberian Peninsula. Clim. Res. 2013, 58, 117–131. [Google Scholar] [CrossRef] [Green Version]
- Lorenzo-Lacruz, J.; Garcia, C.; Morán-Tejeda, E. Groundwater level responses to precipitation variability in Mediterranean insular aquifers. J. Hydrol. 2017, 552, 516–531. [Google Scholar] [CrossRef]
- Gouveia, C.M.; Trigo, R.M.; Beguería, S.; Vicente-Serrano, S.M. Drought impacts on vegetation activity in the Mediterranean region: An assessment using remote sensing data and multi-scale drought indicators. Glob. Planet. Chang. 2017, 151, 15–27. [Google Scholar] [CrossRef] [Green Version]
- Peña-Gallardo, M.; Vicente-Serrano, S.M.; Domínguez-Castro, F.; Beguería, S. The impact of drought on the productivity of two rainfed crops in Spain. Nat. Hazards Earth Syst. Sci. 2019, 19, 1215–1234. [Google Scholar] [CrossRef] [Green Version]
- Pasho, E.; Camarero, J.J.; De Luis, M.; Vicente-Serrano, S.M. Impacts of drought at different time scales on forest growth across a wide climatic gradient in north-eastern Spain. Agric. For. Meteorol. 2011, 151, 1800–1811. [Google Scholar] [CrossRef]
- Vicente-Serrano, S.M.; Camarero, J.J.; Azorin-Molina, C. Diverse responses of forest growth to drought time-scales in the Northern Hemisphere. Glob. Ecol. Biogeogr. 2014, 23, 1019–1030. [Google Scholar] [CrossRef] [Green Version]
- Bifulco, C.; Rego, F.; Dias, S.; Stagge, J. Assessing the association of drought indicators to impacts: The results for areas burned by wildfires in Portugal. Adv. For. Fire Res. 2014. [Google Scholar] [CrossRef]
- Russo, A.; Gouveia, C.M.; DaCamara, C.; Sousa, P.; Trigo, R.M. Impact of Drought on Wildfires in Iberia. In Proceedings of the EGU General Assembly 2015, Vienna, Austria, 12–17 April 2015; Id. 13264. Available online: https://ui.adsabs.harvard.edu/abs/2015EGUGA..1713264R/abstract (accessed on 6 July 2020).
- Parente, J.A.; Amraoui, M.; Menezes, I.; Pereira, M. Drought in Portugal: Current regime, comparison of indices and impacts on extreme wildfires. Sci. Total. Environ. 2019, 685, 150–173. [Google Scholar] [CrossRef] [PubMed]
- Salvador, C.; Nieto, R.; Linares, C.; Díaz, J.; Gimeno, L. Short-term effects of drought on daily mortality in Spain from 2000 to 2009. Environ. Res. 2020, 183, 109200. [Google Scholar] [CrossRef] [PubMed]
- Salvador, C.; Nieto, R.; Linares, C.; Diaz, J.; Gimeno, L. Effects on daily mortality of droughts in Galicia (NW Spain) from 1983 to 2013. Sci. Total. Environ. 2019, 662, 121–133. [Google Scholar] [CrossRef] [PubMed]
- Takaro, T.K.; Henderson, S.B. Climate change and the new normal for cardiorespiratory disease. Can. Respir. J. 2015, 22, 52–54. [Google Scholar] [CrossRef]
- Reid, C.E.; Brauer, M.; Johnston, F.H.; Jerrett, M.; Balmes, J.R.; Elliott, C.T. Critical Review of Health Impacts of Wildfire Smoke Exposure. Environ. Health Perspect. 2016, 124, 1334–1343. [Google Scholar] [CrossRef] [Green Version]
- Jones, C.G.; Rappold, A.G.; Vargo, J.; Cascio, W.E.; Kharrazi, M.; McNally, B.; Hoshiko, S.; The CARES Surveillance Group. Out-of-Hospital Cardiac Arrests and Wildfire-Related Particulate Matter During 2015–2017 California Wildfires. J. Am. Hear. Assoc. 2020, 9, 2014125. [Google Scholar] [CrossRef]
- Peterson, T.C.; Karl, T.R.; Kossin, J.P.; Kunkel, K.E.; Lawrimore, J.H.; McMahon, J.R.; Vose, R.S.; Yin, X. Changes in weather and climate extremes: State of knowledge relevant to air and water quality in the United States. J. Air Waste Manag. Assoc. 2014, 64, 184–197. [Google Scholar] [CrossRef] [Green Version]
- Tibbetts, J.H. Air Quality and Climate Change: A Delicate Balance. Environ. Health Perspect. 2015, 123, A148–A153. [Google Scholar] [CrossRef] [Green Version]
- Díaz, J.; Linares, C. Impacto de la contaminación atmosférica sobre la mortalidad diaria a corto plazo en España. Revista de Salud Ambiental 2018, 18, 120–136. [Google Scholar]
- Brunner, L.; Hegerl, G.C.; Steiner, A.K. Connecting Atmospheric Blocking to European Temperature Extremes in Spring. J. Clim. 2017, 30, 585–594. [Google Scholar] [CrossRef]
- Demirtaş, M. The high-impact 2007 hot summer over Turkey: Atmospheric-blocking and heat-wave episodes. Meteorol. Appl. 2018, 25, 406–413. [Google Scholar] [CrossRef]
- Dong, L.; Mitra, C.; Greer, S.; Burt, E. The Dynamical Linkage of Atmospheric Blocking to Drought, Heatwave and Urban Heat Island in Southeastern US: A Multi-Scale Case Study. Atmosphere 2018, 9, 33. [Google Scholar] [CrossRef] [Green Version]
- Linares-Gil, C.; Carmona-Alferez, R.; Ortiz Burgos, C.; Diaz-Jimenez, J. Temperaturas Extremas Y Salud. Cómonosafectan las olas de calor y de frío, 1st ed.; Los libros de la Catarata; Instituto de Salud Carlos III: Madrid, Spain, 2017; pp. 1–112. [Google Scholar]
- Palinkas, L.A.; Wong, M. Global climate change and mental health. Curr. Opin. Psychol. 2020, 32, 12–16. [Google Scholar] [CrossRef] [PubMed]
- Cohen, B.E.; Edmondson, N.; Kronish, I.M. State of the Art Review: Depression, Stress, Anxiety, and Cardiovascular Disease. Am. J. Hypertens. 2015, 28, 1295–1302. [Google Scholar] [CrossRef] [Green Version]
- Mariotti, A. The effects of chronic stress on health: New insights into the molecular mechanisms of brain–body communication. Future Sci. OA 2015, 1, FS023. [Google Scholar] [CrossRef] [Green Version]
- Domínguez-Castro, F.; Vicente-Serrano, S.M.; Tomás-Burguera, M.; Peña-Gallardo, M.; Beguería, S.; El Kenawy, A.; Luna, Y.; Morata, A. High spatial resolution climatology of drought events for Spain: 1961–2014. Int. J. Clim. 2019, 39, 5046–5062. [Google Scholar] [CrossRef]
- Domínguez-Castro, F.; Vicente-Serrano, S.M.; Tomás-Burguera, M.; Peña-Gallardo, M.; Beguería, S.; Kenawy, A.M.; Luna, Y.; Morata, A. High-spatial-resolution probability maps of drought duration and magnitude across Spain. Nat. Hazards Earth Syst. Sci. 2019, 19, 611–628. [Google Scholar] [CrossRef] [Green Version]
- Vicente-Serrano, S.M. Differences in Spatial Patterns of Drought on Different Time Scales: An Analysis of the Iberian Peninsula. Water Resour. Manag. 2006, 20, 37–60. [Google Scholar] [CrossRef]
- Monjo, R.; Royé, D.; Martin-Vide, J. Meteorological drought lacunarity around the world and its classification. Earth Syst. Sci. Data 2020, 12, 741–752. [Google Scholar] [CrossRef] [Green Version]
- Noguera, I.; Domínguez-Castro, F.; Vicente-Serrano, S.M. Characteristics and trends of flash droughts in Spain, 1961–2018. Ann. N. Y. Acad. Sci. 2020. [Google Scholar] [CrossRef]
- INE (Instituto Nacional de Estadística). PenínsulaIbéricaencifras 2019. Available online: https://www.ine.es/prodyser/pubweb/pin/pin2019/ (accessed on 1 June 2020).
- McKee, T.B.; Doesken, N.J.; Kleist, J. The relationship of drought frequency and duration to time scales. In Proceedings of the 8th Conference on Applied Climatology, Anaheim, CA, USA, 17–22 January 1993; American Meteorological Society: Boston, MA, USA, 1993; pp. 179–184. [Google Scholar]
- Vicente-Serrano, S.M.; Beguería, S.; López-Moreno, J.I. A Multiscalar Drought Index Sensitive to Global Warming: The Standardized Precipitation Evapotranspiration Index. J. Clim. 2010, 23, 1696–1718. [Google Scholar] [CrossRef] [Green Version]
- Palmer, T.M.; Sterne, J.A.C. Meta-analysis in Stata: An Updated Collection from the Stata Journal; Stata Press: College Station, TX, USA, 2009; ISBN 13 978-1-59718-147-1. [Google Scholar]
- INE (Instituto Nacional de Estadística). Demografía-Indicadores de Estructura de la Población. 2020. Available online: https://www.ine.es/jaxiT3/Tabla.htm (accessed on 1 June 2020).
- Sena, A.; Barcellos, C.; Freitas, C.; Corvalan, C. Managing the Health Impacts of Drought in Brazil. Int. J. Environ. Res. Public Health 2014, 11, 10737–10751. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Ebi, K.L.; Bowen, K.J. Extreme events as sources of health vulnerability: Drought as an example. Weather. Clim. Extrem. 2016, 11, 95–102. [Google Scholar] [CrossRef] [Green Version]
- Ye, L.; Shi, K.; Xin, Z.; Wang, C.; Zhang, C. Compound Droughts and Heat Waves in China. Sustainability 2019, 11, 3270. [Google Scholar] [CrossRef] [Green Version]
- Sutanto, S.J.; Vitolo, C.; Di Napoli, C.; D’Andrea, M.; Van Lanen, H.A. Heatwaves, droughts, and fires: Exploring compound and cascading dry hazards at the pan-European scale. Environ. Int. 2020, 134, 105276. [Google Scholar] [CrossRef]
- Kong, Q.; Guerreiro, S.B.; Blenkinsop, S.; Li, X.-F.; Fowler, H.J. Increases in summertime concurrent drought and heatwave in Eastern China. Weather. Clim. Extrem. 2020, 28, 100242. [Google Scholar] [CrossRef]
- Seneviratne, S.I.; Nicholls, N.; Easterling, D.; Goodess, C.M.; Kanae, S.; Kossin, J.; Luo, Y.; Marengo, J.; McInnes, K.; Rahimi, M.; et al. Chapter 3—Changes in climate extremes and their impacts on the natural physical environment. In Managing the Risks of Extreme Events and Disasters to Advance Climate Change Adaptation. A Special Report of Working Groups I and II of the Intergovernmental Panel on Climate Change (IPCC); Field, C.B., Barros, V., Stocker, T.F., Qin, D., Dokken, D.J., Ebi, K.L., Mastrandrea, M.D., Mach, K.J., Plattner, G.-K., Allen, S.K., et al., Eds.; Cambridge University Press: Cambridge, UK; New York, NY, USA, 2012; pp. 109–230. [Google Scholar]
- Grigoletto, J.C.; Cabral, A.R.; Bonfim, C.V.; Rohlfs, D.B.; Silva, E.L.; De Queiroz, F.B.; Francischetti, J.; Daniel, M.H.B.; Resende, R.M.D.S.; De Andrade, R.C.; et al. Gestão das ações do setor saúde em situações de seca e estiagem. Ciência Saúde Coletiva 2016, 21, 709–718. [Google Scholar] [CrossRef]
- Smoyer-Tomic, K.E.; Klaver, J.D.; Soskolne, C.L.; Spady, D.W. Health Consequences of Drought on the Canadian Prairies. EcoHealth 2004, 1, SU144–SU154. [Google Scholar] [CrossRef]
- Carmona, R.; Díaz, J.; Mirón, I.; Ortiz, C.; Luna, Y.; Linares, C. Mortality attributable to extreme temperatures in Spain: A comparative analysis by city. Environ. Int. 2016, 91, 22–28. [Google Scholar] [CrossRef]
- Lodovici, M.; Bigagli, E. Oxidative Stress and Air Pollution Exposure. J. Toxicol. 2011, 2011, 1–9. [Google Scholar] [CrossRef]
- Díaz, J.; Ortiz, C.; Falcón-García, I.; Salvador, C.; Linares, C. Short-term effect of tropospheric ozone on daily mortality in Spain. Atmos. Environ. 2018, 187, 107–116. [Google Scholar] [CrossRef]
- Wilhite, D.A.; Sivakumar, M.; Pulwarty, R. Managing drought risk in a changing climate: The role of national drought policy. Weather. Clim. Extrem. 2014, 3, 3–13. [Google Scholar] [CrossRef] [Green Version]
- Quiring, S. Hydrology, floods and droughts Drought. In Encyclopedia of Atmospheric Sciences, 2nd ed.; North, G.R., Pyle, J., Zhang, F., Eds.; Academic Press: Oxford, UK, 2015; pp. 193–200. [Google Scholar]
- Kallis, G. Droughts. Annu. Rev. Environ. Resour. 2008, 33, 85–118. [Google Scholar] [CrossRef]
- Linares, C.; Martinez, G.S.; Kendrovski, V.; Diaz, J.A. new integrative perspective on early warning systems for heatlh in the context of climate change. Environ. Res. 2008, 187, 1–5. [Google Scholar] [CrossRef]
Causes of Mortality | SPEI-1 | SPI-1 | SPEI-3 | SPI-3 |
---|---|---|---|---|
Natural deaths | 1.014 (1.012, 1.016) | 1.014 (1.011, 1.016) | 1.017 (1.014, 1.020) | 1.017 (1.014, 1.020) |
Circulatory deaths | 1.019 (1.014, 1.025) | 1.023 (1.016, 1.031) | 1.021 (1.015, 1.027) | 1.021 (1.015, 1.026) |
Respiratory deaths | 1.043 (1.035, 1.052) | 1.041 (1.034, 1.048) | 1.053 (1.043, 1.062) | 1.054 (1.045, 1.063) |
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Salvador, C.; Nieto, R.; Linares, C.; Díaz, J.; Gimeno, L. Quantification of the Effects of Droughts on Daily Mortality in Spain at Different Timescales at Regional and National Levels: A Meta-Analysis. Int. J. Environ. Res. Public Health 2020, 17, 6114. https://doi.org/10.3390/ijerph17176114
Salvador C, Nieto R, Linares C, Díaz J, Gimeno L. Quantification of the Effects of Droughts on Daily Mortality in Spain at Different Timescales at Regional and National Levels: A Meta-Analysis. International Journal of Environmental Research and Public Health. 2020; 17(17):6114. https://doi.org/10.3390/ijerph17176114
Chicago/Turabian StyleSalvador, Coral, Raquel Nieto, Cristina Linares, Julio Díaz, and Luis Gimeno. 2020. "Quantification of the Effects of Droughts on Daily Mortality in Spain at Different Timescales at Regional and National Levels: A Meta-Analysis" International Journal of Environmental Research and Public Health 17, no. 17: 6114. https://doi.org/10.3390/ijerph17176114
APA StyleSalvador, C., Nieto, R., Linares, C., Díaz, J., & Gimeno, L. (2020). Quantification of the Effects of Droughts on Daily Mortality in Spain at Different Timescales at Regional and National Levels: A Meta-Analysis. International Journal of Environmental Research and Public Health, 17(17), 6114. https://doi.org/10.3390/ijerph17176114