Geographic dimensions of heat-related mortality in seven U.S. cities

Environmental Research

Volumn 138, Issue , 2015, Pages 439-452

  Hondula, David M ^a,b   Davis, Robert E ^c   Saha, Michael V ^c   Wegner, Carleigh R ^c   Veazey, Lindsay M ^c  

^a ARIZONA STATE UNIVERSITY   (United States)

^b ARIZONA STATE UNIVERSITY   (United States)

^c UNIVERSITY OF VIRGINIA   (United States)

Author keywords

Heat; Mortality; Spatial; Urban; Vulnerability

Indexed keywords

HEALTH IMPACT; HEALTH RISK; HEATING; METROPOLITAN AREA; MORTALITY; PUBLIC HEALTH; RISK FACTOR; SPATIAL VARIATION;

ARTICLE; EDUCATIONAL STATUS; ENVIRONMENTAL EXPOSURE; ENVIRONMENTAL FACTOR; GEOGRAPHIC DISTRIBUTION; HEALTH HAZARD; HEAT; MORTALITY; PRIORITY JOURNAL; PUBLIC HEALTH SERVICE; RISK FACTOR; SUMMER; TEMPERATURE; UNITED STATES; ADOLESCENT; ADULT; ADVERSE EFFECTS; AGED; CHILD; CITY; EPIDEMIOLOGY; FEMALE; HEAT STRESS DISORDERS; HUMAN; INFANT; MALE; MIDDLE AGED; NEWBORN; PRESCHOOL CHILD; SEASON; SOCIOECONOMICS; THEORETICAL MODEL; VERY ELDERLY; YOUNG ADULT;

UNITED STATES;

ADOLESCENT; ADULT; AGED; AGED, 80 AND OVER; CHILD; CHILD, PRESCHOOL; CITIES; EXTREME HEAT; FEMALE; HEAT STRESS DISORDERS; HUMANS; INFANT; INFANT, NEWBORN; MALE; MIDDLE AGED; MODELS, THEORETICAL; RISK FACTORS; SEASONS; SOCIOECONOMIC FACTORS; UNITED STATES; YOUNG ADULT;

EID: 84924942999     PISSN: 00139351     EISSN: 10960953     Source Type: Journal    
DOI: 10.1016/j.envres.2015.02.033     Document Type: Article

References (67)

1. Anderson B.G., Bell M.L. Weather-related mortality: how heat, cold, and heat waves affect mortality in the United States. Epidemiology 2009, 20(2):205.
2. Anderson G., Bell M.L. Heat waves in the United States: mortality risk during heat waves and effect modification by heat wave characteristics in 43 U. S. communities. Environ. Health Perspect. 2010, 119(2):210-218.
3. Anselin L., Syabri I., Kho Y. GeoDa: an introduction to spatial data analysis. Geogr. Anal. 2006, 38(1):5-22.
4. Barnett A.G., Tong S., Clements A.C.A. What measure of temperature is the best predictor of mortality?. Environ. Res. 2010, 110(6):604-611.
5. Bassil K.L., Cole D.C., Moineddin R., Craig A.M., Wendy Lou W.Y., Schwartz B., Rea E. Temporal and spatial variation of heat-related illness using 911 medical dispatch data. Environ. Res. 2009, 109(5):600-606.
6. Basu R., Ostro B.D. A multicounty analysis identifying the populations vulnerable to mortality associated with high ambient temperature in California. Am. J. Epidemiol. 2008, 168(6):632-637.
7. Centers for Disease Control and Prevention (CDC), 2012. CDC's Building Resilience Against Climate Effects (BRACE) Framework. Available: (accessed 01.09.14). http://www.cdc.gov/climateandhealth/brace.htm.
8. Chapman L., Muller C.L., Young D.T., Warren E.L., Grimmond C.S.B., Cai X.M., Ferranti E.J. The Birmingham Urban Climate Laboratory: an open meteorological testbed and challenges of the smart city. Bull. Am. Meteorol. Soc. 2014.
9. Chow W.T., Chuang W.C., Gober P. Vulnerability to extreme heat in metropolitan Phoenix: spatial, temporal, and demographic dimensions. Prof. Geogr. 2012, 64(2):286-302.
10. Curriero F.C., Heiner K.S., Samet J.M., Zeger S.L., Strug L., Patz J.A. Temperature and mortality in 11 cities of the eastern United States. Am. J. Epidemiol. 2002, 155(1):80-87.
11. Davis R.E., Knappenberger P.C., Michaels P.J., Novicoff W.M. Changing heat-related mortality in the United States. Environ. Health Perspect. 2003, 111(14):1712.
12. Duneier M. Ethnography, the ecological fallacy, and the 1995 Chicago heat wave. Am. Sociol. Rev. 2006, 71(4):679-688.
13. Ebi K.L., Schmier J.K. A stitch in time: improving public health early warning systems for extreme weather events. Epidemiol. Rev. 2005, 27(1):115-121.
14. Fry J., Xian G., Jin S., Dewitz J., Homer C., Yang L., Barnes C., Herold N., Wickham J. Completion of the 2006 National Land Cover Database for the Conterminous United States. PE&RS 2011, 77(9):858-864.
15. Gasparrini A., Armstrong B. The impact of heat waves on mortality. Epidemiology 2011, 22(1):68.
16. Gosling S.N., Lowe J.A., McGregor G.R., Pelling M., Malamud B.D. Associations between elevated atmospheric temperature and human mortality: a critical review of the literature. Climat. Chang. 2009, 92(3-4):299-341.
17. Gosling S.N., McGregor G.R., Páldy A. Climate change and heat-related mortality in six cities Part 1: model construction and validation. Int. J. Biometeorol. 2007, 51(6):525-540.
18. Green H., Gilbert J., James R., Byard R.W. An analysis of factors contributing to a series of deaths caused by exposure to high environmental temperatures. Am. J. Forensic Med. Pathol. 2001, 22(2):196-199.
19. Guo Y., Barnett A.G., Tong S. Spatiotemporal model or time series model for assessing city-wide temperature effects on mortality?. Environ. Res. 2013, 120:55-62.
20. Hajat S., Armstrong B., Baccini M., Biggeri A., Bisanti L., Russo A., et al. Impact of high temperatures on mortality: is there an added heat wave effect?. Epidemiology 2006, 17(6):632-638.
21. Harlan S.L., Brazel A.J., Jenerette G.D., Jones N.S., Larsen L., Prashad L., Stefanov W.L. In the shade of affluence: the inequitable distribution of the urban heat island. Res. Soc. Probl. Public Policy 2007, 15:173-202.
22. Harlan S.L., Declet-Barreto J.H., Stefanov W.L., Petitti D.B. Neighborhood effects on heat deaths: social and environmental predictors of vulnerability in Maricopa County, Arizona. Environ. Health Perspect. 2013, 121(2):197.
23. Hattis D., Ogneva-Himmelberger Y., Ratick S. The spatial variability of heat-related mortality in Massachusetts. Appl. Geogr. 2012, 33:45-52.
24. Hondula D.M., Barnett A.G. Heat-related morbidity in Brisbane, Australia: spatial variation and area-level predictors. Environ. Health Perspect. 2014, 122(8):831-836.
25. Hondula D.M., Davis R.E., Leisten M.J., Saha M.V., Veazey L.M., Wegner C.R. Fine-scale spatial variability of heat-related mortality in Philadelphia County, USA, from 1983-2008: a case-series analysis. Environ. Health 2012, 11(1):1-11.
26. Hondula D.M., Davis R.E., Rocklöv J., Saha M.V. A time series approach for evaluating intra-city heat-related mortality. J. Epidemiol. Community Health 2013, 10.1136/jech-2012-202157.
27. Hondula D.M., Vanos J.K., Gosling S.N. The SSC: a decade of climate-health research and future directions. Int. J. Biometeorol 2013, 58(2):109-120.
28. Hondula, D.M., Davis, R.E., 2014. The predictability of high-risk zones for heat-related mortality in seven U.S. cities. Natural Hazards. http://dx.doi.org/10.1007/s11069-014-1213-5.
29. Johnson D.P., Wilson J.S. The socio-spatial dynamics of extreme urban heat events: the case of heat-related deaths in Philadelphia. Appl. Geogr. 2009, 29(3):419-434.
30. Johnson D.P., Stanforth A., Lulla V., Luber G. Developing an applied extreme heat vulnerability index utilizing socioeconomic and environmental data. Appl. Geogr. 2012, 35(1):23-31.
31. Kalkstein A.J., Sheridan S.C. The social impacts of the heat-health watch/warning system in Phoenix, Arizona: assessing the perceived risk and response of the public. Int. J. Biometeorol. 2007, 52(1):43-55.
32. Kalkstein L.S., Davis R.E. Weather and human mortality: an evaluation of demographic and interregional responses in the United States. Ann. Assoc. Am. Geogr. 1989, 79(1):44-64.
33. Kilbourne E.M., Choi K., Jones T.S., Thacker S.B. Risk factors for heatstroke. Jama 1982, 247(24):3332-3334.
34. Koppe, C., Kovats, S., Jendritzky, G., Menne, B., Breuer, D.J., 2004. Heat Waves: Risks and Responses. Regional Office for Europe. World Health Organization.
35. Kuras E.R., Hondula D.M., Brown-Saracino J. Heterogeneity in individually experienced temperatures (IETs) within an urban neighborhood: insights from a new approach to measuring heat exposure. Int. J. Biometeorol. 2015, 1-10. 10.1007/s00484-014-0946-x.
36. Laaidi K., Zeghnoun A., Dousset B., Bretin P., Vandentorren S., Giraudet E., Beaudeau P. The impact of heat islands on mortality in Paris during the August 2003 heat wave. Environ. Health Perspect. 2012, 120(2):254.
37. Loughnan, M.E., Tapper, N.J., Phan, T., Lynch, K., McInnes, J.A., 2013. A Spatial Vulnerability Analysis Of Urban Populations During Extreme Heat Events in Australian Capital Cities,Gold Coast, Australia: National Climate Change Adaptation Research Facility.
38. Lowe D., Ebi K.L., Forsberg B. Heatwave early warning systems and adaptation advice to reduce human health consequences of heatwaves. Int. J. Environ. Res. Public Health 2011, 8(12):4623-4648.
39. McGeehin M.A., Mirabelli M. The potential impacts of climate variability and change on temperature-related morbidity and mortality in the United States. Environ. Health Perspect. 2001, 109(Suppl 2):185.
40. Michigan Public Health Institute (MPHI), 2011. Mapping heat vulnerability in Michigan. Available: (accessed 01.09.14). https://www.michigan.gov/documents/mdch/Heat_Mapping_FY11_Final_Report_9.30.11_433139_7.pdf.
41. Minnesota Population Center National Historical Geographic Information System: Version 2.0 2011, University of Minnesota, Minneapolis, MN.
42. National Center for Health Statistics (NCHS), 2014. Deaths Attributed to Heat, Cold, and Other Weather Events in the United States, 2006-2010. Available: (accessed 03.08.14). http://www.cdc.gov/nchs/data/nhsr/nhsr076.pdf.
43. Naughton M.P., Henderson A., Mirabelli M.C., Kaiser R., Wilhelm J.L., Kieszak S.M., McGeehin M.A. Heat-related mortality during a 1999 heat wave in Chicago. Am. J. Prev. Med. 2002, 22(4):221-227.
44. O'Neill M.S., Zanobetti A., Schwartz J. Modifiers of the temperature and mortality association in seven US cities. Am. J. Epidemiol. 2003, 157(12):1074-1082.
45. Overeem A., Robinson R., Leijnse J.C., Steeneveld H., P Horn G.J., Uijlenhoet B.K. Crowdsourcing urban air temperatures from smartphone battery temperatures. Geophys. Res. Lett. 2013, 40(15):4081-4085.
46. Pascal M., Laaidi K., Ledrans M., Baffert E., Caserio-Schönemann C., Le Tertre A., Empereur-Bissonnet P. France's heat health watch warning system. Int. J. Biometeorol. 2006, 50(3):144-153.
47. Petkova E.P., Gasparrini A., Kinney P.L. Heat and mortality in New York City since the beginning of the 20th century. Epidemiology 2014, 25(4):554-560.
48. Piantadosi S., Byar D.P., Green S.B. The ecological fallacy. Am. J. Epidemiol. 1988, 127(5):893-904.
49. Reid C.E., O'Neill M.S., Gronlund C.J., Brines S.J., Brown D.G., Diez-Roux A.V., Schwartz J. Mapping community determinants of heat vulnerability. Environ. Health Perspect. 2009, 117(11):1730.
50. Reid C.E., Mann J.K., Alfasso R., English P.B., King G.C., Lincoln R.A., Balmes J.R. Evaluation of a heat vulnerability index on abnormally hot days: an environmental public health tracking study. Environ. Health Perspect. 2012, 120(5):715-720.
51. Ren C., O'Neill M.S., Park S.K., Sparrow D., Vokonas P., Schwartz J. Ambient temperature, air pollution, and heart rate variability in an aging population. Am. J. Epidemiol. 2011, 173(9):1013-1021.
52. RStudio, 2012. RStudio: Integrated development environment for R (Version 2.15.1). Boston, MA, USA.
53. San Francisco Department of Public Health, 2012. Heat Vulnerability Index by Census Block Group San Francisco, CA. Available: (accessed 01.09.14). http://www.sfdph.org/dph/files/EHSdocs/Climate/HeatVulnerabilityIndex.jpg.
54. Schuman S.H. Patterns of urban heat-wave deaths and implications for prevention: data from New York and St. Louis during July, 1966. Environ. Res. 1972, 5(1):59-75.
55. Schwarz G. Estimating the dimension of a model. Ann. Stat. 1978, 6(2):461-464.
56. Semenza J.C., Rubin C.H., Falter K.H., Selanikio J.D., Flanders W.D., Howe H.L., Wilhelm J.L. Heat-related deaths during the July 1995 heat wave in Chicago. N. Engl. J. Med. 1996, 335(2):84-90.
57. Sheridan S.C., Dolney T.J. Heat, mortality, and level of urbanization: measuring vulnerability across Ohio, USA. Clim. Res. 2003, 24(3):255-265.
58. Sheridan S.C., Kalkstein L.S. Progress in heat watch-warning system technology. Bull.Am. Meteorol. Soc. 2004, 85(12):1931-1942.
59. Smargiassi A., Goldberg M.S., Plante C., Fournier M., Baudouin Y., Kosatsky T. Variation of daily warm season mortality as a function of micro-urban heat islands. J. Epidemiol. Community Health 2009, 63(8):659-664.
60. Steadman R.G. A universal scale of apparent temperature. J. Clim. Appl. Meteorol. 1984, 23(12):1674-1687.
61. Theoharatos G., Pantavou K., Mavrakis A., Spanou A., Katavoutas G., Efstathiou P., Asimakopoulos D. Heat waves observed in 2007 in Athens, Greece: synoptic conditions, bioclimatological assessment, air quality levels and health effects. Environ. Res. 2010, 110(2):152-161.
62. Uejio C.K., Wilhelmi O.V., Golden J.S., Mills D.M., Gulino S.P., Samenow J.P. Intra-urban societal vulnerability to extreme heat: the role of heat exposure and the built environment, socioeconomics, and neighborhood stability. Health Place 2011, 17(2):498-507.
63. Vaneckova P., Beggs P.J., Jacobson C.R. Spatial analysis of heat-related mortality among the elderly between 1993 and 2004 in Sydney, Australia. Soc. Sci. Med. 2010, 70(2):293-304.
64. Vaneckova P., Neville G., Tippett V., Aitken P., FitzGerald G., Tong S. Do biometeorological indices improve modeling outcomes of heat-related mortality?. J. Appl. Meteorol. Climatol. 2011, 50(6):1165-1176.
65. Wolf T., McGregor G. The development of a heat wave vulnerability index for London, United Kingdom. Weather Clim. Extrem. 2013, 1:59-68.
66. Wood S.N. Generalized Additive Models: an Introduction with R 2006, Vol. 66. Chapman & Hall, Boca Raton, FL.
67. Yardley J., Sigal R.J., Kenny G.P. Heat health planning: the importance of social and community factors. Glob. Environ. Chang. 2011, 21(2):670-679.