Skip to main content
Log in

Case-crossover analysis of heat-coded deaths and vulnerable subpopulations: Oklahoma, 1990–2011

  • Original Paper
  • Published:
International Journal of Biometeorology Aims and scope Submit manuscript

Abstract

The extent of the association between temperature and heat-coded deaths, for which heat is the primary cause of death, remains largely unknown. We explored the association between temperature and heat-coded deaths and potential interactions with various demographic and environmental factors. A total of 335 heat-coded deaths that occurred in Oklahoma from 1990 through 2011 were identified using heat-related International Classification of Diseases codes, cause-of-death nomenclature, and narrative descriptions. Conditional logistic regression models examined the association between temperature and heat index on heat-coded deaths. Interaction by demographic factors (age, sex, marital status, living alone, outdoor/heavy labor occupations) and environmental factors (ozone, PM10, PM2.5) was also explored. Temperatures ≥99 °F (the median value) were associated with approximately five times higher odds of a heat-coded death as compared to temperatures <99 °F (adjusted OR = 4.9, 95% CI 3.3, 7.2). The effect estimates were attenuated when exposure to heat was characterized by heat index. The interaction results suggest that effect of temperature on heat-coded deaths may depend on sex and occupation. For example, the odds of a heat-coded death among outdoor/heavy labor workers exposed to temperatures ≥99 °F was greater than expected based on the sum of the individual effects (observed OR = 14.0, 95% CI 2.7, 72.0; expected OR = 4.1 [2.8 + 2.3–1.0]). Our results highlight the extent of the association between temperature and heat-coded deaths and emphasize the need for a comprehensive, multisource definition of heat-coded deaths. Furthermore, based on the interaction results, we recommend that states implement or expand heat safety programs to protect vulnerable subpopulations, such as outdoor workers.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  • Analitis A, Michelozzi P, D'Ippoliti D, De'Donato F, Menne B, Matthies F, Atkinson RW, Iniguez C, Basagana X, Schneider A, Lefranc A, Paldy A, Bisanti L, Katsouyanni K (2014) Effects of heat waves on mortality: effect modification and confounding by air pollutants. Epidemiology (Cambridge, Mass) 25(1):15–22. doi:10.1097/EDE.0b013e31828ac01b

    Article  Google Scholar 

  • Anderson BG, Bell ML (2009) Weather-related mortality: how heat, cold, and heat waves affect mortality in the United States. Epidemiology (Cambridge, Mass) 20(2):205–213. doi:10.1097/EDE.0b013e318190ee08

    Article  Google Scholar 

  • Arbury S, Jacklitsch B, Farquah O, Hodgson M, Lamson G, Martin H, Profitt A (2014) Heat illness and death among workers—United States, 2012–2013. MMWR Morb Mortal Wkly Rep 63(31):661–665

    Google Scholar 

  • Barnett AG, Tong S, Clements AC (2010) What measure of temperature is the best predictor of mortality? Environ Res 110(6):604–611. doi:10.1016/j.envres.2010.05.006

    Article  CAS  Google Scholar 

  • Basu R, Feng WY, Ostro BD (2008) Characterizing temperature and mortality in nine California counties. Epidemiology (Cambridge, Mass) 19(1):138–145. doi:10.1097/EDE.0b013e31815c1da7

    Article  Google Scholar 

  • Basu R, Samet JM (2002) Relation between elevated ambient temperature and mortality: a review of the epidemiologic evidence. Epidemiol Rev 24(2):190–202

    Article  Google Scholar 

  • Berko J, Ingram DD, Saha S, Parker JD (2014) Deaths attributed to heat, cold, and other weather events in the United States, 2006–2010. Natl Health Stat Report 76:1–15

    Google Scholar 

  • Braga AL, Zanobetti A, Schwartz J (2002) The effect of weather on respiratory and cardiovascular deaths in 12 U.S. cities. Environ Health Perspect 110(9):859–863

    Article  Google Scholar 

  • Epidemiologists CoSaT (2016) Heat-related illness syndrome query: a guidance document for implementing heat-related illness syndromic surveillance in public health practice.

  • Filleul L, Cassadou S, Medina S, Fabres P, Lefranc A, Eilstein D, Le Tertre A, Pascal L, Chardon B, Blanchard M, Declercq C, Jusot JF, Prouvost H, Ledrans M (2006) The relation between temperature, ozone, and mortality in nine French cities during the heat wave of 2003. Environ Health Perspect 114(9):1344–1347

    Article  Google Scholar 

  • Gasparrini A, Guo Y, Hashizume M, Lavigne E, Zanobetti A, Schwartz J, Tobias A, Tong S, Rocklöv J, Forsberg B, Leone M, De Sario M, Bell ML, Guo YLL, Wu C-F, Kan H, Yi S-M, de Sousa Zanotti Stagliorio Coelho M, Saldiva PHN, Honda Y, Kim H, Armstrong B (2015) Mortality risk attributable to high and low ambient temperature: a multicountry observational study. Lancet 386(9991):369–375. doi:10.1016/S0140-6736(14)62114-0

    Article  Google Scholar 

  • Gubernot DM, Anderson GB, Hunting KL (2015) Characterizing occupational heat-related mortality in the United States, 2000–2010: an analysis using the census of fatal occupational injuries database. Am J Ind Med 58(2):203–211. doi:10.1002/ajim.22381

    Article  Google Scholar 

  • Harduar Morano L, Watkins S, Kintziger K (2016) A comprehensive evaluation of the burden of heat-related illness and death within the Florida population. Int J Environ Res Public Health 13(6):551

    Article  Google Scholar 

  • Harlan SL, Declet-Barreto JH, Stefanov WL, Petitti DB (2013) Neighborhood effects on heat deaths: social and environmental predictors of vulnerability in Maricopa County, Arizona. Environ Health Perspect 121(2):197–204. doi:10.1289/ehp.1104625

    Google Scholar 

  • Jackson LL, Rosenberg HR (2010) Preventing heat-related illness among agricultural workers. J Agromedicine 15(3):200–215. doi:10.1080/1059924x.2010.487021

    Article  Google Scholar 

  • Janes H, Sheppard L, Lumley T (2005) Case-crossover analyses of air pollution exposure data: referent selection strategies and their implications for bias. Epidemiology (Cambridge, Mass) 16(6):717–726

    Article  Google Scholar 

  • Johnson MG, Brown S, Archer P, Wendelboe A, Magzamen S, Bradley KK (2016) Identifying heat-related deaths by using medical examiner and vital statistics data: surveillance analysis and descriptive epidemiology—Oklahoma, 1990–2011. Environ Res 150:30–37. doi:10.1016/j.envres.2016.05.035

    Article  CAS  Google Scholar 

  • Knol MJ, VanderWeele TJ (2012) Recommendations for presenting analyses of effect modification and interaction. Int J Epidemiol 41(2):514–520. doi:10.1093/ije/dyr218

    Article  Google Scholar 

  • Li Y, Ma Z, Zheng C, Shang Y (2015) Ambient temperature enhanced acute cardiovascular-respiratory mortality effects of PM2.5 in Beijing, China. Int J Biometeorol 59(12):1761–1770. doi:10.1007/s00484-015-0984-z

    Article  Google Scholar 

  • Lin M, Stieb DM, Chen Y (2005) Coarse particulate matter and hospitalization for respiratory infections in children younger than 15 years in Toronto: a case-crossover analysis. Pediatrics 116(2):e235–e240. doi:10.1542/peds.2004-2012

    Article  Google Scholar 

  • Mesonet O (2017) Quality assurance. https://www.mesonet.org/index.php/quality_assurance. Accessed 6 March, 2017

  • Metzger KB, Ito K, Matte TD (2010) Summer heat and mortality in New York City: how hot is too hot? Environ Health Perspect 118(1):80–86. doi:10.1289/ehp.0900906

    Google Scholar 

  • National Weather Service (2014) The heat index equation. http://www.wpc.ncep.noaa.gov/html/heatindex_equation.shtml. Accessed March 6, 2017

  • Petitti DB, Harlan SL, Chowell-Puente G, Ruddell D (2013) Occupation and environmental heat-associated deaths in Maricopa County, Arizona: a case-control study. PLoS One 8(5):e62596. doi:10.1371/journal.pone.0062596

    Article  CAS  Google Scholar 

  • Petitti DB, Hondula DM, Yang S, Harlan SL, Chowell G (2016) Multiple trigger points for quantifying heat-health impacts: new evidence from a hot climate. Environ Health Perspect 124(2):176–183. doi:10.1289/ehp.1409119

    Google Scholar 

  • Ren C, Williams GM, Morawska L, Mengersen K, Tong S (2008) Ozone modifies associations between temperature and cardiovascular mortality: analysis of the NMMAPS data. Occup Environ Med 65(4):255–260. doi:10.1136/oem.2007.033878

    Article  CAS  Google Scholar 

  • Ren C, Williams GM, Tong S (2006) Does particulate matter modify the association between temperature and cardiorespiratory diseases? Environ Health Perspect 114(11):1690–1696. doi:10.1289/ehp.9266

    Google Scholar 

  • Semenza JC, Rubin CH, Falter KH, Selanikio JD, Flanders WD, Howe HL, Wilhelm JL (1996) Heat-related deaths during the July 1995 heat wave in Chicago. N Engl J Med 335(2):84–90. doi:10.1056/nejm199607113350203

    Article  CAS  Google Scholar 

  • Survey OC (2016) Climate of Oklahoma.

  • Whitman S, Good G, Donoghue ER, Benbow N, Shou W, Mou S (1997) Mortality in Chicago attributed to the July 1995 heat wave. Am J Public Health 87(9):1515–1518

    Article  CAS  Google Scholar 

  • Zanobetti A, Schwartz J (2008) Temperature and mortality in nine US cities. Epidemiology (Cambridge, Mass) 19(4):563–570. doi:10.1097/EDE.0b013e31816d652d

    Article  Google Scholar 

  • Zou GY (2008) On the estimation of additive interaction by use of the four-by-two table and beyond. Am J Epidemiol 168(2):212–224. doi:10.1093/aje/kwn104

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Brianna F. Moore.

Ethics declarations

Conflict of interest

The authors declare that they have no conflict of interest.

Financial disclosure

The authors have no financial relationships relevant to this article to disclose.

Electronic supplementary material

ESM 1

(DOCX 96 kb)

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Moore, B.F., Brooke Anderson, G., Johnson, M.G. et al. Case-crossover analysis of heat-coded deaths and vulnerable subpopulations: Oklahoma, 1990–2011. Int J Biometeorol 61, 1973–1981 (2017). https://doi.org/10.1007/s00484-017-1387-0

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00484-017-1387-0

Keywords

Navigation