Skip to main content
Top
Published in: BMC Infectious Diseases 1/2019

Open Access 01-12-2019 | Middle Eastern Respiratory Syndrome | Research article

A case-crossover analysis of the impact of weather on primary cases of Middle East respiratory syndrome

Authors: Emma G. Gardner, David Kelton, Zvonimir Poljak, Maria Van Kerkhove, Sophie von Dobschuetz, Amy L. Greer

Published in: BMC Infectious Diseases | Issue 1/2019

Login to get access

Abstract

Background

Middle East respiratory syndrome coronavirus (MERS-CoV) is endemic in dromedary camels in the Arabian Peninsula, and zoonotic transmission to people is a sporadic event. In the absence of epidemiological data on the reservoir species, patterns of zoonotic transmission have largely been approximated from primary human cases. This study aimed to identify meteorological factors that may increase the risk of primary MERS infections in humans.

Methods

A case-crossover design was used to identify associations between primary MERS cases and preceding weather conditions within the 2-week incubation period in Saudi Arabia using univariable conditional logistic regression. Cases with symptom onset between January 2015 – December 2017 were obtained from a publicly available line list of human MERS cases maintained by the World Health Organization. The complete case dataset (N = 1191) was reduced to approximate the cases most likely to represent spillover transmission from camels (N = 446). Data from meteorological stations closest to the largest city in each province were used to calculate the daily mean, minimum, and maximum temperature (οC), relative humidity (%), wind speed (m/s), and visibility (m). Weather variables were categorized according to strata; temperature and humidity into tertiles, and visibility and wind speed into halves.

Results

Lowest temperature (Odds Ratio = 1.27; 95% Confidence Interval = 1.04–1.56) and humidity (OR = 1.35; 95% CI = 1.10–1.65) were associated with increased cases 8–10 days later. High visibility was associated with an increased number of cases 7 days later (OR = 1.26; 95% CI = 1.01–1.57), while wind speed also showed statistically significant associations with cases 5–6 days later.

Conclusions

Results suggest that primary MERS human cases in Saudi Arabia are more likely to occur when conditions are relatively cold and dry. This is similar to seasonal patterns that have been described for other respiratory diseases in temperate climates. It was hypothesized that low visibility would be positively associated with primary cases of MERS, however the opposite relationship was seen. This may reflect behavioural changes in different weather conditions. This analysis provides key initial evidence of an environmental component contributing to the development of primary MERS-CoV infections.
Literature
1.
go back to reference Zaki AM, van Boheemen S, Bestebroer TM, Osterhaus ADME, Fouchier RAM. Isolation of a novel coronavirus from a man with pneumonia in Saudi Arabia. N Engl J Med. 2012;367:1814–20.CrossRef Zaki AM, van Boheemen S, Bestebroer TM, Osterhaus ADME, Fouchier RAM. Isolation of a novel coronavirus from a man with pneumonia in Saudi Arabia. N Engl J Med. 2012;367:1814–20.CrossRef
3.
go back to reference World Health Organization. Investigation of cases of human infection with Middle East respiratory syndrome coronavirus (MERS-CoV) Interim guidance. 2015. World Health Organization. Investigation of cases of human infection with Middle East respiratory syndrome coronavirus (MERS-CoV) Interim guidance. 2015.
5.
go back to reference MERS-CoV technical working group. MERS-CoV: Progress in global response to epidemic threat, remaining challenges and way forward: Report from the FAO-OIE-WHO Global Technical Meeting on MERS-CoV, 25–27 September 2017, WHO headquarters Geneva, Switzerland. MERS-CoV technical working group. MERS-CoV: Progress in global response to epidemic threat, remaining challenges and way forward: Report from the FAO-OIE-WHO Global Technical Meeting on MERS-CoV, 25–27 September 2017, WHO headquarters Geneva, Switzerland.
6.
go back to reference Müller MA, Meyer B, Corman VM, Al-Masri M, Turkestani A, Ritz D, et al. Presence of Middle East respiratory syndrome coronavirus antibodies in Saudi Arabia: a nationwide, cross-sectional, serological study. Lancet Infect Dis. 2015;15:559–64.CrossRef Müller MA, Meyer B, Corman VM, Al-Masri M, Turkestani A, Ritz D, et al. Presence of Middle East respiratory syndrome coronavirus antibodies in Saudi Arabia: a nationwide, cross-sectional, serological study. Lancet Infect Dis. 2015;15:559–64.CrossRef
7.
go back to reference Azhar EI, El-Kafrawy SA, Farraj SA, Hassan AM, Al-Saeed MS, Hashem AM, et al. Evidence for camel-to-human transmission of MERS coronavirus. N Engl J Med. 2014;370:2499–505.CrossRef Azhar EI, El-Kafrawy SA, Farraj SA, Hassan AM, Al-Saeed MS, Hashem AM, et al. Evidence for camel-to-human transmission of MERS coronavirus. N Engl J Med. 2014;370:2499–505.CrossRef
8.
go back to reference Arabi YM, Balkhy HH, Hayden FG, Bouchama A, Luke T, Baillie JK, et al. Middle East respiratory syndrome. N Engl J Med. 2017;376:584–94.CrossRef Arabi YM, Balkhy HH, Hayden FG, Bouchama A, Luke T, Baillie JK, et al. Middle East respiratory syndrome. N Engl J Med. 2017;376:584–94.CrossRef
10.
go back to reference Adney DR, van Doremalen N, Brown VR, Bushmaker T, Scott D, de Wit E, et al. Replication and shedding of MERS-CoV in upper respiratory tract of inoculated dromedary camels. Emerg Infect Dis. 2014;20:1999–2005.CrossRef Adney DR, van Doremalen N, Brown VR, Bushmaker T, Scott D, de Wit E, et al. Replication and shedding of MERS-CoV in upper respiratory tract of inoculated dromedary camels. Emerg Infect Dis. 2014;20:1999–2005.CrossRef
11.
go back to reference Lowen AC, Mubareka S, Steel J, Palese P. Influenza virus transmission is dependent on relative humidity and temperature. PLoS Pathog. 2007;3:1470–6.CrossRef Lowen AC, Mubareka S, Steel J, Palese P. Influenza virus transmission is dependent on relative humidity and temperature. PLoS Pathog. 2007;3:1470–6.CrossRef
12.
go back to reference Bloom-Feshbach K, Alonso WJ, Charu V, Tamerius J, Simonsen L, Miller MA, et al. Latitudinal variations in seasonal activity of influenza and respiratory syncytial virus (RSV): a global comparative review. PLoS One. 2013;8. Bloom-Feshbach K, Alonso WJ, Charu V, Tamerius J, Simonsen L, Miller MA, et al. Latitudinal variations in seasonal activity of influenza and respiratory syncytial virus (RSV): a global comparative review. PLoS One. 2013;8.
13.
go back to reference Glass RI, Rosenthal JP. International approach to environmental and lung health a perspective from the fogarty international center. In: Annals of the American Thoracic Society. American Thoracic Society; 2018. p. S109–13. Glass RI, Rosenthal JP. International approach to environmental and lung health a perspective from the fogarty international center. In: Annals of the American Thoracic Society. American Thoracic Society; 2018. p. S109–13.
15.
go back to reference Schweitzer MD, Calzadilla AS, Salamo O, Sharifi A, Kumar N, Holt G, et al. Lung health in era of climate change and dust storms. Environ Res. 2018;163:36–42.CrossRef Schweitzer MD, Calzadilla AS, Salamo O, Sharifi A, Kumar N, Holt G, et al. Lung health in era of climate change and dust storms. Environ Res. 2018;163:36–42.CrossRef
16.
go back to reference Dowell SF, Ho MS. Seasonality of infectious diseases and severe acute respiratory syndrome–what we don’t know can hurt us. Lancet Infect Dis. 2004;4:704–8.CrossRef Dowell SF, Ho MS. Seasonality of infectious diseases and severe acute respiratory syndrome–what we don’t know can hurt us. Lancet Infect Dis. 2004;4:704–8.CrossRef
17.
go back to reference Maclure M. Mittleman and MA. Should we use a case-crossover design? Annu Rev Public Health. 2000;21:193–221.CrossRef Maclure M. Mittleman and MA. Should we use a case-crossover design? Annu Rev Public Health. 2000;21:193–221.CrossRef
18.
go back to reference Dixon KE. A comparison of case-crossover and case-control designs in a study of risk factors for hemorrhagic fever with renal syndrome; 1997.CrossRef Dixon KE. A comparison of case-crossover and case-control designs in a study of risk factors for hemorrhagic fever with renal syndrome; 1997.CrossRef
19.
go back to reference Lumley T, Levy D. Bias in the case-crossover design:implications for studies of air pollution. Environmetrics. 2000;11:689–704.CrossRef Lumley T, Levy D. Bias in the case-crossover design:implications for studies of air pollution. Environmetrics. 2000;11:689–704.CrossRef
20.
go back to reference World Health Organization. Middle East respiratory syndrome coronavirus (MERS-CoV) Disease outbreak news. In: World Health Organization; 2018. World Health Organization. Middle East respiratory syndrome coronavirus (MERS-CoV) Disease outbreak news. In: World Health Organization; 2018.
22.
go back to reference Balkhy HH, Alenazi TH, Alshamrani MM, Baffoe-Bonnie H, Al-Abdely HM, El-Saed A, et al. Notes from the field: nosocomial outbreak of Middle East respiratory syndrome in a large tertiary care hospital--Riyadh, Saudi Arabia, 2015. MMWR Morb Mortal Wkly Rep. 2016;65:163–4.CrossRef Balkhy HH, Alenazi TH, Alshamrani MM, Baffoe-Bonnie H, Al-Abdely HM, El-Saed A, et al. Notes from the field: nosocomial outbreak of Middle East respiratory syndrome in a large tertiary care hospital--Riyadh, Saudi Arabia, 2015. MMWR Morb Mortal Wkly Rep. 2016;65:163–4.CrossRef
23.
go back to reference Google Inc. Google Earth Pro, 7.1.7.2606. 2017. Google Inc. Google Earth Pro, 7.1.7.2606. 2017.
26.
go back to reference Maclure M. The case-crossover design: a method for studying transient effects on the risk of acute events. Amencan J Epidemiolooy. 1991;133(2):144–53. Maclure M. The case-crossover design: a method for studying transient effects on the risk of acute events. Amencan J Epidemiolooy. 1991;133(2):144–53.
27.
go back to reference Levy D, Lumley T, Sheppard L, Kaufman J, Checkoway H, Epidemiology S, et al. Referent selection in case-crossover analyses of acute health effects of air pollution. Epidemiology. 2001;12:186–92.CrossRef Levy D, Lumley T, Sheppard L, Kaufman J, Checkoway H, Epidemiology S, et al. Referent selection in case-crossover analyses of acute health effects of air pollution. Epidemiology. 2001;12:186–92.CrossRef
28.
go back to reference Conzade R, Grant R, Malik MR, Elkholy A, Elhakim M, Samhouri D, et al. Reported direct and indirect contact with dromedary camels among laboratory-confirmed MERS-CoV cases. Viruses. 2018;10:425.CrossRef Conzade R, Grant R, Malik MR, Elkholy A, Elhakim M, Samhouri D, et al. Reported direct and indirect contact with dromedary camels among laboratory-confirmed MERS-CoV cases. Viruses. 2018;10:425.CrossRef
30.
go back to reference Tamerius JD, Shaman J, Alonso WJ, Bloom-Feshbach K, Uejio CK, Comrie A, et al. Environmental predictors of seasonal influenza epidemics across temperate and tropical climates. PLoS Pathog. 2013;9:e1003194.CrossRef Tamerius JD, Shaman J, Alonso WJ, Bloom-Feshbach K, Uejio CK, Comrie A, et al. Environmental predictors of seasonal influenza epidemics across temperate and tropical climates. PLoS Pathog. 2013;9:e1003194.CrossRef
31.
go back to reference Samarkandi OA, Khan AA, Alazmy W, Alobaid AM, Bashatah AS. The pulmonary consequences of sandstorms in Saudi Arabia: a comprehensive review and update. Am J Disaster Med. 2017;12:179–88.CrossRef Samarkandi OA, Khan AA, Alazmy W, Alobaid AM, Bashatah AS. The pulmonary consequences of sandstorms in Saudi Arabia: a comprehensive review and update. Am J Disaster Med. 2017;12:179–88.CrossRef
32.
go back to reference Bell ML, Levy JK, Lin Z. The effect of sandstorms and air pollution on cause-specific hospital admissions in Taipei. Taiwan Occup Environ Med. 2008;65:104–11.CrossRef Bell ML, Levy JK, Lin Z. The effect of sandstorms and air pollution on cause-specific hospital admissions in Taipei. Taiwan Occup Environ Med. 2008;65:104–11.CrossRef
33.
go back to reference Kang JH, Keller JJ, Chen CS, Lin HC. Asian dust storm events are associated with an acute increase in pneumonia hospitalization. Ann Epidemiol. 2012;22:257–63.CrossRef Kang JH, Keller JJ, Chen CS, Lin HC. Asian dust storm events are associated with an acute increase in pneumonia hospitalization. Ann Epidemiol. 2012;22:257–63.CrossRef
34.
go back to reference de Villiers MP. Predicting the development of weather phenomena that influence aviation at Abu Dhabi international airport. Pretoria: University of Pretoria; 2010. de Villiers MP. Predicting the development of weather phenomena that influence aviation at Abu Dhabi international airport. Pretoria: University of Pretoria; 2010.
35.
go back to reference Nasser Z, Salameh P, Nasser W, Abou Abbas L, Elias E, Leveque A. Outdoor Particulate Matter ( Pm ) and Associated Cardiovascular Diseases in the Middle East. Int J Occup Med Environ Health. 2015;28:641–61.CrossRef Nasser Z, Salameh P, Nasser W, Abou Abbas L, Elias E, Leveque A. Outdoor Particulate Matter ( Pm ) and Associated Cardiovascular Diseases in the Middle East. Int J Occup Med Environ Health. 2015;28:641–61.CrossRef
36.
go back to reference World Health Organization. WHO Air quality guidelines for particulate matter, ozone, nitrogen dioxide and sulfur dioxide: global update 2005: summary of risk assessment. In: Geneva World Heal Organ; 2006. p. 1–22. World Health Organization. WHO Air quality guidelines for particulate matter, ozone, nitrogen dioxide and sulfur dioxide: global update 2005: summary of risk assessment. In: Geneva World Heal Organ; 2006. p. 1–22.
37.
go back to reference Dayan U, Levy I. The influence of meteorological conditions and atmospheric circulation types on PM 10 and visibility in Tel Aviv. J Appl Meteorol. 2005;44:606–19.CrossRef Dayan U, Levy I. The influence of meteorological conditions and atmospheric circulation types on PM 10 and visibility in Tel Aviv. J Appl Meteorol. 2005;44:606–19.CrossRef
38.
go back to reference Vajanapoom N, Shy CM, Neas LM, Loomis D. Estimation of particulate matter from visibility in Bangkok. Thailand J Expo Anal Environ Epidemiol. 2001;11:97–102.CrossRef Vajanapoom N, Shy CM, Neas LM, Loomis D. Estimation of particulate matter from visibility in Bangkok. Thailand J Expo Anal Environ Epidemiol. 2001;11:97–102.CrossRef
39.
go back to reference Kim YJ, Kim KW, Kim SD, Lee BK, Han JS. Fine particulate matter characteristics and its impact on visibility impairment at two urban sites in Korea: Seoul and Incheon. Atmos Environ. 2006;40(SUPPL. 2):593–605.CrossRef Kim YJ, Kim KW, Kim SD, Lee BK, Han JS. Fine particulate matter characteristics and its impact on visibility impairment at two urban sites in Korea: Seoul and Incheon. Atmos Environ. 2006;40(SUPPL. 2):593–605.CrossRef
40.
go back to reference Gossner C, Danielson N, Gervelmeyer A, Berthe F, Faye B, Kaasik Aaslav K, et al. Human-dromedary camel interactions and the risk of acquiring zoonotic Middle East respiratory syndrome coronavirus infection. Zoonoses Public Health. 2016;63:1–9.CrossRef Gossner C, Danielson N, Gervelmeyer A, Berthe F, Faye B, Kaasik Aaslav K, et al. Human-dromedary camel interactions and the risk of acquiring zoonotic Middle East respiratory syndrome coronavirus infection. Zoonoses Public Health. 2016;63:1–9.CrossRef
Metadata
Title
A case-crossover analysis of the impact of weather on primary cases of Middle East respiratory syndrome
Authors
Emma G. Gardner
David Kelton
Zvonimir Poljak
Maria Van Kerkhove
Sophie von Dobschuetz
Amy L. Greer
Publication date
01-12-2019
Publisher
BioMed Central
Published in
BMC Infectious Diseases / Issue 1/2019
Electronic ISSN: 1471-2334
DOI
https://doi.org/10.1186/s12879-019-3729-5

Other articles of this Issue 1/2019

BMC Infectious Diseases 1/2019 Go to the issue
Obesity Clinical Trial Summary

At a glance: The STEP trials

A round-up of the STEP phase 3 clinical trials evaluating semaglutide for weight loss in people with overweight or obesity.

Developed by: Springer Medicine

Highlights from the ACC 2024 Congress

Year in Review: Pediatric cardiology

Watch Dr. Anne Marie Valente present the last year's highlights in pediatric and congenital heart disease in the official ACC.24 Year in Review session.

Year in Review: Pulmonary vascular disease

The last year's highlights in pulmonary vascular disease are presented by Dr. Jane Leopold in this official video from ACC.24.

Year in Review: Valvular heart disease

Watch Prof. William Zoghbi present the last year's highlights in valvular heart disease from the official ACC.24 Year in Review session.

Year in Review: Heart failure and cardiomyopathies

Watch this official video from ACC.24. Dr. Biykem Bozkurt discuss last year's major advances in heart failure and cardiomyopathies.