
- Select a language for the TTS:
- UK English Female
- UK English Male
- US English Female
- US English Male
- Australian Female
- Australian Male
- Language selected: (auto detect) - EN
Play all audios:
ABSTRACT Pneumonia accounts for 1.5% of all overnight hospital admission in Australia. We investigated the nonlinear and delay effect of weather (temperature and rainfall) on pneumonia. This
study was based on a large cohort of inpatients that were hospitalized due to pneumonia between 2006 and 2016. Cases were identified using the International Statistical Classification of
Diseases and Related Health Problems, Tenth Revision, Australian Modification (ICD10-AM) codes J10.0*–J18.0*. A time-varying distributed lag nonlinear model was used to estimate the burden
of the disease attributable to varying weather-lag pneumonia relationships and identify vulnerable groups. The relative risk (presented as logRR) associated with temperature was immediate
and highest in late winter at the lowest temperature of 16 °C (logRR = 1.13, 95% confidence intervals (CI): 0.59, 1.66). The cumulative effect over the lag range 0–8 weeks revealed two peaks
for low (12 mm, logRR = 0.73, 95% CI: 0.32, 1.13) and moderately high rainfall (51 mm) with logRR of 1.15 (95% CI: 0.10, 2.20). A substantial number, 22.50% (95% empirical CI: 1.83, 34.68),
of pneumonia cases were attributable to temperature (mostly due to moderate low temperatures). Females and indigenous (Aboriginal and Torres Strait Islander) patients were particularly
vulnerable to the impact of temperature-related pneumonia. In this study, we highlighted the delayed effects and magnitude of burden of pneumonia that is associated with low temperature and
rainfall. The findings in this study can inform a better understanding of the health implications and burden associated with pneumonia to support discussion-making in healthcare and
establish a strategy for prevention and control of the disease among vulnerable groups. Access through your institution Buy or subscribe This is a preview of subscription content, access via
your institution ACCESS OPTIONS Access through your institution Subscribe to this journal Receive 6 print issues and online access $259.00 per year only $43.17 per issue Learn more Buy this
article * Purchase on SpringerLink * Instant access to full article PDF Buy now Prices may be subject to local taxes which are calculated during checkout ADDITIONAL ACCESS OPTIONS: * Log in
* Learn about institutional subscriptions * Read our FAQs * Contact customer support SIMILAR CONTENT BEING VIEWED BY OTHERS THE EFFECT OF AIR TEMPERATURE ON HOSPITAL ADMISSION OF ADULTS
WITH COMMUNITY ACQUIRED PNEUMONIA IN BAOTOU, CHINA Article Open access 30 April 2021 IDENTIFYING SOCIO-ECOLOGICAL DRIVERS OF COMMON COLD IN BHUTAN: A NATIONAL SURVEILLANCE DATA ANALYSIS
Article Open access 09 July 2022 TIME SERIES ANALYSIS OF THE INTERACTION BETWEEN AMBIENT TEMPERATURE AND AIR POLLUTION ON HOSPITALIZATIONS FOR AECOPD IN GANZHOU, CHINA Article Open access 24
July 2024 REFERENCES * Troeger C, Forouzanfar M, Rao PC, Khalil I, Brown A, Swartz S, et al. Estimates of the global, regional, and national morbidity, mortality, and aetiologies of lower
respiratory tract infections in 195 countries: a systematic analysis for the Global Burden of Disease Study 2015. Lancet Infect Dis. 2017;17:1133–61. Article Google Scholar * Australian
Institute of Health and Welfare. Australian Burden of Disease Study: impact and causes of illness and death in Australia 2011. Australian Burden of Disease Study series no. 3. BOD4.
Canberra: AIHW; 2016. * Australian Institute of Health and Welfare. Admitted patient care 2016–17: Australian hospital statistics. Health services series no. 84. Cat no. HSE 201. Canberra:
AIHW; 2018. * Chan P, Chew F, Tan T, Chua K, Hooi P. Seasonal variation in respiratory syncytial virus chest infection in the tropics. Pediatr Pulmonol. 2002;34:47–51. Article Google
Scholar * Paynter S, Weinstein P, Ware RS, Lucero MG, Tallo V, Nohynek H, et al. Sunshine, rainfall, humidity and child pneumonia in the tropics: time-series analyses. Epidemiol Infect.
2013;141:1328–36. Article CAS Google Scholar * Enwere G, Cheung YB, Zaman SM, Akano A, Oluwalana C, Brown O, et al. Epidemiology and clinical features of pneumonia according to
radiographic findings in Gambian children. Trop Med Int health. 2007;12:1377–85. Article Google Scholar * Green RS, Basu R, Malig B, Broadwin R, Kim JJ, Ostro B. The effect of temperature
on hospital admissions in nine California counties. Int J Public health. 2010;55:113–21. Article Google Scholar * Song G, Chen G, Jiang L, Zhang Y, Zhao N, Chen B, et al. Diurnal
temperature range as a novel risk factor for COPD death. Respirology. 2008;13:1066–9. PubMed Google Scholar * Xu Z, Hu W, Tong S. Temperature variability and childhood pneumonia: an
ecological study. Environ Health. 2014;13:51. Article Google Scholar * Xu Z, Hu W, Tong S. The geographical co-distribution and socio-ecological drivers of childhood pneumonia and
diarrhoea in Queensland, Australia. Epidemiol Infect. 2015;143:1096–104. Article CAS Google Scholar * Xu Z, Liu Y, Ma Z, Li S, Hu W, Tong S. Impact of temperature on childhood pneumonia
estimated from satellite remote sensing. Environ Res. 2014;132:334–41. Article CAS Google Scholar * Onozuka D, Hashizume M, Hagihara A. Impact of weather factors on Mycoplasma pneumoniae
pneumonia. Thorax. 2009;64:507–11. Article CAS Google Scholar * Kim PE, Musher DM, Glezen WP, Barradas MCR, Nahm WK, Wright CE. Association of invasive pneumococcal disease with season,
atmospheric conditions, air pollution, and the isolation of respiratory viruses. Clin Infect Dis. 1996;22:100–6. Article CAS Google Scholar * Chen Z, Ji W, Wang Y, Yan Y, Zhu H, Shao X,
et al. Epidemiology and associations with climatic conditions of Mycoplasma pneumoniae and Chlamydophila pneumoniae infections among Chinese children hospitalized with acute respiratory
infections. Ital J Pediatr. 2013;39:34. Article Google Scholar * Qiu H, Sun S, Tang R, Chan K-P, Tian L. Pneumonia hospitalization risk in the elderly attributable to cold and hot
temperatures in Hong Kong, China. Am J Epidemiol. 2016;184:570–8. Article Google Scholar * Murdoch KM, Mitra B, Lambert S, Erbas B. What is the seasonal distribution of community acquired
pneumonia over time? A systematic review. Australas Emerg Nurs J. 2014;17:30–42. Article Google Scholar * Gasparrini A. Distributed lag linear and non-linear models in R: the package dlnm.
J Stat Softw. 2011;43:1–20. Article Google Scholar * Gasparrini A. Modeling exposure–lag–response associations with distributed lag non‐linear models. Stat Med. 2014;33:881–99. Article
Google Scholar * Gasparrini A, Armstrong B, Kenward MG. Distributed lag non‐linear models. Stat Med. 2010;29:2224–34. Article CAS Google Scholar * Gasparrini A, Guo Y, Hashizume M,
Lavigne E, Tobias A, Zanobetti A, et al. Changes in susceptibility to heat during the summer: a multicountry analysis. Am J Epidemiol. 2016;183:1027–36. Article Google Scholar * Gasparrini
A, Leone M. Attributable risk from distributed lag models. BMC Med Res Methodol. 2014;14:55–55. Article Google Scholar * R: a language and environment for statistical computing. Vienna,
Austria: R Foundation for Statistical Computing; 2017. * Tian D-D, Jiang R, Chen X-J, Ye Q. Meteorological factors on the incidence of MP and RSV pneumonia in children. PLoS One.
2017;12:e0173409. Article Google Scholar * Zhang Z, Hong Y, Liu N. Association of ambient Particulate matter 2.5 with intensive care unit admission due to pneumonia: a distributed lag
non-linear model. Sci Rep. 2017;7:8679. Article Google Scholar * Cilloniz C, Ewig S, Gabarrus A, Ferrer M, Puig de la Bella Casa J, Mensa J, et al. Seasonality of pathogens causing
community‐acquired pneumonia. Respirology. 2017;22:778–85. Article Google Scholar * Adegboye O, Adegboye M. Spatially correlated time series and ecological niche analysis of cutaneous
leishmaniasis in Afghanistan. Int J Environ Res Public Health. 2017;14:309. Article Google Scholar * Lytras T, Pantavou K, Mouratidou E, Tsiodras S. Mortality attributable to seasonal
influenza in Greece, 2013 to 2017: variation by type/subtype and age, and a possible harvesting effect. Eurosurveillance. 2019; 24:1800118. * Adegboye MA, Olumoh J, Saffary T, Elfaki F,
Adegboye OA. Effects of time-lagged meteorological variables on attributable risk of leishmaniasis in central region of Afghanistan. Sci Total Environ. 2019;685:533–41. Article CAS Google
Scholar * Adegboye O, Al-Saghir M, Leung D. Joint spatial time-series epidemiological analysis of malaria and cutaneous leishmaniasis infection. Epidemiol Infect. 2017;145:685–700. Article
CAS Google Scholar * Gasparrini A, Scheipl F, Armstrong B, Kenward M. A penalized framework for distributed lag non‐linear models. Biometrics. 2017;73:938–48. Article Google Scholar *
Watson M, Gilmour R, Menzies R, Ferson M, McIntyre P, New South Wales Pneumococcal Network. The association of respiratory viruses, temperature, and other climatic parameters with the
incidence of invasive pneumococcal disease in Sydney, Australia. Clin Infect Dis. 2006;42:211–5. Article CAS Google Scholar * Onozuka D, Hashizume M, Hagihara A. Impact of weather factors
on Mycoplasma pneumoniae pneumonia. Thorax. 2009;64:507–11. * Graudenz GS, Landgraf RG, Jancar S, Tribess A, Fonseca SG, Faé KC, et al. The role of allergic rhinitis in nasal responses to
sudden temperature changes. J Allergy Clin Immunol. 2006;118:1126–32. Article Google Scholar * Sun S, Laden F, Hart JE, Qiu H, Wang Y, Wong CM, et al. Seasonal temperature variability and
emergency hospital admissions for respiratory diseases: a population-based cohort study. Thorax. 2018;73:951–8. Article Google Scholar * Fares A. Factors influencing the seasonal patterns
of infectious diseases. Int J Prev Med. 2013;4:128. PubMed PubMed Central Google Scholar * Mamani M, Muceli N, Basir HRG, Vasheghani M, Poorolajal J. Association between serum
concentration of 25-hydroxyvitamin D and community-acquired pneumonia: a case-control study. Int J Gen Med. 2017;10:423. Article Google Scholar * McNally JD, Leis K, Matheson LA,
Karuananyake C, Sankaran K, Rosenberg AM. Vitamin D deficiency in young children with severe acute lower respiratory infection. Pediatr Pulmonol. 2009;44:981–8. Article Google Scholar *
Eccles R. An explanation for the seasonality of acute upper respiratory tract viral infections. Acta Otolaryngol. 2002;122:183–91. Article CAS Google Scholar * Choi W-I, Rho BH, Lee M-Y.
Male predominance of pneumonia and hospitalization in pandemic influenza A (H1N1) 2009 infection. BMC Res Notes. 2011;4:351. Article Google Scholar * Torzillo P, Dixon J, Manning K, Hutton
S, Gratten M, Hueston L, et al. Etiology of acute lower respiratory tract infection in Central Australian Aboriginal children. Pediatr Infect Dis J. 1999;18:714–21. Article CAS Google
Scholar * Ford JD. Indigenous health and climate change. Am J Public Health. 2012;102:1260–6. Article Google Scholar * Burgner D, Richmond P. The burden of pneumonia in children: an
Australian perspective. Paediatr Respir Rev. 2005;6:94–100. Article Google Scholar * Skull SA, Andrews RM, Byrnes GB, Campbell DA, Nolan TM, Brown GV, et al. ICD-10 codes are a valid tool
for identification of pneumonia in hospitalized patients aged > or = 65 years. Epidemiol Infect. 2008;136:232–40. Article CAS Google Scholar * kull SA, Andrews RM, Byrnes GB, Campbell
DA, Kelly HA, Brown GV, et al. Hospitalized community-acquired pneumonia in the elderly: an Australian case-cohort study. Epidemiol Infect. 2009;137:194–202. Article Google Scholar
Download references ACKNOWLEDGEMENTS This work was supported by a financial grant from the Townsville Hospital and Health Service Study Education Research Trust Account. AUTHOR INFORMATION
AUTHORS AND AFFILIATIONS * Australian Institute of Tropical Health and Medicine, James Cook University, Discovery Drive, Douglas, QLD, 4814, Australia Oyelola A. Adegboye, Emma S. McBryde
& Damon P. Eisen * Townsville Hospital and Health Service, Angus Smith Drive, Douglas, QLD, 4814, Australia Damon P. Eisen Authors * Oyelola A. Adegboye View author publications You can
also search for this author inPubMed Google Scholar * Emma S. McBryde View author publications You can also search for this author inPubMed Google Scholar * Damon P. Eisen View author
publications You can also search for this author inPubMed Google Scholar CORRESPONDING AUTHOR Correspondence to Oyelola A. Adegboye. ETHICS DECLARATIONS CONFLICT OF INTEREST The authors
declare that they have no conflict of interest. ETHICS Ethical approval was obtained from the Townsville Hospital and Health Service Human Research Ethics Committee (HREC/16/QTHS/221) and
the Queensland Public Health Act (RD007802) for the data linkage project. ADDITIONAL INFORMATION PUBLISHER’S NOTE Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. SUPPLEMENTARY INFORMATION SUPPLEMENTAL MATERIAL RIGHTS AND PERMISSIONS Reprints and permissions ABOUT THIS ARTICLE CITE THIS ARTICLE Adegboye,
O.A., McBryde, E.S. & Eisen, D.P. Epidemiological analysis of association between lagged meteorological variables and pneumonia in wet-dry tropical North Australia, 2006–2016. _J Expo
Sci Environ Epidemiol_ 30, 448–458 (2020). https://doi.org/10.1038/s41370-019-0176-8 Download citation * Received: 15 April 2019 * Revised: 22 July 2019 * Accepted: 15 August 2019 *
Published: 07 October 2019 * Issue Date: May 2020 * DOI: https://doi.org/10.1038/s41370-019-0176-8 SHARE THIS ARTICLE Anyone you share the following link with will be able to read this
content: Get shareable link Sorry, a shareable link is not currently available for this article. Copy to clipboard Provided by the Springer Nature SharedIt content-sharing initiative
KEYWORDS * Wet-dry tropics * Pneumonia * Lagged variables * Temperature * Rainfall