Abstract
To evaluate the correlations between diurnal temperature range (DTR) and the number of outpatient visits for common cold from Jan. 1, 2008, to Dec. 31, 2010, in the Shanghai metro area; we used a distributed lag non-linear model together with a Poisson regression model. The controlling factors included long-term trends and day of the week in outpatient visits for common cold and the selected weather elements. The entire study group was divided into three different age subgroups, including ≤ 15, 15–65, and ≥ 65 years old. We found some non-linear J-patterns between DTR and daily outpatient visits for common cold. At lag 0 day, the number of outpatient visits for common cold would increase by 11.1% per 1 °C increase in DTR. The greater the DTR, the more it affects outpatient visits for common cold, especially for the ≥ 65 years age group. In addition, DTR plays a more important role in outpatient visits for common cold in spring and winter compared with other seasons of the year. Our study showed that DTR is a risk factor that contributes to common cold. Results in this study can provide scientific evidence for the local authorities in improving preventive measures of the healthcare system.
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References
Ballester F, Corella D, Pérezhoyos S, Sáez M (1997) Mortality as a function of temperature. a study in valencia, Spain, 1991-1993. Int J Epidemiol 26:551–561
Bateson TF, Schwartz J (1999) Control for seasonal variation and time trend in case-crossover studies of acute effects of environmental exposures. Epidemiology 10:539–544
Bouchama A, Knochel JP (2002) Heat stroke. N Engl J Med 346:1978–1988
Çapraz Ö, Deniz A, Doğan N (2017) Effects of air pollution on respiratory hospital admissions in İstanbul, Turkey, 2013 to 2015. Chemosphere 181:544–550
Carder M, Mcnamee R, Beverland I, Elton R, Cohen GR, Boyd J (2005) The lagged effect of cold temperature and wind chill on cardiorespiratory mortality in Scotland. Occup Environ Med 62:702–710
Cheng J, Xu Z, Zhu R, Wang X, Jin L, Song J (2014) Impact of diurnal temperature range on human health: a systematic review. Int J Biometeorol 58:2011–2024
Curriero FC, Heiner KS, Samet JM, Zeger SL, Strug L (2002) Temperature and mortality in 11 cities of the eastern United States. Am J Epidemiol 155:80–87
Ding Z, Guo P, Xie F, Chu H, Li K, Pu J (2015a) Impact of diurnal temperature range on mortality in a high plateau area in southwest China: a time series analysis. Sci Total Environ 526:358–365
Ding Z, Li L, Xin L, Pi F, Dong W, Wen Y (2015b) High diurnal temperature range and mortality: effect modification by individual characteristics and mortality causes in a case-only analysis. Sci Total Environ 544:627–634
Fernández-Raga M, Tomás C, Fraile R (2010) Human mortality seasonality in Castile-León, Spain,between 1980 and 1998: the influence of temperature, pressure and humidity. Int J Biometeorol 54(4):379–392
Gasparrini A (2014) Modeling exposure-lag-response associations with distributed lag non-linear models. Stat Med 33:881–899
Gasparrini A, Scheipl F, Armstrong B, Kenward M (2017) A penalized framework for distributed lag non-linear models. Biometrics 73:938–948.
Gasparrini A, Armstrong B, Kenward MG (2010) Distributed lag non-linear models. Stat Med 29:2224–2234
Guo Y, Barnett AG, Pan X, Yu W, Tong S (2011a) The impact of temperature on mortality in Tianjin, China: a case-crossover design with a distributed lag nonlinear model. Environ Health Perspect 119:1719–1725
Guo Y, Barnett AG, Yu W, Pan X, Ye X, Huang C (2011b) A large change in temperature between neighbouring days increases the risk of mortality. PLoS One 6(2):e16511
Guo Y, Gasparrini A, Armstrong B, Li S, Tawatsupa B, Tobias A (2014) Global variation in the effects of ambient temperature on mortality: a systematic evaluation. Epidemiology 25:781–789
Heady JD (2003) Excess winter mortality in Europe: a cross-country analysis identifying key risk factor. J Epidemiol Community Health 57:784–1789
Hii YL, Rocklov J, Ng N (2011) Short term effects of weather on hand, foot and mouth disease. PLoS One 6
Imai Y, Nobuoka S, Nagashima J, Awaya T, Aono J, Miyake F (1998) Acute myocardial infarction induced by alternating exposure to heat in a sauna and rapid cooling in cold water. Cardiology 90:299–301
Kan H, London SJ, Chen H, Song G, Chen G, Jiang L, Zhao N, Zhang Y, Chen B (2007) Diurnal temperature range and daily mortality in Shanghai, China. Environ Res 103:424–431. https://doi.org/10.1016/j.envres.2006.11.009
Keatinge WR, Donaldson GC, Bucher K, Jendritzky G, Cordioli E, Martinelli M (2000) Winter mortality in relation to climate. Int J Circumpolar Health 59:154–159
Kim J, Shin J, Lim YH, Honda Y, Hashizume M, Guo YL (2016) Comprehensive approach to understand the association between diurnal temperature range and mortality in east asia. Sci Total Environ 539:313–321
Liang WM, Liu WP, Kuo HW (2009) Diurnal temperature range and emergency room admissions for chronic obstructive pulmonary disease in Taiwan. Int J Biometeorol 53(1):17–23
Lichtman JH, Leifheit-Limson EC, Jones SB, Wang Y, Goldstein L (2016) Average temperature, diurnal temperature variation, and stroke hospitalizations. J Stroke Cerebrovasc Dis 25:1489–1494
Lim YH, Park AK, Kim H (2011) Modifiers of diurnal temperature range and mortality association in six Korean cities. Int J Biometeorol 56:33–42
Lim YH, Hong YC, Kim H (2012) Effects of diurnal temperature range on cardiovascular and respiratory hospital admissions in Korea. Sci Total Environ 417–418(4):55–60
Lim YH, Kim H, Kim JH, Bae S, Hong YC (2013) Effect of diurnal temperature range on cardiovascular markers in the elderly in Seoul, Korea. Int J Biometeorol 57:597–603
Lim YH, Reid CE, Mann JK, Jerrett M, Kim H (2014) Diurnal temperature range and short-term mortality in large us communities. Int J Biometeorol 59:1311–1319
Liu Y, Guo Y, Wang C (2015) Association between temperature change and outpatient visits for respiratory tract infections among children in Guangzhou, China. Int J Environ Res Public Health 12:439–454
Luo Y, Zhang Y, Liu T, Rutherford S, Xu Y, Xu X, Wu W, Xiao J, Zeng W, Chu C (2013) Lagged effect of diurnal temperature range on mortality in a subtropical megacity of China. PLoS One 8:e55280. https://doi.org/10.1371/journal.pone.0055280
Luurila OJ (1980) Arrhythmias and other cardiovascular responses during Finnish sauna and exercise testing in healthy men and post-myocardial infarction patients. Acta Medica Scand Suppl 641:1–60
Ma W, Wang L, Lin H, Liu T, Zhang Y, Rutherford S (2015) The temperature-mortality relationship in China: an analysis from 66 Chinese communities. Environ Res 137:72–77
Martin SL, Cakmak S, Hebbern CA, Avramescu ML, Tremblay N (2012) Climate change and future temperature-related mortality in 15 Canadian cities. Int J Biometeorol 56:605–619
McGeehin MA, Mirabelli M (2001) The potential impacts of climate variability and change on temperature-related morbidity and mortality in the United States. Environ Health Perspect 109(Suppl. 2):185–189
Mohan M, Kandya A (2015) Impact of urbanization and land-use/land-cover change on diurnal temperature range: a case study of tropical urban airshed of India using remote sensing data. Sci Total Environ 506-507:453–465
Qiu H, Yu IT, Tse LA, Chan EY, Wong TW, Tian L (2015) Greater temperature variation within a day associated with increased emergency hospital admissions for asthma. Sci Total Environ 505:508–513
R Development Core Team (2017) R: a language and environment for statistical computing. R foundation for statistical computing, Vienna http://www.Rproject.org
Rakers F, Schiffner R, Rupprecht S, Brandstädt A, Witte OW, Walther M (2016) Rapid weather changes are associated with increased ischemic stroke risk: a case-crossover study. Eur J Epidemiol 31:137–146
Revich B, Shaposhnikov D (2008) Temperature-induced excess mortality in Moscow, Russia. Int J Biometeorol 52:367–374
Rocklov J, Forsberg B (2008) The effect of temperature on mortality in Stockholm 1998-2003: a study of lag structures and heatwave effects. Scand J Public Health 36:516–523
Sabziparva AA, Mirgaloybayat R, Shamami FG (2011) Evaluation of the possible changes in diurnal temperature range (DTR) trend in some arid climates of Iran since last five decades. Iran J Phys Res 11(1):27–37
Sacks JD, Stanek LW, Luben TG (2011) Particulate matter-induced health effects: who is susceptible? Environ Health Perspect 119:446–454
Schneider A, Schuh A, Maetzel FK, Rückerl R, Breitner S, Peters A (2008) Weather-induced ischemia and arrhythmia in patients undergoing cardiac rehabilitation: another difference between men and women. Int J Biometeorol 52:535–547
Sharafkhani R, Khanjani N, Bakhtiari B, Jahani Y, Entezar RM (2017) Diurnal temperature range and mortality in Urmia, the northwest of Iran. J Therm Biol 69
Shen X, Liu B, Li G, Wu Z, Jin Y, Yu P, Zhou D (2014) Spatiotemporal change of diurnal temperature range and its relationship with sunshine duration and precipitation in China. J Geophys Res-Atmos 119(13):163–179
Song G, Chen G, Jiang L, Zhang Y, Zhao N, Chen B (2008) Diurnal temperature range as a novel risk factor for COPD death. Respirology 13:1066–1069
Teng HJ, Zheng S, Wang MZ, Li B, Yin L, Li JX (2013) Diurnal temperature range and daily emergency room admissions among the elderly in Beijing, China. Biomed Environ Sci 26:857–860
Vutcovici M, Goldberg MS, Valois M (2014) Effects of diurnal variations in temperature on non-accidental mortality among the elderly population of Montreal, Quebec, 1994-2007. Int J Biometeorol 58:843–852
Wang YC, Lin YK (2014) Temperature effects on outpatient visits of respiratory diseases, asthma, and chronic airway obstruction in Taiwan. Int J Biometeorol 59:1–11
Xie MY, Ni H, Zhao DS, Cheng J, Wen LY, Li KS (2017) Effect of diurnal temperature range on the outpatient visits for acute bronchitis in children: a time-series study in Hefei, China. Public Health 144:103–108
Xu Z, Huang C, Turner LR, Su H, Qiao Z, Tong S (2013) Is diurnal temperature range a risk factor for childhood diarrhea? PLoS One 8
Xu Z, Hu W, Tong S (2014) Temperature variability and childhood pneumonia: an ecological study. Environ Health 13:1–8
Xue W, Guo J, Zhang Y et al (2019) Decliming diurnal temperature range in the North China Plain related to environmental changes. Clim Dyn 52:6109–6119
Yang J, Ou CQ, Ding Y, Zhou YX, Chen PY (2012a) Daily temperature and mortality: A study of distributed lag non-linear effect and effect modification in Guangzhou. Environ Health 11:63
Yang L, Qin G, Zhao N, Wang C, Song G (2012b) Using a generalized additive model with autoregressive terms to study the effects of daily temperature on mortality. BMC Med Res Methodol 12:165
Yang J, Liu HZ, Ou CQ, Lin GZ, Zhou Q, Shen GC (2013) Global climate change: impact of diurnal temperature range on mortality in Guangzhou, China. Environ Pollut 175:131–136
Zhan Z, Zhao Y, Pang S, Zhong X, Wu C, Ding Z (2017) Temperature change between neighboring days and mortality in United States: a nationwide study. Sci Total Environ 584:1152–1161
Zhang Y, Yu C, Bao J, Li X (2017a) Impact of temperature variation on mortality: an observational study from 12 counties across Hubei Province in China. Sci Total Environ s587–588: 196–203.
Zhang Y, Peng M, Wang L, Yu C (2017b) Association of diurnal temperature range with daily mortality in England and Wales: a nationwide time-series study. Sci Total Environ 619–620:291–300
Zhao Q, Zhao Y, Li S (2017a) Impact of ambient temperature on clinical visits for cardio-respiratory diseases in rural villages in northwest China. Sci Total Environ 612:379–385
Zhao Q, Zhang Y, Zhang W, Li S, Chen G, Wu Y (2017b) Ambient temperature and emergency department visits: time-series analysis in 12 Chinese cities. Environ Pollut 224:310–316
Zhou X, Zhao A, Meng X, Chen R, Kuang X, Duan X (2014) Acute effects of diurnal temperature range on mortality in 8 chinese cities. Sci Total Environ 493:92–97
Funding
This work was supported by National Natural Science Foundation of China (Grant No. 41975141, 91744311, and 41561037), and Funds for the Science of Environmental Protection (2018-007).
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Highlights
1. Significant associations were found between diurnal temperature range and outpatient visits for common cold.
2. Diurnal temperature range had lag effects on age groups and stronger effect of diurnal temperature was observed for age ≥ 65 years.
3. The effect of high diurnal temperature range is greater than low diurnal temperature range.
4. Significant associations between DTR and common cold were stronger in spring and winter.
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Ma, Y., Yang, S., Yu, Z. et al. Effect of diurnal temperature range on outpatient visits for common cold in Shanghai, China. Environ Sci Pollut Res 27, 1436–1448 (2020). https://doi.org/10.1007/s11356-019-06805-4
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DOI: https://doi.org/10.1007/s11356-019-06805-4