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Associations and burdens of relative humidity with cause-specific mortality in three Chinese cities

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Abstract

This study aimed to investigate the association between relative humidity (RH) and various cause of mortality, and then quantify the RH-related mortality fraction of low and high RH under the assumption that causal effects exist. Daily cause-specific mortality counts from 2008 to 2011, and contemporaneous meteorological data in three Chinese cities were collected. Distributed lag nonlinear models were adopted to quantify the nonlinear and delayed effects of RH on mortality risk. Low and high RH were defined as RH lower or higher than the minimum mortality risk RH (MMRH), respectively. Corresponding RH-related mortality fractions were calculated in the explanatory analysis. From the three cities, 736,301 deaths were collected. RH (mean ± standard deviation) were 50.9 ± 20.0 for Beijing, 75.5 ± 8.6 for Chengdu, and 70.8 ± 14.6 for Nanjing. We found that low RH in Beijing and high RH (about 80–90%) in Chengdu was associated with increased all-cause mortality risk. Both low and high RH may increase the CVD mortality risk in Beijing. Both low and high (about 80–85%) RH may increase the COPD mortality risk in Chengdu. Low RH (about < 45%) was associated with increased diabetes mortality risk in Nanjing. Effects of extreme low and extreme high RH were delayed in these cities, except that extreme low effects on COPD mortality appeared immediately in Chengdu. The effects of extreme low RH are higher than that of the extreme high RH in Beijing and Nanjing, while contrary in Chengdu. Finally, under the causal effect assumption, 6.80% (95% eCI: 2.90, 10.73) all-cause mortality and 12.48% (95% eCI: 7.17, 16.80) CVD deaths in Beijing, 9.59% (95% eCI: 1.38, 16.88) COPD deaths in Chengdu, and 23.79% (95% eCI: 0.92, 387.93) diabetes mortality in Nanjing were attributable to RH. Our study provided insights into RH-mortality risk, helped draw relative intervention policies, and is also significant for future predictions of climate change effects under different scenarios.

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Data availability

The data in this study were obtained from Cause of Death Registry System of Chinese Centre for Disease Control and Prevention and were used under license, hence cannot be made public. However, data can be obtained from the corresponding author with the permission of the Chinese Centre for Disease Control and Prevention.

References

  • Abrignani MG, Corrao S, Biondo GB, Renda N, Braschi A, Novo G, Di Girolamo A, Braschi GB, Novo S (2009) Influence of climatic variables on acute myocardial infarction hospital admissions. Int J Cardiol 137:123–129

    Article  CAS  Google Scholar 

  • Abrignani MG, Corrao S, Biondo GB, Lombardo RM, Di Girolamo P, Braschi A, Di Girolamo A, Novo S (2012) Effects of ambient temperature, humidity, and other meteorological variables on hospital admissions for angina pectoris. Eur J Prev Cardiol 19:342–348

    Article  Google Scholar 

  • Alahmad B, Shakarchi A, Alseaidan M, Fox M (2019) The effects of temperature on short-term mortality risk in Kuwait: a time-series analysis. Environ Res 171:278–284

    Article  CAS  Google Scholar 

  • Anderson GB, Bell ML, Peng RD (2013) Methods to calculate the heat index as an exposure metric in environmental health research. Environ Health Perspect 121:1111–1119

    Article  Google Scholar 

  • Armstrong B, Sera F, Vicedo-Cabrera AM, Abrutzky R, Åström DO, Bell ML, Chen BY, de Sousa ZanottiStagliorio Coelho M, Correa PM, Dang TN, Diaz MH, Dung DV, Forsberg B, Goodman P, Guo YL, Guo Y, Hashizume M, Honda Y, Indermitte E, Íñiguez C, Kan H, Kim H, Kyselý J, Lavigne E, Michelozzi P, Orru H, Ortega NV, Pascal M, Ragettli MS, Saldiva PHN, Schwartz J, Scortichini M, Seposo X, Tobias A, Tong S, Urban A, De la Cruz Valencia C, Zanobetti A, Zeka A, Gasparrini A (2019) The role of humidity in associations of high temperature with mortality: a multicountry, multicity study. Environ Health Perspect 127:97007

    Article  Google Scholar 

  • Bao HR, Liu XJ, Tan EL, Shu J, Dong JY, Li S (2020) Effects of temperature and relative humidity on the number of outpatients with chronic obstructive pulmonary disease and their interaction effect in Lanzhou, China. Beijing Da Xue Xue Bao Yi Xue Ban 52:308–316

    CAS  Google Scholar 

  • Barreca AI (2012) Climate change, humidity, and mortality in the United States. J Environ Econ Manage 63:19–34

    Article  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 110:859–863

    Article  Google Scholar 

  • Chen S, Liu C, Lin G, Hänninen O, Dong H, Xiong K (2021) The role of absolute humidity in respiratory mortality in Guangzhou, a hot and wet city of South China. Environ Health Prev Med 26:109

    Article  Google Scholar 

  • Cheng J, Xu Z, Bambrick H, Su H, Tong S, Hu W (2019) Impacts of heat, cold, and temperature variability on mortality in Australia, 2000–2009. Sci Total Environ 651:2558–2565

    Article  CAS  Google Scholar 

  • GBD Chronic Respiratory Disease Collaborators (2020) Prevalence and attributable health burden of chronic respiratory diseases, 1990-2017: a systematic analysis for the Global Burden of Disease Study 2017. Lancet Respir Med 2020(8):585–596

    Google Scholar 

  • Davis RE, McGregor GR, Enfield KB (2016) Humidity: a review and primer on atmospheric moisture and human health. Environ Res 144:106–116

    Article  CAS  Google Scholar 

  • Deng J, Hu X, Xiao C, Xu S, Gao X, Ma Y, Yang J, Wu M, Liu X, Ni J, Pan F (2020) Ambient temperature and non-accidental mortality: a time series study. Environ Sci Pollut Res Int 27:4190–4196

    Article  Google Scholar 

  • Di Q, Dai L, Wang Y, Zanobetti A, Choirat C, Schwartz JD, Dominici F (2017) Association of short-term exposure to air pollution with mortality in older adults. JAMA 318:2446–2456

    Article  CAS  Google Scholar 

  • Gao J, Sun Y, Lu Y, Li L (2014) Impact of ambient humidity on child health: a systematic review. PLoS ONE 9:e112508

    Article  Google Scholar 

  • Gasparrini A, Armstrong B (2013) Reducing and meta-analysing estimates from distributed lag non-linear models. BMC Med Res Methodol 13:1

    Article  Google Scholar 

  • Gasparrini A, Leone M (2014) Attributable risk from distributed lag models. BMC Med Res Methodol 14:55

    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 YL, Wu CF, Kan H, Yi SM, de Sousa ZanottiStagliorio M, Saldiva PH, Honda Y, Kim H, Armstrong B (2015) Mortality risk attributable to high and low ambient temperature: a multicountry observational study. Lancet 386:369–375

    Article  Google Scholar 

  • Gasparrinia A, Armstronga B, Kenward MG (2010) Distributed lag non-linear models. Statist Med 29:2224–2234

    Article  Google Scholar 

  • Guo Y, Barnett AG, Pan X, Yu W, Tong S (2011) 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

    Article  Google Scholar 

  • Guo Y, Barnett AG, Tong S (2013) Spatiotemporal model or time series model for assessing city-wide temperature effects on mortality? Environ Res 120:55–62

    Article  CAS  Google Scholar 

  • Guo Y, Gasparrini A, Armstrong B, Li S, Tawatsupa B, Tobias A, Lavigne E, de Sousa ZanottiStagliorio Coelho M, Leone M, Pan X, Tong S, Tian L, Kim H, Hashizume M, Honda Y, Guo YL, Wu CF, Punnasiri K, Yi SM, Michelozzi P, Saldiva PH, Williams G (2014) Global variation in the effects of ambient temperature on mortality: a systematic evaluation. Epidemiology (Cambridge, Mass) 25:781–789

    Article  Google Scholar 

  • Guo Y, Gasparrini A, Armstrong BG, Tawatsupa B, Tobias A, Lavigne E, Coelho MS, Pan X, Kim H, Hashizume M, Honda Y, Guo YL, Wu CF, Zanobetti A, Schwartz JD, Bell ML, Overcenco A, Punnasiri K, Li S, Tian L, Saldiva P, Williams G, Tong S (2016) Temperature variability and mortality: a multi-country study. Environ Health Perspect 124:1554–1559

    Article  Google Scholar 

  • Guo M, Zhou M, Li B, Du C, Yao R, Wang L, Yang X, Yu W (2022) Reducing indoor relative humidity can improve the circulation and cardiorespiratory health of older people in a cold environment: A field trial conducted in Chongqing. China Sci Total Environ 817:152695

    Article  CAS  Google Scholar 

  • Han B, Zhao R, Zhang N, Xu J, Zhang L, Yang W, Geng C, Wang X, Bai ZD, Vedal S (2021) Acute cardiovascular effects of traffic-related air pollution (TRAP) exposure in healthy adults: A randomized, blinded, crossover intervention study. Environ Pollut 288:117583

    Article  CAS  Google Scholar 

  • Hashiguchi N, Takeda A, Yasuyama Y, Chishaki A, Tochihara Y (2013) Effects of 6-h exposure to low relative humidity and low air pressure on body fluid loss and blood viscosity. Indoor Air 23:430–436

    Article  CAS  Google Scholar 

  • Huang K, Ding K, Yang XJ, Hu CY, Jiang W, Hua XG, Liu J, Cao JY, Zhang T, Kan XH, Zhang XJ (2020) Association between short-term exposure to ambient air pollutants and the risk of tuberculosis outpatient visits: a time-series study in Hefei. China Environmental Research 184:109343

    Article  CAS  Google Scholar 

  • International Diabetes Federation (2021) IDF Diabetes Atlas, 10th edn. Brussels

  • Ken Parsons (2002) Human thermal environments: the effects of hot, moderate, and cold environments on human health, comfort, and performance, 3rd edn. CRC Press, Boca Raton

  • Kovats RS, Hajat S (2008) Heat stress and public health: a critical review. Annu Rev Public Health 29:41–55

    Article  Google Scholar 

  • Li L, Yang J, Guo C, Chen PY, Ou CQ, Guo Y (2015) Particulate matter modifies the magnitude and time course of the non-linear temperature-mortality association. Environ Pollut 196:423–430

    Article  CAS  Google Scholar 

  • Lin Y, Zhou S, Liu H, Cui Z, Hou F, Feng S, Zhang Y, Liu H, Lu C, Yu P (2020) Risk analysis of air pollution and meteorological factors affecting the incidence of diabetes in the elderly population in northern China. J Diabetes Res 2020:3673980

    Article  Google Scholar 

  • Lu P, Xia G, Zhao Q, Xu R, Li S, Guo Y (2020) Temporal trends of the association between ambient temperature and hospitalisations for cardiovascular diseases in Queensland, Australia from 1995 to 2016: A time-stratified case-crossover study. PLoS Med 17:e1003176

    Article  Google Scholar 

  • Luo K, Li R, Wang Z, Zhang R, Xu Q (2017) Effect modification of the association between temperature variability and daily cardiovascular mortality by air pollutants in three Chinese cities. Environ Pollut 230:989–999

    Article  CAS  Google Scholar 

  • Martínez-Solanas È, Basagaña X (2019) Temporal changes in temperature-related mortality in Spain and effect of the implementation of a Heat Health Prevention Plan. Environ Res 169:102–113

    Article  Google Scholar 

  • McGregor GR, Vanos JK (2018) Heat: a primer for public health researchers. Public Health 161:138–146

    Article  Google Scholar 

  • Mokoena KK, Ethan CJ, Yu Y, Shale K, Liu F (2019) Ambient air pollution and respiratory mortality in Xi’an, China: a time-series analysis. Respir Res 20:139

    Article  Google Scholar 

  • Ou CQ, Yang J, Ou QQ, Liu HZ, Lin GZ, Chen PY, Qian J, Guo YM (2014) The impact of relative humidity and atmospheric pressure on mortality in Guangzhou. China Biomed Environ Sci 27:917–925

    Google Scholar 

  • Qi L, Gao Y, Yang J, Ding XB, Xiong Y, Su K, Liu T, Li Q, Tang WG, Liu QY (2020) The burden of influenza and pneumonia mortality attributable to absolute humidity among elderly people in Chongqing, China, 2012–2018. Sci Total Environ 716:136682

    Article  CAS  Google Scholar 

  • Qiu Y, Deng Z, Jiang C, Wei K, Zhu L, Zhang J, Jiao C (2022) The associations of meteorological and environmental factors with memory function of the older age in urban areas. Int J Environ Res Public Health 19:5484

    Article  Google Scholar 

  • Razjouyan J, Lee H, Gilligan B, Lindberg C, Nguyen H, Canada K, Burton A, Sharafkhaneh A, Srinivasan K, Currim F, Ram S, Mehl MR, Goebel N, Lunden M, Bhangar S, Heerwagen J, Kampschroer K, Sternberg EM, Najafi B (2020) Wellbuilt for wellbeing: Controlling relative humidity in the workplace matters for our health. Indoor Air 30:167–179

    Article  Google Scholar 

  • Rocklöv J, Forsberg B (2010) The effect of high ambient temperature on the elderly population in three regions of Sweden. Int J Environ Res Public Health 7:2607–2619

    Article  Google Scholar 

  • Rodopoulou S, Samoli E, Analitis A, Atkinson RW, de’Donato FK, Katsouyanni K (2015) Searching for the best modeling specification for assessing the effects of temperature and humidity on health: a time series analysis in three European cities. Int J Biometeorol 59:1585–1596

    Article  Google Scholar 

  • Rodrigues M, Santana P, Rocha A (2019) Bootstrap approach to validate the performance of models for predicting mortality risk temperature in Portuguese Metropolitan Areas. Environ Health 18:25

    Article  Google Scholar 

  • Roth GA, Mensah GA, Johnson CO, Addolorato G, Ammirati E, Baddour LM, Barengo NC, Beaton AZ, Benjamin EJ, Benziger CP, Bonny A, Brauer M, Brodmann M, Cahill TJ, Carapetis J, Catapano AL, Chugh SS, Cooper LT, Coresh J, Criqui M, DeCleene N, Eagle KA, Emmons-Bell S, Feigin VL, Fernández-Solà J, Fowkes G, Gakidou E, Grundy SM, He FJ, Howard G, Hu F, Inker L, Karthikeyan G, Kassebaum N, Koroshetz W, Lavie C, Lloyd-Jones D, Lu HS, Mirijello A, Temesgen AM, Mokdad A, Moran AE, Muntner P, Narula J, Neal B, Ntsekhe M, Moraes de Oliveira G, Otto C, Owolabi M, Pratt M, Rajagopalan S, Reitsma M, Ribeiro ALP, Rigotti N, Rodgers A, Sable C, Shakil S, Sliwa-Hahnle K, Stark B, Sundström J, Timpel P, Tleyjeh IM, Valgimigli M, Vos T, Whelton PK, Yacoub M, Zuhlke L, Murray C, Fuster V, G-NJGBOCDW Group (2020) Global burden of cardiovascular diseases and risk factors, 1990–2019: update from the GBD 2019 study. J Am Coll Cardiol 2020(76):2982–3021

    Article  Google Scholar 

  • Rowland ST, Boehme AK, Rush J, Just AC, Kioumourtzoglou MA (2020) Can ultra short-term changes in ambient temperature trigger myocardial infarction? Environ Int 143:105910

    Article  Google Scholar 

  • Schwartz J, Samet JM, Patz JA (2004) Hospital admissions for heart disease: the effects of temperature and humidity. Epidemiology 15:755–761

    Article  Google Scholar 

  • Sharovsky R, César LA, Ramires JA (2004) Temperature, air pollution, and mortality from myocardial infarction in São Paulo. Brazil Braz J Med Biol Res 37:1651–1657

    Article  CAS  Google Scholar 

  • Sivić S (2021) Mortality associated with seasonal changes in ambient temperature and humidity in Zenica-Doboj Canton. Med Glas (zenica) 18:516–521

    Google Scholar 

  • Sobolewski A, Młynarczyk M, Konarska M, Bugajska J (2021) The influence of air humidity on human heat stress in a hot environment. Int J Occup Saf Ergon 27:226–236

    Article  Google Scholar 

  • Su SB, Lin KH, Chang HY, Lee CW, Lu CW, Guo HR (2006) Using urine specific gravity to evaluate the hydration status of workers working in an ultra-low humidity environment. J Occup Health 48:284–289

    Article  Google Scholar 

  • Tian G, Qiao Z, Xu X (2014) Characteristics of particulate matter (PM10) and its relationship with meteorological factors during 2001–2012 in Beijing. Environ Pollut 192:266–274

    Article  CAS  Google Scholar 

  • Tyrovolas S, Chalkias C, Morena M, Kalogeropoulos K, Tsakountakis N, Zeimbekis A, Gotsis E, Metallinos G, Bountziouka V, Lionis C, Polychronopoulos E, Panagiotakos D (2014) High relative environmental humidity is associated with diabetes among elders living in Mediterranean islands. J Diabetes Metab Disord 13:25

    Article  Google Scholar 

  • Watts N, Adger WN, Agnolucci P, Blackstock J, Byass P, Cai W, Chaytor S, Colbourn T, Collins M, Cooper A, Cox PM, Depledge J, Drummond P, Ekins P, Galaz V, Grace D, Graham H, Grubb M, Haines A, Hamilton I, Hunter A, Jiang X, Li M, Kelman I, Liang L, Lott M, Lowe R, Luo Y, Mace G, Maslin M, Nilsson M, Oreszczyn T, Pye S, Quinn T, Svensdotter M, Venevsky S, Warner K, Xu B, Yang J, Yin Y, Yu C, Zhang Q, Gong P, Montgomery H, Costello A (2015) Health and climate change: policy responses to protect public health. Lancet 386:1861–1914

    Article  Google Scholar 

  • Wolkoff P (2018) Indoor air humidity, air quality, and health - an overview. Int J Hyg Environ Health 221:376–390

    Article  Google Scholar 

  • World Health Organization (n.d) Climate change and health. World Health Organization, Geneva

  • Yang J, Ou CQ, Guo Y, Li L, Guo C, Chen PY, Lin HL, Liu QY (2015) The burden of ambient temperature on years of life lost in Guangzhou. China Sci Rep 5:12250

    Article  CAS  Google Scholar 

  • Yang Z, Yang J, Zhou M, Yin P, Chen Z, Zhao Q, Hu K, Liu Q, Ou CQ (2021) Hourly temperature variability and mortality in 31 major Chinese cities: effect modification by individual characteristics, season and temperature zone. Environ Int 156:106746

    Article  Google Scholar 

  • Yin Q, Wang J (2018) A better indicator to measure the effects of meteorological factors on cardiovascular mortality: heat index. Environ Sci Pollut Res Int 25:22842–22849

    Article  Google Scholar 

  • Zeng J, Zhang X, Yang J, Bao J, Xiang H, Dear K, Liu Q, Lin S, Lawrence WR, Lin A, Huang C (2017) Humidity may modify the relationship between temperature and cardiovascular mortality in Zhejiang Province, China. Int J Environ Res Public Health 14:1383

    Article  Google Scholar 

  • Zeng X, Adair T, Wang L, Yin P, Qi J, Liu Y, Liu J, Lopez AD, Zhou M (2020) Measuring the completeness of death registration in 2844 Chinese counties in 2018. BMC Med 18:176

    Article  Google Scholar 

  • Zhu M, Liu W, Wargocki P (2020) Changes in EEG signals during the cognitive activity at varying air temperature and relative humidity. J Expo Sci Environ Epidemiol 30:285–298

    Article  Google Scholar 

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Funding

This study was supported by the China Prospective cohort study of Air pollution and health effects in Typical areas (C-PAT) (Grant No. MEE-EH-20190802); the Fundamental Research Funds for the Central Universities (Grant No. 3332019147); Peking Union Medical College Graduate Innovation Fund (No. 2019–1004-02); the China Medical Board (Grant No. 15–230); and the Chinese Academy of Medical Science Innovation Fund for Medical Sciences (Grant No. 2017-I2M-1–009).

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Yayuan Mei: conceptualization, methodology, software, validation, writing—original draft, writing—review and editing. Ang Li: conceptualization, methodology, software, writing—original draft, writing—review and editing, funding acquisition. Meiduo Zhao: validation. Jing Xu: Validation. Runkui Li: Validation. Jiaxin Zhao: Validation. Quan Zhou: resources, validation. Xiaoyu Ge: resources, validation. Qun Xu: funding acquisition, supervision.

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Correspondence to Qun Xu.

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Mei, Y., Li, A., Zhao, M. et al. Associations and burdens of relative humidity with cause-specific mortality in three Chinese cities. Environ Sci Pollut Res 30, 3512–3526 (2023). https://doi.org/10.1007/s11356-022-22350-z

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