Abstract
With the deepening of research on the correlation between meteorological factors and autoimmune diseases, the relationship between climate change and dermatomyositis (DM) has come to our attention. This study aimed to explore the short-term correlation between meteorological factors and DM outpatient visits. Daily records of hospital outpatient visits for DM, air pollutants, and meteorological factor data in Hefei from January 1, 2018 to December 31, 2021 were obtained. The mean temperature (MT), relative humidity (RH), diurnal temperature range (DTR), and temperature change between neighboring days (TCN) were used to quantify environmental temperature and humidity and their variations. And we performed a time series analysis using a generalized linear model (GLM) in combination with a distributed lag nonlinear model (DLNM). Furthermore, gender and age were further stratified for the analysis. The sensitivity analysis was also performed. A total of 4028 DM outpatient visits were recorded during this period. There were statistically significant associations of low temperature (5th, 1.5 °C), low RH (1st, 48.6%), high RH (99th, 99%), high DTR (75th, 12.6°c), and low TCN (10th, −2.7 °C) that were associated with risk of DM outpatient visits, with lag days of 30, 16, 16, 10, and 14, respectively. Moreover, women were more susceptible to high RH exposure and low TCN exposure, while the elderly were more susceptible to low temperature. This study concluded that exposure to low temperature, extreme RH, and temperature changes (especially high DTR and low TCN) was associated with an increased risk of DM outpatient visits.
Similar content being viewed by others
Data availability
The data and material that support the findings of this study are available upon reasonable request.
Abbreviations
- DM :
-
Dermatomyositis
- PM 2.5 :
-
Particulate matter ≤2.5 microns in aerodynamic diameter
- PM 10 :
-
Particulate matter ≤10 microns in aerodynamic diameter
- NO 2 :
-
Nitrogen dioxide
- CO :
-
Carbon monoxide
- SO 2 :
-
Sulfur dioxide
- O 3 :
-
Ozone
- MT :
-
Mean temperature
- RH :
-
Relative humidity
- DTR :
-
Diurnal temperature range
- TCN :
-
Temperature change between neighboring days
- WS :
-
Mean wind speed
- GLM :
-
Generalized linear model
- DLNM :
-
Distributed lag nonlinear model.
References
Bernatsky S, Smargiassi A, Barnabe C, Svenson LW, Brand A, Martin RV, Hudson M, Clarke AE, Fortin PR, van Donkelaar A, Edworthy S, Bélisle P, Joseph L (2016) Fine particulate air pollution and systemic autoimmune rheumatic disease in two Canadian provinces. Environ Res 146:85–91
Bhaskaran K, Gasparrini A, Hajat S, Smeeth L, Armstrong B (2013) Time series regression studies in environmental epidemiology. Int J Epidemiol 42:1187–1195
Bogdanov I, Kazandjieva J, Darlenski R, Tsankov N (2018) Dermatomyositis: current concepts. Clin Dermatol 36:450–458
Cerezo LA, Vencovský J, Šenolt L (2020) Cytokines and inflammatory mediators as promising markers of polymyositis/dermatomyositis. Curr Opin Rheumatol 32:534–541
Chen X, Luan M, Liu J, Yao Y, Li X, Wang T, Zhang H, Han Y, Lu X, Chen W, Hu X, Zheng M, Qiu X, Zhu T (2022) Risk factors in air pollution exposome contributing to higher levels of TNFα in COPD patients. Environ Int 159:107034
Cheng J, Xu Z, Zhu R, Wang X, Jin L, Song J, Su H (2014a) Impact of diurnal temperature range on human health: a systematic review. Int J Biometeorol 58:2011–2024
Cheng J, Zhu R, Xu Z, Xu X, Wang X, Li K, Su H (2014b) Temperature variation between neighboring days and mortality: a distributed lag non-linear analysis. Int J Public Health 59:923–931
Cheng Y, Kan H (2012) Effect of the interaction between outdoor air pollution and extreme temperature on daily mortality in Shanghai, China. J Epidemiol 22:28–36
Cheng Y, He KB, Du ZY, Zheng M, Duan FK, Ma YL (2015) Humidity plays an important role in the PM2.5 pollution in Beijing. Environ Pollut 197:68–75
Chu LL, Rohekar G (2019) Dermatomyositis. Cmaj 191:E340
Denda M, Sato J, Tsuchiya T, Elias PM, Feingold KR (1998) Low humidity stimulates epidermal DNA synthesis and amplifies the hyperproliferative response to barrier disruption: implication for seasonal exacerbations of inflammatory dermatoses. J Invest Dermatol 111:873–878
Deng L, Ma P, Wu Y, Ma Y, Yang X, Li Y, Deng Q (2020) High and low temperatures aggravate airway inflammation of asthma: evidence in a mouse model. Environ Pollut 256:113433
Deng R, Ma P, Li B, Wu Y, Yang X (2022) Development of allergic asthma and changes of intestinal microbiota in mice under high humidity and/or carbon black nanoparticles. Ecotoxicol Environ Saf 241:113786
Engebretsen KA, Johansen JD, Kezic S, Linneberg A, Thyssen JP (2016) The effect of environmental humidity and temperature on skin barrier function and dermatitis. J Eur Acad Dermatol Venereol 30:223–249
Feng S, Gao D, Liao F, Zhou F, Wang X (2016) The health effects of ambient PM2.5 and potential mechanisms. Ecotoxicol Environ Saf 128:67–74
Gasparrini A, Armstrong B, Kenward MG (2010) Distributed lag non-linear models. Stat Med 29:2224–2234
Gasparrini A (2011) Distributed lag linear and non-linear models in R: the package dlnm. J Stat Softw 43:1–20
Gasparrini A et al (2015) Mortality risk attributable to high and low ambient temperature: a multicountry observational study. Lancet 386:369–375
Gerrett N, Ouzzahra Y, Redortier B, Voelcker T, Havenith G (2015) Female thermal sensitivity to hot and cold during rest and exercise. Physiol Behav 152:11–19
He YS, Wang GH, Wu ZD, Sam NB, Chen Y, Tao JH, Fang XY, Xu Z, Pan HF (2022) Association between non-optimal temperature and hospitalizations for gout in Anqing, China: a time-series analysis. Environ Sci Pollut Res Int 29:13797–13804
Hedenstierna L, Bellocco R, Ye W, Adami HO, Åkerstedt T, Trolle Lagerros Y, Hedström AK (2021) Effects of alcohol consumption and smoking on risk for RA: results from a Swedish prospective cohort study. RMD Open 7
Hengstman GJ, van Venrooij WJ, Vencovsky J, Moutsopoulos HM, van Engelen BG (2000) The relative prevalence of dermatomyositis and polymyositis in Europe exhibits a latitudinal gradient. Ann Rheum Dis 59:141–142
Hu T, Vinik O (2019) Dermatomyositis and malignancy. Can Fam Physician 65:409–411
Huang LJ, Zha JJ, Cao NW, Zhou HY, Chu XJ, Wang H, Li XB, Li BZ (2022) Temperature might increase the hospital admission risk for rheumatoid arthritis patients in Anqing, China: a time-series study. Int J Biometeorol 66:201–211
Jung CR, Chung WT, Chen WT, Lee RY, Hwang BF (2019) Long-term exposure to traffic-related air pollution and systemic lupus erythematosus in Taiwan: a cohort study. Sci Total Environ 668:342–349
Khraishah H, Alahmad B, Ostergard RL Jr, AlAshqar A, Albaghdadi M, Vellanki N, Chowdhury MM, Al-Kindi SG, Zanobetti A, Gasparrini A, Rajagopalan S (2022) Climate change and cardiovascular disease: implications for global health. Nat Rev Cardiol 19:798–812
Kiyohara C, Washio M, Horiuchi T, Asami T, Ide S, Atsumi T, Kobashi G, Tada Y, Takahashi H (2012) Cigarette smoking, alcohol consumption, and risk of systemic lupus erythematosus: a case-control study in a Japanese population. J Rheumatol 39:1363–1370
Kus KJB, LaChance AH, Vleugels RA (2021) Recognition and management of cutaneous connective tissue diseases. Med Clin North Am 105:757–782
Lundberg IE et al (2017) 2017 European League Against Rheumatism/American College of Rheumatology Classification Criteria for adult and juvenile idiopathic inflammatory myopathies and their major subgroups. Arthritis Rheumatol 69:2271–2282
Ma P, Zhang Y, Wang X, Fan X, Chen L, Hu Q, Wang S, Li T (2021) Effect of diurnal temperature change on cardiovascular risks differed under opposite temperature trends. Environ Sci Pollut Res Int 28:39882–39891
Manta P, Kalfakis N, Vassilopoulos D (1989) Evidence for seasonal variation in polymyositis. Neuroepidemiology 8:262–265
Marie I (2012) Morbidity and mortality in adult polymyositis and dermatomyositis. Curr Rheumatol Rep 14:275–285
McCann LJ, Livermore P, Wilkinson MGL, Wedderburn LR (2022) Juvenile dermatomyositis. Where are we now? Clin Exp Rheumatol 40:394–403
Meyer A, Meyer N, Schaeffer M, Gottenberg JE, Geny B, Sibilia J (2015) Incidence and prevalence of inflammatory myopathies: a systematic review. Rheumatology (Oxford) 54:50–63
Ngo ST, Steyn FJ, McCombe PA (2014) Gender differences in autoimmune disease. Front Neuroendocrinol 35:347–369
Parks CG, Wilkerson J, Rose KM, Faiq A, Noroozi Farhadi P, Long CS, Bayat N, Brunner HI, Goldberg B, McGrath JA, Miller FW, Rider LG (2020) Association of ultraviolet radiation exposure with dermatomyositis in a national myositis patient registry. Arthritis Care Res (Hoboken) 72:1636–1644
Phillips BA, Zilko PJ, Garlepp MJ, Mastaglia FL (2002) Seasonal occurrence of relapses in inflammatory myopathies: a preliminary study. J Neurol 249:441–444
Prieto S, Grau JM (2010) The geoepidemiology of autoimmune muscle disease. Autoimmun Rev 9:A330–A334
Sánchez-Gloria JL, Carbó R, Buelna-Chontal M, Osorio-Alonso H, Henández-Díazcouder A, de la Fuente-León RL, Sandoval J, Sánchez F, Rubio-Gayosso I, Sánchez-Muñoz F (2021) Cold exposure aggravates pulmonary arterial hypertension through increased miR-146a-5p, miR-155-5p and cytokines TNF-α, IL-1β, and IL-6. Life Sci 287:120091
Schober P, Boer C, Schwarte LA (2018) Correlation coefficients: appropriate use and interpretation. Anesth Analg 126:1763–1768
Sun Z, Chen C, Xu D, Li T (2018) Effects of ambient temperature on myocardial infarction: a systematic review and meta-analysis. Environ Pollut 241:1106–1114
Wang J, Yu L, Deng J, Gao X, Chen Y, Shao M, Zhang T, Ni M, Pan F (2022) Short-term effect of meteorological factors on the risk of rheumatoid arthritis hospital admissions: a distributed lag non-linear analysis in Hefei, China. Environ Res 207:112168
Wu Q, Xu Z, Dan YL, Wang P, Mao YM, Zhao CN, Zou YF, Ye DQ, Hu W, Pan HF (2021) Low ambient temperature increases hospital re-admissions for systemic lupus erythematosus in humid subtropical region: a time series study. Environ Sci Pollut Res Int 28:530–537
Wu ZD, Chen C, He YS, Chen Y, Feng YT, Huang JX, Yin KJ, Wang J, Tao JH, Pan HF (2023) Association between air pollution exposure and outpatient visits for dermatomyositis in a humid subtropical region of China: a time-series study. Environ Geochem Health. https://doi.org/10.1007/s10653-023-01616-6
Xu Y, Ramanathan V, Victor DG (2018) Global warming will happen faster than we think. Nature 564:30–32
Acknowledgements
We appreciate the efforts of all the researchers whose articles were included in this study.
Funding
This study was funded by grants from the National Natural Science Foundation of China (82273710, 81872687), the Anhui Provincial Natural Science Foundation (2108085Y26, 2108085QH361), and the Research Fund of Anhui Institute of Translational Medicine (2021zhyx-B04).
Author information
Authors and Affiliations
Contributions
All authors contributed to the study conception and design. Hai-Feng Pan and Jin-Hui Tao conceived the present idea and were responsible for the design of the study. Cong Chen performed the statistical analyses and manuscript writing. Yi-Sheng He and Sha-Sha Tao participated in the acquisition of data and data analyses. Harry Asena Musonye, Yang Fang, and Ruo-Di Zhang participated in the modification of English. A literature search was conducted by Xi Fang, Ling-Qiong Jiang, and Yan Zhao. All authors read and approved the final manuscript.
Corresponding author
Ethics declarations
Ethics approval
This study was approved by the Ethical Committee of Anhui Medical University (Hefei, Anhui, China).
Consent to participate
This study did not contain any individual person’s data in any form.
Consent for publication
This study did not contain any individual person’s data in any form).
Competing interests
The authors declare no competing interests.
Additional information
Responsible Editor: Lotfi Aleya
Publisher’s note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Supplementary information
ESM 1
(DOCX 5188 kb)
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Chen, ., He, YS., Tao, SS. et al. Climate change and daily outpatient visits for dermatomyositis in Hefei, China: a time-series study. Environ Sci Pollut Res 30, 101053–101063 (2023). https://doi.org/10.1007/s11356-023-29542-1
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11356-023-29542-1