气候对银屑病门诊就诊影响的时间序列分析

Y. Jie, Liao Zhengfa, W. Xiaoqiang, L. Qiao
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Secondly, through the autocorrelation figure, partial autocorrelation, periodic correlation diagram was used to determine whether there is the correlation, and delay order number. The simple linear regression was carried out to determine the relationship between the various factors. Finally, the summation of time series analysis of the independent variable ARIMAX (Autoregressive Integrated Moving Average with an Independent variable) was used to fit the model and ultimately determine which climatic factors contribute to psoriasis. ARIMAX model parameters are calculated by auto-arima function in R language software. Results Weekly outpatient visits for psoriasis was correlated with the weekly average sunshine duration and the weekly average temperature, but not with humidity. There was a significant correlation between the weekly average temperature and the sunshine duration. The regression equation between them was as follows: Average temperature =183.427 + 0.159 23x duration of sunshine duration ( R 2 =0.512 4, P <0.001). Conclusions Changes in average temperature or sunshine duration can cause changes in the number of outpatient visits for psoriasis patients in Hainan province. These two climatic factors may be the influencing factors for the incidence of psoriasis patients in Hainan Province. 摘要:目的 通过平均气温、相对湿度和日照时长等气候因素与银屑病患者门诊就诊人数之间的联系, 探讨气候 因素对银屑病发病的影响。 方法 收集自2016年1月1日到2018年12月31日海南省第五人民医院银屑病患者门诊 每周的就诊人数。同时收集同一时间的气象资料 , 包括平均气温、相对湿度 、 日照时长等, 所有气候数据均来自海南省 气象局。首先通过时序图观察获知平均气温、相对湿度、日照时长的变化趋势, 初步确定时序图的平稳性, 再通过自相 关图、偏自相关相关图确定是否存在自相关性、周期性、以及延迟阶数, 并通过简单线性回归确定各因素之间的关系, 最后通过时间序列分析中带自变量的求和自回归移动平均模型(Autoregressive Integrated Moving Average with an Independent variable, ARIMAX)来拟合模型, 最终确定哪些气候因素是银屑病发病的影响因素。ARIMAX模型参数通过R 语言软件中的自动定阶auto.arima函数来计算获得。 结果 每周银屑病就诊人数与周平均日照时长和周平均气温之间 存在相关性, 与相对湿度不存相关性;而周平均气温与周日照时长之间存在明显相关性, 两者间回归方程:平均气温= 183.427+0.159 23X周日照时长( R 2 =0.512 4, P <0.001)。 结论 平均气温或日照时长的变化可以引起海南省银屑病患者 门诊就诊人数的变化, 此两项气候因素可能是海南省银屑病患者发病的影响因素。","PeriodicalId":10045,"journal":{"name":"中国热带医学","volume":"105 3 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2020-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"A time-series analysis on the effects of climate on outpatient visits for psoriasis\",\"authors\":\"Y. Jie, Liao Zhengfa, W. Xiaoqiang, L. Qiao\",\"doi\":\"10.13604/J.CNKI.46-1064/R.2020.12.04\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Objective Through the relationship between climatic factors such as average temperature, relative humidity, sunshine duration and the number of outpatient visits of psoriasis patients, the influence of climatic factors on the pathogenesis of psoriasis was discussed. Methods We collected daily local outpatient visits' data for psoriasis from The Fifth People's Hospital of Hainan Province in Haikou, Hainan, from January 1 2016 to December 31 2018. Climatic factors, including average temperature, relative humidity, sunshine duration, during the same time were collected from Hainan Meteorological Bureau. Firstly, sequence diagrams were used to observe the average temperature, relative humidity and sunshine duration to determine the stationarity of sequence diagrams. Secondly, through the autocorrelation figure, partial autocorrelation, periodic correlation diagram was used to determine whether there is the correlation, and delay order number. The simple linear regression was carried out to determine the relationship between the various factors. Finally, the summation of time series analysis of the independent variable ARIMAX (Autoregressive Integrated Moving Average with an Independent variable) was used to fit the model and ultimately determine which climatic factors contribute to psoriasis. ARIMAX model parameters are calculated by auto-arima function in R language software. Results Weekly outpatient visits for psoriasis was correlated with the weekly average sunshine duration and the weekly average temperature, but not with humidity. There was a significant correlation between the weekly average temperature and the sunshine duration. The regression equation between them was as follows: Average temperature =183.427 + 0.159 23x duration of sunshine duration ( R 2 =0.512 4, P <0.001). Conclusions Changes in average temperature or sunshine duration can cause changes in the number of outpatient visits for psoriasis patients in Hainan province. These two climatic factors may be the influencing factors for the incidence of psoriasis patients in Hainan Province. 摘要:目的 通过平均气温、相对湿度和日照时长等气候因素与银屑病患者门诊就诊人数之间的联系, 探讨气候 因素对银屑病发病的影响。 方法 收集自2016年1月1日到2018年12月31日海南省第五人民医院银屑病患者门诊 每周的就诊人数。同时收集同一时间的气象资料 , 包括平均气温、相对湿度 、 日照时长等, 所有气候数据均来自海南省 气象局。首先通过时序图观察获知平均气温、相对湿度、日照时长的变化趋势, 初步确定时序图的平稳性, 再通过自相 关图、偏自相关相关图确定是否存在自相关性、周期性、以及延迟阶数, 并通过简单线性回归确定各因素之间的关系, 最后通过时间序列分析中带自变量的求和自回归移动平均模型(Autoregressive Integrated Moving Average with an Independent variable, ARIMAX)来拟合模型, 最终确定哪些气候因素是银屑病发病的影响因素。ARIMAX模型参数通过R 语言软件中的自动定阶auto.arima函数来计算获得。 结果 每周银屑病就诊人数与周平均日照时长和周平均气温之间 存在相关性, 与相对湿度不存相关性;而周平均气温与周日照时长之间存在明显相关性, 两者间回归方程:平均气温= 183.427+0.159 23X周日照时长( R 2 =0.512 4, P <0.001)。 结论 平均气温或日照时长的变化可以引起海南省银屑病患者 门诊就诊人数的变化, 此两项气候因素可能是海南省银屑病患者发病的影响因素。\",\"PeriodicalId\":10045,\"journal\":{\"name\":\"中国热带医学\",\"volume\":\"105 3 1\",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2020-12-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"中国热带医学\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.13604/J.CNKI.46-1064/R.2020.12.04\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"中国热带医学","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.13604/J.CNKI.46-1064/R.2020.12.04","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

摘要

目的通过平均气温、相对湿度、日照时数等气候因素与银屑病患者门诊次数的关系,探讨气候因素对银屑病发病的影响。方法收集海南省海口市海南省第五人民医院2016年1月1日至2018年12月31日当地每日银屑病门诊人次数据。同期气候因子包括平均气温、相对湿度、日照时数等数据均由海南省气象局采集。首先,利用序列图观测平均温度、相对湿度和日照时数,确定序列图的平稳性;其次,通过自相关图、偏自相关图、周期相关图确定是否存在相关性,以及时延阶数。通过简单的线性回归来确定各因素之间的关系。最后,利用自变量ARIMAX (Autoregressive Integrated Moving Average with a自变量)时间序列分析的总和对模型进行拟合,最终确定哪些气候因素对牛皮癣有影响。利用R语言软件中的auto-arima函数计算ARIMAX模型参数。结果银屑病患者每周门诊次数与周平均日照时数和周平均气温相关,与湿度无关。周平均气温与日照时数呈显著相关。回归方程为平均气温=183.427 + 0.159 23 ×日照时数(r2 =0.512 4, P <0.001)。结论平均气温和日照时数的变化可引起海南省银屑病患者门诊次数的变化。这两个气候因素可能是海南省银屑病发病的影响因素。摘要:目的 通过平均气温、相对湿度和日照时长等气候因素与银屑病患者门诊就诊人数之间的联系, 探讨气候 因素对银屑病发病的影响。 方法 收集自2016年1月1日到2018年12月31日海南省第五人民医院银屑病患者门诊 每周的就诊人数。同时收集同一时间的气象资料 , 包括平均气温、相对湿度 、 日照时长等, 所有气候数据均来自海南省 气象局。首先通过时序图观察获知平均气,温相对湿度,日照时长的变化趋势,初步确定时序图的平稳性,再通过自相关图,偏自相关相关图确定是否存在自相关性,周期性,以及延迟阶数,并通过简单线性回归确定各因素之间的关系,最后通过时间序列分析中带自变量的求和自回归移动平均模型(自回归综合移动平均线与一个独立的变量,ARIMAX)来拟合模型,最终确定哪些气候因素是银屑病发病的影响因素。arima。结果每周银屑病就诊人数与周平均日照时长和周平均气温之间存在相关性,与相对湿度不存相关性,而周平均气温与周日照时长之间存在明显相关性,两者间回归方程:平均气温= 183.427 + 0.159 x周23日照时长(4 R 2 = 0.512, P < 0.001)。结论 平均气温或日照时长的变化可以引起海南省银屑病患者 门诊就诊人数的变化, 此两项气候因素可能是海南省银屑病患者发病的影响因素。
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A time-series analysis on the effects of climate on outpatient visits for psoriasis
Objective Through the relationship between climatic factors such as average temperature, relative humidity, sunshine duration and the number of outpatient visits of psoriasis patients, the influence of climatic factors on the pathogenesis of psoriasis was discussed. Methods We collected daily local outpatient visits' data for psoriasis from The Fifth People's Hospital of Hainan Province in Haikou, Hainan, from January 1 2016 to December 31 2018. Climatic factors, including average temperature, relative humidity, sunshine duration, during the same time were collected from Hainan Meteorological Bureau. Firstly, sequence diagrams were used to observe the average temperature, relative humidity and sunshine duration to determine the stationarity of sequence diagrams. Secondly, through the autocorrelation figure, partial autocorrelation, periodic correlation diagram was used to determine whether there is the correlation, and delay order number. The simple linear regression was carried out to determine the relationship between the various factors. Finally, the summation of time series analysis of the independent variable ARIMAX (Autoregressive Integrated Moving Average with an Independent variable) was used to fit the model and ultimately determine which climatic factors contribute to psoriasis. ARIMAX model parameters are calculated by auto-arima function in R language software. Results Weekly outpatient visits for psoriasis was correlated with the weekly average sunshine duration and the weekly average temperature, but not with humidity. There was a significant correlation between the weekly average temperature and the sunshine duration. The regression equation between them was as follows: Average temperature =183.427 + 0.159 23x duration of sunshine duration ( R 2 =0.512 4, P <0.001). Conclusions Changes in average temperature or sunshine duration can cause changes in the number of outpatient visits for psoriasis patients in Hainan province. These two climatic factors may be the influencing factors for the incidence of psoriasis patients in Hainan Province. 摘要:目的 通过平均气温、相对湿度和日照时长等气候因素与银屑病患者门诊就诊人数之间的联系, 探讨气候 因素对银屑病发病的影响。 方法 收集自2016年1月1日到2018年12月31日海南省第五人民医院银屑病患者门诊 每周的就诊人数。同时收集同一时间的气象资料 , 包括平均气温、相对湿度 、 日照时长等, 所有气候数据均来自海南省 气象局。首先通过时序图观察获知平均气温、相对湿度、日照时长的变化趋势, 初步确定时序图的平稳性, 再通过自相 关图、偏自相关相关图确定是否存在自相关性、周期性、以及延迟阶数, 并通过简单线性回归确定各因素之间的关系, 最后通过时间序列分析中带自变量的求和自回归移动平均模型(Autoregressive Integrated Moving Average with an Independent variable, ARIMAX)来拟合模型, 最终确定哪些气候因素是银屑病发病的影响因素。ARIMAX模型参数通过R 语言软件中的自动定阶auto.arima函数来计算获得。 结果 每周银屑病就诊人数与周平均日照时长和周平均气温之间 存在相关性, 与相对湿度不存相关性;而周平均气温与周日照时长之间存在明显相关性, 两者间回归方程:平均气温= 183.427+0.159 23X周日照时长( R 2 =0.512 4, P <0.001)。 结论 平均气温或日照时长的变化可以引起海南省银屑病患者 门诊就诊人数的变化, 此两项气候因素可能是海南省银屑病患者发病的影响因素。
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来源期刊
CiteScore
0.60
自引率
0.00%
发文量
13927
期刊介绍: China Tropical Medicine, was approved by the Ministry of Science and Technology in 2001, is the only tropical medicine periodical under the charge of the National Health Commission of China. It’s organized by Hainan Provincial Center for Disease Prevention and Control, and Chinese Preventive Medicine Association. The journal is indexed by the following database: Scopus database, Embase database, EBSCO Database, The Western Pacific Region index medicus (WPRIM), American Chemical Abstracts (CA), International Centre for Agricultural and Biological Sciences Research Database (CABI), Global Health Database, Database of the Ulrich's Periodicals Directory, China Science and Technology Core Journals, China Core Journals (Selection) Database, Database of Chinese Biomedical Literature, Comprehensive Evaluation Database of Chinese Academic Journals, CAJCD Code of Conduct Excellent Journal, Database of Chinese SCI-Tech Periodicals, China Journal Full Text Database.
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