[2015-2022年新疆维吾尔自治区喀什地区肺结核报告发病流行特征分析及SARIMA预测模型建立]。

C Teng, Diermulati Tusun, F Xie, B Zhao, L J Zhang, H Li, Y Y Song, Y Zheng, Y Zhou, J Wang, F Huang, M T Chen, X C Ou
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Two SARIMA models of monthly reported incidence number and rate were established. The prediction performance of the two models was evaluated using the reported incidence data of tuberculosis from January 2023 to August 2023. The <i>χ</i><sup>2</sup> test was used to analyze population characteristics, and the Cochran-Armitage trend test was used to analyze annual incidence. <b>Results:</b> From 2015 to 2022, 133 972 cases of pulmonary tuberculosis were reported in Kashgar, with a yearly reported incidence rate of 383.64/100 000, showing a rising trend (<i>T</i><sub>CA</sub>=77.03, <i>P</i><0.001) and then a declining trend (<i>T</i><sub>CA</sub>=176.16, <i>P</i><0.001). The proportion of pathogenic positive pulmonary tuberculosis had increased yearly (<i>T</i><sub>CA</sub>=132.66, <i>P</i><0.001). The reported onset time was concentrated from January to June each year, with a peak in April. Yengisar County, Zepu County and Yopurga County had the highest reported incidence rate in Kashgar. The sex ratio of men to women was 1.03∶1, and the reported incidence rate of men was higher than that of women (<i>χ</i><sup>2</sup>=27.04, <i>P</i><0.001). The reported incidence rate of the group aged 60 years and older was the highest. The patient's occupation was mainly farmers (84.99%). The average relative errors of the SARIMA (<i>1, 1, 2</i>) (<i>0, 1, 1</i>)<sub>12</sub> model and SARIMA (<i>0, 1, 1</i>)(<i>0, 1, 1</i>)<sub>12</sub> model in predicting the reported monthly incidence number and rate were 11.67% and -9.81%, respectively. Both models had good prediction accuracy (MAPE=33.55%, MAPE=38.22%). <b>Conclusion:</b> The average reported incidence rate of pulmonary tuberculosis in the Kashgar area shows a rising trend first and then a declining trend. 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引用次数: 0

摘要

目的分析喀什地区2015-2022年肺结核报告发病率的流行特征,并利用季节自回归整合移动平均模型(SARIMA)预测发病率,为当地肺结核防治工作提供参考。研究方法通过 "中国疾病预防控制信息系统 "子系统 "传染病监测系统 "收集新疆喀什地区2015年1月至2023年8月肺结核报告发病数据。分析了该地区 2015 年至 2022 年报告发病率的流行特征。建立了两个月度报告发病数和发病率的 SARIMA 模型。利用 2023 年 1 月至 2023 年 8 月的结核病报告发病率数据对两个模型的预测性能进行了评估。采用χ2检验分析人群特征,采用Cochran-Armitage趋势检验分析年度发病率。结果:2015年至2022年,喀什地区共报告肺结核133 972例,年报告发病率为383.64/10万,呈上升趋势(TCA=77.03,PTCA=176.16,PTCA=132.66,Pχ2=27.04,P1,1,2)(0,1,1)12 模型和 SARIMA(0,1,1)(0,1,1)12 模型预测月报告发病人数和发病率的准确率分别为 11.67% 和 -9.81%。两个模型的预测准确率都很高(MAPE=33.55%,MAPE=38.22%)。结论喀什地区报告的肺结核平均发病率呈先上升后下降的趋势。患者以男性和农民为主,应重视冬春季老年人肺结核的防控工作。SARIMA(1,1,2)(0,1,1)12 模型和 SARIMA(0,1,1)(0,1,1)12 模型能很好地拟合喀什地区结核病报告发病趋势,具有较好的预测性能。
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[Analysis of the epidemic characteristics of reported pulmonary tuberculosis incidence in Kashgar Prefecture, Xinjiang Uygur Autonomous Region from 2015 to 2022 and establishment of SARIMA prediction].

Objective: To analyze the epidemic characteristics of reported tuberculosis incidence in Kashgar from 2015 to 2022, and use the seasonal autoregressive integrated moving average (SARIMA) model to predict the incidence, providing references for the local control of pulmonary tuberculosis. Methods: The reported incidence data of tuberculosis in the Kashgar area of Xinjiang from January 2015 to August 2023 were collected through the"Infectious Disease Monitoring System", a subsystem of the "Chinese Disease Prevention and Control Information System". The epidemic characteristics of reported incidence in this area from 2015 to 2022 were analyzed. Two SARIMA models of monthly reported incidence number and rate were established. The prediction performance of the two models was evaluated using the reported incidence data of tuberculosis from January 2023 to August 2023. The χ2 test was used to analyze population characteristics, and the Cochran-Armitage trend test was used to analyze annual incidence. Results: From 2015 to 2022, 133 972 cases of pulmonary tuberculosis were reported in Kashgar, with a yearly reported incidence rate of 383.64/100 000, showing a rising trend (TCA=77.03, P<0.001) and then a declining trend (TCA=176.16, P<0.001). The proportion of pathogenic positive pulmonary tuberculosis had increased yearly (TCA=132.66, P<0.001). The reported onset time was concentrated from January to June each year, with a peak in April. Yengisar County, Zepu County and Yopurga County had the highest reported incidence rate in Kashgar. The sex ratio of men to women was 1.03∶1, and the reported incidence rate of men was higher than that of women (χ2=27.04, P<0.001). The reported incidence rate of the group aged 60 years and older was the highest. The patient's occupation was mainly farmers (84.99%). The average relative errors of the SARIMA (1, 1, 2) (0, 1, 1)12 model and SARIMA (0, 1, 1)(0, 1, 1)12 model in predicting the reported monthly incidence number and rate were 11.67% and -9.81%, respectively. Both models had good prediction accuracy (MAPE=33.55%, MAPE=38.22%). Conclusion: The average reported incidence rate of pulmonary tuberculosis in the Kashgar area shows a rising trend first and then a declining trend. The patients are mainly men and farmers, and attention should be paid to the prevention and control of tuberculosis among the elderly in winter and spring. The SARIMA (1, 1, 2) (0, 1, 1)12 model and SARIMA (0, 1, 1)(0, 1, 1)12 model can fit the trend of reported tuberculosis incidence in the Kashgar area well and have good predictive performance.

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来源期刊
中华预防医学杂志
中华预防医学杂志 Medicine-Medicine (all)
CiteScore
1.20
自引率
0.00%
发文量
12678
期刊介绍: Chinese Journal of Preventive Medicine (CJPM), the successor to Chinese Health Journal , was initiated on October 1, 1953. In 1960, it was amalgamated with the Chinese Medical Journal and the Journal of Medical History and Health Care , and thereafter, was renamed as People’s Care . On November 25, 1978, the publication was denominated as Chinese Journal of Preventive Medicine . The contents of CJPM deal with a wide range of disciplines and technologies including epidemiology, environmental health, nutrition and food hygiene, occupational health, hygiene for children and adolescents, radiological health, toxicology, biostatistics, social medicine, pathogenic and epidemiological research in malignant tumor, surveillance and immunization.
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