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埃塞俄比亚西北部木炭生产地区慢性呼吸道疾病发病率的趋势、季节性变化及预测:时间序列分析

Trends, seasonal variations and forecasting of chronic respiratory disease morbidity in charcoal producing areas, northwest Ethiopia: time series analysis.

作者信息

Tesfa Mulugeta, Motbainor Achenef, Yenesew Muluken Azage

机构信息

Department of Public Health, College of Medicine and Health Sciences, Debre Markos University, Debre Markos, Ethiopia.

Department of Environmental Health, School of Public Health, College of Medicine and Health Sciences, Bahir Dar University, Bahir Dar, Ethiopia.

出版信息

Front Epidemiol. 2025 Jan 15;4:1498203. doi: 10.3389/fepid.2024.1498203. eCollection 2024.

Abstract

OBJECTIVE

This study analyzed the trend, seasonal variations and forecasting of chronic respiratory disease morbidity in charcoal producing areas, northwest Ethiopia, aiming to provide evidences in planning, designing strategies, and decision-makings for preparedness and resource allocation to prevent CRD and reduce public health burden in the future.

MATERIALS AND METHODS

The trend, seasonal variation, and forecasting for CRD were estimated using data collected from the three zones of Amhara region annual reports of DHIS2 records. Smoothing decomposition analysis was employed to demonstrate the trend and seasonal component of CRD. The ARIMA (2, 1, 2) (0, 0, 0) model was used to forecast CRD morbidity. The model's fitness was checked based on Bayesian information criteria. The stationarity of the data was assessed with a line chart and statistically with the Ljung-Box Q-test. SPSS version 27 was utilized for statistical analysis.

RESULTS

The annual morbidity rate of CRD has shown an increasing trend in both sexes over a seven-year period among people aged 15 years and older. Seasonal variation in CRD morbidity was observed. The smoothing decomposition analysis depicted that the seasonal component was attributed to 44.47% and 19.16% of excess CRD cases in the period between September to November, and June to August, respectively. A substantial difference among the three zones of the Amhara region in CRD morbidity rate was noted, with the highest observed in the Awi zone. Forecasting with the ARIMA model revealed that CRD-related morbidity will continue to increase from 2020 to 2030.

CONCLUSION

The study revealed that the CRD morbidity rate has shown an increasing trend from 2013 to 2019. Seasonal variation in the CRD morbidity rate was observed, with the highest peak from September to November. The morbidity attributed to CRD will continue to increase for the next ten years (2020-2030). Therefore, this study could potentially play a groundbreaking role. Further study is warranted to understand the risk factors and facility readiness through a further understanding of seasonality and future trends.

摘要

目的

本研究分析了埃塞俄比亚西北部木炭产区慢性呼吸道疾病发病率的趋势、季节性变化及预测情况,旨在为未来预防慢性呼吸道疾病和减轻公共卫生负担的规划、战略设计及决策制定提供证据,以便做好准备和进行资源分配。

材料与方法

利用从阿姆哈拉地区三个区收集的DHIS2记录年度报告数据,对慢性呼吸道疾病的趋势、季节性变化及预测情况进行评估。采用平滑分解分析来展示慢性呼吸道疾病的趋势和季节性成分。使用ARIMA(2, 1, 2)(0, 0, 0)模型预测慢性呼吸道疾病发病率。基于贝叶斯信息准则检查模型的拟合度。通过折线图评估数据的平稳性,并使用Ljung-Box Q检验进行统计分析。使用SPSS 27版进行统计分析。

结果

在15岁及以上人群中,七年间慢性呼吸道疾病的年发病率在男女两性中均呈上升趋势。观察到慢性呼吸道疾病发病率的季节性变化。平滑分解分析表明,季节性成分分别占9月至11月以及6月至8月期间慢性呼吸道疾病额外病例的44.47%和19.16%。注意到阿姆哈拉地区三个区的慢性呼吸道疾病发病率存在显著差异,其中阿维区的发病率最高。ARIMA模型预测显示,2020年至2030年期间,与慢性呼吸道疾病相关的发病率将持续上升。

结论

研究表明,2013年至2019年期间慢性呼吸道疾病发病率呈上升趋势。观察到慢性呼吸道疾病发病率的季节性变化情况,9月至11月达到最高峰。未来十年(2020 - 2030年),由慢性呼吸道疾病导致的发病率将持续上升。因此,本研究可能发挥开创性作用。有必要通过进一步了解季节性和未来趋势来深入研究危险因素及设施准备情况。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d996/11774925/c0c2926f65cd/fepid-04-1498203-g001.jpg

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