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2005 - 2023年中国衢州市手足口病的流行病学特征及预测模型构建

Epidemiological characteristics and prediction model construction of hand, foot and mouth disease in Quzhou City, China, 2005-2023.

作者信息

Xu Wenjie, Zheng Canjie, Fu Canya, Gong Xiaoying, Fang Quanjun, Yin Zhiying

机构信息

Department of Immunity, Quzhou Center for Disease Control and Prevention, Quzhou, Zhejiang, China.

Department of Epidemiology, School of Public Health, Zhejiang Chinese Medical University, Hangzhou, Zhejiang, China.

出版信息

Front Public Health. 2024 Dec 18;12:1474855. doi: 10.3389/fpubh.2024.1474855. eCollection 2024.

Abstract

BACKGROUND

HFMD is a common infectious disease that is prevalent worldwide. In many provinces in China, there have been outbreaks and epidemics of whooping cough, posing a threat to public health.

PURPOSE

It is crucial to grasp the epidemiological characteristics of HFMD in Quzhou and establish a prediction model for HFMD to lay the foundation for early warning of HFMD.

METHOD

Descriptive epidemiological methods were used to analyze the epidemic characteristics of HFMD, the incidence map was drawn by ArcGIS software, the Seasonal Auto Regressive Integrated Moving Average (SARIMA) and Prophet model were established by R software. Then, root mean square error (RMSE) and mean absolute error (MAE) were used to evaluate the fitting and prediction performances of the model.

RESULTS

From 2010 to 2023, Quzhou City reported a total of 66,601 cases of hand, foot, and mouth disease (HFMD), with the annual number of reported cases fluctuating between 2,265 and 7,964. The average annual incidence rate was 216.88/100,000, with the lowest in 2010 (97.08 /100,000) and the highest in 2016 (373.37/100,000) (  < 0.001). The cases exhibited a seasonal bimodal distribution, with the first peak occurring from April to July and the second peak from October to December. The incidence rate of HFMD in males (246.71/100,000) was higher than that in females (185.81 /100,000). The performance of the SARIMA (1,0,1)(2,1,0) model was better than that of the Prophet model in terms of prediction accuracy.

CONCLUSION

The incidence of hand, foot and mouth disease in Quzhou is on the rise in 2010-2016 and 2022-2023. In this study, the SARIMA prediction model was compared with the FB Prophet model. Data for more years can then be observed to better predict trends in the incidence of HFMD, providing a basis for prevention strategies and resource allocation. Further research can optimize the model to enhance predictive ability to improve the understanding and management of Chinese rival foot and mouth disease.

摘要

背景

手足口病是一种在全球范围内流行的常见传染病。在中国许多省份,百日咳出现了暴发和流行,对公众健康构成威胁。

目的

掌握衢州市手足口病的流行病学特征,建立手足口病预测模型,为手足口病预警奠定基础。

方法

采用描述性流行病学方法分析手足口病的流行特征,利用ArcGIS软件绘制发病地图,通过R软件建立季节性自回归积分滑动平均(SARIMA)模型和Prophet模型。然后,使用均方根误差(RMSE)和平均绝对误差(MAE)评估模型的拟合和预测性能。

结果

2010年至2023年,衢州市共报告手足口病病例66601例,年报告病例数在2265例至7964例之间波动。年平均发病率为216.88/10万,2010年最低(97.08/10万),2016年最高(373.37/10万)(<0.001)。病例呈现季节性双峰分布,第一个高峰出现在4月至7月,第二个高峰出现在10月至12月。手足口病男性发病率(246.71/10万)高于女性(185.81/10万)。在预测准确性方面,SARIMA(1,0,1)(2,1,0)模型的性能优于Prophet模型。

结论

2010 - 2016年和2022 - 2023年衢州市手足口病发病率呈上升趋势。本研究将SARIMA预测模型与FB Prophet模型进行了比较。随后可以观察更多年份的数据,以更好地预测手足口病发病率趋势,为预防策略和资源分配提供依据。进一步的研究可以优化模型以提高预测能力,增进对中国手足口病的认识和管理。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7784/11688476/9e7955c02707/fpubh-12-1474855-g001.jpg

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