The role of booster vaccination in decreasing COVID-19 age-adjusted case fatality rate: Evidence from 32 countries
文献类型:期刊论文
作者 | Zhou, Cui3,4; Wheelock, Asa M.5; Zhang, Chutian3,4; Ma, Jian3,4; Dong, Kaixing3,4; Pan, Jingxiang3; Li, Zhichao1; Liang, Wannian3,4; Gao, Jing2,3,5; Xu, Lei3,4 |
刊名 | FRONTIERS IN PUBLIC HEALTH
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出版日期 | 2023-04-18 |
卷号 | 11页码:10 |
关键词 | COVID-19 vaccination age-adjusted case fatality rate XGBoost (Extreme Gradient Boosting) SHapley Additive exPlanations |
DOI | 10.3389/fpubh.2023.1150095 |
通讯作者 | Liang, Wannian(liangwn@tsinghua.edu.cn) ; Gao, Jing(jing.gao@ki.se) ; Xu, Lei(xu_lei@mail.tsinghua.edu.cn) |
英文摘要 | BackgroundThe global COVID-19 pandemic is still ongoing, and cross-country and cross-period variation in COVID-19 age-adjusted case fatality rates (CFRs) has not been clarified. Here, we aimed to identify the country-specific effects of booster vaccination and other features that may affect heterogeneity in age-adjusted CFRs with a worldwide scope, and to predict the benefit of increasing booster vaccination rate on future CFR. MethodCross-temporal and cross-country variations in CFR were identified in 32 countries using the latest available database, with multi-feature (vaccination coverage, demographic characteristics, disease burden, behavioral risks, environmental risks, health services and trust) using Extreme Gradient Boosting (XGBoost) algorithm and SHapley Additive exPlanations (SHAP). After that, country-specific risk features that affect age-adjusted CFRs were identified. The benefit of booster on age-adjusted CFR was simulated by increasing booster vaccination by 1-30% in each country. ResultsOverall COVID-19 age-adjusted CFRs across 32 countries ranged from 110 deaths per 100,000 cases to 5,112 deaths per 100,000 cases from February 4, 2020 to Jan 31, 2022, which were divided into countries with age-adjusted CFRs higher than the crude CFRs and countries with age-adjusted CFRs lower than the crude CFRs (n = 9 and n = 23) when compared with the crude CFR. The effect of booster vaccination on age-adjusted CFRs becomes more important from Alpha to Omicron period (importance scores: 0.03-0.23). The Omicron period model showed that the key risk factors for countries with higher age-adjusted CFR than crude CFR are low GDP per capita and low booster vaccination rates, while the key risk factors for countries with higher age-adjusted CFR than crude CFR were high dietary risks and low physical activity. Increasing booster vaccination rates by 7% would reduce CFRs in all countries with age-adjusted CFRs higher than the crude CFRs. ConclusionBooster vaccination still plays an important role in reducing age-adjusted CFRs, while there are multidimensional concurrent risk factors and precise joint intervention strategies and preparations based on country-specific risks are also essential. |
资助项目 | National Key R&D Program of China[2021ZD0114103] ; Karolinska Institutet Research Foundation[2022-02329] ; Research Fund at Vanke School of Public Health, Tsinghua University, China |
WOS研究方向 | Public, Environmental & Occupational Health |
语种 | 英语 |
WOS记录号 | WOS:000980085900001 |
出版者 | FRONTIERS MEDIA SA |
资助机构 | National Key R&D Program of China ; Karolinska Institutet Research Foundation ; Research Fund at Vanke School of Public Health, Tsinghua University, China |
源URL | [http://ir.igsnrr.ac.cn/handle/311030/197288] ![]() |
专题 | 中国科学院地理科学与资源研究所 |
通讯作者 | Liang, Wannian; Gao, Jing; Xu, Lei |
作者单位 | 1.Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, Key Lab Land Surface Pattern & Simulat, Beijing, Peoples R China 2.Univ Helsinki, Dept Resp Med, Helsinki, Finland 3.Tsinghua Univ, Vanke Sch Publ Hlth, Beijing, Peoples R China 4.Tsinghua Univ, Inst Hlth China, Beijing, Peoples R China 5.Karolinska Inst, Ctr Mol Med, Dept Med, Resp Med Unit, Stockholm, Sweden |
推荐引用方式 GB/T 7714 | Zhou, Cui,Wheelock, Asa M.,Zhang, Chutian,et al. The role of booster vaccination in decreasing COVID-19 age-adjusted case fatality rate: Evidence from 32 countries[J]. FRONTIERS IN PUBLIC HEALTH,2023,11:10. |
APA | Zhou, Cui.,Wheelock, Asa M..,Zhang, Chutian.,Ma, Jian.,Dong, Kaixing.,...&Xu, Lei.(2023).The role of booster vaccination in decreasing COVID-19 age-adjusted case fatality rate: Evidence from 32 countries.FRONTIERS IN PUBLIC HEALTH,11,10. |
MLA | Zhou, Cui,et al."The role of booster vaccination in decreasing COVID-19 age-adjusted case fatality rate: Evidence from 32 countries".FRONTIERS IN PUBLIC HEALTH 11(2023):10. |
入库方式: OAI收割
来源:地理科学与资源研究所
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