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意大利疫苗接种推广、新冠病毒变异株及非药物干预措施需求的建模

Modeling vaccination rollouts, SARS-CoV-2 variants and the requirement for non-pharmaceutical interventions in Italy.

作者信息

Giordano Giulia, Colaneri Marta, Di Filippo Alessandro, Blanchini Franco, Bolzern Paolo, De Nicolao Giuseppe, Sacchi Paolo, Colaneri Patrizio, Bruno Raffaele

机构信息

Department of Industrial Engineering, University of Trento, Trento, Italy.

Division of Infectious Diseases I, Fondazione IRCCS Policlinico San Matteo, Pavia, Italy.

出版信息

Nat Med. 2021 Jun;27(6):993-998. doi: 10.1038/s41591-021-01334-5. Epub 2021 Apr 16.

Abstract

Despite progress in clinical care for patients with coronavirus disease 2019 (COVID-19), population-wide interventions are still crucial to manage the pandemic, which has been aggravated by the emergence of new, highly transmissible variants. In this study, we combined the SIDARTHE model, which predicts the spread of SARS-CoV-2 infections, with a new data-based model that projects new cases onto casualties and healthcare system costs. Based on the Italian case study, we outline several scenarios: mass vaccination campaigns with different paces, different transmission rates due to new variants and different enforced countermeasures, including the alternation of opening and closure phases. Our results demonstrate that non-pharmaceutical interventions (NPIs) have a higher effect on the epidemic evolution than vaccination alone, advocating for the need to keep NPIs in place during the first phase of the vaccination campaign. Our model predicts that, from April 2021 to January 2022, in a scenario with no vaccine rollout and weak NPIs ([Formula: see text] = 1.27), as many as 298,000 deaths associated with COVID-19 could occur. However, fast vaccination rollouts could reduce mortality to as few as 51,000 deaths. Implementation of restrictive NPIs ([Formula: see text] = 0.9) could reduce COVID-19 deaths to 30,000 without vaccinating the population and to 18,000 with a fast rollout of vaccines. We also show that, if intermittent open-close strategies are adopted, implementing a closing phase first could reduce deaths (from 47,000 to 27,000 with slow vaccine rollout) and healthcare system costs, without substantive aggravation of socioeconomic losses.

摘要

尽管在2019冠状病毒病(COVID-19)患者的临床护理方面取得了进展,但全人群干预对于控制这场大流行仍然至关重要,新出现的高传播性变种加剧了这场大流行。在本研究中,我们将预测严重急性呼吸综合征冠状病毒2型(SARS-CoV-2)感染传播的SIDARTHE模型与一个新的基于数据的模型相结合,该模型将新病例与伤亡情况及医疗系统成本联系起来。基于意大利的案例研究,我们概述了几种情景:不同推进速度的大规模疫苗接种运动、因新变种导致的不同传播率以及不同的强制应对措施,包括开放和封闭阶段的交替。我们的结果表明,非药物干预(NPIs)对疫情演变的影响比单纯接种疫苗更大,这表明在疫苗接种运动的第一阶段需要继续实施NPIs。我们的模型预测,从2021年4月到2022年1月,在没有疫苗推广且NPIs较弱([公式:见正文] = 1.27)的情景下,与COVID-19相关的死亡人数可能多达29.8万。然而,快速的疫苗推广可将死亡率降至低至5.1万。实施限制性NPIs([公式:见正文] = 0.9)可在不进行人群接种的情况下将COVID-19死亡人数降至3万,在快速推广疫苗的情况下降至1.8万。我们还表明,如果采用间歇性的开放-封闭策略,先实施封闭阶段可减少死亡人数(在疫苗推广缓慢的情况下从4.7万降至2.7万)和医疗系统成本,而不会实质性加剧社会经济损失。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d8cd/8205853/272f31452818/41591_2021_1334_Fig1_HTML.jpg

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