Assessing the role of children in the COVID-19 pandemic in Belgium using perturbation analysis

IF 15.7 1区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Nature Communications Pub Date : 2025-03-05 DOI:10.1038/s41467-025-57087-z
Leonardo Angeli, Constantino Pereira Caetano, Nicolas Franco, Pietro Coletti, Christel Faes, Geert Molenberghs, Philippe Beutels, Steven Abrams, Lander Willem, Niel Hens
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Abstract

Understanding the evolving role of different age groups in virus transmission is essential for effective pandemic management. We investigated SARS-CoV-2 transmission in Belgium from November 2020 to February 2022, focusing on age-specific patterns. Using a next generation matrix approach integrating social contact data and simulating population susceptibility evolution, we performed a longitudinal perturbation analysis of the effective reproduction number to unravel age-specific transmission dynamics. From November to December 2020, adults in the [18, 60) age group were the main transmission drivers, while children contributed marginally. This pattern shifted between January and March 2021, when in-person education resumed, and the Alpha variant emerged: children aged under 12 years old were crucial in transmission. Stringent social distancing measures in March 2021 helped diminish the noticeable contribution of the [18, 30) age group. By June 2021, as the Delta variant became the predominant strain, adults aged [18, 40) years emerged as main contributors to transmission, with a resurgence in children’s contribution during September-October 2021. This study highlights the effectiveness of our methodology in identifying age-specific transmission patterns.

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利用摄动分析评估儿童在比利时COVID-19大流行中的作用
了解不同年龄组在病毒传播中的演变作用对于有效管理大流行至关重要。我们调查了2020年11月至2022年2月在比利时的SARS-CoV-2传播,重点是特定年龄的模式。利用下一代矩阵方法整合社会接触数据并模拟种群易感性进化,我们对有效繁殖数进行了纵向扰动分析,以揭示年龄特异性传播动态。2020年11月至12月,[18,60]年龄组的成年人是主要的传播驱动因素,而儿童则有少量贡献。这种模式在2021年1月至3月期间发生了变化,当时恢复了面对面教育,出现了阿尔法变体:12岁以下儿童是传播的关键。2021年3月采取的严格的社交距离措施有助于减少[18,30]年龄组的显著贡献。到2021年6月,随着Delta变异体成为主要毒株,年龄[18岁,40岁]的成年人成为传播的主要贡献者,2021年9月至10月期间儿童的贡献再次出现。这项研究强调了我们的方法在确定特定年龄传播模式方面的有效性。
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来源期刊
Nature Communications
Nature Communications Biological Science Disciplines-
CiteScore
24.90
自引率
2.40%
发文量
6928
审稿时长
3.7 months
期刊介绍: Nature Communications, an open-access journal, publishes high-quality research spanning all areas of the natural sciences. Papers featured in the journal showcase significant advances relevant to specialists in each respective field. With a 2-year impact factor of 16.6 (2022) and a median time of 8 days from submission to the first editorial decision, Nature Communications is committed to rapid dissemination of research findings. As a multidisciplinary journal, it welcomes contributions from biological, health, physical, chemical, Earth, social, mathematical, applied, and engineering sciences, aiming to highlight important breakthroughs within each domain.
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