Faculty of Economics and Business, Goethe University Frankfurt, Theodor-W.-Adorno-Platz 4, 60629, Frankfurt, Germany.
Sci Rep. 2021 Feb 2;11(1):2757. doi: 10.1038/s41598-021-82443-6.
India has recorded 142,186 deaths over 36 administrative regions placing India third in the world after the US and Brazil for COVID-19 deaths as of 12 December 2020. Studies indicate that south-west monsoon season plays a role in the dynamics of contagious diseases, which tend to peak post-monsoon season. Recent studies show that vitamin D and its primary source Ultraviolet-B (UVB) radiation may play a protective role in mitigating COVID-19 deaths. However, the combined roles of the monsoon season and UVB radiation in COVID-19 in India remain still unclear. In this observational study, we empirically study the respective roles of monsoon season and UVB radiation, whilst further exploring, whether the monsoon season negatively impacts the protective role of UVB radiation in COVID-19 deaths in India. We use a log-linear Mundlak model to a panel dataset of 36 administrative regions in India from 14 March 2020-19 November 2020 (n = 6751). We use the cumulative COVID-19 deaths as the dependent variable. We isolate the association of monsoon season and UVB radiation as measured by Ultraviolet Index (UVI) from other confounding time-constant and time-varying region-specific factors. After controlling for various confounding factors, we observe that a unit increase in UVI and the monsoon season are separately associated with 1.2 percentage points and 7.5 percentage points decline in growth rates of COVID-19 deaths in the long run. These associations translate into substantial relative changes. For example, a permanent unit increase of UVI is associated with a decrease of growth rates of COVID-19 deaths by 33% (= - 1.2 percentage points) However, the monsoon season, mitigates the protective role of UVI by 77% (0.92 percentage points). Our results indicate a protective role of UVB radiation in mitigating COVID-19 deaths in India. Furthermore, we find evidence that the monsoon season is associated with a significant reduction in the protective role of UVB radiation. Our study outlines the roles of the monsoon season and UVB radiation in COVID-19 in India and supports health-related policy decision making in India.
截至 2020 年 12 月 12 日,印度在 36 个行政区域记录了 142186 例死亡,仅次于美国和巴西,成为 COVID-19 死亡人数排名第三的国家。研究表明,西南季风季节在传染病的动态中发挥作用,传染病往往在季风季后达到高峰。最近的研究表明,维生素 D 及其主要来源紫外线-B(UVB)辐射可能在减轻 COVID-19 死亡方面发挥保护作用。然而,季风季节和 UVB 辐射在印度 COVID-19 中的综合作用仍不清楚。在这项观察性研究中,我们实证研究了季风季节和 UVB 辐射的各自作用,同时进一步探讨了季风季节是否会对 UVB 辐射在 COVID-19 死亡中的保护作用产生负面影响。我们使用对数线性 Mundlak 模型对 2020 年 3 月 14 日至 2020 年 11 月 19 日期间印度 36 个行政区域的面板数据集(n=6751)进行分析。我们将累计 COVID-19 死亡人数作为因变量。我们将季风季节和 UVB 辐射(由紫外线指数(UVI)衡量)与其他混杂的时间常数和时变区域特定因素隔离开来。在控制了各种混杂因素后,我们发现 UVI 的单位增加和季风季节分别与 COVID-19 死亡增长率在长期内下降 1.2 个百分点和 7.5 个百分点相关。这些关联转化为实质性的相对变化。例如,UVI 的永久单位增加与 COVID-19 死亡增长率下降 33%(=-1.2 个百分点)相关。然而,季风季节使 UVI 的保护作用降低了 77%(0.92 个百分点)。我们的结果表明,UVB 辐射在减轻印度 COVID-19 死亡方面发挥保护作用。此外,我们发现证据表明季风季节与 UVB 辐射保护作用的显著降低有关。我们的研究概述了季风季节和 UVB 辐射在印度 COVID-19 中的作用,并为印度的卫生相关政策决策提供了支持。