Deiner Michael S, Seitzman Gerami D, Kaur Gurbani, McLeod Stephen D, Chodosh James, Lietman Thomas M, Porco Travis C
Francis I Proctor Foundation University of California San Francisco San Francisco, CA United States.
Department of Ophthalmology University of California San Francisco San Francisco, CA United States.
JMIR Infodemiology. 2022 Mar 16;2(1):e31732. doi: 10.2196/31732. eCollection 2022 Jan-Jun.
In a prior study at the start of the pandemic, we reported reduced numbers of Google searches for the term "conjunctivitis" in the United States in March and April 2020 compared with prior years. As one explanation, we conjectured that reduced information-seeking may have resulted from social distancing reducing contagious conjunctivitis cases. Here, after 1 year of continued implementation of social distancing, we asked if there have been persistent reductions in searches for "conjunctivitis," and similarly for other communicable disease terms, compared to control terms.
The aim of this study was to determine if reduction in searches in the United States for terms related to conjunctivitis and other common communicable diseases occurred in the spring-winter season of the COVID-19 pandemic, and to compare this outcome to searches for terms representing noncommunicable conditions, COVID-19, and to seasonality.
Weekly relative search frequency volume data from Google Trends for 68 search terms in English for the United States were obtained for the weeks of March 2011 through February 2021. Terms were classified a priori as 16 terms related to COVID-19, 29 terms representing communicable conditions, and 23 terms representing control noncommunicable conditions. To reduce bias, all analyses were performed while masked to term names, classifications, and locations. To test for the significance of changes during the pandemic, we detrended and compared postpandemic values to those expected based on prepandemic trends, per season, computing one- and two-sided values. We then compared these values between term groups using Wilcoxon rank-sum and Fisher exact tests to assess if non-COVID-19 terms representing communicable diseases were more likely to show significant reductions in searches in 2020-2021 than terms not representing such diseases. We also assessed any relationship between a term's seasonality and a reduced search trend for the term in 2020-2021 seasons. values were subjected to false discovery rate correction prior to reporting. Data were then unmasked.
Terms representing conjunctivitis and other communicable conditions showed a sustained reduced search trend in the first 4 seasons of the 2020-2021 COVID-19 pandemic compared to prior years. In comparison, the search for noncommunicable condition terms was significantly less reduced (Wilcoxon and Fisher exact tests, <.001; summer, autumn, winter). A significant correlation was also found between reduced search for a term in 2020-2021 and seasonality of that term (Theil-Sen, <.001; summer, autumn, winter). Searches for COVID-19-related conditions were significantly elevated compared to those in prior years, and searches for influenza-related terms were significantly lower than those for prior years in winter 2020-2021 (<.001).
We demonstrate the low-cost and unbiased use of online search data to study how a wide range of conditions may be affected by large-scale interventions or events such as social distancing during the COVID-19 pandemic. Our findings support emerging clinical evidence implicating social distancing and the COVID-19 pandemic in the reduction of communicable disease and on ocular conditions.
在疫情初期的一项先前研究中,我们报告称,与前几年相比,2020年3月和4月美国谷歌上搜索“结膜炎”一词的次数有所减少。作为一种解释,我们推测信息搜索减少可能是由于社交距离措施减少了传染性结膜炎病例。在此,在持续实施社交距离措施1年后,我们询问与对照词相比,搜索“结膜炎”以及其他传染病相关词汇的次数是否持续减少。
本研究的目的是确定在COVID-19大流行的冬春季节,美国搜索与结膜炎及其他常见传染病相关词汇的次数是否减少,并将这一结果与搜索代表非传染病状况、COVID-19的词汇以及季节性进行比较。
获取2011年3月至2021年2月美国谷歌趋势中68个英文搜索词的每周相对搜索频率数据。这些词汇被预先分类为16个与COVID-19相关的词汇、29个代表传染病状况的词汇以及23个代表对照非传染病状况的词汇。为减少偏差,所有分析在对词汇名称、分类和位置不知情的情况下进行。为测试大流行期间变化的显著性,我们对数据进行去趋势处理,并将大流行后的数值与基于大流行前趋势按季节预期的数值进行比较,计算单侧和双侧p值。然后,我们使用Wilcoxon秩和检验和Fisher精确检验比较这些p值在不同词汇组之间的差异,以评估代表传染病的非COVID-19词汇在2020 - 2021年搜索次数减少幅度是否比不代表此类疾病的词汇更大。我们还评估了一个词汇的季节性与该词汇在2020 - 2021年季节搜索趋势下降之间的任何关系。在报告前对p值进行了错误发现率校正。然后解除数据的遮蔽。
与前几年相比,代表结膜炎和其他传染病状况的词汇在2020 - 2021年COVID-19大流行的前4个季节呈现持续下降的搜索趋势。相比之下,搜索非传染病状况词汇的减少幅度明显较小(Wilcoxon检验和Fisher精确检验,p <.001;夏季、秋季、冬季)。在2020 - 2021年某一词汇搜索次数减少与该词汇的季节性之间也发现了显著相关性(Theil-Sen检验,p <.001;夏季、秋季、冬季)。与前几年相比,与COVID-19相关状况的搜索次数显著增加,而在2020 - 2021年冬季,与流感相关词汇的搜索次数显著低于前几年(p <.001)。
我们证明了在线搜索数据的低成本且无偏倚的使用,可用于研究在COVID-19大流行期间,诸如社交距离等大规模干预措施或事件如何可能影响广泛的疾病状况。我们的研究结果支持了新出现的临床证据,表明社交距离和COVID-19大流行与传染病减少以及眼部疾病减少有关。