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嗅觉丧失相关的互联网搜索与美国新冠疫情第一波的发展历程

Anosmia-related internet search and the course of the first wave of the COVID-19 pandemic in the United States.

作者信息

Madden Kenneth M, Feldman Boris

机构信息

Gerontology and Diabetes Research Laboratory, Division of Geriatric Medicine, Department of Medicine, University of British Columbia, Vancouver, British Columbia, Canada.

Centre for Hip Health and Mobility, University of British Columbia, Vancouver, British Columbia, Canada.

出版信息

Heliyon. 2021 Dec;7(12):e08499. doi: 10.1016/j.heliyon.2021.e08499. Epub 2021 Nov 30.

DOI:10.1016/j.heliyon.2021.e08499
PMID:34869935
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC8629775/
Abstract

BACKGROUND

The current pandemic of Severe Acute Respiratory Syndrome Coronavirus 2 (SARS-CoV-2) was first reported in Wuhan, China. Although the first case in the United States was reported on Jan 20, 2020 in Washington, the early pandemic time course is uncertain. One approach with the potential to provide more insight into this time course is the examination of search activity. This study analyzed US search data prior to the first press release of anosmia as an early symptom (March 20, 2020).

METHODS

Daily internet search query data was obtained from Google Trends (September 20th to March 20th for 2015 to 2020) both for the United States and on a state-by-state basis. Normalized anosmia-related search activity for the years prior to the pandemic was averaged to obtain a baseline level. Cross-correlations were performed to determine the time-lag between changes in search activity and SARS-CoV-2 cases/deaths.

RESULTS

Only New York showed both significant increases in anosmia-related terms during the pandemic year as well as a significant lag (6 days) between increases in search activity and the number of cases/deaths attributed to SARS-CoV-2.

CONCLUSIONS

There is no evidence from search activity to suggest earlier spread of SARS-CoV-2 than has been previously reported. The increase in anosmia-related searches preceded increases in SARS-CoV-2 cases/deaths by 6 days, but this was only significant over the background noise of searches for other reasons in the setting of a very large outbreak (New York in the spring of 2020).

摘要

背景

严重急性呼吸综合征冠状病毒2(SARS-CoV-2)当前的全球大流行首次在中国武汉被报道。尽管美国于2020年1月20日在华盛顿报道了首例病例,但大流行早期的时间进程仍不确定。一种有可能更深入了解这一时间进程的方法是检查搜索活动。本研究分析了在嗅觉丧失作为早期症状首次发布新闻稿之前(2020年3月20日)的美国搜索数据。

方法

从谷歌趋势获取美国及各州的每日互联网搜索查询数据(2015年至2020年9月20日至3月20日)。对大流行前几年与嗅觉丧失相关的标准化搜索活动进行平均,以获得基线水平。进行交叉相关性分析,以确定搜索活动变化与SARS-CoV-2病例/死亡之间的时间滞后。

结果

只有纽约在大流行年份与嗅觉丧失相关的术语显著增加,并且搜索活动增加与归因于SARS-CoV-2的病例/死亡数量之间存在显著滞后(6天)。

结论

搜索活动没有证据表明SARS-CoV-2的传播比先前报道的更早。与嗅觉丧失相关的搜索增加比SARS-CoV-2病例/死亡增加提前6天,但在2020年春季纽约这样大规模疫情爆发的背景下,在因其他原因进行搜索的背景噪音中,这一现象才具有显著性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1363/8646152/0d33532abc1f/gr3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1363/8646152/fefe9897815c/gr1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1363/8646152/c53c8789a447/gr2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1363/8646152/0d33532abc1f/gr3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1363/8646152/fefe9897815c/gr1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1363/8646152/c53c8789a447/gr2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1363/8646152/0d33532abc1f/gr3.jpg

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本文引用的文献

1
COVID-19 Outbreak - New York City, February 29-June 1, 2020.COVID-19 疫情爆发 - 纽约市,2020 年 2 月 29 日至 6 月 1 日。
MMWR Morb Mortal Wkly Rep. 2020 Nov 20;69(46):1725-1729. doi: 10.15585/mmwr.mm6946a2.
2
Loss of smell and taste: a new marker of COVID-19? Tracking reduced sense of smell during the coronavirus pandemic using search trends.嗅觉和味觉丧失:COVID-19 的新标志物?利用搜索趋势追踪冠状病毒大流行期间嗅觉减退的情况。
Expert Rev Anti Infect Ther. 2020 Nov;18(11):1165-1170. doi: 10.1080/14787210.2020.1792289. Epub 2020 Jul 16.
3
Predicting COVID-19 Incidence Using Anosmia and Other COVID-19 Symptomatology: Preliminary Analysis Using Google and Twitter.
与SARS-CoV-2感染相关的症状会随时间演变吗?
Infect Dis Now. 2022 Mar;52(2):110-112. doi: 10.1016/j.idnow.2022.01.006. Epub 2022 Feb 2.
使用嗅觉丧失和其他 COVID-19 症状预测 COVID-19 发病率:使用 Google 和 Twitter 进行的初步分析
Otolaryngol Head Neck Surg. 2020 Sep;163(3):491-497. doi: 10.1177/0194599820932128. Epub 2020 Jun 2.
4
Correlations of Online Search Engine Trends With Coronavirus Disease (COVID-19) Incidence: Infodemiology Study.在线搜索引擎趋势与冠状病毒病(COVID-19)发病的相关性:信息流行病学研究。
JMIR Public Health Surveill. 2020 May 21;6(2):e19702. doi: 10.2196/19702.
5
First Case of Covid-19 in the United States.美国首例新冠肺炎病例。
N Engl J Med. 2020 May 7;382(21):e53. doi: 10.1056/NEJMc2004794. Epub 2020 Apr 22.
6
Use of Google Trends to investigate loss-of-smell-related searches during the COVID-19 outbreak.利用谷歌趋势调查 COVID-19 爆发期间与嗅觉丧失相关的搜索。
Int Forum Allergy Rhinol. 2020 Jul;10(7):839-847. doi: 10.1002/alr.22580. Epub 2020 Jun 15.
7
Olfactory and gustatory dysfunctions as a clinical presentation of mild-to-moderate forms of the coronavirus disease (COVID-19): a multicenter European study.嗅觉和味觉障碍作为冠状病毒病(COVID-19)轻至中度形式的临床特征:一项多中心欧洲研究。
Eur Arch Otorhinolaryngol. 2020 Aug;277(8):2251-2261. doi: 10.1007/s00405-020-05965-1. Epub 2020 Apr 6.
8
World Health Organization declares global emergency: A review of the 2019 novel coronavirus (COVID-19).世界卫生组织宣布全球紧急状态:对 2019 年新型冠状病毒(COVID-19)的回顾。
Int J Surg. 2020 Apr;76:71-76. doi: 10.1016/j.ijsu.2020.02.034. Epub 2020 Feb 26.
9
First Case of 2019 Novel Coronavirus in the United States.美国首例 2019 新型冠状病毒病例。
N Engl J Med. 2020 Mar 5;382(10):929-936. doi: 10.1056/NEJMoa2001191. Epub 2020 Jan 31.
10
The Seasonal Periodicity of Healthy Contemplations About Exercise and Weight Loss: Ecological Correlational Study.关于运动和减肥的健康思考的季节性周期:生态相关研究。
JMIR Public Health Surveill. 2017 Dec 13;3(4):e92. doi: 10.2196/publichealth.7794.