Sweetening the deal: an infodemiological study of worldwide interest in semaglutide using Google Trends extended for health application programming interface.

Jacques Eugene Raubenheimer, Pieter Hermanus Myburgh, Akshaya Srikanth Bhagavathula
{"title":"Sweetening the deal: an infodemiological study of worldwide interest in semaglutide using Google Trends extended for health application programming interface.","authors":"Jacques Eugene Raubenheimer, Pieter Hermanus Myburgh, Akshaya Srikanth Bhagavathula","doi":"10.1186/s44263-024-00095-w","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Off-label use of semaglutide for non-diabetic weight loss (which regulators have linked to social media promotion) created worldwide supply shortages. We evaluated worldwide semaglutide interest measured by online search behavior to gauge social media and conventional print media reporting's effect on search interest.</p><p><strong>Methods: </strong>Using Google Trends Extended for Health (GTEH) multiple sampling, we retrieved regional online interest (ROI) for all countries and extracted timelines and top search queries for January 2021-August 2023 for countries with median ROI ≥ 20 using the \"semaglutide\" topic. We obtained semaglutide media reporting from the ProQuest database. We estimated the effect of media and within-country semaglutide interest on between-country interest with Granger causality analysis. We determined changepoints for trends within each country with joinpoint regression. We determined prominent themes in search queries for each country with natural language processing thematic analysis.</p><p><strong>Results: </strong>Twenty-seven countries were included. Most countries showed an increase in semaglutide interest over time, with Canada and the USA showing the largest sustained interest. Most of the search interest arose from 2022 onwards. Granger's analysis showed that media coverage could only partially explain interest, and interest in some countries partially preceded interest in others, with the UK and Germany showing strong relationships between news reports and lagged search interest. Joinpoint analysis identified up to four significant within-country changepoints. Most countries showed significant positive weekly trends in 2021-2022, although uptrends in search interest varied considerably between countries. One episode of the Dr. Oz show (TV media event) coincided with strong peaks in numerous countries. Natural language processing of top search queries showed some agreement between countries and country-specific themes. Weight loss was a major theme in most countries, while a diabetes theme was generally absent or weak. Some countries (Australia, Chile, South Africa, UK) had themes for buying Ozempic from (named) local retailers, and Germany had a theme related to buying Ozempic without a script.</p><p><strong>Conclusions: </strong>GTEH data provided insights into global search interest in semaglutide and regional variation. Studies focusing on specific countries which include social media data can elucidate specific drivers behind the surge in off-label use of semaglutide.</p>","PeriodicalId":519903,"journal":{"name":"BMC global and public health","volume":"2 1","pages":"63"},"PeriodicalIF":0.0000,"publicationDate":"2024-09-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11622965/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"BMC global and public health","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1186/s44263-024-00095-w","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

Background: Off-label use of semaglutide for non-diabetic weight loss (which regulators have linked to social media promotion) created worldwide supply shortages. We evaluated worldwide semaglutide interest measured by online search behavior to gauge social media and conventional print media reporting's effect on search interest.

Methods: Using Google Trends Extended for Health (GTEH) multiple sampling, we retrieved regional online interest (ROI) for all countries and extracted timelines and top search queries for January 2021-August 2023 for countries with median ROI ≥ 20 using the "semaglutide" topic. We obtained semaglutide media reporting from the ProQuest database. We estimated the effect of media and within-country semaglutide interest on between-country interest with Granger causality analysis. We determined changepoints for trends within each country with joinpoint regression. We determined prominent themes in search queries for each country with natural language processing thematic analysis.

Results: Twenty-seven countries were included. Most countries showed an increase in semaglutide interest over time, with Canada and the USA showing the largest sustained interest. Most of the search interest arose from 2022 onwards. Granger's analysis showed that media coverage could only partially explain interest, and interest in some countries partially preceded interest in others, with the UK and Germany showing strong relationships between news reports and lagged search interest. Joinpoint analysis identified up to four significant within-country changepoints. Most countries showed significant positive weekly trends in 2021-2022, although uptrends in search interest varied considerably between countries. One episode of the Dr. Oz show (TV media event) coincided with strong peaks in numerous countries. Natural language processing of top search queries showed some agreement between countries and country-specific themes. Weight loss was a major theme in most countries, while a diabetes theme was generally absent or weak. Some countries (Australia, Chile, South Africa, UK) had themes for buying Ozempic from (named) local retailers, and Germany had a theme related to buying Ozempic without a script.

Conclusions: GTEH data provided insights into global search interest in semaglutide and regional variation. Studies focusing on specific countries which include social media data can elucidate specific drivers behind the surge in off-label use of semaglutide.

甜言蜜语:利用谷歌趋势扩展的健康应用程序接口,对全世界对塞马鲁肽的兴趣进行信息痴迷学研究。
背景:西马鲁肽在非糖尿病减肥中的超说明书使用(监管机构将其与社交媒体推广联系起来)造成了全球范围内的供应短缺。我们评估了全球范围内通过在线搜索行为测量的西马鲁肽兴趣,以衡量社交媒体和传统印刷媒体报道对搜索兴趣的影响。方法:使用谷歌健康趋势扩展(GTEH)多重抽样,我们检索了所有国家的区域在线兴趣(ROI),并提取了使用“semaglutide”主题的中位数ROI≥20的国家2021年1月至2023年8月的时间线和热门搜索查询。我们从ProQuest数据库中获得了semaglutide媒体报道。我们用格兰杰因果分析估计了媒介和国内西马鲁肽兴趣对国与国之间兴趣的影响。我们用联结点回归确定了每个国家趋势的变化点。我们通过自然语言处理主题分析确定了每个国家搜索查询中的突出主题。结果:纳入27个国家。大多数国家对西马鲁肽的兴趣随着时间的推移而增加,加拿大和美国表现出最大的持续兴趣。大部分搜索兴趣来自2022年以后。格兰杰的分析表明,媒体报道只能部分解释兴趣,对某些国家的兴趣部分先于对其他国家的兴趣,英国和德国的新闻报道与滞后的搜索兴趣之间表现出很强的关系。连接点分析确定了多达四个重要的国内变化点。大多数国家在2021-2022年间每周都呈现出显著的正趋势,尽管各国之间的搜索兴趣上升趋势差异很大。奥兹医生节目(电视媒体活动)的一集恰逢许多国家的高峰。对热门搜索查询的自然语言处理显示,国家和国家特定主题之间存在一定的一致性。减肥是大多数国家的主要主题,而糖尿病主题通常不存在或薄弱。一些国家(澳大利亚、智利、南非、英国)有从当地零售商那里购买奥兹匹克的主题,而德国有一个与购买奥兹匹克没有脚本相关的主题。结论:GTEH数据提供了对semaglutide和区域差异的全球搜索兴趣的见解。针对特定国家的研究,包括社交媒体数据,可以阐明西马鲁肽标签外使用激增背后的具体驱动因素。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信