Patients' Perspectives, Experiences, and Concerns With Perianal Fistulae: Insights From Online Targeted-Disease Forums.

IF 1.8 Q3 GASTROENTEROLOGY & HEPATOLOGY Crohn's & Colitis 360 Pub Date : 2023-11-15 eCollection Date: 2023-10-01 DOI:10.1093/crocol/otad073
Carine Khalil, Welmoed K van Deen, Taylor Dupuy, Gaurav Syal, Corey Arnold, Susan E Cazzetta, Pradeep P Nazarey, Christopher V Almario, Brennan M R Spiegel
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Abstract

Background: Perianal fistulae can undermine physical, emotional, and social well-being in patients with Crohn's disease and are challenging to manage. Social media offers a rich opportunity to gain an in-depth understanding of the impact of perianal fistulae on patients' daily lives outside of controlled environments. In this study, we conducted social media analytics to examine patients' experiences with perianal fistulae and assessed the impact of perianal fistulae on patients' behavior and overall well-being.

Methods: We used a mixed-method approach to examine 119 986 publicly available posts collected from 10 Crohn's disease forums in the United States between January 01, 2010 and January 01, 2020. Discussions related to Crohn's perianal fistulae were retrieved. We randomly selected 700 posts and qualitatively analyzed them using an inductive thematic approach. We then applied a latent Dirichlet allocation probabilistic topic model to explore themes in an unsupervised manner on the collection of 119 986 posts.

Results: In the qualitative analysis, 5 major themes were identified: (1) burden of perianal fistula; (2) challenges associated with treatment; (3) online information seeking and sharing; (4) patient experiences with treatments; and (5) patients' apprehension about treatments. In the quantitative analysis, the percentages of posts related to the major themes were (1) 20%, (2) 29%, (3) 66%, and (4) 28%, while the topic model did not identify theme 5.

Conclusions: Social media reveals a dynamic range of themes governing patients' perspectives and experiences with Crohn's perianal fistulae. In addition to the biopsychosocial burden, patients frequently express dissatisfaction with current treatments and often struggle to navigate among available management options.

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患者对肛周瘘的看法、经历和关注:来自在线靶向疾病论坛的见解。
背景:肛门周围瘘管会损害克罗恩病患者的身体、情绪和社会福祉,并且具有挑战性。社交媒体为深入了解肛周瘘管对患者在受控环境之外的日常生活的影响提供了丰富的机会。在这项研究中,我们进行了社交媒体分析,以检查患者的肛周瘘管经历,并评估肛周瘘管对患者行为和整体健康的影响。方法:我们采用混合方法检查了2010年1月1日至2020年1月1日期间从美国10个克罗恩病论坛收集的11986篇公开帖子。有关克罗恩肛周瘘管的讨论被检索。我们随机选择了700篇文章,并使用归纳主题方法对其进行定性分析。然后,我们应用了一个潜在的Dirichlet分配概率主题模型,以无监督的方式对119 986篇帖子的集合进行主题探索。结果:定性分析确定了5个主要主题:(1)肛周瘘负担;(2)与治疗相关的挑战;(3)网上信息搜索与共享;(4)患者治疗经历;(5)患者对治疗的恐惧。在定量分析中,与主要主题相关的帖子百分比为(1)20%,(2)29%,(3)66%,(4)28%,而主题模型没有识别主题5。结论:社交媒体揭示了克罗恩肛周瘘患者观点和经历的动态主题范围。除了生物心理社会负担外,患者经常对目前的治疗方法表示不满,并且经常在可用的管理选择中挣扎。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Crohn's & Colitis 360
Crohn's & Colitis 360 Medicine-Gastroenterology
CiteScore
2.50
自引率
0.00%
发文量
41
审稿时长
12 weeks
期刊最新文献
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