Perella Chiara, Steenackers Monia, Robbins Brian, Stone Linda, Gervais Rachel, Schmidt Theresa, Goswami Pushpendra
Novartis Pharma AG, Fabrikstrasse 2, 4056, Basel, Basel-Stadt, Switzerland.
The British Sjögren's Syndrome Association, Birmingham, UK.
Rheumatol Ther. 2023 Jun;10(3):601-614. doi: 10.1007/s40744-023-00531-7. Epub 2023 Feb 16.
The symptoms associated with Sjögren's disease (Sjögren's) are well-documented from the physician's perspective. However, from the patient's perspective, there is limited information on symptoms and their impact on health-related quality of life (HRQoL). This study aimed to provide an expanded understanding of patients' experience of Sjögren's and how symptoms impact HRQoL using a novel multi-method social media listening (SML) approach.
A total of 26,950 social media posts with relevant content on Sjögren's posted by social media users from the USA, Canada, Australia, UK, France, Germany, Italy, Spain and China were analysed using an artificial intelligence natural language processing tool to explore patient conversations. Symptoms by level of impact on patients were characterised based on 'commonness' and 'bothersomeness'. Applied concept association analysis was used to assess relationships between symptom domains and impact domains. A qualitative framework was applied to explore words and phrases patients use to describe symptoms and their impacts.
Five of the identified symptom domains were very impactful: Pain; Dry Mouth and Throat; Fatigue, Energy and Sleep; Emotional Balance; and Dry Eye. The symptom domains Pain and Dry Mouth and Throat were the most common, while those of Emotional Balance and Fatigue, Energy and Sleep were the most bothersome. Symptom domains most closely associated with four HRQoL impact domains were Fatigue, Energy and Sleep, Dry Mouth and Throat and Dry Eye with Daily Functioning; Fatigue, Energy and Sleep with Financial Health; Emotional Balance with Psychological Wellbeing and Gynaecological Issues with Social Wellbeing.
The results of this SML study show that Sjögren's affects diverse aspects of patients' lives, with symptoms extending beyond dry eyes and mouth and impacting daily living and functioning. Because symptoms may affect patients differently, these results highlight the importance of measuring impact on HRQoL to assess patient outcomes and treatment options in routine clinical practice and clinical trials.
从医生的角度来看,与干燥综合征相关的症状已有充分记录。然而,从患者的角度来看,关于症状及其对健康相关生活质量(HRQoL)影响的信息有限。本研究旨在通过一种新颖的多方法社交媒体倾听(SML)方法,更全面地了解患者对干燥综合征的体验以及症状如何影响健康相关生活质量。
使用人工智能自然语言处理工具分析了来自美国、加拿大、澳大利亚、英国、法国、德国、意大利、西班牙和中国的社交媒体用户发布的26950条关于干燥综合征的相关内容的社交媒体帖子,以探索患者的对话。根据“普遍性”和“困扰程度”对影响患者的不同程度的症状进行了特征描述。应用概念关联分析来评估症状领域与影响领域之间的关系。应用定性框架来探索患者用于描述症状及其影响的词汇和短语。
确定的五个症状领域影响非常大:疼痛;口干和喉咙干;疲劳、精力和睡眠;情绪平衡;干眼。症状领域疼痛和口干及喉咙干最为常见,而情绪平衡以及疲劳、精力和睡眠领域最令人困扰。与四个健康相关生活质量影响领域最密切相关的症状领域是:疲劳、精力和睡眠、口干和喉咙干以及干眼与日常功能;疲劳、精力和睡眠与财务健康;情绪平衡与心理健康;妇科问题与社会健康。
这项社交媒体倾听研究的结果表明,干燥综合征会影响患者生活的各个方面,症状不仅限于眼睛和口腔干燥,还会影响日常生活和功能。由于症状对患者的影响可能不同,这些结果凸显了在常规临床实践和临床试验中测量对健康相关生活质量的影响以评估患者预后和治疗选择的重要性。