Faust Guy, Booth Alison, Merinopoulou Evie, Halhol Sonia, Tosar Heena, Nawaz Amir, Szlachetka Magdalena, Chiu Gavin
University Hospitals of Leicester National Health Service Trust, Leicester, United Kingdom.
Evidera, London, United Kingdom.
JMIR Cancer. 2022 May 13;8(2):e34073. doi: 10.2196/34073.
Immunotherapy and targeted therapy treatments are novel treatments available for patients with metastatic and adjuvant melanoma. As recently approved treatments, information surrounding the patients' and caregivers' experience with these therapies, perceptions of treatments, and the effect the treatments have on their day-to-day life are lacking. Such insights would be valuable for any future decision-making with regard to treatment options.
This study aims to use health-related social media data to understand the experience of patients with adjuvant and metastatic melanoma who are receiving either immunotherapy or targeted therapies. This study also included caregivers' perspectives.
Publicly available social media forum posts by patients with self-reported adjuvant or metastatic melanoma (and their caregivers) between January 2014 to October 2019 were programmatically extracted, deidentified, cleaned, and analyzed using a combination of natural language processing and qualitative data analyses. This study identified spontaneously reported symptoms and their impacts, symptom duration, and the impact of treatment for both treatment groups.
Overall, 1037 users (9023 posts) and 114 users (442 posts) were included in the metastatic group and adjuvant group, respectively. The most identified symptoms in both groups were fatigue, pain, or exanthema (identified in 5%-43% of patients dependent on the treatment group). Symptom impacts reported by both groups were physical impacts, impacts on family, and impacts on work. Positive treatment impacts were reported in both groups and covered the areas of work, social and family life, and general health and quality of life.
This study explored health-related social media to better understand the experience and perspectives of patients with melanoma receiving immunotherapy or targeted therapy treatments as well as the experience of their caregivers. This exploratory work uncovered the most discussed concerns among patients and caregivers on the forums including symptoms and their impacts, thus contributing to a deeper understanding of the patient/caregiver experience.
免疫疗法和靶向疗法是可用于转移性和辅助性黑色素瘤患者的新型治疗方法。作为最近获批的治疗方法,关于患者及其护理人员对这些疗法的体验、对治疗的看法以及治疗对其日常生活的影响的信息尚缺。此类见解对于未来任何关于治疗方案的决策都将是有价值的。
本研究旨在利用与健康相关的社交媒体数据,了解接受免疫疗法或靶向疗法的辅助性和转移性黑色素瘤患者的体验。本研究还纳入了护理人员的观点。
通过自然语言处理和定性数据分析相结合的方式,以编程方式提取、去识别、清理和分析了2014年1月至2019年10月期间自我报告为辅助性或转移性黑色素瘤患者(及其护理人员)在公开可用的社交媒体论坛上发布的帖子。本研究确定了两个治疗组中自发报告的症状及其影响、症状持续时间以及治疗的影响。
总体而言,转移性组和辅助性组分别纳入了1037名用户(9023条帖子)和114名用户(442条帖子)。两组中最常被识别出的症状是疲劳、疼痛或皮疹(在5%-43%的患者中被识别出,取决于治疗组)。两组报告的症状影响包括身体影响、对家庭的影响以及对工作的影响。两组均报告了积极的治疗影响,涵盖工作、社交和家庭生活以及总体健康和生活质量等方面。
本研究探索了与健康相关的社交媒体,以更好地了解接受免疫疗法或靶向疗法的黑色素瘤患者及其护理人员的体验和观点。这项探索性工作揭示了患者和护理人员在论坛上讨论最多的问题,包括症状及其影响,从而有助于更深入地了解患者/护理人员的体验。