Background and Objectives: Fibromyalgia has many unmet needs relating to treatment, and the delivery of effective and evidence-based healthcare is lacking. We analyzed social media conversations to understand the patients’ perspectives on the lived experience of fibromyalgia, factors reported to trigger flares of pain, and the treatments being discussed, identifying barriers and opportunities to improve healthcare delivery. Methods: A non-interventional retrospective analysis accessed detail-rich conversations about fibromyalgia patients’ experiences with 714,000 documents, including a fibromyalgia language tag, which were curated between May 2019 and April 2021. Data were analyzed via qualitative and quantitative analyses. Results: Fibromyalgia conversations were found the most on Twitter and Reddit, and conversation trends remained stable over time. There were numerous environmental and modifiable triggers, ranging from the most frequent trigger of stress and anxiety to various foods. Arthritis and irritable bowel syndrome (IBS) were the most frequently associated comorbidities. Patients with fibromyalgia reported a wide range of symptoms, with pain being a cardinal feature. The massage, meditation and acupuncture domains were the most reported treatment modalities. Opportunities to improve healthcare delivered by medical providers were identified with current frustration relating to a lack of acknowledgement of their disease, minimization of symptoms and inadequately meeting their care needs. Conclusions: We developed a comprehensive, large-scale study which emphasizes advanced natural language processing algorithm application in real-world research design. Through the extensive encapsulation of patient perspectives, we outlined the habitual symptoms, triggers and treatment modalities which provide a durable foundation for addressing gaps in healthcare provision.

Sjogren’s Disease (SjD) is associated with an increased risk of lymphoma. We investigated the prevalence of lymphoma in a retrospective case series of patients with SjD and reported on the clinical presentation, treatment, response, and outcome. A retrospective review of 132 patients diagnosed with Sjogren’s Disease was conducted at our institution from June 2000 to November 2023, and 10 cases of malignant lymphoma were identified. Clinical and biological markers known to be predictors of lymphoma, as well as lymphoma characteristics, were examined. The most common predictive lab findings were hypergammaglobulinemia, the rheumatoid factor, and lymphopenia. Persistent parotid gland enlargement was also found in greater than 50% of patients. The majority of patients were Caucasian females, and the average time between the diagnosis of SjD and lymphoma was 14.3 years. The median age at lymphoma diagnosis was 59.5 years, with 9 out of 10 lymphomas identified as non-Hodgkin lymphoma, the majority of cases being mucosa-associated lymphoid tissue (MALT) lymphoma. We identified similarities in our series, such as laboratory markers and clinical symptoms, to those previously identified as possible predictors of lymphoma development. These factors may be useful in determining the risk of malignancy development and justify the need for long-term monitoring, as well as provider education and awareness.