Home-based Digital Assessments with Applied Sentiment & Emotion AI Capture Improved Quality-of-life in Asthma Patients.

With the rise of digital transformation in the pharmaceutical industry, digital therapeutics are being integrated in drug development clinical trials. In the TWINKLE study, information about asthmatic patients' disease control and quality-of-life (QoL) was measured by daily video recording, in conjunction with daily electronic questionnaires and home-based spirometry. From the video messages, sentiment and emotion AI was applied to detect subtle QoL changes in asthmatic patients after receiving treatments. Sentiment scores, derived from patients' daily messages via natural language processing, correlated strongly with metrics of lung functions and outcomes of electronic questionnaires. However, video-derived emotional analysis exhibited strong interpersonal variations and systematic biases, yet still showed utility in detecting QoL changes after personalized calibration and signal aggregation. Compared to traditional patient-reported outcomes, all three categories of digital measurements were able to detect significantly improved asthma control from patients who responded to treatments. The result provides insights into developing novel digital outcomes through the application of connected digital devices and advanced AI tailored to clinical settings.Clinical relevance- Digital outcomes involving connected digital devices and AI for sentiment/emotion analysis could capture subtle QoL changes reliably and earlier than hospital visits, reducing burden and improving disease management. Integrating digital therapeutics in asthma drug development trials may prove to be feasible and valuable.

Burden of Migraine in Patients With Preventive Treatment Failure Attending European Headache Specialist Centers: Real-World Evidence From the BECOME Study.

INTRODUCTION: Migraine is consistently ranked as one of the most disabling neurological conditions in the world, often causing a substantial impairment of daily activities and quality of life. It also carries a high economic burden of direct and indirect healthcare costs. Patients with difficult-to-treat migraine often cycle through different preventive therapies, but real-world prospective evidence describing the burden of migraine in patients with prior preventive treatment failure (PPTF) in Europe is limited. In BECOME, we aimed to characterize and assess the prevalence and burden of migraine in patients with PPTF attending specialist headache centers in Europe and Israel. Furthermore, we assessed this burden in pre-specified subgroups based on the frequency of monthly migraine days (MMD) and number of PPTFs. METHODS: BECOME was a prospective, non-interventional study conducted in two concurrent parts across 17 countries in Europe and Israel. In part 1, patients visiting the centers over a 3-month period were screened for frequency of PPTF, MMD, and other characteristics. In part 2, patients from part 1 with ≥ 1 PPTF and ≥ 4 MMD were enrolled, and impact of migraine on patient-reported outcomes, and healthcare resource utilization (HRU) were examined. RESULTS: In part 1 (n = 20,837), 62.2% of patients reported ≥ 1 PPTF. In part 2 (n = 2419), 15.3% of patients reported ≥ 4 PPTF. In part 2, the migraine burden measured by the EuroQoL 5 dimensions 5 level (EQ-5D-5L) questionnaire indicated an impact of at least moderate severity in performing usual activities in 26.5% of patients, pain/discomfort in 51.2%, and 26.1% reported being at least moderately anxious/depressed. Most patients reported a severe impact on daily activities and disability due to migraine. Abnormal Hospital Anxiety and Depression subscale scores of ≥ 11 were observed in 29% (anxiety) and 19.8% (depression) of the population. In part 2, analysis of HRU showed 21.2% patients visited an emergency department and 8.4% were hospitalized for headache/migraine in the past year. CONCLUSIONS: This study provides real-world evidence of the high personal, social, and HRU burden of migraine in Europe and Israel.