Crowdsourcing Adverse Events Associated With Monoclonal Antibodies Targeting Calcitonin Gene-Related Peptide Signaling for Migraine Prevention: Natural Language Processing Analysis of Social Media.
Clinical trials demonstrate the efficacy and tolerability of medications targeting calcitonin gene-related peptide (CGRP) signaling for migraine prevention. However, these trials may not accurately reflect the real-world experiences of more diverse and heterogeneous patient populations, who often have higher disease burden and more comorbidities. Therefore, postmarketing safety surveillance is warranted. Regulatory organizations encourage marketing authorization holders to screen digital media for suspected adverse reactions, applying the same requirements as for spontaneous reports. Real-world data from social media platforms constitute a potential venue to capture diverse patient experiences and help detect treatment-related adverse events. However, while social media holds promise for this purpose, its use in pharmacovigilance is still in its early stages. Computational linguistics, which involves the automatic manipulation and quantitative analysis of oral or written language, offers a potential method for exploring this content.
This study aims to characterize adverse events related to monoclonal antibodies targeting CGRP signaling on Reddit, a large online social media forum, by using computational linguistics.
We examined differences in word frequencies from medication-related posts on the Reddit subforum r/Migraine over a 10-year period (2010-2020) using computational linguistics. The study had 2 phases: a validation phase and an application phase. In the validation phase, we compared posts about propranolol and topiramate, as well as posts about each medication against randomly selected posts, to identify known and expected adverse events. In the application phase, we analyzed posts discussing 2 monoclonal antibodies targeting CGRP signaling-erenumab and fremanezumab-to identify potential adverse events for these medications.
From 22,467 Reddit r/Migraine posts, we extracted 402 (2%) propranolol posts, 1423 (6.33%) topiramate posts, 468 (2.08%) erenumab posts, and 73 (0.32%) fremanezumab posts. Comparing topiramate against propranolol identified several expected adverse events, for example, "appetite," "weight," "taste," "foggy," "forgetful," and "dizziness." Comparing erenumab against a random selection of terms identified "constipation" as a recurring keyword. Comparing erenumab against fremanezumab identified "constipation," "depression," "vomiting," and "muscle" as keywords. No adverse events were identified for fremanezumab.
The validation phase of our study accurately identified common adverse events for oral migraine preventive medications. For example, typical adverse events such as "appetite" and "dizziness" were mentioned in posts about topiramate. When we applied this methodology to monoclonal antibodies targeting CGRP or its receptor-fremanezumab and erenumab, respectively-we found no definite adverse events for fremanezumab. However, notable flagged words for erenumab included "constipation," "depression," and "vomiting." In conclusion, computational linguistics applied to social media may help identify potential adverse events for novel therapeutics. While social media data show promise for pharmacovigilance, further work is needed to improve its reliability and usability.
Zhang P
，Kamitaki BK
，Do TP
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Assessment of prolonged safety and tolerability of erenumab in migraine patients in a long-term open-label study (APOLLON).
Efficacy and safety of human monoclonal antibody erenumab used for migraine prophylaxis have been shown in clinical studies. APOLLON is an open-label, multi-center, single arm study, which permits dose adjustments of erenumab and includes an option for a drug holiday. The findings contribute to the accumulating long-term evidence regarding erenumab's tolerability and safety profile in individuals experiencing episodic and chronic migraines.
The study population consisted of adult patients with episodic or chronic migraine, who had successfully completed the HER-MES study (NCT03828539). Patients were treated with erenumab for 128 weeks at a flexible dose of either 70 mg or 140 mg. Treatment discontinuation attempts were allowed as voluntary single treatment interruption ('drug holiday') of up to 24 weeks.
701 patients were enrolled in APOLLON. The exposure associated incidence rate (EAIR) of adverse events (AEs) (N = 601) per 100 subject years was 101.71 (95% CI [92.28; 111.14]) meaning a patient could expect having about one adverse event per each year of treatment. EAIR was higher in females (n = 524, EAIR: 104.40, 95% CI [93.93; 114.86]) than in males (n = 77, EAIR: 86.55, 95% CI [65.39; 107.71]) and increased with initial monthly migraine days (MMD) and prior prophylactic treatment failures. A total of 155 patients discontinued erenumab treatment during open-label treatment phase. Of these, 29 were due to AEs (4.1% of total cohort) and out of these 65.5% (N = 19) were considered treatment-related. Safety parameters were in line with HER-MES data and did not reveal new safety signals. Drug holidays were realized by 108 patients (15.4%), of which 64.8% (N = 70) returned to treatment. The mean number of monthly headache days (MHDs), MMDs, and days with acute headache medication significantly increased during drug holiday. After resumption of erenumab treatment, a rapid reduction of the migraine parameters was observed.
APOLLON provides long-term safety and tolerability data confirming the beneficial safety profile of erenumab over a period of 128 weeks. In addition, reversibility of migraine deterioration during drug holiday was shown and most patients returned to their treatment with similar response rates compared to initial treatment.
ClinicalTrials.gov ID: NCT04084314 ( https://clinicaltrials.gov/study/NCT04084314 ), First submitted: 2019-09-06.
Göbel H
，Schlegel E
，Jaeger K
，Ortler S
，Leist L
... -
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ResearchGate
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钛学术
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