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IL-4/13 阻断剂与超过 37000 例度普利尤单抗报告中的睡眠相关药物不良反应:来自世界卫生组织个体病例安全报告药物警戒数据库(VigiBase™)的大数据和机器学习分析。

IL-4/13 Blockade and sleep-related adverse drug reactions in over 37,000 Dupilumab reports from the World Health Organization Individual Case Safety reporting pharmacovigilance database (VigiBase™): a big data and machine learning analysis.

机构信息

Department of Computer Science, College of Computers and Information Technology, Taif University, Taif, Saudi Arabia.

出版信息

Eur Rev Med Pharmacol Sci. 2022 Jun;26(11):4074-4081. doi: 10.26355/eurrev_202206_28977.

DOI:10.26355/eurrev_202206_28977
PMID:35731078
Abstract

OBJECTIVE

Atopic dermatitis displays a relevant sleep burden sustained by clinical (i.e., itch), psychological (i.e., inadequate coping strategies) and therapeutic (i.e., frequent loss of drug response) triggers. Dupilumab, the first biologic approved for atopic dermatitis, showed excellent effects on improving pruritus and sleep after only two weeks of treatment but, in some cases, may have paradoxical effects. The rate of sleep-related side-effects remains unknown. More specifically, adverse-drug reactions (ADRs) related to dupilumab have been investigated during the safety phase of randomized clinical trials or in small retrospective epidemiological surveys, but little is known about sleep-related ADRs in real-life settings. Therefore, we took advantage of a global large-scale pharmacovigilance database, carrying out a comprehensive data mining analysis to look at different sleep-related ADRs reported among patients under anti IL-4/13 therapy.

MATERIALS AND METHODS

We analyzed individual case study reports (ICSRs) in VigiBaseTM, the World Health Organization (WHO) global pharmacovigilance database of ADRs collected by national drug authorities in > 140 countries (> 90% of the world population). We looked for patterns of potentially sleep-related ADRs and we applied a disproportionality analysis based on Bayesian Confidence Propagation Neural Network (BCPNN). A meta-analytical approach was used to synthesize the overall effect size of sleep-related ADRs potentially associated to Dupilumab administration.

RESULTS

From inception up to March 9, 2021, 94,065 ADRs from 37,848 unique reports were included and analyzed in the present paper: 1,294 of them (1.4%) concerned sleep disturbances (n=27). Most of sleep-related complaints were generic sleep disorders (n=630), followed by insomnia (n=312), somnolence (n=81), lethargy (n=60), night sweats (n=30), middle insomnia (n=39), hypersomnia (n=25), poor-quality sleep (n=21), initial insomnia (n=17), sleep apnea syndrome (n=13), nightmares (n=11) and sleep deficit (n=11). Interestingly, restlessness and restless leg syndrome, nocturnal dyspnea, narcolepsy and bruxism were reported in 7, 6, 5, 4 and 3 cases, respectively. Only sleep deficit [OR 15.67 (95% CrI 8.61-28.51); IC 3.24 (95% CrI 2.26-3.97)], generic sleep disorder [OR 6.22 (95% CrI 5.74-6.73); IC 2.60 (95% CrI 2.48-2.71)], nocturnal dyspnea [OR 3.68 (95% CrI 1.53-8.87); IC 1.56 (95% CrI 0.03-2.56)] and middle insomnia [OR 1.87 (95% CrI 1.36-2.56); IC 0.88 (95% CrI 0.39-1.30)] achieved the statistical significance threshold.

CONCLUSIONS

In this work, we identified over 37,000 unique case-reports of Dupilumab side-effects reported on the WHO pharmacovigilance database. We specifically categorized those related to sleep issues, which were 1,294. Our findings from large numbers of cases provide data supporting the clinical observations that Dupilumab is usually effective in improving sleep quality and sleep disturbances/impairments, given the lack of statistical significance of several sleep-related ADRs. Further work is needed to closely scrutinize the impact of Dupilumab on sleep, in terms of underlying mechanisms, and to better understand residual sleep disorders in patients with atopic dermatitis and other allergic diseases treated with Dupilumab. Thus, sleep monitoring may be helpful for dermatologists in managing atopic dermatitis patients treated with dupilumab. The limitations of spontaneous reporting systems including underreporting and reporting bias, heterogeneity of sources and impossibility to infer any causal relationship merit consideration and further research is needed.

摘要

目的

特应性皮炎存在与临床(即瘙痒)、心理(即应对策略不足)和治疗(即药物反应频繁丧失)相关的显著睡眠负担。达必妥(dupilumab)是第一种被批准用于特应性皮炎的生物制剂,在治疗两周后显示出极好的改善瘙痒和睡眠效果,但在某些情况下可能会产生矛盾的效果。睡眠相关副作用的发生率仍不清楚。更具体地说,dupilumab 的不良反应(ADRs)已在随机临床试验的安全阶段或小型回顾性流行病学调查中进行了研究,但在真实环境中,关于与睡眠相关的 ADR 知之甚少。因此,我们利用全球大规模药物警戒数据库,进行全面的数据挖掘分析,以观察接受抗 IL-4/13 治疗的患者中报告的不同与睡眠相关的 ADR。

材料和方法

我们分析了来自全球药物警戒数据库(VigiBaseTM)的个体病例研究报告(ICSRs),该数据库是由 140 多个国家的国家药物管理局收集的不良反应报告,涵盖了全球超过 90%的人口。我们寻找潜在与睡眠相关的 ADR 模式,并应用基于贝叶斯置信传播神经网络(BCPNN)的不成比例分析。采用荟萃分析方法综合与 Dupilumab 给药相关的潜在睡眠相关 ADR 的总体效果大小。

结果

从成立到 2021 年 3 月 9 日,本研究共纳入了 37848 个独特报告中的 94065 个不良反应报告:其中 1294 个(1.4%)涉及睡眠障碍(n=27)。大多数睡眠相关投诉是通用睡眠障碍(n=630),其次是失眠(n=312)、嗜睡(n=81)、昏睡(n=60)、夜间出汗(n=30)、中间失眠(n=39)、过度嗜睡(n=25)、睡眠质量差(n=21)、初始失眠(n=17)、睡眠呼吸暂停综合征(n=13)、噩梦(n=11)和睡眠不足(n=11)。有趣的是,7 例报告中出现了不安和不宁腿综合征、夜间呼吸困难、发作性睡病和磨牙,分别为 5、4、3 和 3 例。只有睡眠不足(OR 15.67(95%CrI 8.61-28.51);IC 3.24(95%CrI 2.26-3.97))、通用睡眠障碍(OR 6.22(95%CrI 5.74-6.73);IC 2.60(95%CrI 2.48-2.71))、夜间呼吸困难(OR 3.68(95%CrI 1.53-8.87);IC 1.56(95%CrI 0.03-2.56))和中间失眠(OR 1.87(95%CrI 1.36-2.56);IC 0.88(95%CrI 0.39-1.30))达到了统计学意义的阈值。

结论

在这项工作中,我们在世界卫生组织药物警戒数据库中识别了超过 37000 个达必妥不良反应的独特病例报告。我们特别将那些与睡眠问题相关的报告进行了分类,其中有 1294 例。我们从大量病例中得出的发现为 Dupilumab 通常能有效改善睡眠质量和睡眠障碍/障碍提供了数据支持,这与一些与睡眠相关的 ADR 缺乏统计学意义有关。需要进一步的工作来仔细研究 Dupilumab 对睡眠的影响,包括潜在机制,并更好地理解接受 Dupilumab 治疗的特应性皮炎和其他过敏性疾病患者的残留睡眠障碍。因此,在管理接受 dupilumab 治疗的特应性皮炎患者时,睡眠监测可能对皮肤科医生有帮助。自发报告系统的局限性,包括报告不足和报告偏差、来源的异质性以及无法推断任何因果关系,需要考虑和进一步研究。

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