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Timing Matters: A Machine Learning Method for the Prioritization of Drug–Drug Interactions Through Signal Detection in the FDA Adverse Event Reporting System and Their Relationship with Time of Co-exposure 时机至关重要:通过 FDA 不良事件报告系统中的信号检测确定药物间相互作用优先顺序的机器学习方法及其与共同暴露时间的关系
IF 4.2 2区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2024-04-30 DOI: 10.1007/s40264-024-01430-8
Vera Battini, Marianna Cocco, Maria Antonietta Barbieri, Greg Powell, Carla Carnovale, Emilio Clementi, Andrew Bate, Maurizio Sessa

Introduction

Current drug–drug interaction (DDI) detection methods often miss the aspect of temporal plausibility, leading to false-positive disproportionality signals in spontaneous reporting system (SRS) databases.

Objective

This study aims to develop a method for detecting and prioritizing temporally plausible disproportionality signals of DDIs in SRS databases by incorporating co-exposure time in disproportionality analysis.

Methods

The method was tested in the Food and Drug Administration (FDA) Adverse Event Reporting System (FAERS). The CRESCENDDI dataset of positive controls served as the primary source of true-positive DDIs. Disproportionality analysis was performed considering the time of co-exposure. Temporal plausibility was assessed using the flex point of cumulative reporting of disproportionality signals. Potential confounders were identified using a machine learning method (i.e. Lasso regression).

Results

Disproportionality analysis was conducted on 122 triplets with more than three cases, resulting in the prioritization of 61 disproportionality signals (50.0%) involving 13 adverse events, with 61.5% of these included in the European Medicine Agency’s (EMA’s) Important Medical Event (IME) list. A total of 27 signals (44.3%) had at least ten cases reporting the triplet of interest, and most of them (n = 19; 70.4%) were temporally plausible. The retrieved confounders were mainly other concomitant drugs.

Conclusions

Our method was able to prioritize disproportionality signals with temporal plausibility. This finding suggests a potential for our method in pinpointing signals that are more likely to be furtherly validated.

引言目前的药物相互作用(DDI)检测方法往往忽略了时间合理性这一点,从而导致自发报告系统(SRS)数据库中出现假阳性比例失调信号。阳性对照的 CRESCENDDI 数据集是真实阳性 DDI 的主要来源。根据共同暴露的时间进行比例失调分析。时间合理性使用累积报告不相称性信号的屈折点进行评估。使用机器学习方法(即 Lasso 回归)确定了潜在的混杂因素。结果对 122 个有三个以上病例的三联样本进行了比例失调分析,结果确定了 61 个比例失调信号(50.0%)的优先级,涉及 13 个不良事件,其中 61.5%被列入欧洲药品管理局 (EMA) 的重要医疗事件 (IME) 列表。共有 27 个信号(44.3%)至少有 10 个病例报告了相关的三联征,其中大多数(n = 19;70.4%)在时间上是合理的。检索到的混杂因素主要是其他伴随药物。这一结果表明,我们的方法在确定更有可能得到进一步验证的信号方面具有潜力。
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引用次数: 0
Competing Benefits and Competing Hazards: The Benefit to Harm Balance in Individual Patients in Rational Therapeutics 利益竞争与危害竞争:合理治疗中个体患者的利弊平衡
IF 4.2 2区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2024-04-30 DOI: 10.1007/s40264-024-01428-2
Robin E. Ferner, Jeffrey K. Aronson

For any therapeutic intervention in an individual, there is a balance between the potential benefits and the possible harms. The extent to which the benefits are desirable in a given condition depends on the efficacy of the intervention, the chance of obtaining it and the seriousness and intensity of the condition. The extent to which the harms are undesirable depends on the nature of the hazard that can lead to harm, the chance that the harm will occur and its seriousness and intensity. Rational therapeutic decisions require clinicians to consider competing courses of action, with potential benefits of different desirability and potential harms of different undesirability. They also have a duty to explain to the patient, for the contemplated interventions, both the possible benefits and the potential harms that the patient may consider significant. In an individual patient, it is necessary to consider (a) the probabilities of benefit from both intervention and non-intervention and (b) the probabilities of harm from both intervention and non-intervention. However, there are several potential problems. Here, we consider how failure to distinguish maximum benefits from probable benefits, or hazards (potential harms) from probable harms, and failure to consider all the competing probabilities may lead to imperfect therapeutic decisions. We also briefly discuss methods to assess the benefit to harm balance.

对个人的任何治疗干预都需要在潜在的益处和可能的危害之间取得平衡。在特定情况下,益处的可取程度取决于干预的有效性、获得干预的机会以及病情的严重程度和强度。危害的可取程度取决于可能导致危害的危险的性质、危害发生的几率及其严重程度和强度。合理的治疗决策要求临床医生考虑相互竞争的行动方案,这些方案的潜在益处具有不同的可取性,潜在危害具有不同的不可取性。他们也有责任向病人解释所考虑的干预措施可能带来的益处以及病人可能认为重要的潜在危害。对于个别病人,有必要考虑(a)干预和不干预的获益概率和(b)干预和不干预的伤害概率。然而,这其中存在几个潜在问题。在此,我们将考虑未能区分最大获益与可能获益,或危害(潜在危害)与可能危害,以及未能考虑所有相互竞争的概率是如何导致治疗决策不完善的。我们还简要讨论了评估利弊平衡的方法。
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引用次数: 0
The Safety of Ixekizumab in Chinese Adults with Moderate-to-Severe Plaque Psoriasis: Analyses from a Prospective, Single-Arm, Multicenter, 12-Week Observational Study 伊昔单抗在中国成人中重度斑块状银屑病患者中的安全性:一项为期12周的前瞻性单臂多中心观察研究的分析结果
IF 4.2 2区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2024-04-30 DOI: 10.1007/s40264-024-01427-3
Ying Li, Lin Dang, Chengzhi Lv, Bingjiang Lin, Juan Tao, Nan Yu, Ya Deng, Huiping Wang, Xiaojing Kang, Hui Qin, Rong Chen, Jinnan Li, Yunsheng Liang, Yanhua Liang, Yuling Shi

Introduction

Ixekizumab, a monoclonal antibody against interleukin-17A, is efficacious and well tolerated for the treatment of moderate-to-severe plaque psoriasis. However, there are limited data on the real-world safety of ixekizumab in Chinese patient populations. We performed an observational study of ixekizumab for the treatment of moderate-to-severe plaque psoriasis in routine clinical practice in China. Here we present a further safety analysis of this study.

Methods

In this prospective, observational, single-arm, multicenter, post-marketing safety study, adults (≥18 years) with moderate-to-severe plaque psoriasis receiving ixekizumab were enroled at dermatology departments in hospitals across China and prospectively followed for 12 weeks or until their last dose of ixekizumab. In this analysis, we evaluated adverse events (AEs) of special interest (AESIs) identified using MedDRA® search strategies. We also analyzed AEs and AESIs occurring in greater than ten patients in subgroups by age (< 65/≥ 65 years), sex, body weight (< 60/60 kg to < 80/≥ 80 kg), renal impairment, hepatic impairment, history of tuberculosis, history of HBV infection, recent or active infection, history of allergic reaction/hypersensitivity, and number (0–1/2–4/5–7) of ixekizumab 80 mg injections after baseline until day 105.

Results

This analysis included 663/666 patients enrolled in the primary study. At least one AESI was reported in 224 (33.8%) patients and considered related to ixekizumab in 181 (27.3%); the most common were injection site reactions (n = 131, 19.8%), infections (n = 80, 12.1%), and allergic reactions/hypersensitivity events (n = 59, 8.9%). The proportion of patients with ≥ 1 AE was higher for females versus males (99/186, 53.2% versus 184/477, 38.6%, p = 0.0006). The proportion of patients with ≥ 1 AE increased with the number of ixekizumab injections after baseline [61/188 (32.4%) for zero to one injection, 151/338 (44.7%) for two to four injections, and 61/106 (57.5%) for five to seven injections; p = 0.0001].

Conclusions

In this real-world study, ixekizumab was well tolerated in Chinese patients with moderate-to-severe plaque psoriasis, with no difference in safety across most patient subgroups.

导言伊克珠单抗是一种抗白细胞介素-17A的单克隆抗体,治疗中重度斑块状银屑病疗效显著,耐受性良好。然而,有关ixekizumab在中国患者群体中的实际安全性的数据却很有限。我们在中国的常规临床实践中开展了一项ixekizumab治疗中重度斑块状银屑病的观察性研究。方法在这项前瞻性、观察性、单臂、多中心、上市后安全性研究中,中国各地医院的皮肤科登记了接受ixekizumab治疗的中重度斑块状银屑病成人患者(≥18岁),并对他们进行了为期12周或直至最后一次服用ixekizumab的前瞻性随访。在这项分析中,我们评估了使用 MedDRA® 搜索策略发现的特殊关注不良事件 (AEs)。我们还按年龄(65/≥65 岁)、性别、体重(60/60 千克至 80/≥80 千克)、肾功能损害、肝功能损害、结核病史、HBV 感染史、近期或活动性感染、过敏反应/过敏史以及基线后至第 105 天注射伊昔单抗 80 毫克的次数(0-1/2-4/5-7)对亚组中发生率超过 10 例的 AEs 和 AESI 进行了分析。结果这项分析包括663/666名参加主要研究的患者。224例(33.8%)患者报告了至少一种AESI,181例(27.3%)被认为与ixekizumab有关;最常见的是注射部位反应(131例,19.8%)、感染(80例,12.1%)和过敏反应/过敏事件(59例,8.9%)。女性与男性相比,发生≥1次AE的患者比例更高(99/186,53.2%;184/477,38.6%;P = 0.0006)。在这项真实世界研究中,中国中重度斑块状银屑病患者对ixekizumab的耐受性良好,大多数亚组患者的安全性没有差异。
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引用次数: 0
Composite Plot for Visualizing Aminotransferase and Bilirubin Changes in Clinical Trials of Subjects with Abnormal Baseline Values 用于显示基线值异常受试者临床试验中转氨酶和胆红素变化的复合图
IF 4.2 2区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2024-04-20 DOI: 10.1007/s40264-024-01425-5
Bereket Tesfaldet, Tejas Patel, Minjun Chen, Frank Pucino, Lilliam Rosario, Paul Hayashi, Eileen Navarro Almario

Introduction

On-treatment excursions of liver laboratory test values in clinical trials involving subjects with underlying liver disease are relevant for the efficacy and safety assessment of drug products and biologics. Existing visualization and analysis tools do not efficiently provide an integrated view of these excursions when baseline liver tests are abnormal.

Objective

The aim of this study was to develop a composite plot that enables visualization of on-treatment changes in liver test results both as multiples of the upper limit of normal defined by each laboratory’s reference population (×ULN) and multiples of the subjects’ baseline (×BLN) values.

Methods

The composite plot approach combines biochemical evaluation for drug-induced severe hepatotoxicity (eDISH) plots sequentially applied to subjects’ baseline and peak on-treatment liver test results normalized by ULN and integrates them into a four-panel shift plot of peak on-treatment values normalized by BLN.

Results

The composite plot enabled efficient assessment of improvement in liver test values during treatment compared with pretreatment in subjects treated with the investigational drug (or the natural history of placebo-treated subjects) and identified outlier subjects for potential drug-induced liver injury.

Conclusion

For studies in subjects with abnormal baseline values, the composite plot has potential application in the assessment of beneficial and concerning on-treatment modifications in liver test values in reference to the individual subject’s baseline and population threshold values.

导言:在涉及患有基础肝病的受试者的临床试验中,肝脏实验室检测值在治疗期间的偏移与药物产品和生物制剂的疗效和安全性评估息息相关。现有的可视化和分析工具不能有效地提供基线肝脏检测异常时这些偏移的综合视图。本研究的目的是开发一种复合图,它既能以各实验室参考人群定义的正常值上限的倍数(×ULN),也能以受试者基线值的倍数(×BLN)来显示治疗中肝脏检测结果的变化。方法该复合图谱方法将药物诱导重度肝毒性生化评估(eDISH)图谱依次应用于按 ULN 归一化的受试者基线和治疗时肝脏检测结果峰值,并将其整合到按 BLN 归一化的治疗时峰值的四面板移动图谱中。结论对于基线值异常的受试者的研究,复合图具有潜在的应用价值,可以参照受试者个体的基线值和群体阈值,评估治疗期间肝脏检测值的有益和相关变化。
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引用次数: 0
Enzalutamide: Understanding and Managing Drug Interactions to Improve Patient Safety and Drug Efficacy 恩杂鲁胺:了解和管理药物相互作用,提高患者安全和药物疗效
IF 4.2 2区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2024-04-12 DOI: 10.1007/s40264-024-01415-7
Brandon W. Lennep, Jesse Mack, Srinivasu Poondru, Elizabeth Hood, Brooke D. Looney, Monique Williams, Judeth J. Bianco, Alicia K. Morgans

Enzalutamide is an oral androgen receptor signaling inhibitor utilized in the treatment of men with prostate cancer. It is a moderate inducer of the cytochrome P450 (CYP) enzymes CYP2C9 and CYP2C19, and a strong inducer of CYP3A4. It was also shown to be a mild inhibitor of the efflux transporter P-glycoprotein in patients with prostate cancer. Enzalutamide is primarily metabolized by CYP3A4 and CYP2C8. The risk of enzalutamide drug interactions arises primarily when it is coadministered with other drugs that interact with these CYPs, including CYP3A4. In this review, we begin by providing an overview of enzalutamide including its dosing, use in special populations, pharmacokinetics, changes to its prescribing information, and potential for interaction with coadministered drugs. Enzalutamide interactions with drugs from a wide range of medication classes commonly prescribed to patients with prostate cancer are described, including oral androgen deprivation therapy, agents used to treat a range of cardiovascular diseases, antidiabetic drugs, antidepressants, anti-seizure medications, common urology medications, analgesics, proton pump inhibitors, immunosuppressants, and antigout drugs. Enzalutamide interactions with common vitamins and supplements are also briefly discussed. This review provides a resource for healthcare practitioners and patients that will help provide a basis for the understanding and management of enzalutamide drug–drug interactions to inform decision making, improve patient safety, and optimize drug efficacy.

恩杂鲁胺是一种口服雄激素受体信号抑制剂,用于治疗男性前列腺癌。它是细胞色素 P450(CYP)酶 CYP2C9 和 CYP2C19 的中度诱导剂,也是 CYP3A4 的强诱导剂。研究还表明,恩杂鲁胺对前列腺癌患者的外排转运体 P 糖蛋白有轻度抑制作用。恩杂鲁胺主要通过CYP3A4和CYP2C8代谢。恩杂鲁胺药物相互作用的风险主要出现在与其他与这些CYPs(包括CYP3A4)相互作用的药物联合用药时。在本综述中,我们首先概述了恩杂鲁胺,包括其剂量、在特殊人群中的使用、药代动力学、处方信息的变化以及与联合用药发生相互作用的可能性。介绍了恩杂鲁胺与前列腺癌患者常用药物的相互作用,包括口服雄激素剥夺疗法、治疗各种心血管疾病的药物、抗糖尿病药物、抗抑郁药物、抗癫痫药物、常见的泌尿科药物、镇痛药、质子泵抑制剂、免疫抑制剂和抗痛风药物。此外,还简要讨论了恩杂鲁胺与常见维生素和补充剂的相互作用。本综述为医疗从业人员和患者提供了一个资源库,有助于为理解和处理恩杂鲁胺药物间相互作用提供依据,从而为决策提供信息、提高患者安全性并优化药物疗效。
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引用次数: 0
COVID-19 Vaccines and Heavy Menstrual Bleeding: The Impact of Media Attention on Reporting to EudraVigilance COVID-19 疫苗与月经过多:媒体关注对向 EudraVigilance 报告的影响
IF 4.2 2区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2024-04-12 DOI: 10.1007/s40264-024-01426-4
María Gordillo-Marañón, Agnieszka Szmigiel, Vladimíra Yalmanová, Irina Caplanusi, Georgy Genov, David Benee Olsen, Sabine Straus

Background and Objective

During the COVID-19 vaccination campaign, over 34,000 reports of heavy menstrual bleeding following the administration of COVID-19 vaccines originating in the Economic European Area were submitted to EudraVigilance, the European Union database of suspected adverse drug reactions. More than 90% of these reports were sent by consumers while the remaining by healthcare professionals. Public concerns regarding menstruation disorders in COVID-19 vaccinees were also covered by the media. We investigated the impact of media attention on the reporting trends of heavy menstrual bleeding to EudraVigilance.

Methods

We used media outlets published in the Economic European Area on menstrual disorders and COVID-19 vaccines from the beginning of the vaccination campaign in the Economic European Area (1 January, 2021) until December 2022 (i.e., after the regulatory request to add the adverse event to the product information) and spontaneous reports from EudraVigilance.

Results

We found that the publication of safety updates from regulatory authorities and subsequent coverage in media outlets preceded increased reporting to EudraVigilance. Furthermore, the heavy menstrual bleeding reported in the cases occurred several weeks or months earlier and were not submitted to the respective date. The analysis suggests that the spikes in reporting of heavy menstrual bleeding were to some extent influenced by media coverage in some countries.

Conclusions

Consumer reporting to the European Union spontaneous data collection system, EudraVigilance, was of high value for regulatory safety reviews, albeit the reporting behaviours were not free of the influence of the media. These sources of information can be investigated to understand the context of safety concerns of public health interest.

背景和目的在 COVID-19 疫苗接种活动期间,欧盟疑似药物不良反应数据库 EudraVigilance 收到了 34,000 多份关于欧洲经济区接种 COVID-19 疫苗后出现大量月经出血的报告。其中 90% 以上的报告由消费者提交,其余报告由医疗保健专业人员提交。媒体也报道了公众对 COVID-19 疫苗接种者月经紊乱的担忧。我们调查了媒体关注对向 EudraVigilance 报告大量月经出血趋势的影响。方法我们使用了欧洲经济区媒体从欧洲经济区疫苗接种活动开始(2021 年 1 月 1 日)到 2022 年 12 月(即:监管部门要求添加不良反应后)期间发表的有关月经紊乱和 COVID-19 疫苗的报道、结果我们发现,在 EudraVigilance 收到更多报告之前,监管机构发布了安全性更新,随后媒体也进行了报道。此外,病例中报告的大量月经出血发生在几周或几个月之前,并没有提交到相应的日期。结论消费者向欧盟自发数据收集系统 EudraVigilance 的报告对监管部门的安全审查具有很高的价值,尽管报告行为并没有摆脱媒体的影响。可以对这些信息来源进行调查,以了解涉及公众健康的安全问题的来龙去脉。
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引用次数: 0
Lessons Learned on Observed-to-Expected Analysis Using Spontaneous Reports During Mass Vaccination 在大规模疫苗接种过程中利用自发报告进行观察结果到预期结果分析的经验教训
IF 4.2 2区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2024-04-09 DOI: 10.1007/s40264-024-01422-8
María Gordillo-Marañón, Gianmario Candore, Karin Hedenmalm, Kate Browne, Robert Flynn, Loris Piccolo, Aniello Santoro, Cosimo Zaccaria, Xavier Kurz

During the COVID-19 vaccination campaign, observed-to-expected analysis was used by the European Medicines Agency to contextualise data from spontaneous reports to generate real-time evidence on emerging safety concerns that may impact the benefit-risk profile of COVID-19 vaccines. Observed-to-expected analysis compares the number of cases spontaneously reported for an event of interest after vaccination (‘observed’) to the ‘expected’ number of cases anticipated to occur in the same number of individuals had they not been vaccinated. Observed-to-expected analysis is a robust methodology that relies on several assumptions that have been described in regulatory guidelines and scientific literature. The use of observed-to-expected analysis to support the safety monitoring of COVID-19 vaccines has provided valuable insights and lessons on its design and interpretability, which could prove to be beneficial in future analyses. When undertaking an observed-to-expected analysis within the context of safety monitoring, several aspects need attention. In particular, we emphasise the importance of stratified and harmonised data collection both for vaccine exposure and spontaneous reporting data, the need for alignment between coding dictionaries and the crucial role of accurate background incidence rates for adverse events of special interest. While these considerations and recommendations were determined in the context of the COVID-19 mass vaccination setting, they are generalisable in principle.

在 COVID-19 疫苗接种活动期间,欧洲药品管理局使用了观察结果与预期结果对比分析法,对自发报告的数据进行背景分析,以获得可能影响 COVID-19 疫苗效益-风险状况的新出现的安全性问题的实时证据。观察到预期分析将接种疫苗后自发报告的相关事件的病例数("观察到的")与相同数量的个体在未接种疫苗的情况下预计发生的病例数("预期的")进行比较。观察到的病例数到预期病例数分析是一种可靠的方法,它依赖于监管指南和科学文献中描述的若干假设。使用观察-预期分析来支持 COVID-19 疫苗的安全性监测为其设计和可解释性提供了宝贵的见解和经验,这些见解和经验可能对未来的分析有益。在安全性监测中进行观察-预期分析时,有几个方面需要注意。我们特别强调了对疫苗暴露数据和自发报告数据进行分层和统一数据收集的重要性、对编码词典进行统一的必要性以及对特别关注的不良事件的准确背景发生率的关键作用。虽然这些考虑因素和建议是在 COVID-19 大规模疫苗接种的背景下确定的,但原则上是可以推广的。
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引用次数: 0
Behavioral Science: Enhancing Our Approach to the Development of Effective Additional Risk Minimization Strategies 行为科学:加强我们制定有效的额外风险最小化战略的方法
IF 4.2 2区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2024-04-09 DOI: 10.1007/s40264-024-01420-w
Joanne Treacy, Elaine H. Morrato, Robert Horne, Michael S. Wolf, Ameet Bakhai, Marie-Claire Wilson, Mark Lightowler, Sibel Guerler, Jeremy Jokinen

Additional risk minimization strategies may be required to assure a positive benefit–risk balance for some therapeutic products associated with serious adverse drug reactions/risks of use, without which these products may be otherwise unavailable to patients. The goals of risk minimization strategies are often fundamentally to influence the behavior of healthcare professionals (HCPs) and/or patients and can include appropriate patient selection, provision of education and counselling, appropriate medication use, adverse drug reaction monitoring, and adoption of other elements to assure safe use, such as pregnancy prevention. Current approaches to additional risk minimization strategy development rely heavily on information provision, without full consideration of the contextual factors and multi-level influences on patient and HCP behaviors that impact adoption and long-term adherence to these interventions. Application of evidence-based behavioral science methods are urgently needed to improve the quality and effectiveness of these strategies. Evidence from the fields of adherence, health promotion, and drug utilization research underscores the value and necessity for using established behavioral science frameworks and methods if we are to achieve clinical safety goals for patients. The current paper aims to enhance additional risk minimization strategy development and effectiveness by considering how a behavioral science approach can be applied, drawing from evidence in understanding of engagement with pharmaceutical medicines as well as wider public health interventions for patients and HCPs.

对于某些与严重药物不良反应/使用风险相关的治疗产品,可能需要采取额外的风险最小化策略,以确保效益与风险之间的正平衡,否则患者可能无法获得这些产品。风险最小化策略的目标通常从根本上影响医疗保健专业人员(HCPs)和/或患者的行为,可包括适当选择患者、提供教育和咨询、适当用药、药物不良反应监测,以及采用其他确保安全使用的要素,如预防妊娠。目前制定额外风险最小化策略的方法主要依赖于信息提供,而没有充分考虑影响患者和 HCP 行为的背景因素和多层次影响因素,这些因素会影响这些干预措施的采用和长期坚持。迫切需要应用循证行为科学方法来提高这些策略的质量和有效性。如果我们要为患者实现临床安全目标,那么来自依从性、健康促进和药物使用研究领域的证据强调了使用既定行为科学框架和方法的价值和必要性。本论文旨在通过考虑如何应用行为科学方法,借鉴了解患者和 HCP 参与药物治疗以及更广泛的公共卫生干预的证据,从而加强额外风险最小化策略的制定和有效性。
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引用次数: 0
Sociodemographic Characteristics of Adverse Event Reporting in the USA: An Ecologic Study. 美国不良事件报告的社会人口学特征:一项生态学研究。
IF 4.2 2区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2024-04-01 Epub Date: 2024-02-14 DOI: 10.1007/s40264-024-01397-6
Monica A Muñoz, Gerald J Dal Pan, Yu-Jung Jenny Wei, Hong Xiao, Chris Delcher, Andrew Giffin, Nabila Sadiq, Almut G Winterstein

Introduction: The Food and Drug Administration Adverse Event Reporting System (FAERS) is a vital source of new drug safety information, but whether adverse event (AE) information collected from these systems adequately captures experiences of the overall United States (US) population is unknown.

Objective: To examine determinants of consumer AE reporting in the USA.

Methods: Five-year AE reporting rate per 100,000 residents per US county were calculated, mapped, and quartiled for AE reports received directly from consumers between 2011 and 2015. Associations between county-level sociodemographic factors obtained from County Health Rankings and AE reporting rates were evaluated using negative binomial regression.

Results: Reporting rates were variable across US counties with > 17.6 reports versus ≤ 5.5 reports/100,000 residents in the highest and lowest reporting quartile, respectively. Controlling for drug utilization, counties with higher reporting rates had higher proportions of individuals age ≥ 65 years (e.g., 2.4% reporting increase per 1% increase in individuals age > 65, incidence rate ratio (IRR): 1.024, 95% confidence interval (CI): 1.017-1.030), higher proportions of females (IRR: 1.027, 95% CI 1.012-1.043), uninsured (IRR: 1.009, 95% CI 1.005-1.013), higher median log household incomes (IRR: 1.897, 95% CI 1.644-2.189) and more mental health providers per 100,000 residents (IRR: 1.003, 95% CI 1.001-1.004). Lower reporting was observed in counties with higher proportions of individuals age ≤ 18 years (IRR: 0.966, 95% CI 0.959-0.974), American Indian or Alaska Native individuals (IRR: 0.991, 95% CI 0.986-0.996), individuals not proficient in English (IRR: 0.978, 95% CI 0.965-0.991), and individuals residing in rural areas within a county (IRR: 0.998, 95% CI 0.997-0.998).

Conclusions: Observed variations in consumer AE reporting may be related to sociodemographic factors and healthcare access. Because these factors may also correspond to AE susceptibility, voluntary AE reporting systems may be suboptimal for capturing emerging drug safety concerns among more vulnerable populations.

简介:美国食品和药物管理局不良事件报告系统(FAERS)是新药安全信息的重要来源,但从这些系统收集的不良事件(AE)信息是否充分反映了整个美国人口的经历尚不得而知:研究美国消费者 AE 报告的决定因素:方法:对 2011 年至 2015 年间直接从消费者处收到的 AE 报告进行计算、绘图和四分法分析,得出美国每个县每 10 万居民的五年 AE 报告率。使用负二项回归法评估了从县健康排名中获得的县级社会人口因素与急性呼吸道感染报告率之间的关联:美国各县的报告率不尽相同,报告率最高和最低的四分位数分别为大于 17.6 份报告和小于 5.5 份报告/100,000 居民。在控制药物使用的情况下,报告率越高的县,65 岁以上人口的比例越高(例如,65 岁以上人口每增加 1%,报告率增加 2.4%,发病率比 (IRR):1.024,95% 置信区间):女性比例较高(IRR:1.027,95% 置信区间 (CI):1.012-1.043),无保险(IRR:1.009,95% 置信区间 (CI):1.005-1.013),家庭收入中位数对数较高(IRR:1.897,95% 置信区间 (CI):1.644-2.189),每 10 万居民中有更多心理健康服务提供者(IRR:1.003,95% 置信区间 (CI):1.001-1.004)。在18岁以下人群(IRR:0.966,95% CI 0.959-0.974)、美国印第安人或阿拉斯加原住民(IRR:0.991,95% CI 0.986-0.996)、英语不熟练人群(IRR:0.978,95% CI 0.965-0.991)和居住在农村地区人群(IRR:0.998,95% CI 0.997-0.998)比例较高的县,报告率较低:消费者AE报告中观察到的差异可能与社会人口因素和医疗服务的获取有关。由于这些因素也可能与AE易感性相对应,因此自愿性AE报告系统可能并不适合捕捉较弱势群体中新出现的药物安全问题。
{"title":"Sociodemographic Characteristics of Adverse Event Reporting in the USA: An Ecologic Study.","authors":"Monica A Muñoz, Gerald J Dal Pan, Yu-Jung Jenny Wei, Hong Xiao, Chris Delcher, Andrew Giffin, Nabila Sadiq, Almut G Winterstein","doi":"10.1007/s40264-024-01397-6","DOIUrl":"10.1007/s40264-024-01397-6","url":null,"abstract":"<p><strong>Introduction: </strong>The Food and Drug Administration Adverse Event Reporting System (FAERS) is a vital source of new drug safety information, but whether adverse event (AE) information collected from these systems adequately captures experiences of the overall United States (US) population is unknown.</p><p><strong>Objective: </strong>To examine determinants of consumer AE reporting in the USA.</p><p><strong>Methods: </strong>Five-year AE reporting rate per 100,000 residents per US county were calculated, mapped, and quartiled for AE reports received directly from consumers between 2011 and 2015. Associations between county-level sociodemographic factors obtained from County Health Rankings and AE reporting rates were evaluated using negative binomial regression.</p><p><strong>Results: </strong>Reporting rates were variable across US counties with > 17.6 reports versus ≤ 5.5 reports/100,000 residents in the highest and lowest reporting quartile, respectively. Controlling for drug utilization, counties with higher reporting rates had higher proportions of individuals age ≥ 65 years (e.g., 2.4% reporting increase per 1% increase in individuals age > 65, incidence rate ratio (IRR): 1.024, 95% confidence interval (CI): 1.017-1.030), higher proportions of females (IRR: 1.027, 95% CI 1.012-1.043), uninsured (IRR: 1.009, 95% CI 1.005-1.013), higher median log household incomes (IRR: 1.897, 95% CI 1.644-2.189) and more mental health providers per 100,000 residents (IRR: 1.003, 95% CI 1.001-1.004). Lower reporting was observed in counties with higher proportions of individuals age ≤ 18 years (IRR: 0.966, 95% CI 0.959-0.974), American Indian or Alaska Native individuals (IRR: 0.991, 95% CI 0.986-0.996), individuals not proficient in English (IRR: 0.978, 95% CI 0.965-0.991), and individuals residing in rural areas within a county (IRR: 0.998, 95% CI 0.997-0.998).</p><p><strong>Conclusions: </strong>Observed variations in consumer AE reporting may be related to sociodemographic factors and healthcare access. Because these factors may also correspond to AE susceptibility, voluntary AE reporting systems may be suboptimal for capturing emerging drug safety concerns among more vulnerable populations.</p>","PeriodicalId":11382,"journal":{"name":"Drug Safety","volume":" ","pages":"377-387"},"PeriodicalIF":4.2,"publicationDate":"2024-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10955028/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139729307","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Drug-Induced Progressive Multifocal Leukoencephalopathy (PML): A Systematic Review and Meta-Analysis. 药物诱发的进行性多灶性白质脑病(PML):系统回顾与元分析》。
IF 4 2区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2024-04-01 Epub Date: 2024-02-07 DOI: 10.1007/s40264-023-01383-4
Lorenzo Vittorio Rindi, Drieda Zaçe, Neva Braccialarghe, Barbara Massa, Virginia Barchi, Roberta Iannazzo, Ilenia Fato, Francesco De Maria, Dimitra Kontogiannis, Vincenzo Malagnino, Loredana Sarmati, Marco Iannetta
<p><strong>Introduction: </strong>Progressive multifocal leukoencephalopathy (PML) was first described among patients affected by hematological or solid tumors. Following the human immunodeficiency virus (HIV) epidemic, people living with HIV have represented most cases for more than a decade. With the diffusion of highly active antiretroviral therapy, this group progressively decreased in favor of patients undergoing treatment with targeted therapy/immunomodulators. In this systematic review and meta-analysis, the objective was to assess which drugs are most frequently related to PML development, and report the incidence of drug-induced PML through a meta-analytic approach.</p><p><strong>Methods: </strong>The electronic databases MEDLINE, EMBASE, ClinicalTrials.gov, Web of Science and the Canadian Agency for Drugs and Technologies in Health Database (CADTH) were searched up to May 10, 2022. Articles that reported the risk of PML development after treatment with immunomodulatory drugs, including patients of both sexes under the age of 80 years, affected by any pathology except HIV, primary immunodeficiencies or malignancies, were included in the review. The incidence of drug-induced PML was calculated based on PML cases and total number of patients observed per 100 persons and the observation time. Random-effect metanalyses were conducted for each drug reporting pooled incidence with 95% confidence intervals (CI) and median (interquartile range [IQR]) of the observation time. Heterogeneity was measured by I<sup>2</sup> statistics. Publication bias was examined through funnel plots and Egger's test.</p><p><strong>Results: </strong>A total of 103 studies were included in the systematic review. In our analysis, we found no includible study reporting cases of PML during the course of treatment with ocrelizumab, vedolizumab, abrilumab, ontamalimab, teriflunomide, daclizumab, inebilizumab, basiliximab, tacrolimus, belimumab, infliximab, firategrast, disulone, azathioprine or danazole. Dalfampridine, glatiramer acetate, dimethyl fumarate and fingolimod show a relatively safe profile, although some cases of PML have been reported. The meta-analysis showed an incidence of PML cases among patients undergoing rituximab treatment for multiple sclerosis (MS) of 0.01 cases/100 persons (95% CI - 0.08 to 0.09; I<sup>2</sup> = 20.4%; p = 0.25) for a median observation period of 23.5 months (IQR 22.1-42.1). Treatment of MS with natalizumab carried a PML risk of 0.33 cases/100 persons (95% CI 0.29-0.37; I<sup>2</sup> = 50%; p = 0.003) for a median observation period of 44.1 months (IQR 28.4-60) and a mean number of doses of 36.3 (standard deviation [SD] ± 20.7). When comparing data about patients treated with standard interval dosing (SID) and extended interval dosing (EID), the latter appears to carry a smaller risk of PML, that is, 0.08 cases/100 persons (95% CI 0.0-0.15) for EID versus 0.3 cases/100 persons (95% CI 0.25-0.34) for SID.</p><p><strong>Conclusions:
简介:进行性多灶性白质脑病(PML进行性多灶性白质脑病(PML)最早出现在血液肿瘤或实体瘤患者中。随着人类免疫缺陷病毒(HIV)的流行,十多年来,HIV 感染者占据了大多数病例。随着高活性抗逆转录病毒疗法的推广,这类患者逐渐减少,转而接受靶向疗法/免疫调节剂治疗。本系统综述和荟萃分析旨在评估哪些药物最常与 PML 的发生有关,并通过荟萃分析方法报告药物诱发 PML 的发生率:方法:检索了截至 2022 年 5 月 10 日的电子数据库 MEDLINE、EMBASE、ClinicalTrials.gov、Web of Science 和加拿大药物与健康技术局数据库 (CADTH)。综述纳入了报道免疫调节药物治疗后发生 PML 风险的文章,包括年龄在 80 岁以下、受 HIV、原发性免疫缺陷或恶性肿瘤以外的任何病症影响的男女患者。药物诱发 PML 的发生率根据每 100 人中的 PML 病例和观察到的患者总数以及观察时间计算。对每种药物进行随机效应荟萃分析,报告汇总的发病率、95%置信区间(CI)和观察时间的中位数(四分位间距[IQR])。异质性通过 I2 统计量进行衡量。发表偏倚通过漏斗图和 Egger 检验进行检测:共有 103 项研究被纳入系统综述。在分析中,我们没有发现任何研究报告了在使用奥克利珠单抗、维妥珠单抗、阿布利珠单抗、奥他马利单抗、特利氟米诺、达克珠单抗、伊奈比珠单抗、巴西利昔单抗、他克莫司、贝利木单抗、英夫利昔单抗、非拉格司特、迪舒龙、硫唑嘌呤或达那唑治疗期间发生 PML 的病例。达芬普利汀、醋酸格拉替雷、富马酸二甲酯和芬戈莫德的安全性相对较高,但也有一些 PML 病例的报道。荟萃分析显示,接受利妥昔单抗治疗的多发性硬化症(MS)患者的 PML 病例发生率为 0.01 例/100 人(95% CI - 0.08 至 0.09;I2 = 20.4%;p = 0.25),中位观察期为 23.5 个月(IQR 22.1-42.1)。用纳他珠单抗治疗多发性硬化症的 PML 风险为 0.33 例/100 人(95% CI 0.29-0.37;I2 = 50%;p = 0.003),中位观察期为 44.1 个月(IQR 28.4-60),平均剂量为 36.3(标准差 [SD] ± 20.7)。比较标准间隔给药(SID)和延长间隔给药(EID)患者的数据,后者发生PML的风险似乎较小,即EID为0.08例/100人(95% CI 0.0-0.15),而SID为0.3例/100人(95% CI 0.25-0.34):在神经系统领域,免疫系统未因肿瘤、HIV 或同时服用药物而受到抑制的患者发生与药物相关的 PML 的风险较高。这种风险在多发性硬化症治疗中更高,特别是在纳他珠单抗的长期治疗中。虽然考虑到这种药物在减少多发性硬化症复发方面的疗效,它仍是这一领域的常规处方药,但在其他领域,它的作用可能会越来越小,并逐渐被其他更安全、更近期获批的药物所取代。
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引用次数: 0
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Drug Safety
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