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Signals of Adverse Reactions to Herbal Medicines: Evidence and Document Analysis Based on a Scoping Review. 中草药不良反应的信号:基于范围回顾的证据和文献分析。
IF 3.8 2区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2025-12-01 Epub Date: 2025-07-02 DOI: 10.1007/s40264-025-01580-3
Daniele Sartori, Jeffrey K Aronson, Judith S Brand, Oskar Gauffin, Sara Hedfors Vidlin, G Niklas Norén, Igho J Onakpoya
<p><strong>Background: </strong>To date, signals of adverse reactions to herbal medicines have not been systematically reviewed, limiting pharmacovigilance of herbal medicines because of a lack of data.</p><p><strong>Objectives: </strong>We sought to analyse the available evidence on signals involving herbal medicines and to determine to what extent they had been documented at the European Union (EU) level and in the USA.</p><p><strong>Methods: </strong>We used the results of a published scoping review of interventional and non-interventional studies that reported signals of adverse reactions to drugs. We assigned Anatomical Therapeutic Chemical classification to all drugs, and identified herbal medicines when they fell under the  Anatomical Therapeutic Chemical V90. We ascertained the presence of the adverse reaction, or related adverse reactions, for each signal in reference documents for healthcare professionals: the US Botanical Safety Handbook and the EU monographs and US Dietary Supplement Fact Sheets; and in those for consumers: the US Dietary Supplement Label Database. We summarised the data descriptively, treating US documents as one and comparing harms across pairs of US and EU documents by signal. Documents were deemed concordant if they both included the same or related adverse reactions, or if neither did. We also compared adverse reactions across US documents for healthcare professionals with those for consumers.</p><p><strong>Results: </strong>Of the 10,861 signals covered by the scoping review, 53 (0.49%) concerned herbal medicines, all based on case reports. Reference documents from both the US and EU were available for 37 signals. Most of the documents were concordant (73%), and ten (27%) were discordant: six adverse reactions were mentioned only in US documents, three only in EU monographs, and one was warned against in US documents but not in EU documents. Twenty-one signals could be followed up in the Botanical Safety Handbook and Dietary Supplement Fact Sheets. Most (68%) US documents for healthcare professionals were concordant. When the Botanical Safety Handbook and Dietary Supplement Fact Sheets did not include an adverse reaction, neither did the Dietary Supplement Label Database. However, when they did, only 20% of the labels for consumers did too. The proportion of labels mentioning adverse reactions otherwise available in documents intended for healthcare professionals ranged widely, reflecting differences across multiple labels for the same products.</p><p><strong>Conclusions: </strong>Very few signals of adverse reactions from the wider scoping review concerned herbal medicines, and were all based on case reports. Information was mostly concordant across documents in the EU and USA. As manufacturers are solely responsible for the contents of the Dietary Supplement Label Database, regulatory oversight may be required to ensure that consistent and comprehensive information on the harms of herbal medicines is made avai
背景:迄今为止,尚未对草药不良反应的信号进行系统审查,由于缺乏数据,限制了草药的药物警惕性。目的:我们试图分析有关草药信号的现有证据,并确定它们在欧盟(EU)和美国的记录程度。方法:我们使用了已发表的介入和非介入研究的范围综述结果,这些研究报告了药物不良反应的信号。我们对所有药物进行解剖治疗化学分类,并对属于解剖治疗化学V90的草药进行鉴定。我们确定了医疗保健专业人员参考文件中每个信号的不良反应或相关不良反应的存在:美国植物安全手册、欧盟专著和美国膳食补充剂说明书;以及消费者的:美国膳食补充剂标签数据库。我们描述性地总结了数据,将美国文件视为一个,并通过信号比较美国和欧盟文件对的危害。如果两份文件均包含相同或相关的不良反应,或两者均不包含,则认为文件一致。我们还比较了美国医疗保健专业人员和消费者的不良反应。结果:在10861个信号中,53个(0.49%)与中草药有关,均基于病例报告。美国和欧盟提供了37个信号的参考文件。大多数文件是一致的(73%),10个(27%)是不一致的:6个不良反应只在美国文件中提到,3个只在欧盟专著中提到,1个在美国文件中被警告,但在欧盟文件中没有。21个信号可以在植物安全手册和膳食补充剂说明书中跟进。大多数(68%)美国医疗保健专业人员的文件是一致的。当植物安全手册和膳食补充剂说明书没有包括不良反应时,膳食补充剂标签数据库也没有。然而,当他们这样做时,只有20%的消费者标签也这样做了。在针对医疗保健专业人员的文件中提及不良反应的标签比例相差很大,反映了同一产品的多个标签之间的差异。结论:从更大范围的综述中很少有关于草药的不良反应信号,并且都是基于病例报告。欧盟和美国的文件间信息基本一致。由于制造商对膳食补充剂标签数据库的内容全权负责,因此可能需要监管监督,以确保向美国消费者提供有关草药危害的一致和全面的信息。
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引用次数: 0
External Comparator Studies: Performance of Four Missing Data-Handling Approaches, Stratified by Four Different Marginal Estimators. 外部比较研究:四种缺失数据处理方法的性能,由四种不同的边际估计器分层。
IF 3.8 2区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2025-12-01 Epub Date: 2025-08-21 DOI: 10.1007/s40264-025-01586-x
Gerd Rippin, Héctor Sanz, Wilhelmina E Hoogendoorn, Joan A Largent

Background and objective: Missing data and unmeasured confounding may bias results of external comparator (EC) studies. Previous research quantified these effects, but there were still knowledge gaps in terms of studying a broader set of missing data-handling approaches. This knowledge gap is addressed by investigating four different ways to handle missing data for a set of four distinct marginal estimators.

Methods: An extensive simulation study was conducted based on two real EC case studies. Four different variants of missing data-handling approaches were assessed in terms of bias and other performance characteristics. Specifically, multiple imputation (MI) for the trial and EC cohorts was conducted by applying within-cohort MI, across-cohort MI and a mixed within-across-cohort MI scheme. Dropping a covariate from the analysis model if missingness exceeded a certain threshold was also added as an analysis strategy. All simulation results were generated for a set of four marginal estimators: the average treatment effect of the untreated (ATU), the average treatment effect (ATE), the average treatment effect of the treated (ATT), and the average treatment effect in the overlap population (ATO). Missingness was simulated to occur only in the EC cohort, and propensity score weighting was applied as causal inference method.

Results: Overall, within-cohort MI and the ATU showed best performance in terms of mitigating bias, while the strategy of leaving out prognostic factors (covariates) due to a higher percentage of missingness performed worst.

Conclusions: Performances of four missing data-handling strategies were assessed for a set of four different marginal estimators. Our results add clarity with regard to potential residual bias for researchers conducting EC studies when using propensity score weighting in the case of missing data or unmeasured confounding. This enables researchers to select most appropriate statistical approaches to minimise bias, potentially by including an additional bias estimation and correction step.

背景和目的:缺失数据和未测量的混杂因素可能使外部比较器(EC)研究的结果偏倚。之前的研究量化了这些影响,但在研究更广泛的缺失数据处理方法方面仍然存在知识空白。通过研究四种不同的方法来处理一组四个不同的边际估计器的缺失数据,解决了这种知识差距。方法:基于两个真实的EC案例进行了广泛的模拟研究。根据偏差和其他性能特征评估了缺失数据处理方法的四种不同变体。具体而言,通过应用队列内MI、跨队列MI和混合跨队列MI方案,对试验和EC队列进行了多重imputation (MI)。如果缺失超过一定的阈值,从分析模型中删除协变量也被添加为一种分析策略。所有的模拟结果都是为一组四个边际估计量生成的:未处理的平均处理效果(ATU)、平均处理效果(ATE)、处理的平均处理效果(ATT)和重叠群体中的平均处理效果(ATO)。模拟缺失只发生在EC队列中,并采用倾向得分加权作为因果推理方法。结果:总体而言,队列内MI和ATU在减轻偏倚方面表现最佳,而由于缺失率较高而忽略预后因素(协变量)的策略表现最差。结论:四种缺失数据处理策略的性能被评估为一组四种不同的边际估计器。我们的结果为研究人员在缺少数据或未测量的混杂情况下使用倾向评分加权进行EC研究时增加了关于潜在残留偏倚的清晰度。这使研究人员能够选择最合适的统计方法来最小化偏差,可能包括额外的偏差估计和校正步骤。
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引用次数: 0
The Development and Use of Office of New Drugs Custom Medical Queries for Safety Analyses of Clinical Trial Data. 新药定制医学查询在临床试验数据安全性分析中的开发与应用。
IF 3.8 2区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2025-12-01 Epub Date: 2025-09-15 DOI: 10.1007/s40264-025-01582-1
Scott Proestel, Vaishali Popat, Ellis F Unger, Linda J B Jeng

The evaluation of safety data by the US Food and Drug Administration (FDA) is a critical step in the review of marketing applications for drugs and biologics. It can be difficult to identify a safety signal, and important signals can be missed if not evaluated comprehensively. Adverse events reported by study participants constitute a major source of safety data, and while previously established standard term groupings have been useful for analysis (e.g., Standardised MedDRA® Queries), the Office of New Drugs (OND) at the FDA determined a need for more clinically meaningful groupings specifically designed for use in premarket drug safety evaluation. To improve safety signal detection and analyses of adverse reactions, OND developed standard groupings of adverse event terms known as OND Custom Medical Queries (OCMQs). OCMQs are intended to capture clinically meaningful groupings (i.e., safety signals) represented in premarketing data. OND has seen great utility in OCMQs during premarket drug safety evaluations, as they have improved OND's ability to detect safety signals and to distinguish and quantify adverse reactions in clinical trial data.

美国食品和药物管理局(FDA)对安全性数据的评估是审查药物和生物制品上市申请的关键步骤。很难识别安全信号,如果不进行全面评估,可能会错过重要信号。研究参与者报告的不良事件构成了安全性数据的主要来源,虽然先前建立的标准术语分组对分析很有用(例如,标准化MedDRA®查询),但FDA新药办公室(OND)确定需要专门设计用于上市前药物安全性评估的更具临床意义的分组。为了改进不良反应的安全信号检测和分析,OND开发了不良事件术语的标准分组,称为OND自定义医疗查询(OCMQs)。OCMQs旨在捕捉上市前数据中表示的临床有意义的分组(即安全信号)。OCMQs在上市前药物安全性评估中发挥了巨大的作用,因为它们提高了OND检测安全信号以及区分和量化临床试验数据中不良反应的能力。
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引用次数: 0
Teratogenic Risk Impact Mitigation (TRIM): Development of Explicit Criteria to Facilitate Decisions Regarding Teratogenic Risk Mitigation Strategies. 减轻致畸风险影响(TRIM):制定明确的标准以促进有关减轻致畸风险战略的决策。
IF 3.8 2区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2025-12-01 Epub Date: 2025-08-05 DOI: 10.1007/s40264-025-01581-2
Celeste L Y Ewig, Yanning Wang, Nicole E Smolinski, Gita A Toyserkani, Cynthia LaCivita, Leila Lackey, Sara Eggers, Leyla Sahin, Reem S Abu-Rustum, Brian T Bateman, Anick Berard, Christina D Chambers, Beth Choby, Elizabeth A Conover, Michael F Greene, Sonia Hernández-Díaz, Denise J Jamieson, Sarah G Običan, Janine E Polifka, Kay Roussos-Ross, Jeanne S Sheffield, Sharon Voyer Lavigne, Ellen M Zimmermann, Susan B Laffan, Anthony M DeLise, Alicia W Gilsenan, Tarek A Hammad, Christian Hampp, Janet R Hardy, Caitlin A Knox, Kristine Shields, Meredith Y Smith, Rachel E Sobel, Melissa S Tassinari, Judith C Maro, Sonja A Rasmussen, Almut G Winterstein

Background: Preventing fetal exposure to teratogenic medications is an important target for risk mitigation efforts. Decisions about risk mitigation efforts specific to teratogenic medications are complex.

Objectives: The Teratogenic Risk Impact and Mitigation (TRIM) tool was developed as an innovative decision support tool to facilitate prioritization of teratogenic medications for risk mitigation strategies.

Methods: We employed a modified Delphi study design involving experts across teratology, obstetrics/gynecology, and medication safety. Panelists proposed decision criteria in three focus groups, followed by e-Delphi rounds to reach a consensus on criteria regarding three dimensions: (1) completeness; (2) relevance; and (3) distinctiveness. Aggregated feedback from each round was used to inform revision of the criteria in subsequent rounds.

Results: A total of 33 candidate criteria proposed by 32 focus group participants were organized into ten distinct criteria for the Delphi process. Consensus (defined as > 85% agreement on all three dimensions) was reached after three e-Delphi rounds, resulting in six criteria: (1) background use among persons of reproductive potential; (2) overall medication benefit considering severity of the indication and availability of alternatives; (3) seriousness of the teratogenic outcome; (4) risk of the teratogenic outcome; (5) certainty regarding teratogenicity; and (6) the risk of exposure during pregnancy.

Conclusions: We established measurable criteria to inform decisions when prioritizing teratogenic medications for risk mitigation programs. Criteria are consensus based and consistent with relevant regulatory guidance. Future work will operationalize these criteria and determine specific weights to facilitate medication-specific TRIM scores. Through its explicit framework, the TRIM tool may support consistent, transparent, and rational decision making and help optimize the contribution of risk mitigation programs to public health.

背景:预防胎儿接触致畸药物是降低风险努力的重要目标。关于降低致畸药物风险的决定是复杂的。目的:致畸风险影响和缓解(TRIM)工具是作为一种创新的决策支持工具开发的,以促进在风险缓解战略中优先考虑致畸药物。方法:我们采用了一种改进的德尔菲研究设计,包括畸形学、产科/妇科和药物安全方面的专家。小组成员在三个焦点小组中提出决策标准,随后进行e-Delphi轮询,以就三个维度的标准达成共识:(1)完整性;(2)相关性;(3)显著性。每一轮的综合反馈被用来为随后几轮的标准修订提供信息。结果:32个焦点小组参与者提出的33个候选标准被组织成10个不同的德尔菲过程标准。经过三轮e-Delphi后,达成了共识(定义为在所有三个维度上达成85%的一致),产生了六个标准:(1)生殖潜力人群的背景使用;(2)综合考虑适应症的严重程度和替代药物的可获得性的总体用药获益;(三)致畸后果的严重程度;(4)致畸结局的风险;(五)致畸性的确定性;(6)妊娠期暴露的风险。结论:我们建立了可测量的标准,以便在风险缓解方案中优先考虑致畸药物时为决策提供信息。标准是基于共识的,并与相关的监管指导一致。未来的工作将对这些标准进行操作,并确定具体权重,以促进特定药物的TRIM评分。通过其明确的框架,TRIM工具可以支持一致、透明和合理的决策,并有助于优化风险缓解规划对公共卫生的贡献。
{"title":"Teratogenic Risk Impact Mitigation (TRIM): Development of Explicit Criteria to Facilitate Decisions Regarding Teratogenic Risk Mitigation Strategies.","authors":"Celeste L Y Ewig, Yanning Wang, Nicole E Smolinski, Gita A Toyserkani, Cynthia LaCivita, Leila Lackey, Sara Eggers, Leyla Sahin, Reem S Abu-Rustum, Brian T Bateman, Anick Berard, Christina D Chambers, Beth Choby, Elizabeth A Conover, Michael F Greene, Sonia Hernández-Díaz, Denise J Jamieson, Sarah G Običan, Janine E Polifka, Kay Roussos-Ross, Jeanne S Sheffield, Sharon Voyer Lavigne, Ellen M Zimmermann, Susan B Laffan, Anthony M DeLise, Alicia W Gilsenan, Tarek A Hammad, Christian Hampp, Janet R Hardy, Caitlin A Knox, Kristine Shields, Meredith Y Smith, Rachel E Sobel, Melissa S Tassinari, Judith C Maro, Sonja A Rasmussen, Almut G Winterstein","doi":"10.1007/s40264-025-01581-2","DOIUrl":"10.1007/s40264-025-01581-2","url":null,"abstract":"<p><strong>Background: </strong>Preventing fetal exposure to teratogenic medications is an important target for risk mitigation efforts. Decisions about risk mitigation efforts specific to teratogenic medications are complex.</p><p><strong>Objectives: </strong>The Teratogenic Risk Impact and Mitigation (TRIM) tool was developed as an innovative decision support tool to facilitate prioritization of teratogenic medications for risk mitigation strategies.</p><p><strong>Methods: </strong>We employed a modified Delphi study design involving experts across teratology, obstetrics/gynecology, and medication safety. Panelists proposed decision criteria in three focus groups, followed by e-Delphi rounds to reach a consensus on criteria regarding three dimensions: (1) completeness; (2) relevance; and (3) distinctiveness. Aggregated feedback from each round was used to inform revision of the criteria in subsequent rounds.</p><p><strong>Results: </strong>A total of 33 candidate criteria proposed by 32 focus group participants were organized into ten distinct criteria for the Delphi process. Consensus (defined as > 85% agreement on all three dimensions) was reached after three e-Delphi rounds, resulting in six criteria: (1) background use among persons of reproductive potential; (2) overall medication benefit considering severity of the indication and availability of alternatives; (3) seriousness of the teratogenic outcome; (4) risk of the teratogenic outcome; (5) certainty regarding teratogenicity; and (6) the risk of exposure during pregnancy.</p><p><strong>Conclusions: </strong>We established measurable criteria to inform decisions when prioritizing teratogenic medications for risk mitigation programs. Criteria are consensus based and consistent with relevant regulatory guidance. Future work will operationalize these criteria and determine specific weights to facilitate medication-specific TRIM scores. Through its explicit framework, the TRIM tool may support consistent, transparent, and rational decision making and help optimize the contribution of risk mitigation programs to public health.</p>","PeriodicalId":11382,"journal":{"name":"Drug Safety","volume":" ","pages":"1387-1397"},"PeriodicalIF":3.8,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12605566/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144783797","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
Systematic Review of Active Safety Surveillance of Vaccines and Medicines in Low- and Middle-Income Countries. 低收入和中等收入国家疫苗和药物主动安全监测的系统评价。
IF 3.8 2区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2025-11-27 DOI: 10.1007/s40264-025-01625-7
Andy Stergachis, Esperança Sevene, Mohammad Gazi Shah Alam, Rebecca E Chandler, Alexander Precioso, Samatha Mudigonda, Dale Nordenberg, Robert T Chen

Background: Functional active safety surveillance is essential for post-authorization assessment and life-cycle safety evidence generation of vaccines and medicines. Data collected through active surveillance methods are routinely used for post-approval surveillance of novel vaccines and medicines. Implementing these methods in low- and middle-income countries remains challenging.

Objective: This systematic review identified and assessed existing active safety surveillance in low- and middle-income countries, including key features, strengths, and limitations.

Methods: A search of EMBASE and PubMed Google Scholar databases was conducted. The protocol was registered with PROSPERO and adhered to Preferred Reporting Items for Systematic Reviews and Meta-Analyses extension for Scoping Reviews (PRISMA-ScR) guidelines. Findings were synthesized narratively and categorized by surveillance systems characteristics.

Results: Of 13,027 records identified, 423 publications met inclusion criteria. Articles spanned 96 low- and middle-income countries, with India (96), China (57), Brazil (30), Iran (26), Ethiopia (21), Indonesia (20), Uganda (18), Kenya (17), and Ghana (16), most represented. The majority focused on vaccines (211). A total of 127 articles utilized mobile technologies for follow-up, online data collection, and/or adverse event reporting. Fifteen percent of vaccine surveillance systems described in articles demonstrated flexibility to incorporate new vaccines, 34% reported multi-sectoral collaborations, and 10% involved multiple countries. Gaps identified include small sample sizes, lack of sustainability, limited flexible surveillance, staffing challenges, and limited use of standard case definitions and digital technologies.

Conclusions: Active safety surveillance in low- and middle-income countries has made progress but still faces challenges. The capture and management of safety data through harmonized digital tools that promote consistency in recording and reporting and cross-country collaborations are crucial in further strengthening active safety surveillance in low- and middle-income countries.

背景:功能性主动安全性监测对于疫苗和药物的批准后评估和生命周期安全性证据生成至关重要。通过主动监测方法收集的数据通常用于新疫苗和药物的批准后监测。在低收入和中等收入国家实施这些方法仍然具有挑战性。目的:本系统综述确定并评估了低收入和中等收入国家现有的主动安全监测,包括主要特点、优势和局限性。方法:检索EMBASE和PubMed谷歌Scholar数据库。该方案已在PROSPERO注册,并遵守系统评价和meta分析扩展范围评价(PRISMA-ScR)指南的首选报告项目。对调查结果进行叙述性综合,并按监测系统特征进行分类。结果:在13027篇文献中,423篇文献符合纳入标准。文章涵盖了96个低收入和中等收入国家,其中印度(96)、中国(57)、巴西(30)、伊朗(26)、埃塞俄比亚(21)、印度尼西亚(20)、乌干达(18)、肯尼亚(17)和加纳(16)是最具代表性的国家。大多数的重点是疫苗(211)。共有127篇文章利用移动技术进行随访、在线数据收集和/或不良事件报告。文章中描述的15%的疫苗监测系统显示出纳入新疫苗的灵活性,34%报告了多部门合作,10%涉及多个国家。确定的差距包括样本量小、缺乏可持续性、有限的灵活监测、人员配备挑战以及标准案例定义和数字技术的使用有限。结论:主动安全监测在低收入和中等收入国家取得了进展,但仍面临挑战。通过统一的数字工具获取和管理安全数据,促进记录和报告的一致性以及跨国合作,对于进一步加强低收入和中等收入国家的主动安全监测至关重要。
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引用次数: 0
Prescription Drugs Subject to a Risk Evaluation and Mitigation Strategy: Patient Perspectives on Risk Communication and the Value of Educational Materials. 受风险评估和缓解策略影响的处方药:患者对风险沟通的看法和教育材料的价值。
IF 3.8 2区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2025-11-27 DOI: 10.1007/s40264-025-01636-4
Susan Chimonas, Carol Cosenza, Aaron S Kesselheim, Gita A Toyserkani, Kate Heinrich Oswell, Cynthia LaCivita, Gerald J Dal Pan, Ameet Sarpatwari

Background: The US Food and Drug Administration (FDA)-mandates Risk Evaluation and Mitigation Strategy (REMS) programs for certain drugs with serious side effects help ensure that the benefits of use outweigh the risks. REMS materials-including enrollment forms, fact sheets, and medication guides-inform patients and caregivers about drug risks and program requirements.

Objective: To explore how effectively REMS materials communicate drug risk information and program requirements to patients and caregivers and to identify patients' and caregivers' preferences for risk communication.

Methods: Interviews with patients and caregivers of patients prescribed REMS-covered drugs focused on REMS materials. Transcripts were coded manually, with answers to closed-ended questions tabulated in Excel.

Results: The study included 43 patients and six caregivers across eight REMS-covered drugs: alemtuzumab, ambrisentan, clozapine, isotretinoin, lenalidomide, pegvaliase, pomalidomide, and sodium oxybate. Most participants were female (N = 42, 86%), white/non-Hispanic (N = 40, 82%), and college educated (N = 37, 76%). The average age was 40 years, with 27 (55%) having annual family incomes over $100,000. Most participants learned about REMS-covered drugs via printed information (N = 36, 73%), mostly REMS materials; conversations with providers about drug risks and benefits (N = 29, 59%); and websites found on their own (N = 42, 86%). Nearly all participants (N = 47, 96%) felt well-informed about drug risks and benefits, and most participants taking self-administered drugs (N = 28, 67%) reported understanding safe use "very well." However, knowledge gaps emerged around REMS-related risks and reasons for safe use measures; some participants misunderstood REMS enrollment forms as legal protections, not safety measures. Patients also widely varied in their valuations of REMS materials, with some feeling informed and empowered and others confused or intimidated. Preferences for risk communication varied; most participants (N = 36, 73%) wanted to receive information verbally from providers, with several wanting visual aids, summaries, and other resources.

Discussion: Gaps in patients' and caregivers' understanding of REMS programs and drug risks highlight the merits of reviewing communication materials and strategies. Clear, concise, and comprehensive educational documents could promote understanding and adherence to REMS requirements.

背景:美国食品和药物管理局(FDA)要求对某些具有严重副作用的药物进行风险评估和缓解策略(REMS)计划,以帮助确保使用的益处大于风险。REMS材料——包括登记表格、情况说明书和用药指南——告知患者和护理人员药物风险和项目要求。目的:探讨REMS资料如何有效地向患者和护理人员传达药物风险信息和项目要求,并确定患者和护理人员对风险沟通的偏好。方法:以REMS材料为重点,对使用REMS覆盖药物的患者及其护理人员进行访谈。成绩单是手工编码的,封闭式问题的答案在Excel中制成表格。结果:该研究包括43名患者和6名护理人员,使用8种rem覆盖药物:阿仑妥珠单抗、氨布利森坦、氯氮平、异维甲酸、来那度胺、pegvaliase、泊马度胺和碳酸钠。大多数参与者是女性(N = 42, 86%),白人/非西班牙裔(N = 40, 82%)和受过大学教育(N = 37, 76%)。平均年龄为40岁,其中27人(55%)家庭年收入超过10万美元。大多数参与者通过印刷信息(N = 36, 73%)了解REMS涵盖的药物,其中以REMS材料为主;与提供者就药物风险和益处进行对话(N = 29, 59%);以及自己发现的网站(N = 42,86%)。几乎所有的参与者(N = 47,96%)都对药物的风险和益处有充分的了解,大多数服用自我给药的参与者(N = 28,67%)报告说“非常了解”安全使用。然而,在rem相关风险和安全使用措施的原因方面出现了知识空白;一些参与者误解REMS登记表格是法律保护,而不是安全措施。患者对REMS材料的评价也有很大的不同,一些人感到知情和授权,而另一些人则感到困惑或害怕。风险沟通的偏好各不相同;大多数参与者(N = 36, 73%)希望从提供者那里口头接收信息,有几个人想要视觉辅助、摘要和其他资源。讨论:患者和护理人员对REMS项目和药物风险的理解存在差距,这突出了审查沟通材料和策略的优点。清晰、简明和全面的教育文件可以促进对REMS要求的理解和遵守。
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引用次数: 0
Medications Associated with Increased Risk of Hypoglycemia in Older Adults on Sulfonylureas: A High-Throughput Case-Crossover-Based Screening Study. 与服用磺脲类药物的老年人低血糖风险增加相关的药物:一项高通量病例交叉筛选研究
IF 3.8 2区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2025-11-27 DOI: 10.1007/s40264-025-01629-3
Sungho Bea, Elisabetta Patorno, Georg Hahn, Julie M Paik, Deborah J Wexler, Katsiaryna Bykov

Background: Sulfonylureas (SU) are widely used for diabetes management in older adults but can cause hypoglycemia, which may be worsened by drug interactions. We applied high-throughput data mining to identify medications that could increase hypoglycemia risk when taken with SU.

Methods: Using Medicare, MarketScan, and Optum Clinformatics (2003-2022), we identified patients aged ≥ 65 years who experienced a severe hypoglycemic event after at least 90 days on SU. We evaluated all medications dispensed in the 90 days before the event using a case-crossover (CCO) design. We adjusted for time-varying confounding and direct effect of the evaluated medications (precipitant) using a case-case time-control (CCTC) approach and metformin as control. We computed odds ratios (ORs) for its association with hypoglycemia. The false discovery rate (FDR) was controlled at 0.05 to adjust for multiple testing. To reduce confounding from other diabetes medications, we analyzed non-diabetes and diabetes medications separately.

Results: Among 1607 candidate drugs received before experiencing hypoglycemia, 86 non-diabetes medications showed a CCO OR ≥ 1.00. With metformin as control, sulfamethoxazole/trimethoprim (CCTC OR 1.76, p < 0.01, FDR q < 0.01) and metronidazole (CCTC OR 2.17, p < 0.01, FDR q = 0.04) were associated with severe hypoglycemia. Among 10 diabetes medications, insulin showed increased association (CCO OR 1.22, p < 0.01); however, once adjusted for the drug's direct effects, CCTC OR was 1.03 (p = 0.47, FDR q = 0.47).

Conclusions: Using a high-throughput data mining approach, we identified two antibiotics (sulfamethoxazole/trimethoprim and metronidazole) that may increase hypoglycemia risk in older adults on sulfonylureas. Given the exploratory nature of this study, these findings warrant further investigation.

背景:磺脲类药物(SU)广泛用于老年人糖尿病治疗,但可引起低血糖,并可能因药物相互作用而恶化。方法:使用Medicare、MarketScan和Optum Clinformatics(2003-2022),我们确定了年龄≥65岁的患者,他们在服用SU至少90天后经历了严重的低血糖事件。我们使用病例交叉(CCO)设计评估了事件发生前90天内分配的所有药物。我们采用病例时间对照(CCTC)方法和二甲双胍作为对照,对时变的混杂因素和评估药物(沉淀剂)的直接影响进行了调整。我们计算了其与低血糖相关的比值比(ORs)。错误发现率(FDR)控制在0.05,以调整多重检验。为了减少其他糖尿病药物的混淆,我们分别分析了非糖尿病药物和糖尿病药物。结果:在发生低血糖前服用的1607种候选药物中,86种非糖尿病药物的CCO OR≥1.00。以二甲双胍为对照,磺胺甲恶唑/甲氧苄啶(CCTC OR 1.76, p < 0.01, FDR q < 0.01)和甲硝唑(CCTC OR 2.17, p < 0.01, FDR q = 0.04)与严重低血糖相关。10种糖尿病药物中,胰岛素相关性增高(CCO OR 1.22, p < 0.01);然而,一旦调整了药物的直接作用,CCTC OR为1.03 (p = 0.47, FDR q = 0.47)。结论:使用高通量数据挖掘方法,我们确定了两种抗生素(磺胺甲恶唑/甲氧苄啶和甲硝唑)可能增加服用磺脲类药物的老年人低血糖风险。鉴于本研究的探索性,这些发现值得进一步调查。
{"title":"Medications Associated with Increased Risk of Hypoglycemia in Older Adults on Sulfonylureas: A High-Throughput Case-Crossover-Based Screening Study.","authors":"Sungho Bea, Elisabetta Patorno, Georg Hahn, Julie M Paik, Deborah J Wexler, Katsiaryna Bykov","doi":"10.1007/s40264-025-01629-3","DOIUrl":"https://doi.org/10.1007/s40264-025-01629-3","url":null,"abstract":"<p><strong>Background: </strong>Sulfonylureas (SU) are widely used for diabetes management in older adults but can cause hypoglycemia, which may be worsened by drug interactions. We applied high-throughput data mining to identify medications that could increase hypoglycemia risk when taken with SU.</p><p><strong>Methods: </strong>Using Medicare, MarketScan, and Optum Clinformatics (2003-2022), we identified patients aged ≥ 65 years who experienced a severe hypoglycemic event after at least 90 days on SU. We evaluated all medications dispensed in the 90 days before the event using a case-crossover (CCO) design. We adjusted for time-varying confounding and direct effect of the evaluated medications (precipitant) using a case-case time-control (CCTC) approach and metformin as control. We computed odds ratios (ORs) for its association with hypoglycemia. The false discovery rate (FDR) was controlled at 0.05 to adjust for multiple testing. To reduce confounding from other diabetes medications, we analyzed non-diabetes and diabetes medications separately.</p><p><strong>Results: </strong>Among 1607 candidate drugs received before experiencing hypoglycemia, 86 non-diabetes medications showed a CCO OR ≥ 1.00. With metformin as control, sulfamethoxazole/trimethoprim (CCTC OR 1.76, p < 0.01, FDR q < 0.01) and metronidazole (CCTC OR 2.17, p < 0.01, FDR q = 0.04) were associated with severe hypoglycemia. Among 10 diabetes medications, insulin showed increased association (CCO OR 1.22, p < 0.01); however, once adjusted for the drug's direct effects, CCTC OR was 1.03 (p = 0.47, FDR q = 0.47).</p><p><strong>Conclusions: </strong>Using a high-throughput data mining approach, we identified two antibiotics (sulfamethoxazole/trimethoprim and metronidazole) that may increase hypoglycemia risk in older adults on sulfonylureas. Given the exploratory nature of this study, these findings warrant further investigation.</p>","PeriodicalId":11382,"journal":{"name":"Drug Safety","volume":" ","pages":""},"PeriodicalIF":3.8,"publicationDate":"2025-11-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145631206","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Sexual Dysfunction in Male Patients After Initiating Treatment with Antidepressants. 男性患者开始抗抑郁药物治疗后的性功能障碍。
IF 3.8 2区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2025-11-08 DOI: 10.1007/s40264-025-01631-9
Lukas Westphal, Débora D Gräf, Haoxin Le, Christine E Hallgreen, Morten Andersen

Introduction: Sexual side effects of serotonergic drugs are well documented. However, observational evidence comparing specific antidepressants remains sparse.

Objective: The aim of this study was to compare the risk of developing healthcare-recorded sexual dysfunction among male patients after initiating treatment with citalopram, sertraline, venlafaxine, or mirtazapine.

Methods: We conducted a new-user, active comparator cohort study of adult males in Denmark who started treatment with any of the study drugs between 2001 and 2015, allowing multiple cohort entries per person. Data from Danish national healthcare registers included 170,580 new treatment episodes of citalopram, 67,721 of mirtazapine, 51,984 of sertraline, and 19,820 of venlafaxine. A separate analysis examined patients with prior depression-related hospital visits. Results were reported as incidence rates as well as unmatched and propensity score-matched hazard ratios.

Results: In our primary analysis with 1-year follow-up and washout periods, incidence rates ranged from 18.80 (95% CI 17.60-20.00) to 28.5 (95% CI 26.00-31.30) per 1000 person-years. Venlafaxine was associated with the highest risk of healthcare-recorded sexual dysfunction compared with citalopram (hazard ratio [HR] 1.27; 95% CI 1.02-1.46), which was particularly pronounced among those with previous hospital contact for depression (HR 1.93; 95% CI 1.14-1.27). No significant difference was observed for sertraline (HR 0.99; 95% CI 0.90-1.09), while mirtazapine demonstrated modest evidence of a lower risk relative to citalopram (HR 0.87; 95% CI 0.81-0.93). Findings remained consistent across all analyses.

Conclusions: The risk of developing sexual dysfunction varies across antidepressant treatment. Healthcare providers should discuss the potential for sexual side effects, particularly when multiple treatment options are available.

5 -羟色胺类药物的性副作用是有据可证的。然而,比较特定抗抑郁药物的观察性证据仍然很少。目的:本研究的目的是比较男性患者在开始使用西酞普兰、舍曲林、文拉法辛或米氮平治疗后发生性功能障碍的风险。方法:我们对2001年至2015年间开始接受任何研究药物治疗的丹麦成年男性进行了一项新用户、活跃的比较队列研究,允许每个人进入多个队列。来自丹麦国家卫生保健登记的数据包括西酞普兰的新治疗病例170,580例,米氮平的67,721例,舍曲林的51,984例,文拉法辛的19,820例。另一项单独的分析调查了先前与抑郁症相关的医院就诊的患者。结果报告为发病率以及不匹配和倾向评分匹配的风险比。结果:在我们为期1年的随访和洗脱期的主要分析中,发病率范围为每1000人年18.80 (95% CI 17.60-20.00)至28.5 (95% CI 26.00-31.30)。与西酞普兰相比,文拉法辛与医疗记录中性功能障碍的风险最高(风险比[HR] 1.27; 95% CI 1.02-1.46),这在以前因抑郁症而接触过医院的患者中尤为明显(风险比1.93;95% CI 1.14-1.27)。舍曲林无显著差异(HR 0.99; 95% CI 0.90-1.09),而米氮平相对于西酞普兰显示出较低的风险(HR 0.87; 95% CI 0.81-0.93)。所有分析的结果保持一致。结论:在不同的抗抑郁药物治疗中发生性功能障碍的风险不同。医疗保健提供者应该讨论潜在的性副作用,特别是当多种治疗方案可用时。
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引用次数: 0
A National Response to Warfarin Shortages: Evaluating Regulatory Substitution and Notified Shortages and Their Effects on Antithrombotic Dispensings, Pathology Monitoring and Adverse Event Trends in Australia. 澳大利亚对华法林短缺的国家反应:评估监管替代和通报短缺及其对抗血栓配药、病理监测和不良事件趋势的影响。
IF 3.8 2区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2025-11-04 DOI: 10.1007/s40264-025-01633-7
Roua Azroun, Lisa Kalisch Ellett, Nicole Pratt, Michael Ward, Jack Janetzki

Background: Medicine shortages are an increasing threat to medicine safety and access. In Australia, a 7-month shortage of Coumadin 5-mg tablets (Dec 2022-Jul 2023) prompted Therapeutic Goods Administration (TGA) intervention via the Serious Scarcity Substitution Instrument (SSSI), allowing pharmacists to substitute 5-mg warfarin tablets with lower-strength tablets. Understanding the impact of this shortage on anticoagulant use and safety is essential for informing future regulatory responses.

Aims: The aim of this study was to assess the impact of the 2023 warfarin shortage in Australia on dispensing of warfarin and direct oral anticoagulants (DOACs), International Normalised Ratio (INR) testing, and adverse event reporting.

Methods: Monthly national dispensing data (January 2020-August 2024) were obtained from Pharmaceutical Benefits Scheme (PBS) Date of Supply data. INR pathology data were sourced from Services Australia. The TGA Medicines Shortages Database identified relevant shortage periods. Warfarin-related adverse events were extracted from the TGA Database of Adverse Event Notifications. Interrupted time series assessed changes in dispensing and INR testing trends over time.

Results: Warfarin dispensing declined by 1094 prescriptions per month prior to March 2023 (p < 0.0001). A short-term increase occurred in March 2023 (+ 8625 prescriptions; p = 0.0017) following implementation of the SSSI, although this was not sustained. At the warfarin strength level, dispensing rose for warfarin 1 mg and 2 mg but fell for 5 mg, with subsequent compensatory increases; 3 mg remained stable. DOAC dispensing increased steadily before March 2023 (+ 3771 prescriptions per month; p < 0.0001) but declined thereafter (- 3056 per month; p < 0.0001), most notably for rivaroxaban and dabigatran, while apixaban decreased non-significantly. INR testing briefly increased during the shortage and SSSI. A modest rise in haemorrhage-related adverse events was observed.

Conclusion: Warfarin supply was maintained during the 2023 shortage through strength-based substitution under the SSSI, with limited impact on DOAC dispensing.

背景:药品短缺对药品安全和可及性的威胁日益严重。在澳大利亚,香豆素5毫克片(2022年12月至2023年7月)短缺了7个月,促使药品管理局(TGA)通过严重短缺替代工具(SSSI)进行干预,允许药剂师用低强度片替代5毫克华法林片。了解这种短缺对抗凝血剂使用和安全性的影响对于告知未来的监管反应至关重要。目的:本研究的目的是评估2023年澳大利亚华法林短缺对华法林和直接口服抗凝剂(DOACs)配药、国际标准化比率(INR)检测和不良事件报告的影响。方法:从药品福利计划(PBS)供应日期数据中获取每月全国调剂数据(2020年1月- 2024年8月)。INR病理数据来自澳大利亚服务局。TGA药品短缺数据库确定了相关的短缺期。从TGA不良事件通报数据库中提取华法林相关不良事件。中断时间序列评估了配药和INR检测趋势随时间的变化。结果:2023年3月前华法林配药每月减少1094张(p)结论:在SSSI下,华法林的供应在2023年短缺期间通过基于强度的替代维持,对DOAC配药的影响有限。
{"title":"A National Response to Warfarin Shortages: Evaluating Regulatory Substitution and Notified Shortages and Their Effects on Antithrombotic Dispensings, Pathology Monitoring and Adverse Event Trends in Australia.","authors":"Roua Azroun, Lisa Kalisch Ellett, Nicole Pratt, Michael Ward, Jack Janetzki","doi":"10.1007/s40264-025-01633-7","DOIUrl":"https://doi.org/10.1007/s40264-025-01633-7","url":null,"abstract":"<p><strong>Background: </strong>Medicine shortages are an increasing threat to medicine safety and access. In Australia, a 7-month shortage of Coumadin 5-mg tablets (Dec 2022-Jul 2023) prompted Therapeutic Goods Administration (TGA) intervention via the Serious Scarcity Substitution Instrument (SSSI), allowing pharmacists to substitute 5-mg warfarin tablets with lower-strength tablets. Understanding the impact of this shortage on anticoagulant use and safety is essential for informing future regulatory responses.</p><p><strong>Aims: </strong>The aim of this study was to assess the impact of the 2023 warfarin shortage in Australia on dispensing of warfarin and direct oral anticoagulants (DOACs), International Normalised Ratio (INR) testing, and adverse event reporting.</p><p><strong>Methods: </strong>Monthly national dispensing data (January 2020-August 2024) were obtained from Pharmaceutical Benefits Scheme (PBS) Date of Supply data. INR pathology data were sourced from Services Australia. The TGA Medicines Shortages Database identified relevant shortage periods. Warfarin-related adverse events were extracted from the TGA Database of Adverse Event Notifications. Interrupted time series assessed changes in dispensing and INR testing trends over time.</p><p><strong>Results: </strong>Warfarin dispensing declined by 1094 prescriptions per month prior to March 2023 (p < 0.0001). A short-term increase occurred in March 2023 (+ 8625 prescriptions; p = 0.0017) following implementation of the SSSI, although this was not sustained. At the warfarin strength level, dispensing rose for warfarin 1 mg and 2 mg but fell for 5 mg, with subsequent compensatory increases; 3 mg remained stable. DOAC dispensing increased steadily before March 2023 (+ 3771 prescriptions per month; p < 0.0001) but declined thereafter (- 3056 per month; p < 0.0001), most notably for rivaroxaban and dabigatran, while apixaban decreased non-significantly. INR testing briefly increased during the shortage and SSSI. A modest rise in haemorrhage-related adverse events was observed.</p><p><strong>Conclusion: </strong>Warfarin supply was maintained during the 2023 shortage through strength-based substitution under the SSSI, with limited impact on DOAC dispensing.</p>","PeriodicalId":11382,"journal":{"name":"Drug Safety","volume":" ","pages":""},"PeriodicalIF":3.8,"publicationDate":"2025-11-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145437501","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Strategies and Challenges in Coding Ambiguous Information Using MedDRA®: An Exploration Among Norwegian Pharmacovigilance Officers. 使用MedDRA®编码模糊信息的策略和挑战:挪威药物警戒官员的探索。
IF 3.8 2区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2025-11-01 Epub Date: 2025-07-01 DOI: 10.1007/s40264-025-01573-2
Tahmineh Garmann, Hilde Samdal, Daniele Sartori, David Jahanlu, Fredrik Andersen, Elena Rocca
<p><strong>Introduction: </strong>The Medical Dictionary for Regulatory Activities (MedDRA<sup>®</sup>) is an international standardized medical terminology used to code various types of medical information, including safety reports of suspected adverse reactions to medicines. Quantitative studies have highlighted varying levels of coding inconsistency across MedDRA<sup>®</sup>-relevant platforms, though the possible grounds of such inconsistency remain unclear.</p><p><strong>Objective: </strong>We explored the reasoning and strategies employed by pharmacovigilance officers when coding selected ambiguous adverse events to MedDRA<sup>®</sup>, categorized the types of coding inconsistencies, and explored sources of the inconsistencies.</p><p><strong>Methods: </strong>Pharmacovigilance officers from the Norwegian public health sector were invited to participate in a survey-based, cross-sectional study followed by focus group interviews. The survey consisted of 11 coding tasks, with varying degrees of ambiguity, purposively sampled from the Norwegian pharmacovigilance registry. Participants selected the appropriate MedDRA<sup>®</sup> terms and graded the difficulty level of each task on a scale from 1 (least difficult) to 4 (most difficult). Terms selected by participants were compared with a Standard Term Selection (STS), agreed upon by the authors in consultation with a MedDRA<sup>®</sup> trainer. Inconsistencies with the STS were classified as omission (missing term), substitution (extra term selected in the presence of an omission), and addition (extra term selected and none omitted). In focus groups, participants discussed challenges in the coding tasks and the strategies they used to overcome them. Interview transcripts were analyzed using thematic analysis.</p><p><strong>Results: </strong>In total, 26 coders (79% of the eligible population) completed the survey. Of the survey answers, 36% were identical to the STS; answers consistent with the STS varied across the specific coding tasks and did not align with the perceived difficulty of the tasks. The most common inconsistency (30% of the survey answers) arose from substituting one of multiple MedDRA<sup>®</sup> terms. Of the survey answers, 18% included omissions without substitutions, and 6% added unnecessary terms to the STS. Eight of the 26 coders (31%) participated in the focus group interviews. Focus group themes revealed that substitutions were explained by difficulties in translating lay language to medical terminology, finding accurate English translations for Norwegian medical terms, and fitting complex descriptions into MedDRA<sup>®</sup> terms. This was explained by themes related to ambiguity-resolution strategies. Themes explaining omissions included strategies for resolving ambiguity, contextual thinking, causal and pharmacological reasoning in the coding process, and information categorization.</p><p><strong>Conclusions: </strong>Tailored training programs and clear institutiona
简介:监管活动医学词典(MedDRA®)是一个国际标准化的医学术语,用于编码各种类型的医学信息,包括药物可疑不良反应的安全报告。定量研究强调了在MedDRA®相关平台上不同程度的编码不一致,尽管这种不一致的可能原因尚不清楚。目的:探讨药物警戒人员在对MedDRA®的模棱两可不良事件进行编码时的推理和策略,对编码不一致的类型进行分类,并探讨不一致的来源。方法:邀请挪威公共卫生部门的药物警戒官员参加一项基于调查的横断面研究,随后进行焦点小组访谈。该调查包括11个编码任务,具有不同程度的模糊性,有目的地从挪威药物警戒登记处抽样。参与者选择合适的MedDRA®术语,并将每个任务的难度等级从1(最难)到4(最难)进行分级。参与者选择的术语与标准术语选择(STS)进行比较,标准术语选择由作者与MedDRA®培训师协商后同意。与STS的不一致被分类为遗漏(缺少术语),替代(在遗漏的情况下选择额外的术语)和添加(选择额外的术语而没有遗漏)。在焦点小组中,参与者讨论了编码任务中的挑战以及他们用来克服这些挑战的策略。访谈记录采用主题分析进行分析。结果:总共有26名程序员(占合格人口的79%)完成了调查。在调查的答案中,36%与STS相同;与STS一致的答案在特定的编码任务中有所不同,并且与任务的感知难度不一致。最常见的不一致(30%的调查答案)是由于替换了多个MedDRA®术语中的一个。在调查的答案中,18%的人在没有替代的情况下省略了STS, 6%的人在STS中添加了不必要的术语。26名程序员中有8名(31%)参加了焦点小组访谈。焦点小组的主题显示,替换的原因是在将外行语言翻译为医学术语,为挪威医学术语找到准确的英语翻译以及将复杂的描述适合MedDRA术语方面存在困难。这是通过与解决歧义策略相关的主题来解释的。解释省略的主题包括解决歧义的策略、上下文思维、编码过程中的因果和药理推理以及信息分类。结论:需要有针对性的培训计划和明确的制度指南来针对本研究提出的编码不一致的来源。
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