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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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引用次数: 0
Identifying New Candidate Predictors of Mortality in Japanese Patients with Severe Drug Eruptions. 确定日本严重药疹患者死亡率的新候选预测因子。
IF 3.8 2区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2025-11-01 Epub Date: 2025-06-19 DOI: 10.1007/s40264-025-01572-3
Shiho Sato, Tadao Ooka, Yoshito Zamami, Hirofumi Hamano, Fumikazu Hayashi, Eri Eguchi, Narumi Funakubo, Tetsuya Ohira

BACKGROUND AND OBJECTIVES: SCORe of Toxic Epidermal Necrolysis (SCORTEN) and ABCD-10 have been developed as scoring systems for predicting mortality associated with Stevens-Johnson syndrome (SJS) or toxic epidermal necrolysis (TEN). These scores were developed based on a small number of patients; hence, their generalizability requires further exploration. The present study used three algorithms, including a machine learning method, to construct a mortality prediction model for SJS/TEN and to identify new candidate predictors of mortality from severe drug eruptions.

Methods: Data from 5966 patients with SJS or TEN were extracted from the Japanese Adverse Drug Event Report Database. A mortality prediction model was then constructed using stepwise regression, L1 regularized-logistic regression, and random forests based on the patient characteristics (e.g., age, sex, primary disease, adverse events, drug classification, route of administration) and outcomes (death).

Results and discussion: The mortality prediction models for SJS/TEN identified sex (men), primary disease (hyperlipidemia, diabetes mellitus, renal dysfunction, and malignant tumors), adverse events (renal dysfunction, liver dysfunction, respiratory dysfunction, bacteremia/sepsis, disseminated intravascular coagulation syndrome, shock, and multiple organ failure), number of concomitant drugs, and route of administration (injection) as common factors associated with mortality.

Conclusions: Our findings showed that sex, hyperlipidemia as the primary disease, number of concomitant drugs, use of antipyretic analgesics, and route of administration may be considered as predictors of mortality in patients with SJS/TEN. The external validity of these factors needs to be examined in the future.

背景和目的:中毒性表皮坏死松解评分(SCORTEN)和ABCD-10已被开发为预测史蒂文斯-约翰逊综合征(SJS)或中毒性表皮坏死松解(TEN)相关死亡率的评分系统。这些评分是基于少数患者制定的;因此,它们的通用性需要进一步探索。本研究使用了三种算法,包括一种机器学习方法,构建了SJS/TEN的死亡率预测模型,并确定了严重药物爆发死亡率的新候选预测因子。方法:从日本不良药物事件报告数据库中提取5966例SJS或TEN患者的资料。然后,基于患者特征(如年龄、性别、原发疾病、不良事件、药物分类、给药途径)和结局(死亡),使用逐步回归、L1正则化逻辑回归和随机森林构建死亡率预测模型。结果和讨论:SJS/TEN的死亡率预测模型将性别(男性)、原发疾病(高脂血症、糖尿病、肾功能不全和恶性肿瘤)、不良事件(肾功能不全、肝功能不全、呼吸功能不全、菌血症/败血症、弥散性血管内凝血综合征、休克和多器官衰竭)、伴随用药数量和给药途径(注射)确定为与死亡率相关的常见因素。结论:我们的研究结果表明,性别、高脂血症为原发疾病、合用药物数量、解热镇痛药的使用和给药途径可能被认为是SJS/TEN患者死亡率的预测因素。这些因素的外部有效性需要在未来进行检验。
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引用次数: 0
Investigation of Ochratoxin A and Citrinin Occurrence in Medicinal Herbal Products from the Czech Market. 捷克市场中草药产品中赭曲霉毒素A和桔霉素含量调查。
IF 3.8 2区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2025-11-01 Epub Date: 2025-06-12 DOI: 10.1007/s40264-025-01570-5
Jakub Toman, Darina Pickova, Karolina Brandova, Vladimir Ostry, Frantisek Malir

Introduction: Medicinal plants are extensively utilized as dietary supplements to encourage disease prevention and to support the treatment of various health disorders. Unfortunately, several plants are known for mycotoxin contamination, which may overwhelm any beneficial effects the plants might have.

Objective: The purpose of the study was to determine the presence of ochratoxin A (OTA) and citrinin (CIT) in medicinal herbal products (MHP).

Methods: Sixty samples of different MHP types were purchased on the Czech market during 2020-2021. Both mycotoxins were determined using high-performance liquid chromatography with a fluorescence detector with immunoaffinity columns employed as a pretreatment.

Results: In total, 40% and 27% of samples were above the limit of quantification with the concentrations ranging up to 826.62 ng/g and 472.79 ng/g for OTA and CIT, respectively. The co-occurrence was confirmed in six MHP types.

Conclusions: MHP could be a significant source of OTA and CIT. To protect the health of MHP users, it is desirable to continue monitoring the presence of mycotoxins in MHP. During this study, new OTA regulations for herbs came into force in the EU.

药用植物被广泛用作膳食补充剂,以鼓励疾病预防和支持治疗各种健康失调。不幸的是,有几种植物被霉菌毒素污染,这可能会压倒植物可能具有的任何有益作用。目的:测定中药产品中赭曲霉毒素A (OTA)和柑橘霉素(CIT)的含量。方法:2020-2021年在捷克市场购买不同MHP类型的样品60份。采用高效液相色谱法测定两种真菌毒素,荧光检测器采用免疫亲和柱作为前处理。结果:有40%和27%的样品超过定量限,其中OTA和CIT的浓度分别高达826.62 ng/g和472.79 ng/g。在6种MHP型中证实了共发性。结论:MHP可能是OTA和CIT的重要来源,为了保护MHP使用者的健康,有必要继续监测MHP中真菌毒素的存在。在这项研究中,新的草药OTA法规在欧盟生效。
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引用次数: 0
Reporting Adverse Drug Events: A Comparison of an Online Patient Tool Versus Telephone-Based Monitoring in Community Pharmacy Patients in the Netherlands. 报告药物不良事件:在线患者工具与电话监测在荷兰社区药房患者的比较。
IF 3.8 2区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2025-11-01 Epub Date: 2025-06-14 DOI: 10.1007/s40264-025-01571-4
Henok D Habtemariam, Henk-Jan Guchelaar, Lisanne E N Manson, Jesse J Swen, Agnes C Kant, Stefan Böhringer

Background: Adverse drug events (ADEs) are events occurring after the administration of a drug. Several authorities are involved in capturing these ADEs to improve pharmacovigilance. These ADEs are reported directly to healthcare professionals or via the telephone, online, or e-mail and are crucial for maintaining drug safety.

Objective: Patient-reported adverse drug events (ADEs) are collected using various tools, though not much is known with regard to the comparability of these different methodologies. It is known that telephone-based surveys result in a higher report rate, although it is not known if this has an effect on the type of ADEs that are reported. In this prospective study, we aimed to investigate if there are differences in the number, type, and severity of ADEs reported via telephone and online in an event monitoring setting.

Methods: Patients included in Dutch community pharmacies were asked whether they experienced any ADEs via telephone and online (Lareb Intensive Monitoring) surveys as part of the PREPARE study. The PREPARE study was a multicenter study, researching the effect of genotype-guided dosing on the incidence of clinically relevant adverse drug reactions. With the paired data acquired in the PREPARE study, we investigated differences in the number, type, and severity of the reported ADEs.

Results: Patients (N = 525) completed both the telephone and online surveys. Of the 525 patients who completed both surveys, 326 reported ADEs via telephone and 239 online. A visual comparison showed a similar distribution in the type of ADEs among the methods except for less commonly reported types of ADEs and cardiac disorders. The perceived severity of ADEs were proportionally reported as more severe during the telephone survey versus the online survey.

Conclusions: Our study showed a clear difference in the number of ADEs reported during telephone and online monitoring. Additionally, the differences in the type of ADEs and the severity distribution of both tools shows that the tools are not exchangeable (CT.gov identifier: NCT03093818).

背景:药物不良事件(ADEs)是指服用药物后发生的事件。一些权威机构参与捕获这些ade以提高药物警惕性。这些不良事件直接报告给医疗保健专业人员或通过电话、在线或电子邮件,对维持药物安全至关重要。目的:使用各种工具收集患者报告的药物不良事件(ADEs),尽管对于这些不同方法的可比性知之甚少。众所周知,基于电话的调查导致更高的报告率,尽管不知道这是否对报告的ade类型有影响。在这项前瞻性研究中,我们旨在调查在事件监测设置中,通过电话和在线报告的ade的数量、类型和严重程度是否存在差异。方法:作为prep研究的一部分,通过电话和在线(Lareb强化监测)调查询问荷兰社区药房的患者是否经历过不良反应。PREPARE研究是一项多中心研究,旨在研究基因型引导给药对临床相关药物不良反应发生率的影响。利用PREPARE研究中获得的配对数据,我们调查了报道的ade的数量、类型和严重程度的差异。结果:525例患者完成了电话和在线调查。在完成两项调查的525名患者中,326名通过电话报告不良反应,239名通过网络报告。视觉比较显示,除了不常报道的ade和心脏疾病类型外,不同方法之间的ade类型分布相似。在电话调查中,与在线调查相比,人们对不良事件严重程度的感知比例更高。结论:我们的研究显示,在电话监测和在线监测期间报告的不良事件数量有明显差异。此外,两种工具的ade类型和严重性分布的差异表明,这两种工具是不可交换的(CT.gov标识符:NCT03093818)。
{"title":"Reporting Adverse Drug Events: A Comparison of an Online Patient Tool Versus Telephone-Based Monitoring in Community Pharmacy Patients in the Netherlands.","authors":"Henok D Habtemariam, Henk-Jan Guchelaar, Lisanne E N Manson, Jesse J Swen, Agnes C Kant, Stefan Böhringer","doi":"10.1007/s40264-025-01571-4","DOIUrl":"10.1007/s40264-025-01571-4","url":null,"abstract":"<p><strong>Background: </strong>Adverse drug events (ADEs) are events occurring after the administration of a drug. Several authorities are involved in capturing these ADEs to improve pharmacovigilance. These ADEs are reported directly to healthcare professionals or via the telephone, online, or e-mail and are crucial for maintaining drug safety.</p><p><strong>Objective: </strong>Patient-reported adverse drug events (ADEs) are collected using various tools, though not much is known with regard to the comparability of these different methodologies. It is known that telephone-based surveys result in a higher report rate, although it is not known if this has an effect on the type of ADEs that are reported. In this prospective study, we aimed to investigate if there are differences in the number, type, and severity of ADEs reported via telephone and online in an event monitoring setting.</p><p><strong>Methods: </strong>Patients included in Dutch community pharmacies were asked whether they experienced any ADEs via telephone and online (Lareb Intensive Monitoring) surveys as part of the PREPARE study. The PREPARE study was a multicenter study, researching the effect of genotype-guided dosing on the incidence of clinically relevant adverse drug reactions. With the paired data acquired in the PREPARE study, we investigated differences in the number, type, and severity of the reported ADEs.</p><p><strong>Results: </strong>Patients (N = 525) completed both the telephone and online surveys. Of the 525 patients who completed both surveys, 326 reported ADEs via telephone and 239 online. A visual comparison showed a similar distribution in the type of ADEs among the methods except for less commonly reported types of ADEs and cardiac disorders. The perceived severity of ADEs were proportionally reported as more severe during the telephone survey versus the online survey.</p><p><strong>Conclusions: </strong>Our study showed a clear difference in the number of ADEs reported during telephone and online monitoring. Additionally, the differences in the type of ADEs and the severity distribution of both tools shows that the tools are not exchangeable (CT.gov identifier: NCT03093818).</p>","PeriodicalId":11382,"journal":{"name":"Drug Safety","volume":" ","pages":"1205-1214"},"PeriodicalIF":3.8,"publicationDate":"2025-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12515233/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144293526","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
The Effect of Opioid Agonist Treatment on Injection-Related Sequelae: A Population-Based Observational Study. 阿片激动剂治疗对注射相关后遗症的影响:一项基于人群的观察性研究。
IF 3.8 2区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2025-11-01 Epub Date: 2025-07-03 DOI: 10.1007/s40264-025-01574-1
Jihoon Lim, Julie Bruneau, Robert W Platt, Dimitra Panagiotoglou

Introduction: Opioid agonist treatment (OAT) reduces drug-related poisonings and injection-related infections among people with opioid use disorder (OUD). Despite buprenorphine-naloxone (BNX) and methadone (MET) both being first-line OAT options in Canada, their comparative effectiveness in preventing recurrent injection-related infections and poisonings remains unclear.

Objectives: This study compared the effectiveness of buprenorphine-naloxone and methadone in reducing recurrent risks of injection-related bacterial infections and opioid-related poisoning among people on OAT.

Methods: We used administrative health data from Québec, Canada to create our cohort of adult patients (aged 18-65 years) on OAT maintenance between 2014 and 2019. We applied a time-dependent Cox proportional hazards model for our time-varying exposure definition to estimate hazard ratios (HR) and 95% confidence intervals (CI) for the recurrent risks of injection-related bacterial infections and opioid-related poisoning, adjusting for age, sex, socio-demographic, and clinical factors. We also compared the effectiveness of buprenorphine-naloxone and methadone during the OAT induction phase (i.e., first 30 days of treatment).

Results: The study population included 2010 patients (mean age: 41.21 years, 67.41% male). Compared to methadone, buprenorphine-naloxone was associated with 45% lower recurrent risk of opioid-related poisoning (HR: 0.55; 95% CI 0.35-0.86). Overall, the association between buprenorphine-naloxone and recurrent risk of injection-related bacterial infections suggested a weak protective effect (HR: 0.80; 95% CI 0.59-1.09). During the induction phase, there was limited evidence of differences between buprenorphine-naloxone and methadone for the recurrent risks of injection-related bacterial infections (HR: 0.91; 95% CI 0.51-1.60) and opioid-related poisoning (HR: 1.07; 95% CI 0.51-2.24).

Conclusion: Among patients in OAT maintenance, buprenorphine-naloxone was associated with lower risk of recurrent opioid-related poisoning compared to methadone, but not for injection-related infections. This advantage was not observed during induction, suggesting the need for improved treatment retention early in OAT.

阿片类药物激动剂治疗(OAT)可减少阿片类药物使用障碍(OUD)患者的药物相关中毒和注射相关感染。尽管丁丙诺啡-纳洛酮(BNX)和美沙酮(MET)都是加拿大OAT的一线选择,但它们在预防复发性注射相关感染和中毒方面的相对有效性尚不清楚。目的:本研究比较丁丙诺啡-纳洛酮和美沙酮在降低OAT患者注射相关细菌感染和阿片类药物中毒复发风险方面的有效性。方法:我们使用来自加拿大quacimenbec的行政健康数据,在2014年至2019年期间创建OAT维持的成年患者(18-65岁)队列。我们应用时变暴露定义的时变Cox比例风险模型来估计注射相关细菌感染和阿片类药物相关中毒复发风险的风险比(HR)和95%置信区间(CI),并对年龄、性别、社会人口统计学和临床因素进行调整。我们还比较了丁丙诺啡-纳洛酮和美沙酮在OAT诱导阶段(即治疗的前30天)的有效性。结果:共纳入2010例患者,平均年龄41.21岁,男性占67.41%。与美沙酮相比,丁丙诺啡-纳洛酮与阿片类药物相关中毒复发风险降低45%相关(HR: 0.55;95% ci 0.35-0.86)。总的来说,丁丙诺啡-纳洛酮与注射相关细菌感染复发风险之间的关联表明保护作用较弱(HR: 0.80;95% ci 0.59-1.09)。在诱导期,丁丙诺啡-纳洛酮和美沙酮在注射相关细菌感染复发风险方面存在有限差异(HR: 0.91;95% CI 0.51-1.60)和阿片类药物相关中毒(HR: 1.07;95% ci 0.51-2.24)。结论:在OAT维持的患者中,丁丙诺啡-纳洛酮与美沙酮相比,阿片类药物相关中毒复发的风险较低,但与注射相关感染无关。在诱导过程中没有观察到这种优势,这表明需要在OAT早期改善治疗保留。
{"title":"The Effect of Opioid Agonist Treatment on Injection-Related Sequelae: A Population-Based Observational Study.","authors":"Jihoon Lim, Julie Bruneau, Robert W Platt, Dimitra Panagiotoglou","doi":"10.1007/s40264-025-01574-1","DOIUrl":"10.1007/s40264-025-01574-1","url":null,"abstract":"<p><strong>Introduction: </strong>Opioid agonist treatment (OAT) reduces drug-related poisonings and injection-related infections among people with opioid use disorder (OUD). Despite buprenorphine-naloxone (BNX) and methadone (MET) both being first-line OAT options in Canada, their comparative effectiveness in preventing recurrent injection-related infections and poisonings remains unclear.</p><p><strong>Objectives: </strong>This study compared the effectiveness of buprenorphine-naloxone and methadone in reducing recurrent risks of injection-related bacterial infections and opioid-related poisoning among people on OAT.</p><p><strong>Methods: </strong>We used administrative health data from Québec, Canada to create our cohort of adult patients (aged 18-65 years) on OAT maintenance between 2014 and 2019. We applied a time-dependent Cox proportional hazards model for our time-varying exposure definition to estimate hazard ratios (HR) and 95% confidence intervals (CI) for the recurrent risks of injection-related bacterial infections and opioid-related poisoning, adjusting for age, sex, socio-demographic, and clinical factors. We also compared the effectiveness of buprenorphine-naloxone and methadone during the OAT induction phase (i.e., first 30 days of treatment).</p><p><strong>Results: </strong>The study population included 2010 patients (mean age: 41.21 years, 67.41% male). Compared to methadone, buprenorphine-naloxone was associated with 45% lower recurrent risk of opioid-related poisoning (HR: 0.55; 95% CI 0.35-0.86). Overall, the association between buprenorphine-naloxone and recurrent risk of injection-related bacterial infections suggested a weak protective effect (HR: 0.80; 95% CI 0.59-1.09). During the induction phase, there was limited evidence of differences between buprenorphine-naloxone and methadone for the recurrent risks of injection-related bacterial infections (HR: 0.91; 95% CI 0.51-1.60) and opioid-related poisoning (HR: 1.07; 95% CI 0.51-2.24).</p><p><strong>Conclusion: </strong>Among patients in OAT maintenance, buprenorphine-naloxone was associated with lower risk of recurrent opioid-related poisoning compared to methadone, but not for injection-related infections. This advantage was not observed during induction, suggesting the need for improved treatment retention early in OAT.</p>","PeriodicalId":11382,"journal":{"name":"Drug Safety","volume":" ","pages":"1271-1280"},"PeriodicalIF":3.8,"publicationDate":"2025-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144552648","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
Predictive Models for Identifying Adult Patients at High Risk of Developing Opioid-Related Harms: a Systematic Review. 识别阿片类药物相关危害高危成人患者的预测模型:一项系统综述
IF 3.8 2区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2025-11-01 Epub Date: 2025-05-28 DOI: 10.1007/s40264-025-01563-4
Malede Berihun Yismaw, Gregory M Peterson, Belayneh Kefale, Woldesellassie M Bezabhe

Introduction: Opioids are the most frequently prescribed medications for managing moderate-to-severe pain and are associated with significant potential for harm. Several models have been developed to predict opioid-related harms (ORHs). This study aimed to describe and evaluate the methodological quality of predictive models for identifying patients at high risk of ORHs.

Methods: Using the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guideline, we reviewed published studies on developing or validating models for predicting ORHs, identified through a literature search of Scopus, PubMed, Embase, and Google Scholar. The quality of studies was assessed using the Prediction model Risk Of Bias ASsessment Tool (PROBAST). The models were assessed by area under the curve (AUC) or c-statistic, sensitivity, specificity, accuracy, and positive or negative predictive value. The study protocol was registered in the International Prospective Register of Systematic Reviews (PROSPERO; CRD42024540456).

Results: We included 36 studies involving participants aged 18 years or older. The frequently modeled ORHs were opioid use disorder (12 studies), opioid overdose (8 studies), opioid-induced respiratory depression (6 studies), and adverse drug events (4 studies). In total, 16 studies (44.4%) developed and validated tools. Most studies measured predictive ability using AUC (31, 86.1%), and some only reported sensitivity (14, 38.9%), specificity (11, 30.6%), or accuracy (4, 11.1%). Of the 31 studies that reported AUC values, 29 (93.5%) had moderate-to-high predictive ability (AUC > 0.70). History of opioid use (66.7%), age (58.3%), comorbidities (41.7%), sex (41.7%), and drug abuse and psychiatric problems (36.1%) were typical factors used in developing models.

Conclusions: The included predictive models showed moderate-to-high discriminative ability for screening patients at risk of ORHs. However, future studies should refine and validate them in various settings before considering the translation into clinical practice.

阿片类药物是治疗中度至重度疼痛最常用的处方药,具有显著的潜在危害。已经开发了几个模型来预测阿片类药物相关危害(ORHs)。本研究旨在描述和评估用于识别ORHs高风险患者的预测模型的方法学质量。方法:使用系统评价和荟萃分析的首选报告项目(PRISMA)指南,我们通过Scopus、PubMed、Embase和谷歌Scholar的文献检索,回顾了已发表的关于开发或验证ORHs预测模型的研究。使用预测模型偏倚风险评估工具(PROBAST)评估研究质量。通过曲线下面积(AUC)或c统计量、敏感性、特异性、准确性和阳性或阴性预测值对模型进行评估。该研究方案已在国际前瞻性系统评价登记册(PROSPERO;CRD42024540456)。结果:我们纳入了36项研究,参与者年龄在18岁或以上。常见的orh模型是阿片类药物使用障碍(12项研究)、阿片类药物过量(8项研究)、阿片类药物引起的呼吸抑制(6项研究)和药物不良事件(4项研究)。总共有16项研究(44.4%)开发并验证了工具。大多数研究使用AUC测量预测能力(31,86.1%),有些研究仅报告敏感性(14,38.9%),特异性(11,30.6%)或准确性(4,11.1%)。在报告AUC值的31项研究中,29项(93.5%)具有中高预测能力(AUC bb0.70)。阿片类药物使用史(66.7%)、年龄(58.3%)、合并症(41.7%)、性别(41.7%)、药物滥用和精神问题(36.1%)是开发模型的典型因素。结论:纳入的预测模型对有ORHs风险的患者具有中等到高度的鉴别能力。然而,在考虑将其转化为临床实践之前,未来的研究应在各种环境中对其进行完善和验证。
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引用次数: 0
Large-scale Empirical Identification of Candidate Comparators for Pharmacoepidemiological Studies. 药物流行病学研究候选比较物的大规模实证鉴定。
IF 3.8 2区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2025-11-01 Epub Date: 2025-06-04 DOI: 10.1007/s40264-025-01569-y
Justin Bohn, James P Gilbert, Christopher Knoll, David M Kern, Patrick B Ryan

Background and objective: The new user cohort design has emerged as a best practice for the estimation of drug effects from observational data. However, despite its advantages, this design requires the selection and evaluation of comparators for appropriateness, a process that can be challenging. The objective of this work was to introduce an empirical approach to rank candidate comparators in terms of their similarity to a target drug in high-dimensional covariate space.

Methods: We generated new user cohorts for each RxNorm ingredient and Anatomic Therapeutic Chemical level 4 class in five administrative claims databases then extracted aggregated pre-treatment covariate data for each cohort across five clinically oriented domains. We formed all pairs of cohorts with ≥ 1000 patients and computed a scalar similarity score, defined as the average of cosine similarities computed within each domain, for each pair. We then generated ranked lists of candidate comparators for each cohort.

Results: Across up to 1350 cohorts forming 922,761 comparisons, drugs that were more similar in the Anatomic Therapeutic Chemical hierarchy had higher cohort similarity scores. The most similar candidate comparators for each of six example drugs corresponded to alternative treatments used in the target drug's indication(s), and choosing the top-ranked comparator for randomly selected drugs tended to produce balance on most covariates. This approach also ranked highly those comparators chosen in high-quality published new user cohort design studies.

Conclusion: Empirical comparator recommendations may serve as a useful aid to investigators and could ultimately enable the automated generation of new user cohort design-derived evidence, a process that has previously been limited to self-controlled designs.

背景和目的:新的用户队列设计已经成为根据观察数据估计药物效应的最佳实践。然而,尽管有其优点,这种设计需要选择和评估比较国的适当性,这一过程可能具有挑战性。这项工作的目的是引入一种经验方法,根据候选比较剂在高维协变量空间中的相似度对目标药物进行排名。方法:我们在五个行政索赔数据库中为每个RxNorm成分和解剖治疗化学水平4类生成新的用户队列,然后提取五个临床导向领域的每个队列的综合治疗前协变量数据。我们形成了≥1000例患者的所有对队列,并计算标量相似度评分,定义为每个域内计算的余弦相似度的平均值。然后,我们为每个队列生成候选比较者的排名列表。结果:在多达1350个队列中形成922,761个比较,在解剖治疗化学层次结构中更相似的药物具有更高的队列相似性得分。六种示例药物中最相似的候选比较剂对应于目标药物适应症中使用的替代治疗方法,并且为随机选择的药物选择排名最高的比较剂倾向于在大多数协变量上产生平衡。该方法还对高质量发表的新用户队列设计研究中选择的比较者进行了高度评价。结论:经验比较器的建议可以作为研究人员的有用帮助,并最终能够自动生成新的用户队列设计衍生的证据,这一过程以前仅限于自我控制设计。
{"title":"Large-scale Empirical Identification of Candidate Comparators for Pharmacoepidemiological Studies.","authors":"Justin Bohn, James P Gilbert, Christopher Knoll, David M Kern, Patrick B Ryan","doi":"10.1007/s40264-025-01569-y","DOIUrl":"10.1007/s40264-025-01569-y","url":null,"abstract":"<p><strong>Background and objective: </strong>The new user cohort design has emerged as a best practice for the estimation of drug effects from observational data. However, despite its advantages, this design requires the selection and evaluation of comparators for appropriateness, a process that can be challenging. The objective of this work was to introduce an empirical approach to rank candidate comparators in terms of their similarity to a target drug in high-dimensional covariate space.</p><p><strong>Methods: </strong>We generated new user cohorts for each RxNorm ingredient and Anatomic Therapeutic Chemical level 4 class in five administrative claims databases then extracted aggregated pre-treatment covariate data for each cohort across five clinically oriented domains. We formed all pairs of cohorts with ≥ 1000 patients and computed a scalar similarity score, defined as the average of cosine similarities computed within each domain, for each pair. We then generated ranked lists of candidate comparators for each cohort.</p><p><strong>Results: </strong>Across up to 1350 cohorts forming 922,761 comparisons, drugs that were more similar in the Anatomic Therapeutic Chemical hierarchy had higher cohort similarity scores. The most similar candidate comparators for each of six example drugs corresponded to alternative treatments used in the target drug's indication(s), and choosing the top-ranked comparator for randomly selected drugs tended to produce balance on most covariates. This approach also ranked highly those comparators chosen in high-quality published new user cohort design studies.</p><p><strong>Conclusion: </strong>Empirical comparator recommendations may serve as a useful aid to investigators and could ultimately enable the automated generation of new user cohort design-derived evidence, a process that has previously been limited to self-controlled designs.</p>","PeriodicalId":11382,"journal":{"name":"Drug Safety","volume":" ","pages":"1229-1241"},"PeriodicalIF":3.8,"publicationDate":"2025-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12515211/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144224742","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
Identifying Maternal Conditions Leading to Gabapentinoid Prescriptions in Pregnancy Using Electronic Health Records from Six European Countries: A Contribution from the IMI ConcePTION Project. 使用来自六个欧洲国家的电子健康记录确定导致妊娠期间加巴喷丁类药物处方的产妇状况:IMI受孕项目的贡献。
IF 3.8 2区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2025-11-01 Epub Date: 2025-06-13 DOI: 10.1007/s40264-025-01565-2
Anna-Belle Beau, Olga Paoletti, Justine Bénévent, Marie Beslay, Xavier Moisset, Elisa Ballardini, Laia Barrachina-Bonet, Clara Cavero-Carbonell, Alex Coldea, Laura García-Villodre, Anja Geldhof, Rosa Gini, Mika Gissler, Sue Jordan, Maarit K Leinonen, Marco Manfrini, Visa Martikainen, Vera R Mitter, Joan K Morris, Amanda J Neville, Hedvig Nordeng, Aurora Puccini, Jingping Mo, Christine Damase-Michel
<p><strong>Introduction and objective: </strong>Given the recent increase in the prescription and dispensation of gabapentinoids (gabapentin and pregabalin) and the importance of controlling for underlying maternal illnesses in drug safety studies, we aimed to develop algorithms for identifying maternal conditions leading to gabapentinoid prescribing among pregnant women using data from six electronic healthcare data sources across Europe.</p><p><strong>Methods: </strong>The study was conducted in Finland, France (Haute-Garonne), Italy (Emilia Romagna), Norway, Spain (Valencian region), and Wales (UK), covering three million pregnancies from 2006 to 2020. Algorithms were developed to detect epilepsy, neuropathic pain, and generalized anxiety disorder (GAD) (approved indications for gabapentinoids by the European Medicines Agency, with the exception of gabapentin for GAD) using data ± 1 year around the gabapentinoid prescription date. Data included prescriber specialty, primary and specialized health care diagnoses, and co-prescription/dispensation data. Additional analyses investigated potential unlicensed indications (such as fibromyalgia, restless legs syndrome, bipolar disorder) and potential for abuse (using codes for substance use disorders and alcohol withdrawal).</p><p><strong>Results: </strong>Gabapentinoids were prescribed/dispensed in 1770 pregnancies (7.7 per 1000) in Spain, 2912 pregnancies (6.6 per 1000) in Wales, 3163 pregnancies (3.6 per 1000) in Norway, 2406 pregnancies (3.0 per 1000) in Finland, 908 pregnancies (2.2 per 1000) in Italy, and 269 pregnancies (1.9 per 1000) in France. A maternal condition related to gabapentinoid prescriptions was identified by the algorithm in 2797 (88.4%) in Norway, 2180 (74.9%) in Wales, 1269 (71.7%) in Spain, 1534 (63.8%) in Finland, 163 (60.6%) in France, and 396 (43.6%) pregnancies in Italy. Anxiety (licensed or unlicensed) was the most commonly captured condition in Wales (70.5%), Spain (51.5%), Finland (42.0%), and Italy (26.2%), whereas neuropathic pain prevailed in Norway (76.9%) and France (49.8%). Epilepsy was the least frequent maternal condition leading to gabapentinoid prescriptions across all data sources (below 15% of all pregnancies). The relative preponderance of these conditions differed between pregabalin and gabapentin. Additionally, unlicensed indications were captured in 0% to 13% of pregnancies, depending on the data source. The analyses of potential for abuse showed that records of alcohol withdrawal and/or substance use disorders (within 1 year before and after the gabapentinoids prescription/dispensation date) were present in 3% of pregnancies in Italy and up to 23% in Wales.</p><p><strong>Conclusions: </strong>Our study provides valuable insights into gabapentinoid use during pregnancy, with anxiety being the most common condition among pregnant women with gabapentinoid prescriptions in Finland, Italy, Spain, and Wales, whereas neuropathic pain predominated in France and
简介和目标:鉴于最近加巴喷丁类药物(加巴喷丁和普瑞巴林)的处方和配药增加,以及在药物安全性研究中控制潜在孕产妇疾病的重要性,我们的目标是利用来自欧洲六个电子医疗保健数据源的数据,开发算法,以确定孕妇中导致加巴喷丁类药物处方的孕产妇状况。方法:研究在芬兰、法国(上加隆)、意大利(艾米利亚罗马涅)、挪威、西班牙(巴伦西亚地区)和威尔士(英国)进行,涵盖了2006年至2020年的300万例妊娠。开发算法检测癫痫、神经性疼痛和广泛性焦虑症(GAD)(欧洲药品管理局批准加巴喷丁类药物的适应症,加巴喷丁治疗GAD除外),使用加巴喷丁类药物处方日期前后±1年的数据。数据包括处方专科、初级和专科卫生保健诊断以及联合处方/配药数据。其他分析调查了潜在的未经许可的适应症(如纤维肌痛、不宁腿综合征、双相情感障碍)和潜在的滥用(使用物质使用障碍和戒酒代码)。结果:加巴喷丁类药物在西班牙1770例妊娠(7.7 / 1000),威尔士2912例妊娠(6.6 / 1000),挪威3163例妊娠(3.6 / 1000),芬兰2406例妊娠(3.0 / 1000),意大利908例妊娠(2.2 / 1000),法国269例妊娠(1.9 / 1000)。该算法在挪威2797例(88.4%)、威尔士2180例(74.9%)、西班牙1269例(71.7%)、芬兰1534例(63.8%)、法国163例(60.6%)和意大利396例(43.6%)孕妇中发现与加巴喷丁类药物处方相关的孕产妇疾病。焦虑(有执照或无执照)是威尔士(70.5%)、西班牙(51.5%)、芬兰(42.0%)和意大利(26.2%)最常见的症状,而神经性疼痛在挪威(76.9%)和法国(49.8%)盛行。在所有数据来源中,癫痫是导致加巴喷丁类药物处方的最不常见的产妇疾病(占所有妊娠的15%以下)。这些情况的相对优势在普瑞巴林和加巴喷丁之间有所不同。此外,根据数据来源,0%至13%的妊娠中发现了未经许可的适应症。对滥用可能性的分析表明,在意大利,3%的孕妇存在酒精戒断和/或药物使用障碍的记录(在加巴喷丁类药物处方/配药日期前后1年内),而在威尔士,这一比例高达23%。结论:我们的研究为怀孕期间加巴喷丁类药物的使用提供了有价值的见解,在芬兰、意大利、西班牙和威尔士,服用加巴喷丁类药物的孕妇中,焦虑是最常见的症状,而在法国和挪威,神经性疼痛占主导地位。此外,我们发现这些怀孕中有3%到23%与药物滥用有关,这强调了对常被滥用的药物进行谨慎处方的必要性。建议的检测导致处方的产妇状况的方法将有助于准确评估怀孕期间的药物使用和安全性,同时解决指征引起的混淆。
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引用次数: 0
Risk of New-Onset Atrial Fibrillation in Opioid Users: A Systematic Review and Meta-Analysis on 24,006,367 Participants. 阿片类药物使用者新发心房颤动的风险:24,006,367名参与者的系统回顾和meta分析
IF 3.8 2区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2025-10-01 Epub Date: 2025-05-18 DOI: 10.1007/s40264-025-01555-4
Danilo Menichelli, Gianluca Gazzaniga, Arianna Pannunzio, Ilaria Maria Palumbo, Arianna Pani, Pasquale Pignatelli, Emanuele Valeriani, Daniele Pastori

Background: Despite ongoing efforts, the prescription of opioids is still common. Long-term opioid use has been associated with an increased risk of adverse cardiovascular outcomes.

Objective: We aimed to evaluate the association between opioid use and the risk of new-onset atrial fibrillation.

Methods: We performed a systematic review and meta-analysis of studies retrieved from MEDLINE and EMBASE databases according to PRISMA (Preferred Reporting Items for Systematic reviews and Meta-Analyses) guidelines from inception to 29 January, 2024. The protocol was registered at PROSPERO (CRD42024512500). Two authors independently screened and extracted data from included studies. The quantitative analysis included only observational studies and results were synthesised by a pooled hazard ratio. Risk of bias was performed according to the ROBINS-I Cochrane tool, and the summary of evidence according to GRADE (Grading of Recommendations, Assessment, Development and Evaluations).

Results: Four out of 782 studies met the inclusion criteria for a quantitative analysis with 24,006,367 participants. Overall, 153,734 were opioid users. The proportion of women ranged from 13.2 to 100% and the median age ranged from 34 to 65 years. Studies reported 991,263 cases of new-onset atrial fibrillation. The pooled analysis showed a significant association between use of opioids and new-onset atrial fibrillation (hazard ratio 1.96, 95% confidence interval 1.43-2.69 with high heterogeneity). A sensitivity analysis by removing the study with the largest cohort showed similar results to the main analysis. In the summary of findings, the certainty of the evidence according to GRADE was moderate.

Conclusions: We found a significant association between opioid use and the risk of new-onset atrial fibrillation. When prescribing opioids, the risk of new-onset atrial fibrillation should be considered, especially in the presence of other risk factors for atrial fibrillation.

背景:尽管不断努力,阿片类药物的处方仍然很普遍。长期使用阿片类药物与心血管不良后果的风险增加有关。目的:我们旨在评估阿片类药物使用与新发心房颤动风险之间的关系。方法:我们根据PRISMA(首选系统评价和meta分析报告项目)指南,对从MEDLINE和EMBASE数据库检索的研究进行了系统评价和荟萃分析,时间为2024年1月29日。该协议在PROSPERO注册(CRD42024512500)。两位作者从纳入的研究中独立筛选和提取数据。定量分析仅包括观察性研究,结果由合并风险比综合得出。偏倚风险评估采用ROBINS-I Cochrane工具,证据总结采用GRADE (Grading of Recommendations, Assessment, Development and evaluation)。结果:782项研究中有4项符合定量分析的纳入标准,共有24,006,367名参与者。总体而言,153,734人是阿片类药物使用者。女性比例为13.2 ~ 100%,中位年龄为34 ~ 65岁。研究报告了991,263例新发心房颤动。合并分析显示阿片类药物使用与新发房颤之间存在显著关联(风险比1.96,95%置信区间1.43-2.69,异质性高)。通过删除最大队列的研究进行敏感性分析,结果与主要分析相似。在研究结果总结中,根据GRADE,证据的确定性为中等。结论:我们发现阿片类药物使用与新发房颤风险之间存在显著关联。当处方阿片类药物时,应考虑新发房颤的风险,特别是在房颤存在其他危险因素的情况下。
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引用次数: 0
The Value of Sensitivity Analyses in Assessing the Risk of Two Rare Neurological Adverse Events and Pseudoephedrine Use. 敏感性分析在评估两种罕见神经系统不良事件及伪麻黄碱使用风险中的价值。
IF 3.8 2区 医学 Q1 PHARMACOLOGY & PHARMACY Pub Date : 2025-10-01 Epub Date: 2025-07-08 DOI: 10.1007/s40264-025-01575-0
G Caleb Alexander, Francine Chingcuanco, Abhilok Garg, Daniel Budnitz
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引用次数: 0
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