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N-of-1 trials in clinical research: Methodological foundations, statistical approaches and implementation challenges. 临床研究中的N-of-1试验:方法学基础、统计方法和实施挑战。
IF 3 3区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2025-12-08 DOI: 10.1002/bcp.70382
Marcos Clint Leal De Carvalho, Matheus de Matos Dourado Simões, Ubiratan Cardinalli Adler, Antonio Brazil Viana Junior, Caren Nádia Soares de Sousa, Lia Lira Olivier Sanders

N-of-1 trials offer a unique and rigorous methodology for evaluating individualized treatment responses, particularly within the context of personalized medicine. This article provides a comprehensive explanation of the conceptual and methodological underpinnings of N-of-1 trials, with particular emphasis on statistical techniques and considerations critical for their design and analysis. Existing guidelines for planning and conducting these studies are summarized, along with a discussion of the practical and theoretical challenges to their implementation in clinical practice. We provide an overview for clinicians and researchers who may be unfamiliar with the design. As most of the existing guidance has focused on design and implementation considerations, we expand on the statistical analysis. We aim to support researchers and methodologists in understanding and advancing the methodological toolkit necessary for high-quality N-of-1 research.

N-of-1试验为评估个体化治疗反应提供了一种独特而严谨的方法,特别是在个体化医疗的背景下。本文全面解释了N-of-1试验的概念和方法基础,特别强调了统计技术和对其设计和分析至关重要的考虑因素。总结了规划和开展这些研究的现有指导方针,并讨论了在临床实践中实施这些研究的实践和理论挑战。我们为可能不熟悉该设计的临床医生和研究人员提供概述。由于大多数现有指南都集中在设计和实现方面的考虑,我们将扩展统计分析。我们的目标是支持研究人员和方法学家理解和推进高质量N-of-1研究所需的方法工具包。
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引用次数: 0
Prescribing variation across Europe: Insights into prescribing practices and educational needs. 欧洲各地的处方差异:对处方实践和教育需求的见解。
IF 3 3区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2025-12-07 DOI: 10.1002/bcp.70403
Mariëlle G Hartjes, Milan C Richir, Michiel A van Agtmael, Jelle Tichelaar

Aims: Prescribing medication is a complex process, influenced by many factors that can be weighed differently. Four prescriber profiles have been identified: pragmatic-contextual, guideline-oriented, experience-driven and vulnerability-focused. However, the extent to which European prescribers identify with these profiles and the role of these profiles in clinical pharmacology and therapeutics (CPT) education is unclear. Knowledge of this might improve prescribing education and thereby prescribing practice.

Methods: A cross-sectional survey was conducted among physicians, physician assistants, advanced nurse practitioners and prescribing pharmacists across Europe. Participants ranked how strongly they identified with the four prescriber profiles, whether they recognized them in fellow healthcare professionals and whether these were covered in CPT education.

Results: A total of 170 prescribers from 23 European countries and over 40 different medical disciplines participated in this study. Most participants identified themselves as being pragmatic-contextual (36.5%) or guideline-oriented (42.9%) prescribers, whereas few considered themselves experience-driven (11.2%) or vulnerability-focused (9.4%) prescribers. Pragmatic-contextual and guideline-oriented prescribing were covered in current CPT education, whereas vulnerability-focused prescribing was poorly covered in current education. Participants thought that future CPT education should include these prescriber profiles.

Conclusions: These findings highlight the influence of professional background, clinical setting and experience on prescribing approaches across Europe. The strong presence of pragmatic-contextual and guideline-oriented profiles in both practice and education is consistent with current CPT curricula. However, experience-based and vulnerability-focused profiles, though regularly seen in practice, are under-represented in education despite their acknowledged importance. To support the development of prescribing practice, educational strategies should include all profiles.

目的:开药是一个复杂的过程,受到许多因素的影响,这些因素可以以不同的方式权衡。已经确定了四种处方者概况:实用语境型、指导导向型、经验驱动型和脆弱性导向型。然而,欧洲开处方者在多大程度上认同这些概况以及这些概况在临床药理学和治疗学(CPT)教育中的作用尚不清楚。了解这一点可能会改善处方教育,从而改善处方实践。方法:对欧洲各地的医师、医师助理、高级执业护士和处方药师进行横断面调查。参与者对他们对四种处方者概况的认同程度进行了排名,他们是否在其他医疗保健专业人员中认识到这些特征,以及这些特征是否包括在CPT教育中。结果:共有来自23个欧洲国家和40多个不同医学学科的170名处方者参与了这项研究。大多数参与者认为自己是务实的(36.5%)或以指南为导向的(42.9%)处方者,而很少有人认为自己是经验驱动的(11.2%)或以脆弱性为重点的(9.4%)处方者。当前的CPT教育涵盖了语用语境和指导导向的处方,而当前的CPT教育很少涵盖以脆弱性为重点的处方。与会者认为未来的CPT教育应该包括这些处方者的简介。结论:这些发现突出了专业背景、临床环境和经验对整个欧洲处方方法的影响。在实践和教育中,强烈存在语用语境和指导导向的概况,这与当前的CPT课程是一致的。然而,以经验为基础和以脆弱性为重点的概况,尽管在实践中经常看到,但在教育中代表性不足,尽管它们的重要性得到公认。为了支持处方实践的发展,教育策略应包括所有方面。
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引用次数: 0
Artificial intelligence in healthcare research: Research ethics perspective. 医疗保健研究中的人工智能:研究伦理视角。
IF 3 3区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2025-12-07 DOI: 10.1002/bcp.70395
Cong Ying Hey, Spoorthy Kulkarni

Current policies regarding artificial intelligence (AI) technology are facing difficulty to keep pace with its rapid development in healthcare due to the complexities involved in regulating this dynamic field. Similar to any pioneering technology, the application of AI in healthcare presents new ethical and legal dilemmas that extend beyond traditional bioethics, legislation, and governance. The process of establishing definitive professional guidelines and standardized regulations for AI in healthcare has been slow. This article examines the ethical challenges that arise at the intersection of AI and healthcare research. Key ethical principles that are essential for the responsible use of AI in healthcare include justice, data stewardship, explainability of AI, accountability and sustainability. We will discuss the ethical considerations that may arise at each stage of the AI development lifecycle, from early problem identification to post-deployment evaluation.

由于监管这一动态领域的复杂性,当前有关人工智能(AI)技术的政策难以跟上其在医疗保健领域的快速发展。与任何开创性技术类似,人工智能在医疗保健领域的应用带来了新的伦理和法律困境,这些困境超出了传统的生物伦理、立法和治理。为医疗保健领域的人工智能制定明确的专业指南和标准化法规的进程一直很缓慢。本文探讨了人工智能和医疗保健研究交叉出现的伦理挑战。对在医疗保健中负责任地使用人工智能至关重要的关键道德原则包括司法、数据管理、人工智能的可解释性、问责制和可持续性。我们将讨论在人工智能开发生命周期的每个阶段可能出现的伦理考虑,从早期的问题识别到部署后的评估。
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引用次数: 0
Understanding the influence of transfusion and blood loss on tranexamic acid concentration in scoliosis surgery with blood loss. 了解输血和失血量对脊柱侧凸失血量手术中氨甲环酸浓度的影响。
IF 3 3区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2025-12-05 DOI: 10.1002/bcp.70402
Paula Alexandra Sá, Luisa Barreiros, Marcela A Segundo, Eugénia Cruz, Sibylle Langenecker

Aims: Tranexamic acid (TXA) stabilizes clot formation by inhibiting fibrin degradation and improves postoperative outcomes. However, rare adverse events (e.g., thrombosis, seizures) warrant dose-risk evaluation. This study examines how perioperative blood loss and transfusion practices affect TXA concentrations during paediatric scoliosis surgery.

Methods: Forty-three patients undergoing scoliosis surgery with TXA were retrospectively analysed. The study assessed the impact of packed red blood cell (PRBC) transfusion on plasma TXA levels and whether maintaining concentrations ≥10 μg/mL correlated with intraoperative blood loss. TXA levels were measured using UHPLC-MS/MS.

Results: Median TXA concentration 30 min after the loading dose was 37.8 μg/mL (IQR: 31.4-39.6 μg/mL), decreasing to 10.6 μg/mL (IQR: 9.7-13.5 μg/mL) after transfusion. At surgery end, the mean concentration was 12.9 ± 2.5 μg/mL. Thirty-one patients maintained TXA levels ≥10 μg/mL, associated with ~80% inhibition of tissue plasminogen activator. Of six patients below this threshold, five had received transfusions. A significant correlation was found between higher intraoperative blood loss and lower TXA levels, consistent with a dilutional effect. In contrast, among patients with TXA ≥ 10 μg/mL, correlation with blood loss was weak (Spearman's ρ = -0.11, p = 0.54). Findings suggest homologous PRBC transfusion reduces plasma TXA through volume expansion.

Conclusions: Sustaining TXA concentrations >10 μg/mL is essential for antifibrinolytic efficacy and haemostatic outcomes. The dilutional impact of PRBC transfusion underscores the need for intraoperative dose adjustment. Optimizing TXA dosing requires understanding pharmacokinetics and patient variability.

目的:氨甲环酸(TXA)通过抑制纤维蛋白降解稳定凝块形成,改善术后预后。然而,罕见的不良事件(如血栓形成、癫痫发作)需要进行剂量风险评估。本研究探讨围手术期失血和输血如何影响小儿脊柱侧凸手术期间的TXA浓度。方法:对43例合并TXA的脊柱侧凸手术患者进行回顾性分析。该研究评估了填充红细胞(PRBC)输注对血浆TXA水平的影响,以及维持浓度≥10 μg/mL是否与术中出血量相关。采用UHPLC-MS/MS法测定TXA水平。结果:负荷后30min TXA浓度中位数为37.8 μg/mL (IQR: 31.4 ~ 39.6 μg/mL),输血后降至10.6 μg/mL (IQR: 9.7 ~ 13.5 μg/mL)。手术结束时平均浓度为12.9±2.5 μg/mL。31例患者维持TXA水平≥10 μg/mL,与组织纤溶酶原激活剂抑制~80%相关。在低于这个阈值的6名患者中,有5名接受了输血。术中出血量增加与TXA水平降低之间存在显著相关性,符合稀释效应。而在TXA≥10 μg/mL的患者中,与出血量的相关性较弱(Spearman ρ = -0.11, p = 0.54)。研究结果表明,同源PRBC输血通过体积扩张降低血浆TXA。结论:维持TXA浓度bb10 μg/mL对抗纤溶效果和止血效果至关重要。PRBC输血的稀释作用强调了术中剂量调整的必要性。优化TXA剂量需要了解药代动力学和患者的可变性。
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引用次数: 0
Adjustment for dispensed doses does not explain higher antidepressant concentrations in post-mortem toxicology. 调整分配剂量并不能解释死后毒理学中抗抑郁药浓度较高的原因。
IF 3 3区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2025-12-05 DOI: 10.1002/bcp.70389
Jessy S Lim, Firouzeh Noghrehchi, Nicholas A Buckley, Jennifer Schumann, Rose Cairns

Aims: Post-mortem detection of a medicine following suicide can be due to two main reasons: the decedent was taking that medicine therapeutically before death, and/or the medicine was involved in the suicidal act (poisoning-related suicide). We aimed to investigate how antidepressant concentrations differed between poisoning and non-poisoning suicides. We hypothesized that the predictive value of these concentrations and the separation between poisoning and non-poisoning concentrations would improve by adjusting for dose dispensed to the decedent.

Methods: We analysed post-mortem toxicology results from suicides in Australia, July 2013 to October 2019, linked to the individual's dispensing history. Suicides were classified as poisoning- or non-poisoning-related by coroners. We analysed the distribution of concentrations through descriptive statistics, precision-recall curves and quantile regression to compare poisoning and non-poisoning concentrations. We adjusted concentrations by estimated daily dose and total drug quantity dispensed in 90 days and re-assessed model performance.

Results: We had sufficient sample size to analyse nine antidepressants: amitriptyline (n = 149), mirtazapine (n = 399), citalopram (n = 116), escitalopram (n = 297), fluoxetine (n = 183), sertraline (n = 253), duloxetine (n = 122), venlafaxine (n = 261), desvenlafaxine (n = 194). Selective Serotonin Reuptake Inhibitor non-poisoning and poisoning concentrations were similar, with no high certainty threshold for poisoning for citalopram and sertraline. Amitriptyline had the best separation between poisoning and non-poisoning concentrations. Adjustment by estimated daily dose improved the separation of lower quantiles through quantile regression but did not help identify thresholds that separated poisonings and non-poisonings.

Conclusions: Dose adjustment generally did not improve the separation of poisoning vs non-poisoning suicides, indicating that post-mortem concentrations may not have clear dose-concentration relationships.

目的:自杀后对药物的尸检检测可能有两个主要原因:死者在死前正在服用该药物进行治疗,和/或该药物与自杀行为(与中毒有关的自杀)有关。我们的目的是调查抗抑郁药浓度在中毒和非中毒自杀之间的差异。我们假设这些浓度的预测价值以及中毒和非中毒浓度之间的分离将通过调整分配给死者的剂量而提高。方法:我们分析了2013年7月至2019年10月澳大利亚自杀事件的死后毒理学结果,这些结果与个人的配药史有关。自杀被验尸官归类为中毒或非中毒。我们通过描述性统计、精确召回曲线和分位数回归分析浓度分布,比较中毒和非中毒浓度。我们根据估计日剂量和90天内分配的总药物量调整浓度,并重新评估模型的性能。结果:我们有足够的样本量来分析9种抗抑郁药物:阿米替林(149)、米氮平(399)、西酞普兰(116)、艾司西酞普兰(297)、氟西汀(183)、舍曲林(253)、度洛西汀(122)、文拉法辛(261)、地文拉法辛(194)。选择性5 -羟色胺再摄取抑制剂非中毒和中毒浓度相似,西酞普兰和舍曲林中毒没有高确定性阈值。阿米替林对中毒浓度和非中毒浓度的分离效果最好。通过估计日剂量进行调整,通过分位数回归改善了较低分位数的分离,但无助于确定区分中毒和非中毒的阈值。结论:剂量调整一般不能改善中毒与非中毒自杀的分离,表明死后浓度可能没有明确的剂量-浓度关系。
{"title":"Adjustment for dispensed doses does not explain higher antidepressant concentrations in post-mortem toxicology.","authors":"Jessy S Lim, Firouzeh Noghrehchi, Nicholas A Buckley, Jennifer Schumann, Rose Cairns","doi":"10.1002/bcp.70389","DOIUrl":"https://doi.org/10.1002/bcp.70389","url":null,"abstract":"<p><strong>Aims: </strong>Post-mortem detection of a medicine following suicide can be due to two main reasons: the decedent was taking that medicine therapeutically before death, and/or the medicine was involved in the suicidal act (poisoning-related suicide). We aimed to investigate how antidepressant concentrations differed between poisoning and non-poisoning suicides. We hypothesized that the predictive value of these concentrations and the separation between poisoning and non-poisoning concentrations would improve by adjusting for dose dispensed to the decedent.</p><p><strong>Methods: </strong>We analysed post-mortem toxicology results from suicides in Australia, July 2013 to October 2019, linked to the individual's dispensing history. Suicides were classified as poisoning- or non-poisoning-related by coroners. We analysed the distribution of concentrations through descriptive statistics, precision-recall curves and quantile regression to compare poisoning and non-poisoning concentrations. We adjusted concentrations by estimated daily dose and total drug quantity dispensed in 90 days and re-assessed model performance.</p><p><strong>Results: </strong>We had sufficient sample size to analyse nine antidepressants: amitriptyline (n = 149), mirtazapine (n = 399), citalopram (n = 116), escitalopram (n = 297), fluoxetine (n = 183), sertraline (n = 253), duloxetine (n = 122), venlafaxine (n = 261), desvenlafaxine (n = 194). Selective Serotonin Reuptake Inhibitor non-poisoning and poisoning concentrations were similar, with no high certainty threshold for poisoning for citalopram and sertraline. Amitriptyline had the best separation between poisoning and non-poisoning concentrations. Adjustment by estimated daily dose improved the separation of lower quantiles through quantile regression but did not help identify thresholds that separated poisonings and non-poisonings.</p><p><strong>Conclusions: </strong>Dose adjustment generally did not improve the separation of poisoning vs non-poisoning suicides, indicating that post-mortem concentrations may not have clear dose-concentration relationships.</p>","PeriodicalId":9251,"journal":{"name":"British journal of clinical pharmacology","volume":" ","pages":""},"PeriodicalIF":3.0,"publicationDate":"2025-12-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145687049","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Reducing incorrect antibiotic dosing and enhancing prescriber adherence through a real-time, patient-specific clinical decision support system: A post-implementation evaluation. 通过实时的、针对患者的临床决策支持系统减少不正确的抗生素剂量并加强处方依从性:实施后评估。
IF 3 3区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2025-12-05 DOI: 10.1002/bcp.70397
Shin-Yi Liang, Cheng-Loong Liang, Wang-Chun Chen, Chun-Kai Huang, Chung-Hsu Lai, I-Fan Lin, Hsiu-Ling Chang, Yung-Chia Hsu, Chiu-Yen Yeh, Pin-Ru Chang-Chien, Feng-Chia Liu, Chia-Ta Tsai

Aims: Incorrect antibiotic dosing remains common, particularly in patients with renal impairment or obesity, contributing to treatment failure and antimicrobial resistance. Although clinical decision support systems (CDSS) are increasingly used, few offer real-time, patient-specific dosing recommendations based on a curated antibiotic dosing database integrated directly into prescribing workflows, limiting the optimization of antimicrobial therapy.

Methods: We implemented a mandatory CDSS for restricted antibiotics at a 1100-bed tertiary hospital. The system automatically integrated renal function and body weight from the electronic medical record, along with prescriber-selected dialysis modality, to generate predefined, guideline-based dosing options tailored to individual clinical scenarios. Prescribers were required to either accept a recommended dose or provide justification for overriding it. We retrospectively analysed 81 164 prescriptions after implementation to assess CDSS-adherence and compared 41 550 pre- and 33 994 post-implementation prescriptions to evaluate dosing accuracy.

Results: CDSS-adherence increased from 62.2% to 92.6% during the post-implementation period, while the incorrect antibiotic dosing rate declined from 3.7% to 2.1% (P < 0.001). Among non-adherent prescriptions, 72.4% of manually entered doses were concordant with CDSS recommendations and were associated with a lower incorrect dosing rate than discordant overrides (0.5% vs. 9.7%; P < 0.001). Key system refinements, including support for inhaled colistin and agent-specific loading dose guidance, further improved usability and CDSS-adherence.

Conclusions: By integrating real-time, patient-specific parameters into the prescribing process and offering guideline-aligned recommendations, this CDSS significantly improved prescriber adherence and reduced incorrect antibiotic dosing. The system shows strong potential to improve medication safety and support antimicrobial stewardship.

目的:不正确的抗生素剂量仍然很常见,特别是在肾脏损害或肥胖患者中,导致治疗失败和抗微生物药物耐药性。尽管临床决策支持系统(CDSS)的使用越来越多,但很少有基于直接集成到处方工作流程中的精心设计的抗生素剂量数据库提供实时的、针对患者的剂量建议,这限制了抗菌药物治疗的优化。方法:在某拥有1100个床位的三级医院实施限制性抗生素的强制性CDSS。该系统自动整合电子病历中的肾功能和体重,以及处方选择的透析方式,生成预定义的、基于指南的、针对个人临床情况量身定制的剂量选择。处方者被要求要么接受推荐剂量,要么提供推翻推荐剂量的理由。我们回顾性分析了81 164张实施后的处方,以评估cdss的依从性,并比较了41 550张实施前和33 994张实施后的处方,以评估剂量准确性。结果:实施后,CDSS的依从性从62.2%上升到92.6%,而不正确的抗生素给药率从3.7%下降到2.1%。结论:通过将实时的、患者特异性的参数整合到处方过程中,并提供与指南一致的建议,该CDSS显著提高了处方者的依从性,减少了不正确的抗生素给药。该系统在改善用药安全和支持抗菌药物管理方面显示出强大的潜力。
{"title":"Reducing incorrect antibiotic dosing and enhancing prescriber adherence through a real-time, patient-specific clinical decision support system: A post-implementation evaluation.","authors":"Shin-Yi Liang, Cheng-Loong Liang, Wang-Chun Chen, Chun-Kai Huang, Chung-Hsu Lai, I-Fan Lin, Hsiu-Ling Chang, Yung-Chia Hsu, Chiu-Yen Yeh, Pin-Ru Chang-Chien, Feng-Chia Liu, Chia-Ta Tsai","doi":"10.1002/bcp.70397","DOIUrl":"https://doi.org/10.1002/bcp.70397","url":null,"abstract":"<p><strong>Aims: </strong>Incorrect antibiotic dosing remains common, particularly in patients with renal impairment or obesity, contributing to treatment failure and antimicrobial resistance. Although clinical decision support systems (CDSS) are increasingly used, few offer real-time, patient-specific dosing recommendations based on a curated antibiotic dosing database integrated directly into prescribing workflows, limiting the optimization of antimicrobial therapy.</p><p><strong>Methods: </strong>We implemented a mandatory CDSS for restricted antibiotics at a 1100-bed tertiary hospital. The system automatically integrated renal function and body weight from the electronic medical record, along with prescriber-selected dialysis modality, to generate predefined, guideline-based dosing options tailored to individual clinical scenarios. Prescribers were required to either accept a recommended dose or provide justification for overriding it. We retrospectively analysed 81 164 prescriptions after implementation to assess CDSS-adherence and compared 41 550 pre- and 33 994 post-implementation prescriptions to evaluate dosing accuracy.</p><p><strong>Results: </strong>CDSS-adherence increased from 62.2% to 92.6% during the post-implementation period, while the incorrect antibiotic dosing rate declined from 3.7% to 2.1% (P < 0.001). Among non-adherent prescriptions, 72.4% of manually entered doses were concordant with CDSS recommendations and were associated with a lower incorrect dosing rate than discordant overrides (0.5% vs. 9.7%; P < 0.001). Key system refinements, including support for inhaled colistin and agent-specific loading dose guidance, further improved usability and CDSS-adherence.</p><p><strong>Conclusions: </strong>By integrating real-time, patient-specific parameters into the prescribing process and offering guideline-aligned recommendations, this CDSS significantly improved prescriber adherence and reduced incorrect antibiotic dosing. The system shows strong potential to improve medication safety and support antimicrobial stewardship.</p>","PeriodicalId":9251,"journal":{"name":"British journal of clinical pharmacology","volume":" ","pages":""},"PeriodicalIF":3.0,"publicationDate":"2025-12-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145687011","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Machine learning methods for predicting adverse drug events: A systematic review 预测药物不良事件的机器学习方法:系统综述。
IF 3 3区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2025-12-04 DOI: 10.1002/bcp.70377
Niaz Chalabianloo, Fatemeh Ahmadi, Mohammad Ali Omrani, Sheikh S. Abdullah, Neda Rostamzadeh, Atefeh Jafari, Lujain Izzedin, Kamran Sedig, Flory T. Muanda

Predicting adverse drug events (ADEs) in outpatient settings is crucial for improving medication safety, identifying high-risk patients and reducing health-care costs. While traditional methods struggle with the complexity of health-care data, machine learning (ML) models offer improved prediction capabilities; however, their effectiveness in ADE prediction remains unclear. This systematic review evaluated ML algorithms used for this purpose, analysing studies that focussed on outpatient care or utilized large-scale data sources (e.g. electronic health records, administrative claims and spontaneous reporting systems) that primarily represent the outpatient continuum. We systematically searched MEDLINE and Embase up to December 2024 to identify studies developing or validating ML models for ADE prediction. Study characteristics, ML methods, ADE types, model performance and risk of bias were assessed using the PROBAST tool. From 59 included studies comprising 191 ML implementations, Logistic regression, Random forest and XGBoost emerged as the most commonly used algorithms. The majority of studies (67.8%) reported area under the curve (AUC), with 85% demonstrating moderate to high performance (AUC > 0.70) for internal validation. However, only 33.9% of studies addressed class imbalance, and merely 18.6% conducted external validation, raising concerns about methodological rigour, particularly in missing data handling and validation procedures. Our findings indicate that ML models, especially ensemble methods, show promise in predicting ADEs, although challenges with class imbalance and limited external validation currently hinder their clinical applicability. Future research should focus on adopting more rigorous methodologies and developing specialized frameworks for ML-based ADE prediction that build upon established pharmacovigilance practices to ensure models are accurate, generalizable, and seamlessly integrated into clinical workflows for ongoing monitoring and improved medication safety.

预测门诊环境中的药物不良事件(ADEs)对于提高用药安全性、识别高危患者和降低医疗保健成本至关重要。虽然传统方法难以应对医疗数据的复杂性,但机器学习(ML)模型提供了改进的预测能力;然而,它们在ADE预测中的有效性尚不清楚。本系统综述评估了用于此目的的机器学习算法,分析了主要代表门诊连续体的门诊护理或使用大规模数据源(例如电子健康记录、行政索赔和自发报告系统)的研究。到2024年12月,我们系统地检索了MEDLINE和Embase,以确定开发或验证用于ADE预测的ML模型的研究。使用PROBAST工具评估研究特征、ML方法、ADE类型、模型性能和偏倚风险。从包含191个ML实现的59个纳入研究中,逻辑回归、随机森林和XGBoost成为最常用的算法。大多数研究(67.8%)报告了曲线下面积(AUC), 85%的研究在内部验证中表现出中等到高性能(AUC 0.70)。然而,只有33.9%的研究解决了班级失衡问题,只有18.6%的研究进行了外部验证,这引起了人们对方法严谨性的担忧,特别是在缺少数据处理和验证程序方面。我们的研究结果表明,ML模型,特别是集成方法,在预测ADEs方面显示出希望,尽管类不平衡和有限的外部验证的挑战目前阻碍了它们的临床适用性。未来的研究应侧重于采用更严格的方法和开发基于ml的ADE预测的专门框架,这些预测建立在已建立的药物警戒实践的基础上,以确保模型准确、可推广,并无缝集成到临床工作流程中,以进行持续监测和改善药物安全性。
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引用次数: 0
Effective remimazolam induction dose in paediatric same-day bidirectional endoscopy: A biased coin up and down sequential trial. 雷马唑仑在儿童当日双向内窥镜检查中的有效诱导剂量:一项偏置硬币上下序贯试验。
IF 3 3区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2025-12-04 DOI: 10.1002/bcp.70406
Si-Qi Zhou, Yuan Bi, Tian-Tian Chu, Zhang Tian, Shang-Chen Yu, Tian-Qing Yan, Jian-Bo Deng, Ai-Jun Xu

Background: This study aimed to explore the 90% effective dose (ED90) of remimazolam in paediatric same-day bidirectional endoscopy (BDE) and provide a more scientific dosage selection for the anaesthetic induction application of remimazolam in children.

Methods: The children were divided into a preschool (PS) group and a school-age(S) group, the ED90 of remimazolam was determined using the biased-coin up-and-down sequential test, the initial dose of remimazolam was 0.4 mg/kg in the PS group, 0.3 mg/kg in the S group, with a dose interval of 0.02 mg/kg. And remifentanil 5 μg/kg was combined as the analgesic drug.

Results: A total of 110 children were included in the study, 55 in each of the two groups. In the PS group, the dose range of remimazolam was 0.38-0.68 mg/kg, and the ED90 and ED50 were 0.67 mg/kg and 0.60 mg/kg using Centered Isotonic Regression (CIR); in the S group, the dose range of remimazolam was 0.30-0.48 mg/kg, the ED90 and ED50 was 0.45 mg/kg and 0.37 mg/kg using CIR. No serious adverse effects of remimazolam were seen in both groups.

Conclusions: In the induction of anaesthesia for same-day BDE, combined with 0.5 μg/kg of remifentanil, the younger the age, the higher the dose of sedative medication required. The ED90 of remimazolam was 0.67 mg/kg [90% confidence interval (CI), 0.66-0.76] in preschool children and 0.45 mg/kg (90% CI, 0.42-0.59) in school children.

Clinical trials: NCT06121609, date of registration: Nov. 07, 2023.

背景:本研究旨在探讨雷马唑仑在儿科当日双向内镜(BDE)中的90%有效剂量(ED90),为雷马唑仑在儿童麻醉诱导应用提供更科学的剂量选择。方法:将儿童分为学龄前(PS)组和学龄(S)组,采用偏硬币上下序试验法测定雷马唑仑ED90, PS组雷马唑仑初始剂量为0.4 mg/kg, S组为0.3 mg/kg,给药间隔为0.02 mg/kg。联合瑞芬太尼5 μg/kg作为镇痛药。结果:共纳入110例患儿,两组各55例。PS组雷马唑仑剂量范围为0.38 ~ 0.68 mg/kg, ED90和ED50分别为0.67 mg/kg和0.60 mg/kg;S组用药剂量范围为0.30 ~ 0.48 mg/kg, CIR ED90和ED50分别为0.45 mg/kg和0.37 mg/kg,两组均未见严重不良反应。结论:当日BDE诱导麻醉时,联合0.5 μg/kg瑞芬太尼,年龄越小,所需镇静药物剂量越高。学龄前儿童雷马唑仑的ED90为0.67 mg/kg[90%可信区间(CI), 0.66 ~ 0.76],学龄儿童的ED90为0.45 mg/kg (90% CI, 0.42 ~ 0.59)。临床试验号:NCT06121609,注册日期:2023年11月7日。
{"title":"Effective remimazolam induction dose in paediatric same-day bidirectional endoscopy: A biased coin up and down sequential trial.","authors":"Si-Qi Zhou, Yuan Bi, Tian-Tian Chu, Zhang Tian, Shang-Chen Yu, Tian-Qing Yan, Jian-Bo Deng, Ai-Jun Xu","doi":"10.1002/bcp.70406","DOIUrl":"https://doi.org/10.1002/bcp.70406","url":null,"abstract":"<p><strong>Background: </strong>This study aimed to explore the 90% effective dose (ED90) of remimazolam in paediatric same-day bidirectional endoscopy (BDE) and provide a more scientific dosage selection for the anaesthetic induction application of remimazolam in children.</p><p><strong>Methods: </strong>The children were divided into a preschool (PS) group and a school-age(S) group, the ED90 of remimazolam was determined using the biased-coin up-and-down sequential test, the initial dose of remimazolam was 0.4 mg/kg in the PS group, 0.3 mg/kg in the S group, with a dose interval of 0.02 mg/kg. And remifentanil 5 μg/kg was combined as the analgesic drug.</p><p><strong>Results: </strong>A total of 110 children were included in the study, 55 in each of the two groups. In the PS group, the dose range of remimazolam was 0.38-0.68 mg/kg, and the ED90 and ED50 were 0.67 mg/kg and 0.60 mg/kg using Centered Isotonic Regression (CIR); in the S group, the dose range of remimazolam was 0.30-0.48 mg/kg, the ED90 and ED50 was 0.45 mg/kg and 0.37 mg/kg using CIR. No serious adverse effects of remimazolam were seen in both groups.</p><p><strong>Conclusions: </strong>In the induction of anaesthesia for same-day BDE, combined with 0.5 μg/kg of remifentanil, the younger the age, the higher the dose of sedative medication required. The ED90 of remimazolam was 0.67 mg/kg [90% confidence interval (CI), 0.66-0.76] in preschool children and 0.45 mg/kg (90% CI, 0.42-0.59) in school children.</p><p><strong>Clinical trials: </strong>NCT06121609, date of registration: Nov. 07, 2023.</p>","PeriodicalId":9251,"journal":{"name":"British journal of clinical pharmacology","volume":" ","pages":""},"PeriodicalIF":3.0,"publicationDate":"2025-12-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145667125","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Equity and quality use of medicines in people who present to the Psychiatric Alcohol and Non-Prescription Drug Assessment Unit. 到精神科酒精和非处方药评估股就诊的人公平和高质量地使用药物。
IF 3 3区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2025-12-04 DOI: 10.1002/bcp.70366
Jana Stojanova, Elysse Bo Kwan Choy, Jonathan Brett, Jane Ellen Carland, Nader Malek, Richard Osborne Day, Bridin Murnion

Aim: To evaluate quality use of medicines (QUM) in patients admitted to the Psychiatric Alcohol and Non-Prescription Drug Assessment (PANDA) Unit through analysis of polypharmacy risk, prescribing safety indicators and national QUM indicators.

Methods: Retrospective review of electronic medical records for 787 patients (1245 episodes) admitted to PANDA Unit, St Vincent's Hospital Sydney, November 2020-December 2021. We assessed polypharmacy risk using NSW Therapeutic Advisory Group's Inappropriate Polypharmacy Risk Assessment Tool, evaluated nine prescribing safety indicators (PSIs) and assessed four national quality use of medicines indicators (NQUMIs) in a randomly selected subset of 103 patients.

Results: Mean age was 40.2 years; 67.2% were male. Alcohol-related diagnoses comprised 32.1% of presentations. Medium-risk (43.5%) and high-risk (37.2%) polypharmacy were prevalent, largely reflecting protocol-driven prescribing for acute presentations. Co-prescription of QT-prolonging drugs with antipsychotics affected 17.2% of patients, with 64.7% associated with rapid sedation protocols; only one case of potential QT prolongation was documented. Major gaps were identified in medication reconciliation (40.8% had documented medication history) and discharge documentation (13.1% of discharge summaries contained complete medication information). Patients experiencing homelessness demonstrated poorer outcomes across all QUM indicators, with no discharge summaries meeting quality standards.

Conclusion: While PANDA demonstrated appropriate protocol-driven prescribing for acute psychiatric presentations, substantial gaps in medication reconciliation and discharge communication highlight challenges in care transitions for priority populations. Standard polypharmacy and prescribing safety indicators may require adaptation for acute psychiatric settings to distinguish appropriate acute prescribing from potentially inappropriate practices.

目的:通过对多药风险、处方安全性指标和国家药品质量使用指标的分析,评价精神科酒精与非处方药评估(PANDA)单元住院患者的药品质量使用(QUM)。方法:回顾性分析2020年11月至2021年12月悉尼圣文森特医院PANDA病房收治的787例患者(1245例)的电子病历。我们使用NSW治疗咨询小组的不当多药风险评估工具评估了多药风险,在随机选择的103例患者中评估了9个处方安全指标(psi)和4个国家药物质量使用指标(NQUMIs)。结果:平均年龄40.2岁;67.2%为男性。与酒精相关的诊断占32.1%。中等风险(43.5%)和高风险(37.2%)的多重用药普遍存在,这在很大程度上反映了急性症状的处方方案驱动。延长qt的药物与抗精神病药物合用影响了17.2%的患者,其中64.7%与快速镇静方案相关;只有一例潜在的QT延长被记录在案。用药核对(40.8%有用药史记录)和出院文件(13.1%的出院总结包含完整的用药信息)存在较大差距。无家可归的患者在所有QUM指标中表现出较差的结果,没有符合质量标准的出院摘要。结论:虽然PANDA展示了针对急性精神病症状的适当的协议驱动处方,但在药物和解和出院沟通方面的实质性差距突出了优先人群在护理过渡方面的挑战。标准的综合用药和处方安全指标可能需要针对急性精神病环境进行调整,以区分适当的急性处方和可能不适当的做法。
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引用次数: 0
Digital twins: Unlocking comparative evidence that clinical research urgently needs. 数字双胞胎:解锁临床研究急需的比较证据。
IF 3 3区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2025-12-04 DOI: 10.1002/bcp.70410
Andrej Belančić, Ida Štimac, Andrea Faour, Elvira Meni Maria Gkrinia
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引用次数: 0
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British journal of clinical pharmacology
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