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Development of an interpretable machine learning model to predict short-term bleeding risk in patients receiving dual antithrombotic therapy following cardiac surgery. 开发可解释的机器学习模型来预测心脏手术后接受双重抗血栓治疗的患者的短期出血风险。
IF 3.2 4区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2026-04-01 Epub Date: 2025-09-24 DOI: 10.1007/s11096-025-02016-9
Haolong Han, Jifan Zhang, Xia Wang, Weihong Ge, Jason Z Qu
<p><strong>Introduction: </strong>Bleeding is a serious complication in cardiac surgery, especially among patients receiving combined anticoagulant and antiplatelet therapy. Current prediction models rarely include those undergoing both valve surgery and coronary artery bypass grafting (CABG) or account for postoperative factors and dual antithrombotic therapy, limiting their clinical utility.</p><p><strong>Aim: </strong>This study aimed to develop and validate machine learning models for the individualized prediction of bleeding events within three months after discharge in patients receiving warfarin plus aspirin following combined CABG and valve surgery.</p><p><strong>Method: </strong>Data from 499 adult patients who underwent cardiac surgery and received combined anticoagulant and antiplatelet therapy between June 2019 and December 2023 were retrospectively analyzed. Patients were randomly assigned to training (70%) and internal validation (30%) cohorts. Eleven key bleeding predictors were selected using the least absolute shrinkage and selection operator (LASSO) method. Seven machine learning algorithms, logistic regression, decision tree, random forest (RF), support vector machine, eXtreme Gradient Boosting (XGBoost), Light Gradient Boosting Machine (LightGBM) and k-nearest neighbors, were subsequently trained using these predictors. The model performance was evaluated based on the area under the receiver operating characteristic curve (AUC), accuracy, sensitivity, specificity, positive predictive value (PPV), negative predictive value (NPV), F1 score, and Brier score. External validation was performed in a temporally independent cohort of 93 patients. Model interpretability was assessed through Shapley Additive Explanations (SHAP), which were used to visualize both global and individual risk contributions.</p><p><strong>Results: </strong>Eleven clinical variables, including anemia, diabetes, heart failure, atrial fibrillation, age, postoperative drainage, previous bleeding, stroke, body mass index, estimated glomerular filtration rates and intraoperative bleeding, were identified as predictors. Among the models, the RF algorithm demonstrated the best performance (internal validation: AUC = 0.85, accuracy = 0.80, sensitivity = 0.75, specificity = 0.82, PPV = 0.64, NPV = 0.89 and F1-score = 0.69). In the external validation, the RF model maintained strong performance (AUC = 0.82, accuracy = 0.73, sensitivity = 0.76, specificity = 0.72, PPV = 0.44, NPV = 0.92 and F1-score = 0.56). Decision curve analysis confirmed the clinical utility of the model, and SHAP visualizations provided a transparent interpretation of individualized bleeding risks.</p><p><strong>Conclusion: </strong>This study demonstrates the feasibility and clinical utility of ML-based prediction of short-term bleeding risk in cardiac surgery patients on dual antithrombotic therapy. The RF model enables individualized risk assessment, with SHAP interpretation supporting clinical
出血是心脏手术的严重并发症,特别是在接受抗凝和抗血小板联合治疗的患者中。目前的预测模型很少包括瓣膜手术和冠状动脉旁路移植术(CABG)的患者,也很少考虑术后因素和双重抗血栓治疗,限制了它们的临床应用。目的:本研究旨在开发和验证机器学习模型,用于在CABG和瓣膜联合手术后接受华法林加阿司匹林的患者出院后三个月内出血事件的个性化预测。方法:回顾性分析2019年6月至2023年12月期间接受心脏手术并接受抗凝、抗血小板联合治疗的499例成人患者的资料。患者被随机分配到训练组(70%)和内部验证组(30%)。采用最小绝对收缩和选择算子(LASSO)方法选择11个关键出血预测因子。7种机器学习算法,逻辑回归,决策树,随机森林(RF),支持向量机,极限梯度增强(XGBoost),光梯度增强机(LightGBM)和k近邻,随后使用这些预测器进行训练。根据受试者工作特征曲线下面积(AUC)、准确性、敏感性、特异性、阳性预测值(PPV)、阴性预测值(NPV)、F1评分和Brier评分评价模型的性能。外部验证在一个暂时独立的93例患者队列中进行。通过Shapley加性解释(SHAP)评估模型的可解释性,该方法用于可视化全球和个人风险贡献。结果:11个临床变量,包括贫血、糖尿病、心力衰竭、心房颤动、年龄、术后引流、既往出血、卒中、体重指数、估计肾小球滤过率和术中出血,被确定为预测因素。其中,RF算法表现最佳(内部验证:AUC = 0.85,准确率= 0.80,灵敏度= 0.75,特异性= 0.82,PPV = 0.64, NPV = 0.89, F1-score = 0.69)。在外部验证中,RF模型保持了较好的性能(AUC = 0.82,准确度= 0.73,灵敏度= 0.76,特异性= 0.72,PPV = 0.44, NPV = 0.92, F1-score = 0.56)。决策曲线分析证实了该模型的临床实用性,SHAP可视化提供了个体化出血风险的透明解释。结论:本研究证明了基于ml预测心脏外科双重抗栓治疗患者短期出血风险的可行性和临床应用价值。RF模型可以进行个体化风险评估,SHAP解释支持临床适用性。
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引用次数: 0
Pharmacists' views on potential non-medical prescribing for pharmacists in Sweden: a nationwide survey study. 瑞典药剂师对潜在非医疗处方的看法:一项全国性调查研究。
IF 3.2 4区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2026-04-01 Epub Date: 2025-09-27 DOI: 10.1007/s11096-025-02006-x
Nicole Ljungdahl, Sofia Kälvemark-Sporrong, Albin Tranberg, Thomas Kempen

Introduction: The role of pharmacists in healthcare has evolved, and in several countries, they have prescribing rights. Currently, pharmacists in Sweden do not have the right to prescribe. Exploring their views on pharmacist prescribing may be a critical step toward advancing the profession and improving patient care.

Aim: To explore pharmacists' views on potential pharmacist prescribing in Sweden.

Method: An online questionnaire about pharmacist prescribing was distributed via email to Swedish pharmacists who are members of the Swedish Pharmacists Association (n = 5597). The questionnaire covered demographic information and statements about predefined prescribing models, preconditions, benefits, and risks associated with pharmacist prescribing. Each statement had a 4-point agreement Likert scale response option with additional "Don´t know/no opinion" option. Data were collected in May 2024. Closed-ended questions were analyzed descriptively, while open-ended questions were categorized and summarized.

Results: Of the 395 respondents (7% response rate), 75.2% (n = 297) agreed with introducing at least one model of pharmacist prescribing. The two models that received the most support were "Prescribing based on an agreement or collaboration with one or more independent prescribers" (50.1%; n = 198) and "Independent, but limited prescribing rights" (48.1%; n = 190). All predefined preconditions were important for the respondents; their education (97.2%, n = 384) was identified as the most important factor. Overall, respondents agreed more with the benefits than the risks of introducing pharmacist prescribing. Most frequently (somewhat) agreeing that an enhanced professional position of pharmacists in health care was a key benefit (91.1%; n = 369), and the risks that respondents most (somewhat) agreed with included increased workload (80.8%; n = 319) and the conflict of interest involved in pharmacists acting as both prescribers and dispensers (60.8%; n = 240).

Conclusion: The majority of respondents supported introducing at least one pharmacist prescribing model in Sweden. These findings provide valuable insights for policymakers considering an expanded role for pharmacists in Sweden, which may include a variety of extended professional roles in different settings.

导言:药剂师在医疗保健中的作用已经演变,在一些国家,他们有开处方的权利。目前,瑞典的药剂师没有开处方的权利。探索他们对药剂师处方的看法可能是促进职业发展和改善病人护理的关键一步。目的:探讨瑞典药师对潜在药师处方的看法。方法:通过电子邮件向瑞典药剂师协会会员发放网上药师处方调查问卷(5597份)。调查问卷涵盖了人口统计信息和关于预先定义的处方模型、前提条件、益处和与药剂师处方相关的风险的陈述。每个陈述都有一个4分同意李克特量表回应选项,附加“不知道/没有意见”选项。数据于2024年5月收集。封闭式问题进行描述性分析,开放式问题进行分类总结。结果:在395名受访者(7%的回复率)中,75.2% (n = 297)同意引入至少一种药师处方模式。得到最多支持的两种模式是“基于与一个或多个独立开处方者的协议或合作开处方”(50.1%,n = 198)和“独立但有限制的开处方权”(48.1%,n = 190)。所有预设的前提条件对被调查者都很重要;教育程度(97.2%,n = 384)被认为是最重要的因素。总体而言,受访者更认同引入药剂师处方的好处,而不是风险。最常见的(多少)同意提高药剂师在医疗保健中的专业地位是一个关键的好处(91.1%,n = 369),受访者最(多少)同意的风险包括工作量增加(80.8%,n = 319)和药剂师既开处方又开分药所涉及的利益冲突(60.8%,n = 240)。结论:大多数受访者支持在瑞典引入至少一种药剂师处方模式。这些发现为政策制定者考虑扩大瑞典药剂师的作用提供了有价值的见解,这可能包括在不同环境中扩展的各种专业角色。
{"title":"Pharmacists' views on potential non-medical prescribing for pharmacists in Sweden: a nationwide survey study.","authors":"Nicole Ljungdahl, Sofia Kälvemark-Sporrong, Albin Tranberg, Thomas Kempen","doi":"10.1007/s11096-025-02006-x","DOIUrl":"10.1007/s11096-025-02006-x","url":null,"abstract":"<p><strong>Introduction: </strong>The role of pharmacists in healthcare has evolved, and in several countries, they have prescribing rights. Currently, pharmacists in Sweden do not have the right to prescribe. Exploring their views on pharmacist prescribing may be a critical step toward advancing the profession and improving patient care.</p><p><strong>Aim: </strong>To explore pharmacists' views on potential pharmacist prescribing in Sweden.</p><p><strong>Method: </strong>An online questionnaire about pharmacist prescribing was distributed via email to Swedish pharmacists who are members of the Swedish Pharmacists Association (n = 5597). The questionnaire covered demographic information and statements about predefined prescribing models, preconditions, benefits, and risks associated with pharmacist prescribing. Each statement had a 4-point agreement Likert scale response option with additional \"Don´t know/no opinion\" option. Data were collected in May 2024. Closed-ended questions were analyzed descriptively, while open-ended questions were categorized and summarized.</p><p><strong>Results: </strong>Of the 395 respondents (7% response rate), 75.2% (n = 297) agreed with introducing at least one model of pharmacist prescribing. The two models that received the most support were \"Prescribing based on an agreement or collaboration with one or more independent prescribers\" (50.1%; n = 198) and \"Independent, but limited prescribing rights\" (48.1%; n = 190). All predefined preconditions were important for the respondents; their education (97.2%, n = 384) was identified as the most important factor. Overall, respondents agreed more with the benefits than the risks of introducing pharmacist prescribing. Most frequently (somewhat) agreeing that an enhanced professional position of pharmacists in health care was a key benefit (91.1%; n = 369), and the risks that respondents most (somewhat) agreed with included increased workload (80.8%; n = 319) and the conflict of interest involved in pharmacists acting as both prescribers and dispensers (60.8%; n = 240).</p><p><strong>Conclusion: </strong>The majority of respondents supported introducing at least one pharmacist prescribing model in Sweden. These findings provide valuable insights for policymakers considering an expanded role for pharmacists in Sweden, which may include a variety of extended professional roles in different settings.</p>","PeriodicalId":13828,"journal":{"name":"International Journal of Clinical Pharmacy","volume":" ","pages":"501-512"},"PeriodicalIF":3.2,"publicationDate":"2026-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12992373/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145174872","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
Association of potentially inappropriate medications with rehospitalisation and death within three months in older patients: a systematic review and meta-analysis. 老年患者用药不当与3个月内再住院和死亡的关系:一项系统回顾和荟萃分析
IF 3.2 4区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2026-04-01 Epub Date: 2025-09-25 DOI: 10.1007/s11096-025-02013-y
Isabella Muzzarelli, Vera Isabel Neumeier, Michael Gagesch, Wiebke Rösler, Andrea Rahel Burch

Introduction: Potentially inappropriate medications (PIMs) are medications with an unfavourable risk-benefit profile for patients aged ≥ 65 years. Currently, several screening tools are available and are used in clinical practice to identify PIMs.

Aim: Our objective was to systematically synthesize the available evidence on the association between potentially inappropriate medications (PIMs), as identified by various screening tools including STOPP/START and the Beers Criteria, and the outcomes of rehospitalization and mortality within three months in older patients.

Method: Adhering to Cochrane standards, we conducted a systematic review and meta-analysis to investigate the outcomes of patients aged 65 years and older, comparing those with at least one PIM identified by any explicit screening tool to those without PIMs. Primary outcomes were readmission and/or death within three months. The databases of Embase, MEDLINE, and CENTRAL were searched for retrospective as well as prospective observational studies published between 1991 and May 17 2024. The risk of bias was assessed for all included studies.

Results: In total, 1,642 studies were identified through the systematic search. Nine observational studies were included in this review. Our analysis revealed a statistically significant association between the overall presence of PIMs and rehospitalisation; odds ratio (OR) 1.47 [95% confidence interval (CI) 1.02 to 2.13, p = 0.045]. While stratification according to STOPP/START criteria yielded a statistically significant OR of 1.84 [CI 1.08 to 3.12, p = 0.024; n = 5], no statistically significant difference was seen according to Beers list [OR 1.25, CI 0.86 to 1.81, p = 0.235; n = 5]. Furthermore, no significant association was found between PIMs and mortality in either the overall analysis or the stratification according to the Beers and STOPP/START criteria. The risk of bias in the included studies was moderate to serious, and the certainty of evidence was very low.

Conclusion: The use of PIM screening tools during medication evaluations may reduce the risk of rehospitalisation and potentially lower mortality in older patients. However, further studies are warranted to confirm the association with adverse outcomes.

潜在不适当药物(PIMs)是对年龄≥65岁的患者具有不利风险-收益概况的药物。目前,有几种筛查工具可用,并在临床实践中用于识别pim。目的:我们的目标是系统地综合现有证据,通过各种筛查工具(包括STOPP/START和Beers标准)确定潜在不适当药物(PIMs)与老年患者再住院和3个月内死亡率的结果之间的关联。方法:遵循Cochrane标准,我们对65岁及以上的患者进行了系统回顾和荟萃分析,比较了至少有一种PIM的患者和没有PIM的患者的结果。主要结局是3个月内再入院和/或死亡。检索Embase、MEDLINE和CENTRAL数据库,检索1991年至2024年5月17日期间发表的回顾性和前瞻性观察性研究。对所有纳入的研究进行偏倚风险评估。结果:通过系统检索,共确定了1642项研究。本综述纳入了9项观察性研究。我们的分析显示pim的总体存在与再住院之间存在统计学上显著的关联;优势比(OR) 1.47[95%可信区间(CI) 1.02 ~ 2.13, p = 0.045]。而根据STOPP/START标准分层的OR为1.84,具有统计学意义[CI 1.08 ~ 3.12, p = 0.024;n = 5],根据Beers表,差异无统计学意义[OR 1.25, CI 0.86 ~ 1.81, p = 0.235;n = 5]。此外,在总体分析或根据Beers和STOPP/START标准分层中,均未发现pim与死亡率之间存在显著关联。纳入研究的偏倚风险为中度至重度,证据的确定性非常低。结论:在用药评估中使用PIM筛查工具可以降低老年患者再住院的风险,并可能降低死亡率。然而,需要进一步的研究来证实其与不良后果的关联。
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引用次数: 0
ADHD prescribing: national findings of children and adolescents attending mental health services in Ireland. ADHD处方:爱尔兰参加精神卫生服务的儿童和青少年的全国调查结果。
IF 3.2 4区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2026-04-01 Epub Date: 2025-09-01 DOI: 10.1007/s11096-025-01979-z
Etain Cantwell, Ivana Nelan, Sharifah Zahirah Idid, Suzanne McCarthy, David O Driscoll

Introduction: Attention deficit hyperactivity disorder (ADHD) is a neurodevelopmental condition, which initially presents in childhood. While prescribing trends for treating ADHD have been previously examined in Ireland's paediatric population, off-label prescribing of ADHD medication has yet to be studied.

Aim: We aimed to describe ADHD medication prescribing and off-label prescribing of ADHD medication in Ireland.

Method: This cross-sectional study used a sample drawn from the population of children and adolescents who were attending mental health services in Ireland as of 31st December 2021. Participants were included based on predefined inclusion and exclusion criteria; those who were aged 17 years or younger and had been prescribed at least one psychotropic medication (n = 3,193). We described the frequency and population of those prescribed an ADHD stimulant or non-stimulant medication and the target condition or target symptom cluster for prescription. We reported the starting and maintenance doses of each medication.

Results: Fifty-three percentage (n = 1,687) of children and adolescents were prescribed an ADHD medication on 31st December 2021, with more boys being prescribed an ADHD medication compared to girls (n = 1,284 vs n = 395). The most common age category prescribed ADHD medication was 11-13 years of age. The most common indication for prescribing ADHD medication was the target condition ADHD (n = 1,661; 98.5%).Twenty-six patients (1.5%) were prescribed ADHD medication for target symptoms, most commonly depressive (n = 8) and behavioural disturbance symptoms (n = 8) (i.e., off-label prescribing of ADHD medication).

Conclusion: More than half of young people attending specialist mental-health services in Ireland were receiving an ADHD-specific medicine, and almost all prescriptions were tied to a confirmed ADHD diagnosis. Off-label use for other symptom clusters was rare (< 2%), indicating strong adherence to licensed indications but also highlighting the importance of continued surveillance to detect emerging off-label trends and to ensure prescribing remains evidence-based and patient-centred.

注意缺陷多动障碍(ADHD)是一种神经发育疾病,最初出现在儿童时期。虽然治疗多动症的处方趋势已经在爱尔兰的儿科人群中进行了先前的研究,但对多动症药物的标签外处方尚未进行研究。目的:我们旨在描述爱尔兰ADHD药物处方和标签外处方。方法:本横断面研究使用了截至2021年12月31日在爱尔兰接受精神卫生服务的儿童和青少年人群的样本。根据预先确定的纳入和排除标准纳入受试者;年龄在17岁或17岁以下且至少服用过一种精神药物的患者(n = 3193)。我们描述了处方ADHD兴奋剂或非兴奋剂药物的频率和人群,以及处方的目标条件或目标症状群。我们报告了每种药物的起始和维持剂量。结果:2021年12月31日,53% (n = 1687)的儿童和青少年被开了ADHD药物,男孩比女孩更多(n = 1284比n = 395)。最常见的ADHD治疗年龄是11-13岁。处方ADHD药物的最常见适应症是目标条件ADHD (n = 1661; 98.5%)。26名患者(1.5%)因目标症状接受ADHD药物治疗,最常见的是抑郁(n = 8)和行为障碍症状(n = 8)(即超说明书处方ADHD药物)。结论:在爱尔兰,有超过一半的年轻人在接受专门的心理健康服务时接受了针对多动症的药物治疗,而且几乎所有的处方都与确诊的多动症诊断有关。其他症状组很少使用说明书外用药(
{"title":"ADHD prescribing: national findings of children and adolescents attending mental health services in Ireland.","authors":"Etain Cantwell, Ivana Nelan, Sharifah Zahirah Idid, Suzanne McCarthy, David O Driscoll","doi":"10.1007/s11096-025-01979-z","DOIUrl":"10.1007/s11096-025-01979-z","url":null,"abstract":"<p><strong>Introduction: </strong>Attention deficit hyperactivity disorder (ADHD) is a neurodevelopmental condition, which initially presents in childhood. While prescribing trends for treating ADHD have been previously examined in Ireland's paediatric population, off-label prescribing of ADHD medication has yet to be studied.</p><p><strong>Aim: </strong>We aimed to describe ADHD medication prescribing and off-label prescribing of ADHD medication in Ireland.</p><p><strong>Method: </strong>This cross-sectional study used a sample drawn from the population of children and adolescents who were attending mental health services in Ireland as of 31st December 2021. Participants were included based on predefined inclusion and exclusion criteria; those who were aged 17 years or younger and had been prescribed at least one psychotropic medication (n = 3,193). We described the frequency and population of those prescribed an ADHD stimulant or non-stimulant medication and the target condition or target symptom cluster for prescription. We reported the starting and maintenance doses of each medication.</p><p><strong>Results: </strong>Fifty-three percentage (n = 1,687) of children and adolescents were prescribed an ADHD medication on 31st December 2021, with more boys being prescribed an ADHD medication compared to girls (n = 1,284 vs n = 395). The most common age category prescribed ADHD medication was 11-13 years of age. The most common indication for prescribing ADHD medication was the target condition ADHD (n = 1,661; 98.5%).Twenty-six patients (1.5%) were prescribed ADHD medication for target symptoms, most commonly depressive (n = 8) and behavioural disturbance symptoms (n = 8) (i.e., off-label prescribing of ADHD medication).</p><p><strong>Conclusion: </strong>More than half of young people attending specialist mental-health services in Ireland were receiving an ADHD-specific medicine, and almost all prescriptions were tied to a confirmed ADHD diagnosis. Off-label use for other symptom clusters was rare (< 2%), indicating strong adherence to licensed indications but also highlighting the importance of continued surveillance to detect emerging off-label trends and to ensure prescribing remains evidence-based and patient-centred.</p>","PeriodicalId":13828,"journal":{"name":"International Journal of Clinical Pharmacy","volume":" ","pages":"424-434"},"PeriodicalIF":3.2,"publicationDate":"2026-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12992343/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144953150","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
Beyond black boxes: using explainable causal artificial intelligence to separate signal from noise in pharmacovigilance. 超越黑箱:在药物警戒中使用可解释的因果人工智能来分离信号和噪声。
IF 3.2 4区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2026-04-01 Epub Date: 2025-09-01 DOI: 10.1007/s11096-025-02004-z
Renato Ferreira-da-Silva, Ricardo Cruz-Correia, Inês Ribeiro

Artificial intelligence (AI), particularly machine learning (ML), is increasingly influencing pharmacovigilance (PV) by improving case triage and signal detection. Several studies have reported encouraging performance, with high F1 scores and alignment with expert assessments, suggesting that AI tools can help prioritize reports and identify potential safety issues faster than manual review. However, integrating these tools into PV raises concerns. Most models are designed for prediction, not explanation, and operate as "black boxes," offering limited insight into how decisions are made. This lack of transparency may undermine trust and clinical utility, especially in a domain where causality is central. Traditional ML relies on correlational patterns and may amplify biases inherent in spontaneous reporting systems, such as under-reporting, missing data, and confounding. Recent developments in explainable AI (XAI) and causal AI aim to address these issues by offering more interpretable and causally meaningful outputs, but their use in PV remains limited. These methods face challenges, including the need for robust data, the difficulty of defining ground truth for adverse drug reactions (ADRs), and the lack of standard validation frameworks. In this commentary, we explore the promise and pitfalls of AI in PV and argue for a shift toward causally informed, interpretable models grounded in epidemiological reasoning. We identify four priorities: incorporating causal inference into AI workflows; developing benchmark datasets to support transparent evaluation; ensuring model outputs align with clinical and regulatory logic; and upholding rigorous validation standards. The goal is not to replace expert judgment, but to enhance it with tools that are more transparent, reliable, and capable of separating true signals from noise. Moving toward explainable and causally robust AI is essential to ensure that its application in pharmacovigilance is both scientifically credible and ethically sound.

人工智能(AI),特别是机器学习(ML),通过改进病例分类和信号检测,正日益影响药物警戒(PV)。几项研究报告了令人鼓舞的表现,F1得分很高,与专家评估一致,这表明人工智能工具可以帮助确定报告的优先级,并比人工审查更快地识别潜在的安全问题。然而,将这些工具集成到光伏中引起了关注。大多数模型是为预测而不是解释而设计的,并且作为“黑盒子”运行,对如何做出决策提供有限的见解。这种缺乏透明度可能会破坏信任和临床效用,特别是在因果关系为中心的领域。传统的机器学习依赖于相关模式,可能会放大自发报告系统中固有的偏差,例如报告不足、数据缺失和混淆。可解释人工智能(XAI)和因果人工智能的最新发展旨在通过提供更多可解释和因果意义的输出来解决这些问题,但它们在光伏中的应用仍然有限。这些方法面临挑战,包括需要可靠的数据,难以确定药物不良反应(adr)的基本真相,以及缺乏标准的验证框架。在这篇评论中,我们探讨了人工智能在PV中的前景和陷阱,并主张转向基于流行病学推理的因果信息,可解释的模型。我们确定了四个优先事项:将因果推理纳入人工智能工作流程;开发基准数据集,支持透明评估;确保模型输出符合临床和监管逻辑;坚持严格的验证标准。我们的目标不是取代专家的判断,而是用更透明、更可靠、能够将真实信号与噪音区分开来的工具来增强专家的判断。向可解释和因果稳健的人工智能发展,对于确保其在药物警戒中的应用在科学上可信和伦理上合理至关重要。
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引用次数: 0
Perspectives of patients with rheumatoid arthritis towards the use of parenteral methotrexate: a qualitative study. 类风湿关节炎患者对注射甲氨蝶呤的看法:一项定性研究。
IF 3.2 4区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2026-04-01 Epub Date: 2025-11-06 DOI: 10.1007/s11096-025-02023-w
Jiun Ming Tan, Katherine Desforges, Wern Chern Chai, Susanna M Proudman, Michael D Wiese, Emily Reeve

Introduction: Rheumatoid arthritis (RA) is a chronic, inflammatory autoimmune disease. Disease-modifying antirheumatic drugs (DMARDs) are the cornerstone of management and methotrexate is broadly considered as first-line treatment. Gastrointestinal side effects and variable bioavailability however limit adherence to and effectiveness of oral methotrexate, while parenteral methotrexate remains underutilized.

Aim: To explore RA patients' perspective and their level of acceptance towards parenteral methotrexate and to investigate the barriers and enablers to its use.

Method: A qualitative study was conducted using semi-structured interviews between May and August 2022. Participants were recruited using convenience and purposive sampling strategy. The Theoretical Framework of Acceptability (TFA) was used to guide the development of the interview guide and data analysis (directed content analysis).

Results: Twenty-five participants (68% female, 76% with experience using parenteral methotrexate) were interviewed. All seven TFA constructs were found to influence participants' acceptance of parenteral methotrexate. High acceptance was related to the TFA constructs "perceived effectiveness", "intervention coherence", "self-efficacy" and "ethicality". Experience with disease improvement and gastrointestinal tolerance with parenteral methotrexate was valued by the participants, and understanding these benefits was linked with high acceptability (perceived effectiveness). Participants reported a high level of confidence in using methotrexate injections and adapting to the injection-taking routine (self-efficacy). The user-friendly design of the methotrexate pre-filled syringe, along with the support from healthcare professionals, served as enablers (intervention coherence and ethicality). Minimal opportunity costs (e.g., no major lifestyle sacrifices) further supported acceptability, though some reported initial injection anxiety (affective attitude). Barriers were frequently identified in the "burden" construct, including travel inconvenience and injection-associated cost. Participants without the experience with methotrexate injections expressed the need for further information, particularly regarding the logistical and safety aspects of parenteral methotrexate (intervention coherence).

Conclusion: Our findings highlighted that patients' comprehension of the benefits of using parenteral methotrexate, confidence in self-administration, healthcare professionals' support, and the ease of using injections may help optimize treatment acceptability, underscoring the importance of patient's education from healthcare professionals and the availability of patient-friendly devices.

类风湿关节炎(RA)是一种慢性炎症性自身免疫性疾病。改善疾病的抗风湿药物(DMARDs)是治疗的基石,甲氨蝶呤被广泛认为是一线治疗。然而,胃肠道副作用和可变的生物利用度限制了口服甲氨蝶呤的依从性和有效性,而静脉注射甲氨蝶呤仍未得到充分利用。目的:探讨类风湿性关节炎患者对氨甲蝶呤外注射的接受程度,并探讨其使用的障碍和促进因素。方法:采用半结构化访谈法,于2022年5月至8月进行定性研究。参与者采用方便和有目的的抽样策略招募。可接受性理论框架(TFA)用于指导访谈指南和数据分析(定向内容分析)的开发。结果:25名参与者(68%为女性,76%有静脉注射甲氨蝶呤的经验)接受了采访。所有七个TFA结构都被发现影响了参与者对氨甲蝶呤外注射的接受度。高接受度与TFA构念“感知有效性”、“干预一致性”、“自我效能”和“伦理性”有关。参与者重视疾病改善和胃肠耐受性的经验,并且了解这些益处与高可接受性(感知有效性)相关。参与者报告了使用甲氨蝶呤注射和适应注射常规的高度自信(自我效能)。甲氨蝶呤预填充注射器的用户友好设计,以及医疗保健专业人员的支持,成为推动因素(干预一致性和伦理性)。最小的机会成本(例如,没有重大的生活方式牺牲)进一步支持了可接受性,尽管一些人报告了最初的注射焦虑(情感态度)。在“负担”结构中经常确定障碍,包括交通不便和注射相关费用。没有甲氨蝶呤注射经验的参与者表示需要进一步的信息,特别是关于静脉注射甲氨蝶呤的后勤和安全方面(干预一致性)。结论:我们的研究结果强调,患者对使用氨甲蝶呤的益处的理解,对自我给药的信心,卫生保健专业人员的支持,以及使用注射剂的便利性可能有助于优化治疗的可接受性,强调了卫生保健专业人员对患者的教育和患者友好设备的可用性的重要性。
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引用次数: 0
Advancing pharmacist involvement in surgical prehabilitation: a call to action for global pharmacy practice. 推进药剂师参与手术康复:呼吁采取行动的全球药房实践。
IF 3.2 4区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2026-04-01 Epub Date: 2026-01-06 DOI: 10.1007/s11096-025-02074-z
Yong Wang, Junxiong Lu, Junyan Wu, Ruolun Wang, Li Wei, Yilei Li, Yingtong Zeng, Xiaoyan Li, Jisheng Chen, Bo Ji, Tao Liu, Hongwei Wu, Jinghao Wang, Haiyan Mai, Ping Zheng, Shanshan Yu, Pan Chen, Chen Yang, Pengjiu Yu, Xiaolan Mo, Yanfang Chen, Zhihua Zheng

Prehabilitation has emerged as a proactive, multimodal strategy in perioperative care, aiming to enhance functional capacity and resilience before surgery through medical optimization, exercise, nutrition, and psychological support. Despite their multidisciplinary nature, pharmacists are underutilized in this evolving field. Pharmacists are uniquely positioned to advance prehabilitation by applying Medication Therapy Management (MTM) and Collaborative Drug Therapy Management (CDTM) models to identify medication-related risks, manage comorbidities, and optimize perioperative outcomes. China's experience provides a compelling demonstration of this potential. Since 2015, Zhihua Zheng and colleagues at the Guangdong Pharmaceutical Association have pioneered surgical pharmacy, integrating MTM into pharmacist-managed clinics and employing CDTM frameworks to extend pharmacists' clinical authority in China. These innovations empower pharmacists to perform key prehabilitation functions, such as optimizing complex medication regimens, mitigating polypharmacy, stabilizing cardiovascular and metabolic parameters, managing nutrition and anemia, and supporting pain control. Internationally, prehabilitation has gained traction through initiatives such as Enhanced Recovery After Surgery programs and perioperative surgical home models. However, the pharmacist's contribution remains insufficiently defined. This commentary aims to highlight strategic opportunities for strengthening pharmacist involvement in prehabilitation rather than prescribing detailed operational protocols. Integrating MTM and CDTM conceptually within prehabilitation teams offers a scalable, evidence-informed direction that can guide health systems to enhance perioperative safety and readiness. Pharmacist-led interventions not only reduce medication errors and adverse events but also complement the work of surgeons, anesthesiologists, nutritionists, and rehabilitation specialists. Global collaboration is essential for standardizing competencies, developing training frameworks, and strengthening the evidence for pharmacist-led prehabilitation. The International Pharmaceutical Federation (FIP), the American Society of Health-System Pharmacists (ASHP), and the European Society of Clinical Pharmacy can catalyze this progress by promoting education, guidelines, and policy integration. By embedding MTM/CDTM into surgical prehabilitation, health systems can empower pharmacists to enhance patient safety, improve surgical outcomes, and advance the global standards of perioperative care.

预康复已成为围手术期护理中一种积极主动、多模式的策略,旨在通过医疗优化、运动、营养和心理支持来增强术前的功能能力和恢复能力。尽管他们的多学科性质,药剂师在这个不断发展的领域未得到充分利用。通过应用药物治疗管理(MTM)和协同药物治疗管理(CDTM)模型来识别药物相关风险、管理合并症和优化围手术期结果,药剂师在促进康复方面处于独特的地位。中国的经验有力地证明了这种潜力。自2015年以来,广东省药学会郑志华及其同事率先将MTM整合到药剂师管理的诊所中,并利用CDTM框架扩大了药剂师在中国的临床权威。这些创新使药剂师能够执行关键的康复功能,例如优化复杂的药物治疗方案,减轻多种药物,稳定心血管和代谢参数,管理营养和贫血,以及支持疼痛控制。在国际上,通过诸如增强术后恢复计划和围手术期外科家庭模型等举措,康复已经获得了牵引力。然而,药剂师的贡献仍然不够明确。本评论旨在强调加强药剂师参与康复治疗的战略机会,而不是规定详细的操作方案。在康复团队中从概念上整合MTM和CDTM提供了一个可扩展的、循证的方向,可以指导卫生系统提高围手术期的安全性和准备程度。药剂师主导的干预不仅减少了用药错误和不良事件,而且补充了外科医生、麻醉师、营养学家和康复专家的工作。全球合作对于使能力标准化、制定培训框架和加强药师主导的康复证据至关重要。国际药联(FIP)、美国卫生系统药师学会(ASHP)和欧洲临床药学学会可以通过促进教育、指导方针和政策整合来促进这一进展。通过将MTM/CDTM纳入手术康复,卫生系统可以授权药剂师加强患者安全,改善手术结果,并提高围手术期护理的全球标准。
{"title":"Advancing pharmacist involvement in surgical prehabilitation: a call to action for global pharmacy practice.","authors":"Yong Wang, Junxiong Lu, Junyan Wu, Ruolun Wang, Li Wei, Yilei Li, Yingtong Zeng, Xiaoyan Li, Jisheng Chen, Bo Ji, Tao Liu, Hongwei Wu, Jinghao Wang, Haiyan Mai, Ping Zheng, Shanshan Yu, Pan Chen, Chen Yang, Pengjiu Yu, Xiaolan Mo, Yanfang Chen, Zhihua Zheng","doi":"10.1007/s11096-025-02074-z","DOIUrl":"10.1007/s11096-025-02074-z","url":null,"abstract":"<p><p>Prehabilitation has emerged as a proactive, multimodal strategy in perioperative care, aiming to enhance functional capacity and resilience before surgery through medical optimization, exercise, nutrition, and psychological support. Despite their multidisciplinary nature, pharmacists are underutilized in this evolving field. Pharmacists are uniquely positioned to advance prehabilitation by applying Medication Therapy Management (MTM) and Collaborative Drug Therapy Management (CDTM) models to identify medication-related risks, manage comorbidities, and optimize perioperative outcomes. China's experience provides a compelling demonstration of this potential. Since 2015, Zhihua Zheng and colleagues at the Guangdong Pharmaceutical Association have pioneered surgical pharmacy, integrating MTM into pharmacist-managed clinics and employing CDTM frameworks to extend pharmacists' clinical authority in China. These innovations empower pharmacists to perform key prehabilitation functions, such as optimizing complex medication regimens, mitigating polypharmacy, stabilizing cardiovascular and metabolic parameters, managing nutrition and anemia, and supporting pain control. Internationally, prehabilitation has gained traction through initiatives such as Enhanced Recovery After Surgery programs and perioperative surgical home models. However, the pharmacist's contribution remains insufficiently defined. This commentary aims to highlight strategic opportunities for strengthening pharmacist involvement in prehabilitation rather than prescribing detailed operational protocols. Integrating MTM and CDTM conceptually within prehabilitation teams offers a scalable, evidence-informed direction that can guide health systems to enhance perioperative safety and readiness. Pharmacist-led interventions not only reduce medication errors and adverse events but also complement the work of surgeons, anesthesiologists, nutritionists, and rehabilitation specialists. Global collaboration is essential for standardizing competencies, developing training frameworks, and strengthening the evidence for pharmacist-led prehabilitation. The International Pharmaceutical Federation (FIP), the American Society of Health-System Pharmacists (ASHP), and the European Society of Clinical Pharmacy can catalyze this progress by promoting education, guidelines, and policy integration. By embedding MTM/CDTM into surgical prehabilitation, health systems can empower pharmacists to enhance patient safety, improve surgical outcomes, and advance the global standards of perioperative care.</p>","PeriodicalId":13828,"journal":{"name":"International Journal of Clinical Pharmacy","volume":" ","pages":"682-688"},"PeriodicalIF":3.2,"publicationDate":"2026-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12992372/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145911478","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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 empagliflozin on renal outcomes compared to sitagliptin with type 2 diabetes: target trial emulation using electronic medical records. 与西格列汀相比,恩格列净对2型糖尿病患者肾脏预后的影响:使用电子医疗记录的目标试验模拟
IF 3.2 4区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2026-04-01 Epub Date: 2025-10-23 DOI: 10.1007/s11096-025-02024-9
Min Ju Kang, Hyun Kyung Lee, Minoh Ko, Ha Young Jang, In-Wha Kim, Jung Mi Oh

Introduction: The renal effects of sodium-glucose cotransporter 2 (SGLT2) inhibitors in diverse populations remain under investigation. While randomized controlled trials have shown renoprotective effects of SGLT2 inhibitors, their impact in routine clinical settings and specific populations such as Koreans requires further evaluation.

Aim: This study aimed to evaluate the impact of empagliflozin compared to sitagliptin on renal function and related clinical outcomes in patients with type 2 diabetes (T2D) using a target trial emulation approach.

Method: We conducted a retrospective cohort study using electronic medical records from a Korean tertiary care hospital between 2018 and 2019. New users of empagliflozin or sitagliptin were identified and matched using propensity scores to control for confounding factors. Primary outcomes included changes in estimated glomerular filtration rate (eGFR) and other renal function markers over time. Secondary outcomes included acute kidney injury, albuminuria, and composite renal events, as well as other clinical parameters. A modified intention-to-treat analysis was performed, with follow-up up to 13 months.

Results: After matching, 219 T2D patients were identified in each group. Empagliflozin was associated with a slower decline in eGFR compared to sitagliptin (p < 0.05). Serum phosphorus levels increased more with empagliflozin (p < 0.05). Empagliflozin showed a non-significant trend toward lower risk of composite renal outcomes (hazard ratio [HR] 0.78; 95% confidence interval [CI], 0.50-1.22). Significant increases in weight loss (HR 2.95; 95% CI, 2.01-4.33) and urination frequency (HR 4.05; 95% CI, 1.14-14.34) were observed with empagliflozin. Serum uric acid levels decreased more in the empagliflozin group (p < 0.05).

Conclusion: This real-world study suggests that empagliflozin may offer renoprotective benefits compared to sitagliptin in T2D patients. However, the increased serum phosphorus levels warrant careful monitoring. These findings provide valuable insights for clinical decision-making in managing T2D patients at risk of renal complications.

钠-葡萄糖共转运蛋白2 (SGLT2)抑制剂在不同人群中的肾效应仍在研究中。虽然随机对照试验已经显示SGLT2抑制剂的肾保护作用,但其在常规临床环境和特定人群(如韩国人)中的影响需要进一步评估。目的:本研究旨在通过目标试验模拟方法评估恩格列净与西格列汀对2型糖尿病(T2D)患者肾功能和相关临床结局的影响。方法:我们使用韩国一家三级医院2018年至2019年的电子病历进行了回顾性队列研究。恩格列净或西格列汀的新使用者被识别并使用倾向评分进行匹配,以控制混杂因素。主要结局包括估计肾小球滤过率(eGFR)和其他肾功能指标随时间的变化。次要结局包括急性肾损伤、蛋白尿、复合肾事件以及其他临床参数。进行了改良的意向治疗分析,随访长达13个月。结果:配对后,两组共发现t2dm患者219例。与西格列汀相比,恩帕列净与eGFR的下降速度较慢相关(p结论:这项现实世界的研究表明,与西格列汀相比,恩帕列净可能对T2D患者具有肾脏保护作用。然而,血清磷水平的升高需要仔细监测。这些发现为处理有肾脏并发症风险的T2D患者的临床决策提供了有价值的见解。
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引用次数: 0
Implementing a clinical pharmacy intervention for older adult inpatients with chronic non-cancer pain: a feasibility study. 实施临床药学干预老年住院患者慢性非癌性疼痛:可行性研究。
IF 3.2 4区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2026-04-01 Epub Date: 2025-10-18 DOI: 10.1007/s11096-025-02033-8
Jasmin Abderhalden, Céline Lang, Carla Meyer-Massetti, Danja Müller, Patricia Cadisch, Dominic Bertschi, Aljoscha Noël Goetschi

Introduction: Chronic non-cancer pain (CNCP) affects 22-88% of older adults and is associated with a lower quality of life and polypharmacy. It thus puts these already very vulnerable patients at a greater risk of medication-related harm.

Aim: This feasibility study aimed to implement a multimodal clinical pharmacy intervention to improve CNCP-related care for older adult inpatients on hospital geriatrics wards.

Method: We conducted a single-arm feasibility study from January to May 2025, including patients aged 65 or older, hospitalised on the geriatrics ward of a tertiary hospital in Switzerland and previously diagnosed with CNCP. Feasibility was defined as the ability to perform the intervention as planned and approximated by recruitment and dropout rates. The intervention included semi-structured interviews about patients' pain histories, collected patient-reported outcome measures (PROMs) and recorded therapy goals. Pharmacists then conducted medication reviews using a previously developed and validated trigger tool. The trigger tool was used as a standardised approach for identifying medication-related issues, comprising a set of previously validated quality indicators. Findings were discussed during interprofessional ward rounds. Final treatment decisions were made jointly with patients. We followed up with patients by telephone one month after hospital discharge.

Results: Of 253 screened patients, we included 48 patients: 28 (58%) were interviewed, and 18 (38%) had a follow-up telephone call. Pharmacists suggested 56 therapy changes, with 29 identified by the trigger tool and 27 identified by regular medication review. Therapy change acceptance rates by the care team were 78% and 41%, respectively. Pain frequency and the highest and lowest pain levels over the last seven days all decreased after hospital discharge, although these changes cannot be causally attributed to the intervention. Other pain-related PROMs showed no change or just a slight improvement or deterioration.

Conclusion: The present feasibility study showed that implementing a clinical pharmacy intervention for older adult inpatients was indeed feasible. However, the recruitment rates were relatively low, and dropout rates were relatively high. Using a standardised approach involving a trigger tool showed promising results for detecting medication-related problems. These are important first indicators that including pharmacists more closely in standard care could be beneficial to CNCP patients.

慢性非癌性疼痛(CNCP)影响22-88%的老年人,并与较低的生活质量和多种用药相关。因此,这使这些已经非常脆弱的患者面临更大的药物相关伤害风险。目的:本可行性研究旨在实施多模式临床药学干预,以改善医院老年病房老年住院患者cncp相关护理。方法:我们于2025年1月至5月进行了一项单臂可行性研究,纳入了65岁及以上、在瑞士一家三级医院老年病房住院、既往诊断为CNCP的患者。可行性定义为按照计划进行干预的能力,并由招募率和辍学率近似表示。干预包括对患者疼痛史的半结构化访谈,收集患者报告的结果测量(PROMs)和记录的治疗目标。然后药剂师使用先前开发和验证的触发工具进行药物审查。触发工具被用作确定药物相关问题的标准化方法,包括一组先前经过验证的质量指标。在跨专业查房期间讨论了调查结果。最终的治疗决定由患者共同做出。出院一个月后,我们对患者进行电话随访。结果:253例筛查患者中,我们纳入了48例患者,其中28例(58%)接受了访谈,18例(38%)接受了电话随访。药剂师建议56种治疗变化,其中29种通过触发工具确定,27种通过定期药物审查确定。护理团队对治疗改变的接受率分别为78%和41%。出院后,疼痛频率、最高和最低疼痛水平均有所下降,尽管这些变化不能归因于干预。其他与疼痛相关的PROMs没有变化或只是轻微改善或恶化。结论:本可行性研究表明,对老年住院患者实施临床药学干预是可行的。然而,录取率相对较低,辍学率相对较高。使用涉及触发工具的标准化方法在检测药物相关问题方面显示出有希望的结果。这些都是重要的第一个指标,将药剂师更紧密地纳入标准护理可能对CNCP患者有益。
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引用次数: 0
Hospital readmissions related to adverse drug withdrawal events in older adults: a pilot study. 与老年人药物戒断不良事件相关的医院再入院:一项试点研究
IF 3.2 4区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2026-04-01 Epub Date: 2025-10-29 DOI: 10.1007/s11096-025-02030-x
D'Arcy Mellors, Despina Antonas, Patrick Russell, Haresh Arunasalam, Nagham Ailabouni, Ivanka Koeper, Emily Reeve

Introduction: Drug-related hospitalisations are common and approximately 50% are preventable. They can be caused by adverse drug reactions, therapeutic failures, and Adverse Drug Withdrawal Events (ADWEs). ADWEs include any clinically significant set of symptoms caused by the cessation or dose reduction of a medication, including physiological withdrawal reactions or return of the underlying medical condition; few studies have examined the prevalence and characteristics of ADWEs.

Aim: To conduct a pilot study to determine the proportion of hospital readmissions caused or contributed to by ADWEs in older adults, explore the characteristics of these events, and test the method of assessment of ADWEs.

Method: A retrospective case note review included patients that were admitted to geriatric units with two hospital admissions within a three month period. Participants were screened for deprescribing events, defined as medication cessation, dose reduction, or substitution. Two assessors then independently reviewed the data to determine if an ADWE had occurred and assessed its contribution to a readmission.

Results: Ten participants experienced 33 deprescribing events during their first hospital admission, or between admissions. A total of seven out of the 33 deprescribing events (affecting six participants) were assessed to have likely led to an ADWE (21%). Of these, six were assessed as likely contributing to the readmission. Of the total 12 readmissions examined (across 10 participants), five readmissions (five participants) were assessed as likely being contributed to by an ADWE (41.6%). The most common medications that were assessed as likely to have contributed to an ADWE-related hospital admission were cardiac medications, particularly diuretics, which were implicated in four out of six ADWEs assessed as likely to have contributed to hospital readmission.

Conclusion: ADWEs are potentially common in complex older adults and their potential contribution to hospital readmissions highlights the need for further research on how to identify and ultimately prevent them.

与毒品有关的住院很常见,大约50%是可以预防的。它们可由药物不良反应、治疗失败和药物不良戒断事件(ADWEs)引起。ADWEs包括因药物停止或剂量减少而引起的任何临床显著症状,包括生理性戒断反应或基础医疗状况的恢复;很少有研究调查ADWEs的患病率和特征。目的:开展一项初步研究,确定老年人ADWEs引起或促成的再入院比例,探讨这些事件的特征,并检验ADWEs的评估方法。方法:回顾性病例回顾包括在三个月内两次住院的老年病房患者。筛选参与者的处方解除事件,定义为药物停止、剂量减少或替代。两名评估人员随后独立审查数据,以确定是否发生ADWE,并评估其对再入院的贡献。结果:10名参与者在第一次住院期间或两次住院之间经历了33次描述性事件。33个描述事件(影响6名参与者)中有7个被评估为可能导致ADWE(21%)。其中,6人被评估为可能导致再入院。在总共检查的12例再入院(10名参与者)中,5例再入院(5名参与者)被评估为可能由ADWE(41.6%)引起。被评估为可能导致adwe相关住院的最常见药物是心脏药物,特别是利尿剂,在6个adwe中有4个被评估为可能导致再入院。结论:ADWEs在复杂的老年人中可能很常见,它们对医院再入院的潜在贡献突出了如何识别和最终预防它们的进一步研究的必要性。
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International Journal of Clinical Pharmacy
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