首页 > 最新文献

International Journal of Clinical Pharmacy最新文献

英文 中文
Nationwide validation of the CLEO tool to evaluate the relevance of pharmacists' interventions in German hospitals. 全国验证的CLEO工具,以评估相关性的药剂师的干预措施在德国医院。
IF 3.2 4区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2026-02-17 DOI: 10.1007/s11096-025-02085-w
Vivien Berger, Annika van der Linde, Lisa Cuba, Charlotte Horn, Denise Köster, Heike Lanzinger, Katharina Wien, Ha Thi Vo, Pierrick Bedouch, Claudia Langebrake

Introduction: The clinical relevance of pharmacists' interventions (PIs) is complex to determine. The CLEO tool is a multidimensional scoring system to assess the relevance of PIs across three dimensions: clinical, economic, and organisational impact.

Aim: This study aimed to nationwide validate the CLEO tool by clinical pharmacists in German hospitals using structured and representative clinical cases.

Method: The German CLEO version was adapted to the German hospital setting and supplemented with practical examples. Fifty up-to-date cases from the inpatient setting were developed in a multistage process following the Identification, Situation, Background, Assessment, Recommendation structure. In the first round, each rater was randomly assigned 20 from the pool of 50 clinical cases, ensuring that all cases were evaluated by multiple raters. After a 14-day washout period, the same 20 cases were reassessed by the same raters. In the second round, all raters from the first round were invited again, and a subset who volunteered assessed another 20 cases after intensified training. Inter- and intra-rater reliability were calculated using Krippendorff's α and the intraclass correlation coefficient (ICC). User feedback was collected through a 16-item questionnaire.

Results: A total of 79 pharmacists from 56 hospitals participated in the first round; 27 completed the second round as well. Inter-rater reliability was poor across all three CLEO dimensions (Krippendorff's α < 0.67), both overall and among experienced clinical pharmacists. Intra-rater reliability was good for all dimensions (ICC 0.63-0.74), highest for the clinical dimension (0.74). Most raters (77%) needed less than one minute per case. Overall, the CLEO tool was perceived by users as appropriate, precise, acceptable and feasible (mean score 5.36; 7-point Likert scale; 1 = strongly disagree, 7 = strongly agree).

Conclusion: Since clinical pharmacy is still a developing discipline in German hospitals, differences in clinical practice and professional expertise complicate the evaluation of PIs. While intra-rater reliability was good, the validation of the CLEO tool in Germany did not achieve satisfactory inter-rater reliability. The CLEO tool may be useful within institutions with shared standards, but broader application across diverse settings in Germany requires additional training, further research and standardisation of clinical pharmacy services.

前言:临床相关性的药剂师的干预措施(pi)是复杂的确定。CLEO工具是一个多维评分系统,用于评估pi在三个方面的相关性:临床、经济和组织影响。目的:本研究旨在通过结构化和具有代表性的临床病例,在全国范围内验证德国医院临床药师的CLEO工具。方法:采用德国CLEO版本,适应德国医院环境,并辅以实例。根据确定、情况、背景、评估、建议结构,在多阶段过程中收集了来自住院环境的50例最新病例。在第一轮中,每个评价者从50个临床病例中随机分配20个,确保所有病例都由多个评价者评估。在14天的洗脱期后,同样的20例由相同的评分者重新评估。在第二轮中,再次邀请第一轮的所有评分者,其中一部分志愿者在强化训练后评估了另外20个案例。采用Krippendorff′s α和类内相关系数(ICC)计算组间和组内信度。用户反馈是通过16项问卷收集的。结果:56家医院共有79名药师参加了第一轮考核;27人也完成了第二轮投票。结论:由于临床药学在德国医院仍是一门发展中的学科,临床实践和专业知识的差异使pi的评估复杂化。虽然内部信度良好,但CLEO工具在德国的验证并没有达到令人满意的内部信度。CLEO工具在拥有共同标准的机构中可能有用,但在德国的不同环境中更广泛的应用需要额外的培训、进一步的研究和临床药学服务的标准化。
{"title":"Nationwide validation of the CLEO tool to evaluate the relevance of pharmacists' interventions in German hospitals.","authors":"Vivien Berger, Annika van der Linde, Lisa Cuba, Charlotte Horn, Denise Köster, Heike Lanzinger, Katharina Wien, Ha Thi Vo, Pierrick Bedouch, Claudia Langebrake","doi":"10.1007/s11096-025-02085-w","DOIUrl":"https://doi.org/10.1007/s11096-025-02085-w","url":null,"abstract":"<p><strong>Introduction: </strong>The clinical relevance of pharmacists' interventions (PIs) is complex to determine. The CLEO tool is a multidimensional scoring system to assess the relevance of PIs across three dimensions: clinical, economic, and organisational impact.</p><p><strong>Aim: </strong>This study aimed to nationwide validate the CLEO tool by clinical pharmacists in German hospitals using structured and representative clinical cases.</p><p><strong>Method: </strong>The German CLEO version was adapted to the German hospital setting and supplemented with practical examples. Fifty up-to-date cases from the inpatient setting were developed in a multistage process following the Identification, Situation, Background, Assessment, Recommendation structure. In the first round, each rater was randomly assigned 20 from the pool of 50 clinical cases, ensuring that all cases were evaluated by multiple raters. After a 14-day washout period, the same 20 cases were reassessed by the same raters. In the second round, all raters from the first round were invited again, and a subset who volunteered assessed another 20 cases after intensified training. Inter- and intra-rater reliability were calculated using Krippendorff's α and the intraclass correlation coefficient (ICC). User feedback was collected through a 16-item questionnaire.</p><p><strong>Results: </strong>A total of 79 pharmacists from 56 hospitals participated in the first round; 27 completed the second round as well. Inter-rater reliability was poor across all three CLEO dimensions (Krippendorff's α < 0.67), both overall and among experienced clinical pharmacists. Intra-rater reliability was good for all dimensions (ICC 0.63-0.74), highest for the clinical dimension (0.74). Most raters (77%) needed less than one minute per case. Overall, the CLEO tool was perceived by users as appropriate, precise, acceptable and feasible (mean score 5.36; 7-point Likert scale; 1 = strongly disagree, 7 = strongly agree).</p><p><strong>Conclusion: </strong>Since clinical pharmacy is still a developing discipline in German hospitals, differences in clinical practice and professional expertise complicate the evaluation of PIs. While intra-rater reliability was good, the validation of the CLEO tool in Germany did not achieve satisfactory inter-rater reliability. The CLEO tool may be useful within institutions with shared standards, but broader application across diverse settings in Germany requires additional training, further research and standardisation of clinical pharmacy services.</p>","PeriodicalId":13828,"journal":{"name":"International Journal of Clinical Pharmacy","volume":" ","pages":""},"PeriodicalIF":3.2,"publicationDate":"2026-02-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146213160","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
Exploring the applicability of the UK Prescribing Safety Assessment with early career pharmacists as preparation before formal prescribing training. 探索英国早期职业药师在正式处方培训前进行处方安全评估的适用性。
IF 3.2 4区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2026-02-17 DOI: 10.1007/s11096-025-02081-0
Fiona McMillan, Judy Wakeling, Jackie Inch, Leon Zlotos, Simon Maxwell, Scott Cunningham, Anne Boyter, Ailsa Power

Introduction: Evidence shows that non-medical prescribing is as effective as medical prescribing in a range of acute and chronic conditions and is well accepted by a diverse range of key stakeholders. Pharmacists in the UK are set to acquire prescribing skills at an earlier stage in their training, with prescribing integrated into the first five years of training and the ability to prescribe from the point of registration from August 2026. Therefore, reliable and reproducible methods of assessing their ability to prescribe safely need to be in place. The UK Prescribing Safety Assessment (PSA) could be a standard method to assess prescribing skills across professions.

Aim: To examine the performance of post-registration Foundation pharmacists in the PSA and to explore their views on its suitability as a development tool before enrolling on an independent prescribing (IP) course.

Method: Pharmacists in Scotland 12 months into the post-registration Foundation programme were invited to sit a 30-question, blueprint-aligned online PSA in September 2024. Mean scores and facility scores were determined. (Facility is a measurement of how easy a question is: higher facility index = question is considered easier; lower facility index = question is considered more difficult). An online evaluation questionnaire gathered feedback on content and appropriateness, analysed using thematic analysis.

Results: Seventy-one of 128 (55.5%) eligible pharmacists sat the PSA; mean total score was 72.5% (SD 10.2). Domain-level mean scores (facility) were: Prescription Review 13.51/16 (0.84); Providing Information 4.96/6 (0.83); Dose Calculations 6.85/8 (0.86); Adverse Drug Reactions 6.51/8 (0.81); Drug Monitoring 5.61/8 (0.70); Planning Management 5.01/8 (0.63); Data Interpretation 3.41/6 (0.57); Prescription Writing 26.62/40 (0.67). The questionnaire was completed by 16/71 (22.5%) PSA sitters: most agreed the assessment was appropriate for their stage and helpful preparation for an IP course; some community pharmacists considered hospital-based content less relevant.

Conclusion: Formative participation in the UK PSA by post-registration Foundation pharmacists provided domain-level performance data and was regarded by respondents as useful preparation for an IP course. Findings suggest potential value in situating the PSA during the Foundation Training Year, with consideration of sector relevance and targeted support for domains such as prescription writing and data interpretation.

有证据表明,在一系列急性和慢性疾病中,非医疗处方与医疗处方一样有效,并被各种主要利益攸关方广泛接受。英国的药剂师将在培训的早期阶段获得处方技能,将处方整合到前五年的培训中,并从2026年8月注册时开始开处方。因此,需要有可靠和可重复的方法来评估他们安全开处方的能力。英国处方安全评估(PSA)可能是评估各专业处方技能的标准方法。目的:检查注册后基础药剂师在PSA中的表现,并探讨他们在注册独立处方(IP)课程之前对其作为发展工具的适用性的看法。方法:参加注册后基础项目12个月的苏格兰药剂师被邀请在2024年9月参加一个30个问题,蓝图一致的在线PSA。确定平均得分和设施得分。(便利度是衡量问题难易程度的指标:便利度指数越高,问题越容易;便利度指数越低,问题越难)。在线评估问卷收集了对内容和适当性的反馈,并使用主题分析进行了分析。结果:128名合格药师中有71名(55.5%)参加了PSA;平均总评分为72.5% (SD 10.2)。领域水平平均得分(设施)为:Prescription Review 13.51/16 (0.84);提供信息4.96/6 (0.83);剂量计算6.85/8 (0.86);药物不良反应6.51/8 (0.81);药物监测5.61/8 (0.70);计划管理5.01/8 (0.63);数据解释3.41/6 (0.57);处方书写26.62/40(0.67)。问卷由16/71(22.5%)的PSA保姆完成:大多数人认为评估适合他们的阶段,有助于为IP课程做准备;一些社区药剂师认为以医院为基础的内容不太相关。结论:注册后基金会药剂师对英国PSA的形成性参与提供了领域水平的绩效数据,并被受访者视为知识产权课程的有用准备。研究结果表明,在基础培训年期间,考虑到部门相关性和对处方写作和数据解释等领域的有针对性的支持,PSA的定位具有潜在价值。
{"title":"Exploring the applicability of the UK Prescribing Safety Assessment with early career pharmacists as preparation before formal prescribing training.","authors":"Fiona McMillan, Judy Wakeling, Jackie Inch, Leon Zlotos, Simon Maxwell, Scott Cunningham, Anne Boyter, Ailsa Power","doi":"10.1007/s11096-025-02081-0","DOIUrl":"https://doi.org/10.1007/s11096-025-02081-0","url":null,"abstract":"<p><strong>Introduction: </strong>Evidence shows that non-medical prescribing is as effective as medical prescribing in a range of acute and chronic conditions and is well accepted by a diverse range of key stakeholders. Pharmacists in the UK are set to acquire prescribing skills at an earlier stage in their training, with prescribing integrated into the first five years of training and the ability to prescribe from the point of registration from August 2026. Therefore, reliable and reproducible methods of assessing their ability to prescribe safely need to be in place. The UK Prescribing Safety Assessment (PSA) could be a standard method to assess prescribing skills across professions.</p><p><strong>Aim: </strong>To examine the performance of post-registration Foundation pharmacists in the PSA and to explore their views on its suitability as a development tool before enrolling on an independent prescribing (IP) course.</p><p><strong>Method: </strong>Pharmacists in Scotland 12 months into the post-registration Foundation programme were invited to sit a 30-question, blueprint-aligned online PSA in September 2024. Mean scores and facility scores were determined. (Facility is a measurement of how easy a question is: higher facility index = question is considered easier; lower facility index = question is considered more difficult). An online evaluation questionnaire gathered feedback on content and appropriateness, analysed using thematic analysis.</p><p><strong>Results: </strong>Seventy-one of 128 (55.5%) eligible pharmacists sat the PSA; mean total score was 72.5% (SD 10.2). Domain-level mean scores (facility) were: Prescription Review 13.51/16 (0.84); Providing Information 4.96/6 (0.83); Dose Calculations 6.85/8 (0.86); Adverse Drug Reactions 6.51/8 (0.81); Drug Monitoring 5.61/8 (0.70); Planning Management 5.01/8 (0.63); Data Interpretation 3.41/6 (0.57); Prescription Writing 26.62/40 (0.67). The questionnaire was completed by 16/71 (22.5%) PSA sitters: most agreed the assessment was appropriate for their stage and helpful preparation for an IP course; some community pharmacists considered hospital-based content less relevant.</p><p><strong>Conclusion: </strong>Formative participation in the UK PSA by post-registration Foundation pharmacists provided domain-level performance data and was regarded by respondents as useful preparation for an IP course. Findings suggest potential value in situating the PSA during the Foundation Training Year, with consideration of sector relevance and targeted support for domains such as prescription writing and data interpretation.</p>","PeriodicalId":13828,"journal":{"name":"International Journal of Clinical Pharmacy","volume":" ","pages":""},"PeriodicalIF":3.2,"publicationDate":"2026-02-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146213195","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
Dose-dependent relationships in potential prescribing cascades: a cohort study using community pharmacy dispensing data. 潜在处方级联中的剂量依赖关系:一项使用社区药房配药数据的队列研究。
IF 3.2 4区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2026-02-17 DOI: 10.1007/s11096-025-02083-y
Ruveyda Gündogan-Yilmaz, Sadaf Wahedi, Johanna H M Driessen, Atiya Mohammad, Petra Denig, Fatma Karapinar-Carkit

Introduction: Prescribing cascades occur when new medications are initiated to treat adverse drug reactions (ADRs) caused by an initial medication (index). Although using lower dose of the index medication is often recommended as a general strategy to address adverse drug reactions that may trigger potential prescribing cascades, evidence supporting a dose-dependent relationship for many prescribing cascades is limited.

Aim: The aim was to examine the dose-dependent relationship across a range of index medications related to various potential prescribing cascades, for which the dose-dependent relationship between the index medication and the ADR was not yet known.

Method: A cohort study was conducted using prescription sequence symmetry analysis with data from over 600 Dutch community pharmacies (2015-2020). We assessed 18 potential prescribing cascades involving ACE inhibitors (ACEIs), statins, antidepressants, dihydropyridine calcium channel blockers (DCCBs), and other drug classes. Index medication doses were categorized based on the World Health Organization (WHO) Defined Daily Dose (DDD) into low (< 0.50 DDD), medium (0.50-1.50 DDD), and high (> 1.50 DDD). The adjusted sequence ratio (aSR) quantified the likelihood of marker drug initiation after vs. before the index drug, corrected for prescribing trends; aSR > 1 indicated a potential prescribing cascade.

Results: Twelve of the 18 potential prescribing cascades showed a dose-dependent relationship. All angiotensin converting enzyme inhibitor (ACEI) related cascades demonstrated increasing aSRs with higher doses. ACEIs associated with cough showed increasing aSRs, from 0.86 to 2.09 at low dose to 1.29 to 2.78 at high dose across four cascades. Dose-dependent relationships were also found for statins, antidepressants, and DCCBs. No such relationship was observed for cascades involving proton pump inhibitors, diuretics, and non-steroidal anti-inflammatory drugs.

Conclusion: Medication dose can play a significant role in potential prescribing cascades. Healthcare professionals should be aware of the potential contribution of dose to prescribing cascade development. The study design precludes causal inference, and confirmation is needed to support further clinical recommendations.

简介:当开始使用新的药物来治疗由初始药物(指数)引起的药物不良反应(adr)时,就会出现处方级联。虽然通常推荐使用较低剂量的指标药物作为解决可能引发潜在处方级联的药物不良反应的一般策略,但支持许多处方级联的剂量依赖关系的证据有限。目的:目的是检查与各种潜在处方级联反应相关的一系列指标药物的剂量依赖关系,其中指标药物与ADR之间的剂量依赖关系尚不清楚。方法:采用处方序列对称分析方法,对荷兰600多家社区药店(2015-2020年)的数据进行队列研究。我们评估了18种潜在的处方级联反应,包括ACE抑制剂(ACEIs)、他汀类药物、抗抑郁药、二氢吡啶钙通道阻滞剂(DCCBs)和其他药物类别。指数用药剂量根据世界卫生组织(WHO)限定日剂量(DDD)分为低(1.50 DDD)。调整后的序列比(aSR)量化了指标药物前后启动标记药物的可能性,并对处方趋势进行了校正;aSR bbb1提示潜在的处方级联。结果:18个潜在处方级联中有12个呈剂量依赖关系。所有血管紧张素转换酶抑制剂(ACEI)相关级联反应均显示aSRs随剂量增加而增加。与咳嗽相关的acei显示asr增加,在四个级联中,低剂量时为0.86至2.09,高剂量时为1.29至2.78。他汀类药物、抗抑郁药和DCCBs也存在剂量依赖关系。在涉及质子泵抑制剂、利尿剂和非甾体抗炎药的级联反应中没有观察到这种关系。结论:用药剂量在潜在的处方级联反应中起重要作用。医疗保健专业人员应该意识到剂量对处方级联发展的潜在贡献。该研究设计排除了因果推理,需要进一步的临床建议得到证实。
{"title":"Dose-dependent relationships in potential prescribing cascades: a cohort study using community pharmacy dispensing data.","authors":"Ruveyda Gündogan-Yilmaz, Sadaf Wahedi, Johanna H M Driessen, Atiya Mohammad, Petra Denig, Fatma Karapinar-Carkit","doi":"10.1007/s11096-025-02083-y","DOIUrl":"https://doi.org/10.1007/s11096-025-02083-y","url":null,"abstract":"<p><strong>Introduction: </strong>Prescribing cascades occur when new medications are initiated to treat adverse drug reactions (ADRs) caused by an initial medication (index). Although using lower dose of the index medication is often recommended as a general strategy to address adverse drug reactions that may trigger potential prescribing cascades, evidence supporting a dose-dependent relationship for many prescribing cascades is limited.</p><p><strong>Aim: </strong>The aim was to examine the dose-dependent relationship across a range of index medications related to various potential prescribing cascades, for which the dose-dependent relationship between the index medication and the ADR was not yet known.</p><p><strong>Method: </strong>A cohort study was conducted using prescription sequence symmetry analysis with data from over 600 Dutch community pharmacies (2015-2020). We assessed 18 potential prescribing cascades involving ACE inhibitors (ACEIs), statins, antidepressants, dihydropyridine calcium channel blockers (DCCBs), and other drug classes. Index medication doses were categorized based on the World Health Organization (WHO) Defined Daily Dose (DDD) into low (< 0.50 DDD), medium (0.50-1.50 DDD), and high (> 1.50 DDD). The adjusted sequence ratio (aSR) quantified the likelihood of marker drug initiation after vs. before the index drug, corrected for prescribing trends; aSR > 1 indicated a potential prescribing cascade.</p><p><strong>Results: </strong>Twelve of the 18 potential prescribing cascades showed a dose-dependent relationship. All angiotensin converting enzyme inhibitor (ACEI) related cascades demonstrated increasing aSRs with higher doses. ACEIs associated with cough showed increasing aSRs, from 0.86 to 2.09 at low dose to 1.29 to 2.78 at high dose across four cascades. Dose-dependent relationships were also found for statins, antidepressants, and DCCBs. No such relationship was observed for cascades involving proton pump inhibitors, diuretics, and non-steroidal anti-inflammatory drugs.</p><p><strong>Conclusion: </strong>Medication dose can play a significant role in potential prescribing cascades. Healthcare professionals should be aware of the potential contribution of dose to prescribing cascade development. The study design precludes causal inference, and confirmation is needed to support further clinical recommendations.</p>","PeriodicalId":13828,"journal":{"name":"International Journal of Clinical Pharmacy","volume":" ","pages":""},"PeriodicalIF":3.2,"publicationDate":"2026-02-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146213072","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
An online machine learning model for predicting medication adherence in hypertensive patients: data from the China health and retirement longitudinal study (CHARLS). 预测高血压患者药物依从性的在线机器学习模型:来自中国健康与退休纵向研究(CHARLS)的数据
IF 3.2 4区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2026-02-17 DOI: 10.1007/s11096-026-02087-2
Hanxu Zhang, Minxue Sun, Xiaoran Hou, Jing Zhang, Jingyue Zhang, Yanrong Ye, Hengjie Yuan

Introduction: Hypertension, a leading global cause of death with high prevalence and poor control, faces a critical issue of poor medication adherence. Existing predictive models for medication adherence suffer from limitations such as small sample sizes, insufficient inclusion of multiple factors, and a lack of nationally representative longitudinal data on the Chinese population.

Aim: This study aimed to develop an interpretable machine learning model for predicting medication adherence among Chinese hypertensive patients.

Method: Using data from the China Health and Retirement Longitudinal Study, we categorized medication adherence as "high" or "low" based on consistency across two survey waves. Predictors included demographics, physical/psychological capability, motivation, and social-environmental factors. After missing data imputation via random forest, feature selection was performed using least absolute shrinkage and selection operator regression. Seven machine learning algorithms were trained and evaluated, with interpretability provided by Shapley additive explanations (SHAP) analysis. A Shiny-based web application was developed for model visualization and functions.

Results: Among 2773 hypertensive patients aged ≥ 45 years, 53.2% had low medication adherence. XGBoost performed best (area under the receiver operating characteristic curve = 0.828, accuracy = 0.726, F1-score = 0.713) in the test set. SHAP analysis indicated that better adherence was associated with the presence of multiple chronic conditions, overweight or obesity, cardiometabolic multimorbidity, older age, depression, residence in an urban area, sleep duration exceeding 8 h, a lack of bidirectional financial support, and disability in instrumental activities of daily living. In contrast, residence in the western region, smoking, and being employed were associated with non-adherence. The developed online tool provided real-time, personalized risk assessments, with predictions made interpretable via the SHAP framework to quantify key factors' contributions and offer transparent decision support.

Conclusion: This study developed an XGBoost machine learning model and online tool to predict medication adherence in Chinese hypertensive patients. The tool provided immediately actionable and transparent risk stratification, enabling targeted intervention. Future research should perform external validation of the model using electronic medical records or objective adherence data, thereby enhancing its generalizability and practical utility.

导言:高血压是全球主要的死亡原因之一,其发病率高且控制不力,面临着服药依从性差的关键问题。现有的药物依从性预测模型存在局限性,如样本量小、多因素纳入不足以及缺乏具有全国代表性的中国人口纵向数据。目的:本研究旨在建立一个可解释的机器学习模型来预测中国高血压患者的药物依从性。方法:使用中国健康与退休纵向研究的数据,我们根据两波调查的一致性将药物依从性分为“高”和“低”。预测因素包括人口统计、生理/心理能力、动机和社会环境因素。在缺失数据通过随机森林输入后,使用最小绝对收缩和选择算子回归进行特征选择。七个机器学习算法进行了训练和评估,并通过Shapley加性解释(SHAP)分析提供了可解释性。开发了一个基于shine的web应用程序,实现了模型的可视化和功能。结果:2773例年龄≥45岁的高血压患者中,53.2%的患者药物依从性较低。XGBoost在测试集中表现最佳(受试者工作特征曲线下面积= 0.828,准确度= 0.726,F1-score = 0.713)。SHAP分析表明,较好的依从性与多种慢性疾病、超重或肥胖、心脏代谢多种疾病、年龄较大、抑郁、居住在城市地区、睡眠时间超过8小时、缺乏双向经济支持以及日常生活工具活动障碍有关。相比之下,居住在西部地区、吸烟和就业与不遵守相关。开发的在线工具提供实时、个性化的风险评估,预测结果可通过SHAP框架进行解释,以量化关键因素的贡献,并提供透明的决策支持。结论:本研究开发了XGBoost机器学习模型和在线工具来预测中国高血压患者的药物依从性。该工具提供了立即可操作和透明的风险分层,使有针对性的干预成为可能。未来的研究应使用电子病历或客观依从性数据对模型进行外部验证,从而增强其通用性和实用性。
{"title":"An online machine learning model for predicting medication adherence in hypertensive patients: data from the China health and retirement longitudinal study (CHARLS).","authors":"Hanxu Zhang, Minxue Sun, Xiaoran Hou, Jing Zhang, Jingyue Zhang, Yanrong Ye, Hengjie Yuan","doi":"10.1007/s11096-026-02087-2","DOIUrl":"https://doi.org/10.1007/s11096-026-02087-2","url":null,"abstract":"<p><strong>Introduction: </strong>Hypertension, a leading global cause of death with high prevalence and poor control, faces a critical issue of poor medication adherence. Existing predictive models for medication adherence suffer from limitations such as small sample sizes, insufficient inclusion of multiple factors, and a lack of nationally representative longitudinal data on the Chinese population.</p><p><strong>Aim: </strong>This study aimed to develop an interpretable machine learning model for predicting medication adherence among Chinese hypertensive patients.</p><p><strong>Method: </strong>Using data from the China Health and Retirement Longitudinal Study, we categorized medication adherence as \"high\" or \"low\" based on consistency across two survey waves. Predictors included demographics, physical/psychological capability, motivation, and social-environmental factors. After missing data imputation via random forest, feature selection was performed using least absolute shrinkage and selection operator regression. Seven machine learning algorithms were trained and evaluated, with interpretability provided by Shapley additive explanations (SHAP) analysis. A Shiny-based web application was developed for model visualization and functions.</p><p><strong>Results: </strong>Among 2773 hypertensive patients aged ≥ 45 years, 53.2% had low medication adherence. XGBoost performed best (area under the receiver operating characteristic curve = 0.828, accuracy = 0.726, F1-score = 0.713) in the test set. SHAP analysis indicated that better adherence was associated with the presence of multiple chronic conditions, overweight or obesity, cardiometabolic multimorbidity, older age, depression, residence in an urban area, sleep duration exceeding 8 h, a lack of bidirectional financial support, and disability in instrumental activities of daily living. In contrast, residence in the western region, smoking, and being employed were associated with non-adherence. The developed online tool provided real-time, personalized risk assessments, with predictions made interpretable via the SHAP framework to quantify key factors' contributions and offer transparent decision support.</p><p><strong>Conclusion: </strong>This study developed an XGBoost machine learning model and online tool to predict medication adherence in Chinese hypertensive patients. The tool provided immediately actionable and transparent risk stratification, enabling targeted intervention. Future research should perform external validation of the model using electronic medical records or objective adherence data, thereby enhancing its generalizability and practical utility.</p>","PeriodicalId":13828,"journal":{"name":"International Journal of Clinical Pharmacy","volume":" ","pages":""},"PeriodicalIF":3.2,"publicationDate":"2026-02-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146213121","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
Correction: Impact of an AI-powered hospital admission prediction dashboard to guide medication reconciliation in the emergency department: a retrospective before-after study. 更正:人工智能驱动的住院预测仪表板对指导急诊科药物和解的影响:一项回顾性的前后研究。
IF 3.2 4区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2026-02-02 DOI: 10.1007/s11096-026-02100-8
J Maathuis, A Veldhuis, J B Egbers, J Geerdink, F Karapinar-Çarkit, P M L A van den Bemt, E C Hulshof, J S Kingma
{"title":"Correction: Impact of an AI-powered hospital admission prediction dashboard to guide medication reconciliation in the emergency department: a retrospective before-after study.","authors":"J Maathuis, A Veldhuis, J B Egbers, J Geerdink, F Karapinar-Çarkit, P M L A van den Bemt, E C Hulshof, J S Kingma","doi":"10.1007/s11096-026-02100-8","DOIUrl":"https://doi.org/10.1007/s11096-026-02100-8","url":null,"abstract":"","PeriodicalId":13828,"journal":{"name":"International Journal of Clinical Pharmacy","volume":" ","pages":""},"PeriodicalIF":3.2,"publicationDate":"2026-02-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146104784","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
Managing emergency department patients with potential medication-related harm: a qualitative study. 管理急诊科患者潜在的药物相关危害:一项定性研究。
IF 3.2 4区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2026-02-01 Epub Date: 2025-11-12 DOI: 10.1007/s11096-025-02040-9
B Bullock, R Allen, Gary Grant, H Laetitia Hattingh

Introduction: Medication-related harm (is a challenge globally and contributes to emergency department (ED) presentations. Accurate medication histories are essential to identify whether medication-related harm contributed to an ED presentation.

Aim: The aim of this study was to explore the perspectives of ED clinicians on prioritising ED patients admitted due to potential medication-related harm.

Method: We conducted semi-structured qualitative interviews with purposively selected ED doctors, pharmacists, and nurses from a hospital and health service in Southeast Queensland, which includes both a tertiary and secondary ED. Participants were interviewed face-to-face May-July 2023. Interviews were guided by a piloted interview guide with seven open-ended questions focusing on clinicians' views of medication management and prioritisation in suspected medication-related harm cases.

Results: Fifteen clinicians with varying ED experience levels were interviewed: five doctors, five pharmacists, five nurses. Average interview time was 19 min (9-44 min). Thematic analysis of the interview data identified two key themes and six subthemes related to the prioritisation of patients with suspected medication-related harm and the role of ED clinicians in medication management. ED clinicians used varied and inconsistent processes to identify and flag patients who were either admitted with or suffered potential medication-related harm during admission and identified a need for a strategic structured process. The value of ED pharmacists was highlighted by all non-pharmacist participants.

Conclusion: Findings indicate that, in the absence of standardised prioritisation processes, ED clinicians rely heavily on individual clinical judgement. This underscores the need for the development of a tool specifically designed for the ED context to guide patient prioritisation.

导言:药物相关的危害(是一个全球性的挑战,有助于急诊科(ED)的介绍。准确的用药史对于确定药物相关的伤害是否导致ED的出现至关重要。目的:本研究的目的是探讨急诊科临床医生对因潜在药物相关危害而入院的急诊科患者进行优先排序的观点。方法:我们对昆士兰州东南部一家医院和卫生服务机构(包括三级和二级急诊科)的急诊科医生、药剂师和护士进行了半结构化的定性访谈。参与者于2023年5月至7月进行了面对面访谈。访谈由一个试点访谈指南指导,其中有7个开放式问题,重点是临床医生对药物管理的看法,以及对疑似药物相关伤害病例的优先排序。结果:访谈了15名不同ED经验水平的临床医生:5名医生,5名药剂师,5名护士。平均采访时间为19分钟(9-44分钟)。访谈数据的专题分析确定了两个关键主题和六个次级主题,这些主题与疑似药物相关伤害的患者的优先级以及急诊科临床医生在药物管理中的作用有关。ED临床医生使用不同且不一致的流程来识别和标记入院或在入院期间遭受潜在药物相关伤害的患者,并确定需要一个战略性结构化流程。所有非药剂师参与者都强调了ED药剂师的价值。结论:研究结果表明,在缺乏标准化的优先级流程的情况下,急诊科临床医生严重依赖个人临床判断。这强调了开发一种专门为急诊科设计的工具来指导患者优先排序的必要性。
{"title":"Managing emergency department patients with potential medication-related harm: a qualitative study.","authors":"B Bullock, R Allen, Gary Grant, H Laetitia Hattingh","doi":"10.1007/s11096-025-02040-9","DOIUrl":"10.1007/s11096-025-02040-9","url":null,"abstract":"<p><strong>Introduction: </strong>Medication-related harm (is a challenge globally and contributes to emergency department (ED) presentations. Accurate medication histories are essential to identify whether medication-related harm contributed to an ED presentation.</p><p><strong>Aim: </strong>The aim of this study was to explore the perspectives of ED clinicians on prioritising ED patients admitted due to potential medication-related harm.</p><p><strong>Method: </strong>We conducted semi-structured qualitative interviews with purposively selected ED doctors, pharmacists, and nurses from a hospital and health service in Southeast Queensland, which includes both a tertiary and secondary ED. Participants were interviewed face-to-face May-July 2023. Interviews were guided by a piloted interview guide with seven open-ended questions focusing on clinicians' views of medication management and prioritisation in suspected medication-related harm cases.</p><p><strong>Results: </strong>Fifteen clinicians with varying ED experience levels were interviewed: five doctors, five pharmacists, five nurses. Average interview time was 19 min (9-44 min). Thematic analysis of the interview data identified two key themes and six subthemes related to the prioritisation of patients with suspected medication-related harm and the role of ED clinicians in medication management. ED clinicians used varied and inconsistent processes to identify and flag patients who were either admitted with or suffered potential medication-related harm during admission and identified a need for a strategic structured process. The value of ED pharmacists was highlighted by all non-pharmacist participants.</p><p><strong>Conclusion: </strong>Findings indicate that, in the absence of standardised prioritisation processes, ED clinicians rely heavily on individual clinical judgement. This underscores the need for the development of a tool specifically designed for the ED context to guide patient prioritisation.</p>","PeriodicalId":13828,"journal":{"name":"International Journal of Clinical Pharmacy","volume":" ","pages":"236-245"},"PeriodicalIF":3.2,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145494095","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
Identification of factors associated with non-adherence to oral endocrine therapy in breast cancer patients of low socioeconomic status: a single centre retrospective study. 低社会经济地位乳腺癌患者不坚持口服内分泌治疗的相关因素:一项单中心回顾性研究
IF 3.2 4区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2026-02-01 Epub Date: 2025-11-25 DOI: 10.1007/s11096-025-02051-6
Gowri Kalyani, Cynthia Ma, Phillip Shayne Pruneda, Bilqees Fatima, Rheena Sheriff, Susan Abughosh, Ronnie Ozuna, Meghana V Trivedi

Introduction: The standard treatment for Hormone Receptor-Positive breast cancer (BC) is Oral Endocrine Therapy (OET). OET reduces BC recurrence rates by ~ 50%, and non-adherence to OET leads to worse outcomes. However, OET adherence remains suboptimal, particularly among low socioeconomic status populations.

Aim: This study assessed 12-month OET adherence and identified factors associated with non-adherence among BC patients at a multispecialty hospital in Edinburg, Texas in the Rio Grande Valley region.

Method: A 12-month single-center retrospective study of BC patients taking OET was conducted. Information on patient demographics, tumor characteristics, and prescription details was gathered from electronic medical records. Inclusion criteria included patients 18 years or older who filled at least one OET prescription. OET adherence was assessed using the proportion of Days Covered. Differences between the adherent and non-adherent groups were analyzed using chi-square and Student's t-tests, while multivariable logistic regression was employed to identify factors associated with non-adherence.

Results: Of the total 346 adult female patients, 322 (93%) were Hispanic/Latino. The mean age was 60.8 years, and the mean body mass index was 30.7. Only 122 (35.3%) patients were adherent at 12 months. Patients with diabetes were less likely to be adherent (odds ratio, 0.44; 95% confidence interval: 0.25-0.80). Longer duration of therapy was associated with higher OET adherence, which was estimated to increase 1.84-fold with each additional year of therapy.

Conclusion: Approximately two-thirds of BC patients were non-adherent to OET. Diabetes and shorter time on therapy predicted poorer adherence. These results present the urgent need to address barriers to OET adherence among BC patients in the underserved area of South Texas.

激素受体阳性乳腺癌(BC)的标准治疗是口服内分泌治疗(OET)。OET可使BC复发率降低约50%,不遵守OET会导致更差的结果。然而,OET依从性仍然不理想,特别是在低社会经济地位人群中。目的:本研究评估了德克萨斯州爱丁堡一家多专科医院的BC患者12个月OET依从性,并确定了与不依从性相关的因素。方法:对接受OET治疗的BC患者进行为期12个月的单中心回顾性研究。从电子病历中收集患者人口统计、肿瘤特征和处方细节信息。纳入标准包括18岁或以上的患者,至少填写了一个OET处方。使用覆盖天数的比例评估OET依从性。采用卡方检验和学生t检验分析依从组和非依从组之间的差异,并采用多变量logistic回归来确定与不依从相关的因素。结果:在346例成年女性患者中,322例(93%)为西班牙裔/拉丁裔。平均年龄60.8岁,平均体重指数30.7。只有122例(35.3%)患者在12个月时坚持治疗。糖尿病患者不太可能坚持治疗(优势比0.44;95%可信区间:0.25-0.80)。较长的治疗时间与较高的OET依从性相关,据估计,每增加一年治疗,OET依从性增加1.84倍。结论:大约三分之二的BC患者不坚持OET治疗。糖尿病和较短的治疗时间预示着较差的依从性。这些结果表明,迫切需要解决南德克萨斯州服务不足地区BC患者坚持接受OET治疗的障碍。
{"title":"Identification of factors associated with non-adherence to oral endocrine therapy in breast cancer patients of low socioeconomic status: a single centre retrospective study.","authors":"Gowri Kalyani, Cynthia Ma, Phillip Shayne Pruneda, Bilqees Fatima, Rheena Sheriff, Susan Abughosh, Ronnie Ozuna, Meghana V Trivedi","doi":"10.1007/s11096-025-02051-6","DOIUrl":"10.1007/s11096-025-02051-6","url":null,"abstract":"<p><strong>Introduction: </strong>The standard treatment for Hormone Receptor-Positive breast cancer (BC) is Oral Endocrine Therapy (OET). OET reduces BC recurrence rates by ~ 50%, and non-adherence to OET leads to worse outcomes. However, OET adherence remains suboptimal, particularly among low socioeconomic status populations.</p><p><strong>Aim: </strong>This study assessed 12-month OET adherence and identified factors associated with non-adherence among BC patients at a multispecialty hospital in Edinburg, Texas in the Rio Grande Valley region.</p><p><strong>Method: </strong>A 12-month single-center retrospective study of BC patients taking OET was conducted. Information on patient demographics, tumor characteristics, and prescription details was gathered from electronic medical records. Inclusion criteria included patients 18 years or older who filled at least one OET prescription. OET adherence was assessed using the proportion of Days Covered. Differences between the adherent and non-adherent groups were analyzed using chi-square and Student's t-tests, while multivariable logistic regression was employed to identify factors associated with non-adherence.</p><p><strong>Results: </strong>Of the total 346 adult female patients, 322 (93%) were Hispanic/Latino. The mean age was 60.8 years, and the mean body mass index was 30.7. Only 122 (35.3%) patients were adherent at 12 months. Patients with diabetes were less likely to be adherent (odds ratio, 0.44; 95% confidence interval: 0.25-0.80). Longer duration of therapy was associated with higher OET adherence, which was estimated to increase 1.84-fold with each additional year of therapy.</p><p><strong>Conclusion: </strong>Approximately two-thirds of BC patients were non-adherent to OET. Diabetes and shorter time on therapy predicted poorer adherence. These results present the urgent need to address barriers to OET adherence among BC patients in the underserved area of South Texas.</p>","PeriodicalId":13828,"journal":{"name":"International Journal of Clinical Pharmacy","volume":" ","pages":"266-273"},"PeriodicalIF":3.2,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145603968","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
Experiences of people who inject drugs with hepatitis C testing and their perceptions of a pharmacy-based testing option: a qualitative study. 注射吸毒者丙型肝炎检测的经验及其对基于药物的检测选择的看法:一项定性研究。
IF 3.2 4区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2026-02-01 Epub Date: 2025-08-29 DOI: 10.1007/s11096-025-01986-0
Cathy Balsom, Shawn Bugden, Lois A Jackson, Deborah Kelly

Background: People who inject drugs (PWID) are at high risk of acquiring hepatitis C virus (HCV) infection, yet many remain undiagnosed due to testing barriers. Pharmacy-based point-of-care testing could improve access; however, little is known about its acceptability among PWID.

Aim: To explore the experiences of PWID with HCV testing and their perceptions of a pharmacy-based HCV testing option.

Method: A qualitative study involving interviews with eleven PWID between June and August 2022. Participants were asked about their perceptions and experiences about HCV testing as well as their views on a proposed pharmacy-based HCV testing model which was being proposed for a separate research study. Data were analyzed using reflexive thematic analysis.

Results: Regarding their experiences with HCV testing, participants recognized the importance of testing to know their status both for their health and that of others. Several challenges to testing were described, and participants described the impact of the primary care provider on testing. It was suggested that opioid agonist therapy programs were a missed opportunity for testing, and many potential advantages to pharmacy testing were described. Privacy and confidentiality within the pharmacy, as well as the impact of the relationship with pharmacists and staff were key factors influencing uptake.

Conclusion: Pharmacy-based HCV testing is viewed by participants as a convenient and acceptable testing option. Addressing stigma, ensuring privacy, and building trust with pharmacy staff appear to be critical for uptake. This approach may help to engage PWID in HCV testing as part of HCV elimination efforts.

背景:注射吸毒者(PWID)感染丙型肝炎病毒(HCV)的风险很高,但由于检测障碍,许多人仍未被诊断出来。基于药店的即时检测可以改善获取;然而,对于PWID的可接受性知之甚少。目的:探讨PWID进行丙型肝炎病毒检测的经验,以及他们对基于药物的丙型肝炎病毒检测选择的看法。方法:采用质性研究方法,于2022年6月至8月对11名PWID患者进行访谈。参与者被问及他们对丙型肝炎病毒检测的看法和经验,以及他们对正在为另一项研究提出的基于药物的丙型肝炎病毒检测模式的看法。数据分析采用反身性主题分析。结果:关于他们的丙型肝炎病毒检测经历,参与者认识到检测对了解他们的健康状况和他人健康状况的重要性。描述了测试的几个挑战,参与者描述了初级保健提供者对测试的影响。认为阿片类激动剂治疗方案是一个错失的测试机会,并描述了许多潜在的优势,以药学测试。药房内部的隐私和保密以及与药剂师和工作人员的关系的影响是影响吸收的关键因素。结论:参与者认为基于药物的HCV检测是一种方便且可接受的检测选择。消除耻辱感、确保隐私和与药房工作人员建立信任似乎对吸收至关重要。这种方法可能有助于将PWID纳入HCV检测,作为消除HCV努力的一部分。
{"title":"Experiences of people who inject drugs with hepatitis C testing and their perceptions of a pharmacy-based testing option: a qualitative study.","authors":"Cathy Balsom, Shawn Bugden, Lois A Jackson, Deborah Kelly","doi":"10.1007/s11096-025-01986-0","DOIUrl":"10.1007/s11096-025-01986-0","url":null,"abstract":"<p><strong>Background: </strong>People who inject drugs (PWID) are at high risk of acquiring hepatitis C virus (HCV) infection, yet many remain undiagnosed due to testing barriers. Pharmacy-based point-of-care testing could improve access; however, little is known about its acceptability among PWID.</p><p><strong>Aim: </strong>To explore the experiences of PWID with HCV testing and their perceptions of a pharmacy-based HCV testing option.</p><p><strong>Method: </strong>A qualitative study involving interviews with eleven PWID between June and August 2022. Participants were asked about their perceptions and experiences about HCV testing as well as their views on a proposed pharmacy-based HCV testing model which was being proposed for a separate research study. Data were analyzed using reflexive thematic analysis.</p><p><strong>Results: </strong>Regarding their experiences with HCV testing, participants recognized the importance of testing to know their status both for their health and that of others. Several challenges to testing were described, and participants described the impact of the primary care provider on testing. It was suggested that opioid agonist therapy programs were a missed opportunity for testing, and many potential advantages to pharmacy testing were described. Privacy and confidentiality within the pharmacy, as well as the impact of the relationship with pharmacists and staff were key factors influencing uptake.</p><p><strong>Conclusion: </strong>Pharmacy-based HCV testing is viewed by participants as a convenient and acceptable testing option. Addressing stigma, ensuring privacy, and building trust with pharmacy staff appear to be critical for uptake. This approach may help to engage PWID in HCV testing as part of HCV elimination efforts.</p>","PeriodicalId":13828,"journal":{"name":"International Journal of Clinical Pharmacy","volume":" ","pages":"139-147"},"PeriodicalIF":3.2,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12823637/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144953103","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
Nephrotoxicity of polymyxin B and colistin sulfate in patients with multidrug-resistant gram-negative bacteria infections: a parametric time-to-event analysis. 多粘菌素B和硫酸粘菌素对多重耐药革兰氏阴性菌感染患者的肾毒性:参数时间-事件分析。
IF 3.2 4区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2026-02-01 Epub Date: 2025-11-07 DOI: 10.1007/s11096-025-02036-5
Yuanfang Qin, Qin Ding, Shuqi Huang, Ruwei Yang, Shengnan Zhang, Tingting Wu, Jingjing Liu, Qi Pei
<p><strong>Introduction: </strong>Multidrug-resistant Gram-negative bacteria (MDR-GNB), especially carbapenem-resistant strains, pose a major therapeutic challenge in intensive care units and are associated with high morbidity and mortality. Polymyxin B (PMB) and colistin sulfate (CS) are the last-line agents for MDR-GNB infections; however, their clinical use is limited by nephrotoxicity. Although the steady-state 24-h area under the curve (AUC<sub>ss,24h</sub>) has been suggested as a predictor of nephrotoxicity, prior studies have mainly applied semiparametric approaches that cannot fully describe the risk across exposure levels. Parametric time-to-event (TTE) analysis offers a more robust framework but has not been applied to polymyxin-induced nephrotoxicity.</p><p><strong>Aim: </strong>This study aimed to identify clinical and pharmacological factors influencing PMB- and CS-associated nephrotoxicity in critically ill patients with MDR-GNB infections and to establish AUC<sub>ss,24h</sub> thresholds predictive of acute kidney injury (AKI) using parametric TTE modeling.</p><p><strong>Method: </strong>We retrospectively analyzed real-world data from 562 patients with MDR-GNB infections treated with PMB (n = 354) or CS (n = 208) at Xiangya Third Hospital, Central South University, between July 2018 and July 2023. Pharmacokinetic profiles were simulated using published models, and drug exposure parameters (AUC<sub>ss,24h</sub>, C<sub>ss,max</sub>, and C<sub>ss,min</sub>) were estimated. Propensity score matching was used to balance the baseline covariates. Kaplan-Meier curves and log-rank tests were used to compare the AKI incidence between the groups. Parametric TTE models were developed using NONMEM (version 7.5), incorporating exposure parameters and covariates. The model performance was validated using bootstrap and visual predictive checks. Classification and regression tree (CART) analyses were used to determine the exposure thresholds.</p><p><strong>Results: </strong>Overall, 39.4% of patients developed AKI, with a significantly higher incidence in the PMB group than in the CS group (51.7% vs. 18.4%). The final PMB model identified AUC<sub>ss,24h</sub>, sepsis, transplant history, and vancomycin co-administration as independent risk factors, with an EC50 of 80.4 μg·h/mL for PMB. For CS, AUC<sub>ss,24h</sub> and multisite infections predicted AKI with an EC50 of 57.5 μg·h/mL. CART analysis revealed nephrotoxicity thresholds of 101 μg·h/mL for PMB and 44 μg·h/mL for CS administration. Simulation showed that increasing PMB AUC<sub>ss,24h</sub> from 50 to 125 μg·h/mL raised 14-day AKI risk from 25 to 75%, while for CS, increasing AUC<sub>ss,24h</sub> from 25 to 50 μg·h/mL elevated risk from 20 to 60%.</p><p><strong>Conclusion: </strong>In critically ill patients with MDR-GNB infections, higher plasma exposure to PMB and CS was strongly associated with increased nephrotoxicity. Exposure thresholds of AUC<sub>ss,24h</sub> ≥ 101 μg·h/mL for PMB an
耐多药革兰氏阴性菌(MDR-GNB),特别是碳青霉烯耐药菌株,对重症监护病房的治疗构成了重大挑战,并与高发病率和死亡率相关。多粘菌素B (PMB)和硫酸粘菌素(CS)是耐多药gnb感染的最后一线药物;然而,它们的临床应用受到肾毒性的限制。虽然稳态24小时曲线下面积(auss,24小时)被认为是肾毒性的预测指标,但先前的研究主要采用半参数方法,不能完全描述暴露水平下的风险。参数时间到事件(TTE)分析提供了一个更强大的框架,但尚未应用于多粘菌素引起的肾毒性。目的:本研究旨在确定影响耐多药gnb感染危重患者PMB和cs相关肾毒性的临床和药理学因素,并利用参数化TTE模型建立预测急性肾损伤(AKI)的auss、24小时阈值。方法:回顾性分析2018年7月至2023年7月在中南大学湘雅第三医院接受PMB (n = 354)或CS (n = 208)治疗的562例MDR-GNB感染患者的真实数据。使用已发表的模型模拟药代动力学特征,并估计药物暴露参数(aucs,24h, Css,max和Css,min)。倾向评分匹配用于平衡基线协变量。Kaplan-Meier曲线和log-rank检验用于组间AKI发生率的比较。使用NONMEM(7.5版)建立参数化TTE模型,纳入暴露参数和协变量。利用自举和视觉预测检查验证了模型的性能。使用分类和回归树(CART)分析确定暴露阈值。结果:总体而言,39.4%的患者发生AKI, PMB组的发生率明显高于CS组(51.7% vs. 18.4%)。最终的PMB模型将auss、24h、败血症、移植史和万古霉素联合给药作为独立危险因素,PMB的EC50为80.4 μg·h/mL。对于CS, auss、24h和多位点感染预测AKI, EC50为57.5 μg·h/mL。CART分析显示PMB的肾毒性阈值为101 μg·h/mL, CS的肾毒性阈值为44 μg·h/mL。模拟结果表明,PMB AUCss从50 ~ 125 μg·h/mL增加24h后,14 d AKI风险从25%升高到75%,CS从25 ~ 50 μg·h/mL增加24h后,14 d AKI风险从20%升高到60%。结论:在耐多药gnb感染的危重患者中,高血浆暴露于PMB和CS与肾毒性增加密切相关。AUCss、24h暴露阈值≥101 μg·h/mL的PMB和≥44 μg·h/mL的CS显著提高AKI风险。治疗药物监测应纳入临床实践,以优化多粘菌素剂量,减少毒性,改善患者预后。
{"title":"Nephrotoxicity of polymyxin B and colistin sulfate in patients with multidrug-resistant gram-negative bacteria infections: a parametric time-to-event analysis.","authors":"Yuanfang Qin, Qin Ding, Shuqi Huang, Ruwei Yang, Shengnan Zhang, Tingting Wu, Jingjing Liu, Qi Pei","doi":"10.1007/s11096-025-02036-5","DOIUrl":"10.1007/s11096-025-02036-5","url":null,"abstract":"&lt;p&gt;&lt;strong&gt;Introduction: &lt;/strong&gt;Multidrug-resistant Gram-negative bacteria (MDR-GNB), especially carbapenem-resistant strains, pose a major therapeutic challenge in intensive care units and are associated with high morbidity and mortality. Polymyxin B (PMB) and colistin sulfate (CS) are the last-line agents for MDR-GNB infections; however, their clinical use is limited by nephrotoxicity. Although the steady-state 24-h area under the curve (AUC&lt;sub&gt;ss,24h&lt;/sub&gt;) has been suggested as a predictor of nephrotoxicity, prior studies have mainly applied semiparametric approaches that cannot fully describe the risk across exposure levels. Parametric time-to-event (TTE) analysis offers a more robust framework but has not been applied to polymyxin-induced nephrotoxicity.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Aim: &lt;/strong&gt;This study aimed to identify clinical and pharmacological factors influencing PMB- and CS-associated nephrotoxicity in critically ill patients with MDR-GNB infections and to establish AUC&lt;sub&gt;ss,24h&lt;/sub&gt; thresholds predictive of acute kidney injury (AKI) using parametric TTE modeling.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Method: &lt;/strong&gt;We retrospectively analyzed real-world data from 562 patients with MDR-GNB infections treated with PMB (n = 354) or CS (n = 208) at Xiangya Third Hospital, Central South University, between July 2018 and July 2023. Pharmacokinetic profiles were simulated using published models, and drug exposure parameters (AUC&lt;sub&gt;ss,24h&lt;/sub&gt;, C&lt;sub&gt;ss,max&lt;/sub&gt;, and C&lt;sub&gt;ss,min&lt;/sub&gt;) were estimated. Propensity score matching was used to balance the baseline covariates. Kaplan-Meier curves and log-rank tests were used to compare the AKI incidence between the groups. Parametric TTE models were developed using NONMEM (version 7.5), incorporating exposure parameters and covariates. The model performance was validated using bootstrap and visual predictive checks. Classification and regression tree (CART) analyses were used to determine the exposure thresholds.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Results: &lt;/strong&gt;Overall, 39.4% of patients developed AKI, with a significantly higher incidence in the PMB group than in the CS group (51.7% vs. 18.4%). The final PMB model identified AUC&lt;sub&gt;ss,24h&lt;/sub&gt;, sepsis, transplant history, and vancomycin co-administration as independent risk factors, with an EC50 of 80.4 μg·h/mL for PMB. For CS, AUC&lt;sub&gt;ss,24h&lt;/sub&gt; and multisite infections predicted AKI with an EC50 of 57.5 μg·h/mL. CART analysis revealed nephrotoxicity thresholds of 101 μg·h/mL for PMB and 44 μg·h/mL for CS administration. Simulation showed that increasing PMB AUC&lt;sub&gt;ss,24h&lt;/sub&gt; from 50 to 125 μg·h/mL raised 14-day AKI risk from 25 to 75%, while for CS, increasing AUC&lt;sub&gt;ss,24h&lt;/sub&gt; from 25 to 50 μg·h/mL elevated risk from 20 to 60%.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Conclusion: &lt;/strong&gt;In critically ill patients with MDR-GNB infections, higher plasma exposure to PMB and CS was strongly associated with increased nephrotoxicity. Exposure thresholds of AUC&lt;sub&gt;ss,24h&lt;/sub&gt; ≥ 101 μg·h/mL for PMB an","PeriodicalId":13828,"journal":{"name":"International Journal of Clinical Pharmacy","volume":" ","pages":"207-217"},"PeriodicalIF":3.2,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145458305","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
Immunogenicity phenotypes and reversal of pharmacokinetic impact in anti-TNF-treated immune-mediated diseases: a real-world study. 抗tnf治疗的免疫介导疾病的免疫原性表型和药代动力学影响逆转:一项现实世界的研究。
IF 3.2 4区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2026-02-01 Epub Date: 2025-11-15 DOI: 10.1007/s11096-025-02043-6
Rocío Guzmán-Laiz, Carles Iniesta-Navalón, Manuel Ríos-Saorín, Lorena Rentero-Redondo, Irene Garcia-Masegosa, Rebeca Añez-Castaño, Elena Urbieta-Sanz

Introduction: The development of anti-drug antibodies against tumor necrosis factor inhibitors, such as infliximab and adalimumab, is a major cause of therapeutic failure in patients with immune-mediated inflammatory diseases (IMIDs). However, immunogenicity responses are heterogeneous, and drug exposure can be restored in selected cases through individualized management.

Aim: To evaluate the clinical management and pharmacokinetic (PK) outcomes of immunogenicity in IMIDs treated with infliximab or adalimumab, by assessing its prevalence and phenotypes, associated factors, and the effectiveness of therapeutic interventions in reversing its PK impact.

Method: This retrospective cohort study included 997 patients treated with infliximab (n = 278) or adalimumab (n = 719). Immunogenicity was defined by detectable anti-drug antibodies and/or undetectable serum drug levels. Patients were stratified into three phenotypes based on anti-drug antibody titers and serum concentrations. Therapeutic drug monitoring guided clinical decision-making in cases of suspected treatment failure, immunogenicity, or subtherapeutic exposure, in accordance with institutional protocols. PK reversal was defined as the reappearance of detectable drug levels after intervention without switching therapy.

Results: Immunogenicity was identified in 240 patients (24.1%), more frequently among those treated with infliximab (28.4%) than with adalimumab (22.4%; p = 0.064). Multivariable analysis confirmed treatment with infliximab (OR: 1.43; 95% CI: 1.04-1.97) and prior immunogenicity (OR: 3.69; 95% CI: 1.50-9.11) as risk factors, while concomitant immunosuppressants were protective (OR: 0.62; 95% CI: 0.45-0.84). Among 77 patients managed actively, PK reversal was achieved in 76.7%. The rate of reversal was higher with adalimumab (80.0%) than with infliximab (62.5%; p = 0.039), and in patients with undetectable antibodies and low drug concentrations (Group 3) than in those with low-level antibodies (77.5% vs 50.0%; p = 0.024). Dose intensification and supervised administration were effective in achieving PK reversal (79.2% and 70.8%, respectively). Median serum drug concentrations increased significantly after intervention in both groups (p < 0.001).

Conclusion: Therapeutic drug monitoring-guided interventions tailored to immunogenicity phenotype can restore drug exposure in a substantial proportion of patients treated with tumor necrosis factor inhibitors. Recognition of reversible immunogenicity is essential for optimizing long-term therapeutic success and avoiding premature drug discontinuation.

针对肿瘤坏死因子抑制剂(如英夫利昔单抗和阿达木单抗)的抗药物抗体的开发是免疫介导炎症性疾病(IMIDs)患者治疗失败的主要原因。然而,免疫原性反应是异质的,通过个体化管理可以在选定的病例中恢复药物暴露。目的:通过评估英夫利昔单抗或阿达木单抗治疗IMIDs的患病率和表型、相关因素以及治疗干预在逆转其PK影响方面的有效性,评估其免疫原性的临床管理和药代动力学(PK)结果。方法:这项回顾性队列研究纳入了997例接受英夫利昔单抗(n = 278)或阿达木单抗(n = 719)治疗的患者。免疫原性是通过检测到抗药物抗体和/或检测不到血清药物水平来确定的。根据抗药物抗体滴度和血清浓度将患者分为三种表型。治疗药物监测指导临床决策的病例疑似治疗失败,免疫原性,或亚治疗暴露,根据机构协议。PK逆转被定义为在没有转换治疗的情况下干预后可检测药物水平的重现。结果:240例患者(24.1%)发现免疫原性,其中英夫利昔单抗组(28.4%)比阿达木单抗组(22.4%,p = 0.064)更常见。多变量分析证实英夫利昔单抗治疗(OR: 1.43; 95% CI: 1.04-1.97)和既往免疫原性(OR: 3.69; 95% CI: 1.50-9.11)是危险因素,而同时使用免疫抑制剂具有保护作用(OR: 0.62; 95% CI: 0.45-0.84)。在积极治疗的77例患者中,76.7%的患者实现了PK逆转。阿达木单抗的逆转率(80.0%)高于英夫利昔单抗(62.5%,p = 0.039),抗体检测不到且药物浓度低的患者(第3组)的逆转率高于抗体水平低的患者(77.5% vs 50.0%, p = 0.024)。剂量强化和监督给药可有效实现PK逆转(分别为79.2%和70.8%)。两组患者干预后血清中位药物浓度均显著升高(p)。结论:针对免疫原性表型量身定制的治疗性药物监测引导干预可以恢复相当比例的肿瘤坏死因子抑制剂治疗患者的药物暴露。识别可逆性免疫原性对于优化长期治疗成功和避免过早停药至关重要。
{"title":"Immunogenicity phenotypes and reversal of pharmacokinetic impact in anti-TNF-treated immune-mediated diseases: a real-world study.","authors":"Rocío Guzmán-Laiz, Carles Iniesta-Navalón, Manuel Ríos-Saorín, Lorena Rentero-Redondo, Irene Garcia-Masegosa, Rebeca Añez-Castaño, Elena Urbieta-Sanz","doi":"10.1007/s11096-025-02043-6","DOIUrl":"10.1007/s11096-025-02043-6","url":null,"abstract":"<p><strong>Introduction: </strong>The development of anti-drug antibodies against tumor necrosis factor inhibitors, such as infliximab and adalimumab, is a major cause of therapeutic failure in patients with immune-mediated inflammatory diseases (IMIDs). However, immunogenicity responses are heterogeneous, and drug exposure can be restored in selected cases through individualized management.</p><p><strong>Aim: </strong>To evaluate the clinical management and pharmacokinetic (PK) outcomes of immunogenicity in IMIDs treated with infliximab or adalimumab, by assessing its prevalence and phenotypes, associated factors, and the effectiveness of therapeutic interventions in reversing its PK impact.</p><p><strong>Method: </strong>This retrospective cohort study included 997 patients treated with infliximab (n = 278) or adalimumab (n = 719). Immunogenicity was defined by detectable anti-drug antibodies and/or undetectable serum drug levels. Patients were stratified into three phenotypes based on anti-drug antibody titers and serum concentrations. Therapeutic drug monitoring guided clinical decision-making in cases of suspected treatment failure, immunogenicity, or subtherapeutic exposure, in accordance with institutional protocols. PK reversal was defined as the reappearance of detectable drug levels after intervention without switching therapy.</p><p><strong>Results: </strong>Immunogenicity was identified in 240 patients (24.1%), more frequently among those treated with infliximab (28.4%) than with adalimumab (22.4%; p = 0.064). Multivariable analysis confirmed treatment with infliximab (OR: 1.43; 95% CI: 1.04-1.97) and prior immunogenicity (OR: 3.69; 95% CI: 1.50-9.11) as risk factors, while concomitant immunosuppressants were protective (OR: 0.62; 95% CI: 0.45-0.84). Among 77 patients managed actively, PK reversal was achieved in 76.7%. The rate of reversal was higher with adalimumab (80.0%) than with infliximab (62.5%; p = 0.039), and in patients with undetectable antibodies and low drug concentrations (Group 3) than in those with low-level antibodies (77.5% vs 50.0%; p = 0.024). Dose intensification and supervised administration were effective in achieving PK reversal (79.2% and 70.8%, respectively). Median serum drug concentrations increased significantly after intervention in both groups (p < 0.001).</p><p><strong>Conclusion: </strong>Therapeutic drug monitoring-guided interventions tailored to immunogenicity phenotype can restore drug exposure in a substantial proportion of patients treated with tumor necrosis factor inhibitors. Recognition of reversible immunogenicity is essential for optimizing long-term therapeutic success and avoiding premature drug discontinuation.</p>","PeriodicalId":13828,"journal":{"name":"International Journal of Clinical Pharmacy","volume":" ","pages":"246-256"},"PeriodicalIF":3.2,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145523423","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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
期刊
International Journal of Clinical Pharmacy
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1