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Perspectives on potential pharmacist prescribing in an outpatient dialysis center: qualitative interviews with patients and clinicians. 对门诊透析中心潜在药剂师处方的看法:对患者和临床医生的定性访谈。
IF 3.2 4区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2026-01-17 DOI: 10.1007/s11096-025-02084-x
Angela S Choi, Madeline Theodorlis, Angelina Abbaticchio, Marisa Battistella

Introduction: Pharmacist prescribing is expanding across care settings, supported by pharmacists' expertise in pharmacology, therapeutics, disease management, and medication optimization. In settings where pharmacists can prescribe, patients and providers report positive outcomes. However, limited research has examined pharmacist prescribing in dialysis centers.

Aim: This study explored patient and clinician perspectives on potential pharmacist prescribing in the outpatient hemodialysis unit at Toronto General Hospital, University Health Network (TGH-UHN) in Toronto, Canada.

Method: Semi-structured, one-on-one interviews were conducted with English-speaking adults receiving hemodialysis, and clinicians, including nephrologists, pharmacists, dietitians, and nurse practitioners in the outpatient hemodialysis unit at TGH-UHN. Patient interviews focused on experiences receiving and filling prescriptions, interactions with pharmacists in the hemodialysis unit, and views on potential pharmacist prescribing in the unit. Clinician interviews explored the strengths and limitations of the current prescribing process in the hemodialysis unit, pharmacists' role in the unit, perceived benefits and challenges of potential pharmacist prescribing, and strategies for implementation. Participants were recruited through convenience sampling until data saturation was reached. Interviews were audio-recorded, transcribed, and analyzed thematically using an inductive approach.

Results: Eleven patients and 11 clinicians (six nephrologists, two pharmacists, two dietitians, and one nurse practitioner) were interviewed in June and July 2025. Reported challenges of the current prescribing process included communication gaps and delays in care, while accessibility of prescribers and interdisciplinary collaboration were identified as strengths. Pharmacists were recognized as valuable care team members for their expertise in medication management and rapport with patients. Anticipated benefits of pharmacist prescribing included improved medication optimization, workflow efficiency, timely care, and pharmaco-economic savings. Limited prescribing knowledge among some pharmacists was noted as a barrier. Implementation considerations included a collaborative approach, maintaining physician oversight, restricting prescribing to specific clinical areas, phased rollout, patient and clinician buy-in, adequate resources, and clearly defined roles and communication.

Conclusion: Patients and clinicians were generally supportive of potential pharmacist prescribing in the hemodialysis unit, contingent on several considerations for implementation. Interviews with additional stakeholders in other dialysis care settings could further inform strategies for broader adoption.

在药剂师在药理学、治疗学、疾病管理和药物优化方面的专业知识的支持下,药剂师的处方正在扩大到整个护理环境。在药剂师可以开处方的环境中,患者和提供者报告了积极的结果。然而,有限的研究检查了透析中心的药剂师处方。目的:本研究探讨了加拿大多伦多大学健康网络多伦多总医院(TGH-UHN)门诊血液透析部门潜在药剂师处方的患者和临床医生观点。方法:对TGH-UHN血透门诊的肾科医生、药剂师、营养师和执业护士等讲英语的血液透析成人进行半结构化的一对一访谈。患者访谈的重点是接受和填写处方的经验,与血液透析单位的药剂师的互动,以及对单位潜在药剂师处方的看法。临床医生访谈探讨了血液透析单位当前处方流程的优势和局限性,药剂师在单位中的作用,潜在药剂师处方的感知益处和挑战,以及实施策略。参与者通过方便抽样招募,直到达到数据饱和。访谈录音,转录,并使用归纳方法进行主题分析。结果:2025年6月至7月共对11名患者和11名临床医生(6名肾病科医生、2名药剂师、2名营养师和1名执业护士)进行了访谈。报告的当前处方过程的挑战包括沟通差距和护理延误,而处方者的可及性和跨学科合作被确定为优势。药剂师因其在药物管理方面的专业知识和与患者的融洽关系而被认为是有价值的护理团队成员。药剂师开处方的预期好处包括改进药物优化、工作流程效率、及时护理和药物经济节约。一些药剂师的处方知识有限被认为是一个障碍。实施考虑因素包括协作方法、保持医生监督、将处方限制在特定的临床领域、分阶段推出、患者和临床医生的支持、充足的资源以及明确定义的角色和沟通。结论:患者和临床医生普遍支持血液透析单位的潜在药剂师处方,这取决于实施的几个考虑因素。与其他透析护理机构的其他利益相关者的访谈可以进一步为更广泛采用的策略提供信息。
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引用次数: 0
Behavioural determinants influencing continuing professional development in healthcare practice: a qualitative study. 影响医疗保健实践持续专业发展的行为决定因素:一项定性研究。
IF 3.2 4区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2026-01-16 DOI: 10.1007/s11096-025-02079-8
Heba Al-Omary, Abderrezzaq Soltani, Derek Stewart, Zachariah Nazar

Introduction: The integration of learning from continuing professional development (CPD) activities into practice is shaped by behavioral, organizational, and broader system-level factors. However, there is scarce research utilizing theory to provide a comprehensive understanding of prevalent behavioral determinants.

Aim: To investigate key behavioral determinants that influence CPD participants' implementation of learning into their practice following participation in CPD activities.

Method: Eleven semi-structured interviews were conducted with healthcare professionals 4-6 weeks after they participated in a live, interactive CPD workshop. Interview questions were guided by the COM-B model to elucidate behavioral determinants; emerging themes were subsequently mapped to the COM-B domains. Recommended interventions were derived to optimize CPD outcomes using the Behavior Change Wheel (BCW).

Results: All participants (n = 11) reported applying their CPD learning in practice, either partially or fully). Analysis revealed that while Capability, Opportunity, and Motivation were all perceived to influence implementation, Motivation was an important driver, with professional responsibility and satisfaction from positive patient outcomes were also perceived to influence behavior. Opportunity was particularly challenging in community pharmacy settings due to time constraints, workload, and organizational factors. These findings informed targeted recommendations to optimize CPD implementation.

Conclusion: This study highlights the complex interplay of behavioral determinants that are perceived to influence the translation of CPD learning into routine clinical practice. Effective CPD programs should incorporate strategies to address setting-specific barriers-such as time constraints, emotional pressures, and organizational support to foster motivation and facilitate sustained practice change. Tailoring CPD design to these behavioral determinants can improve the integration of learning into practice and ultimately enhance patient care.

从持续专业发展(CPD)活动中学习到实践的整合是由行为、组织和更广泛的系统级因素形成的。然而,很少有研究利用理论来提供普遍的行为决定因素的全面理解。目的:探讨影响CPD参与者在参与CPD活动后将学习融入实践的关键行为决定因素。方法:对参加现场互动CPD研讨会的医疗保健专业人员进行11次半结构化访谈。采用COM-B模型指导面试问题,阐明行为决定因素;新出现的主题随后被映射到COM-B领域。使用行为改变轮(BCW),得出了优化CPD结果的推荐干预措施。结果:所有参与者(n = 11)都报告了在实践中应用他们的CPD学习,部分或全部)。分析显示,虽然能力、机会和动机都被认为是影响实施的因素,但动机是一个重要的驱动因素,职业责任和积极的患者结果带来的满意度也被认为是影响行为的因素。由于时间限制、工作量和组织因素,机会在社区药房环境中尤其具有挑战性。这些发现为优化CPD实施提供了有针对性的建议。结论:本研究强调了影响CPD学习转化为常规临床实践的行为决定因素的复杂相互作用。有效的CPD项目应该包含解决特定设置障碍的策略,如时间限制、情感压力和组织支持,以促进动机和促进持续的实践变化。根据这些行为决定因素定制CPD设计可以改善学习与实践的整合,并最终提高患者护理水平。
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引用次数: 0
Venous thromboembolism prophylaxis in adults hospitalised for psychiatric illness: an evidence-based clinical practice guideline developed using GRADE. 因精神疾病住院的成人静脉血栓栓塞预防:使用GRADE制定的循证临床实践指南。
IF 3.2 4区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2026-01-16 DOI: 10.1007/s11096-025-02072-1
Audrey Purcell, Fionnuala Ní Áinle, Beverley J Hunt, Aurelien Delluc, Lara Roberts, Josie Jenkinson, Jennifer Hoblyn, Dolores Keating, Aoife Carolan, Eric Roche, Kathy Morgan, Richard Duffy, Sarah Garvey, Joanne Flood, Ann Marie O Neill, Arnav Agarwal

Introduction: Venous thromboembolism (VTE) is the leading cause of preventable hospital deaths. Adults hospitalised with psychiatric illness vary in their risk of VTE, and therefore in their likelihood of benefiting from thromboprophylaxis. There is a paucity of evidence-based practice guidelines addressing VTE prophylaxis for this population despite recognition of additional VTE risk factors in this population.

Aim: To develop an evidence-based guideline on VTE prophylaxis for patients hospitalised with psychiatric illness using Grading of Recommendations, Assessment, Development and Evaluation (GRADE).

Method: An international, multidisciplinary, guideline panel including clinical experts, methodologists, and a patient partner was recruited by invitation. Panelists were selected based on methodological and clinical expertise on this subject. Panel members were diverse in geography (from Ireland, the United Kingdom, France, and Canada), expertise and gender. The panel was composed of four advanced specialist psychiatric pharmacists, four consultant haematologists, four consultant psychiatrists, one advanced nurse practitioner in psychiatry, one advanced nurse practitioner in anticoagulation, a methodologist with expertise using GRADE, and a patient partner with lived experience of VTE. The panel prioritised two clinical questions and related population, interventions, outcomes, and secondary analyses according to their importance for patients. GRADE was used to assess certainty of evidence and to move from evidence to risk-stratified recommendations.

Results: The panel made three recommendations: a strong recommendation against parenteral pharmacological prophylaxis for patients at low risk of VTE (moderate-certainty evidence); a conditional recommendation in favour of parenteral pharmacological prophylaxis in high-risk patients (low-certainty evidence); and a strong recommendation against graduated compression stockings in patients at high risk of VTE with a contraindication to parenteral pharmacological prophylaxis (low-certainty evidence).

Conclusion: Clinicians should not use parenteral pharmacological prophylaxis in adults hospitalised with psychiatric illness at low risk of VTE; and should consider using parenteral pharmacological prophylaxis for high-risk adults with no contraindications. Graduated compression stockings are not recommended in high-risk patients when parenteral pharmacological prophylaxis is contraindicated. These GRADE- based recommendations offer one of the first evidence-based practice guidelines for thromboprophylaxis decisions in psychiatric in-patient settings.

静脉血栓栓塞(VTE)是可预防的医院死亡的主要原因。因精神疾病住院的成年人患静脉血栓栓塞的风险各不相同,因此他们从血栓预防中获益的可能性也各不相同。尽管在这一人群中认识到额外的静脉血栓栓塞危险因素,但缺乏针对静脉血栓栓塞预防的循证实践指南。目的:利用推荐、评估、发展和评价分级(GRADE)为精神疾病住院患者静脉血栓栓塞预防制定循证指南。方法:邀请包括临床专家、方法学家和患者伴侣在内的国际多学科指导小组。小组成员是根据该主题的方法学和临床专业知识选择的。小组成员在地理位置(来自爱尔兰、英国、法国和加拿大)、专业知识和性别方面各不相同。专家组由四名高级精神科专科药剂师、四名血液科顾问医师、四名精神科顾问医师、一名精神病学高级执业护士、一名抗凝护理高级执业护士、一名具有GRADE专业知识的方法学家和一名有静脉血栓栓塞生活经验的患者伴侣组成。根据对患者的重要性,专家组优先考虑了两个临床问题及其相关人群、干预措施、结果和二次分析。GRADE用于评估证据的确定性,并从证据转向风险分层建议。结果:专家组提出了三项建议:强烈建议静脉血栓栓塞(VTE)风险低的患者不要使用静脉外药物预防(中度确定性证据);有条件地建议高危患者采用肠外药物预防(低确定性证据);强烈建议静脉血栓栓塞高风险且有静脉外药物预防禁忌症的患者不要使用渐进式压缩袜(低确定性证据)。结论:临床医生不应使用静脉血栓栓塞低风险的成人精神疾病住院患者的肠外药物预防;并应考虑对无禁忌症的高危成人使用肠外药物预防。当有肠外药物预防禁忌时,不建议高危患者使用分级加压袜。这些基于GRADE的建议为精神科住院患者的血栓预防决策提供了首批循证实践指南之一。
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引用次数: 0
Patient perspectives on drug recalls in the Netherlands: a qualitative study. 荷兰患者对药物召回的看法:一项定性研究。
IF 3.2 4区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2026-01-14 DOI: 10.1007/s11096-025-02082-z
Pieter A Annema, Lenny M W Nahar-van Venrooij, Marcel L Bouvy, Rob J van Marum, Hieronymus J Derijks

Introduction: Drug recalls occur regularly with some resulting in medication switches for patients. Limited research into this topic suggests that drug recalls can lead to anxiety and unrest for patients which in turn can affect confidence in and use of medication. In this context, a better understanding of patient perceptions and communication preferences is essential to adequately handle drug recalls and ensure continued medication adherence and trust.

Aim: The aim of this study was to elucidate patients' experiences, perceptions, and preferences regarding drug recalls.

Method: This qualitative study comprised focus group discussions with patients that experienced a drug recall, recruited through pharmacies from distinct locations in the Netherlands. We aimed to conduct at least two focus groups, each comprising a minimum of six participants. Audio recordings were transcribed verbatim and analyzed using a thematic analysis approach.

Results: It was found that patients had limited knowledge of drug recall procedures, often confused them with shortages, and struggled to interpret associated risks. Communication was frequently perceived as unclear, triggering varied emotional responses and, in some cases, reduced trust in and use of medications. Patients preferred pharmacist-led, personalized communication tailored to recall urgency, and emphasized the importance of shared decision-making, particularly during medication substitutions.

Conclusion: Drug recalls cause a range of emotions in patients, leading to reduced confidence and use of medication in some patients. Preferences centered on understandable, transparent, and personalized communication led by pharmacists. The findings of this study emphasize the importance of embedding patient engagement and tailored communication within pharmacovigilance systems to maintain trust and support shared decision-making during drug recalls.

药品召回时有发生,其中一些导致患者更换药物。对这一主题的有限研究表明,药物召回会导致患者焦虑和不安,这反过来又会影响对药物的信心和使用。在这种情况下,更好地了解患者的看法和沟通偏好对于充分处理药物召回和确保持续的药物依从性和信任至关重要。目的:本研究的目的是阐明患者对药物召回的经历、感知和偏好。方法:本定性研究包括焦点小组讨论,患者经历了药物召回,通过药店招募来自荷兰不同的位置。我们的目标是进行至少两个焦点小组,每个小组至少包括六名参与者。录音逐字抄录,并使用专题分析方法进行分析。结果:发现患者对药品召回程序的了解有限,经常将其与短缺混淆,并且难以解释相关风险。沟通经常被认为是不明确的,引发各种情绪反应,在某些情况下,减少了对药物的信任和使用。患者更喜欢药剂师主导的个性化沟通,以回忆紧急情况,并强调共同决策的重要性,特别是在药物替代期间。结论:药品召回引起患者的一系列情绪,导致一些患者信心下降,用药减少。偏好以药剂师领导的可理解、透明和个性化的沟通为中心。本研究的结果强调了在药物警戒系统中嵌入患者参与和量身定制的沟通的重要性,以保持信任并支持药物召回期间的共同决策。
{"title":"Patient perspectives on drug recalls in the Netherlands: a qualitative study.","authors":"Pieter A Annema, Lenny M W Nahar-van Venrooij, Marcel L Bouvy, Rob J van Marum, Hieronymus J Derijks","doi":"10.1007/s11096-025-02082-z","DOIUrl":"https://doi.org/10.1007/s11096-025-02082-z","url":null,"abstract":"<p><strong>Introduction: </strong>Drug recalls occur regularly with some resulting in medication switches for patients. Limited research into this topic suggests that drug recalls can lead to anxiety and unrest for patients which in turn can affect confidence in and use of medication. In this context, a better understanding of patient perceptions and communication preferences is essential to adequately handle drug recalls and ensure continued medication adherence and trust.</p><p><strong>Aim: </strong>The aim of this study was to elucidate patients' experiences, perceptions, and preferences regarding drug recalls.</p><p><strong>Method: </strong>This qualitative study comprised focus group discussions with patients that experienced a drug recall, recruited through pharmacies from distinct locations in the Netherlands. We aimed to conduct at least two focus groups, each comprising a minimum of six participants. Audio recordings were transcribed verbatim and analyzed using a thematic analysis approach.</p><p><strong>Results: </strong>It was found that patients had limited knowledge of drug recall procedures, often confused them with shortages, and struggled to interpret associated risks. Communication was frequently perceived as unclear, triggering varied emotional responses and, in some cases, reduced trust in and use of medications. Patients preferred pharmacist-led, personalized communication tailored to recall urgency, and emphasized the importance of shared decision-making, particularly during medication substitutions.</p><p><strong>Conclusion: </strong>Drug recalls cause a range of emotions in patients, leading to reduced confidence and use of medication in some patients. Preferences centered on understandable, transparent, and personalized communication led by pharmacists. The findings of this study emphasize the importance of embedding patient engagement and tailored communication within pharmacovigilance systems to maintain trust and support shared decision-making during drug recalls.</p>","PeriodicalId":13828,"journal":{"name":"International Journal of Clinical Pharmacy","volume":" ","pages":""},"PeriodicalIF":3.2,"publicationDate":"2026-01-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145965831","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
Fixed dose versus 3-day loading dose warfarin initiation in atrial fibrillation: effects on INR stabilization and time in the therapeutic range. 心房颤动起始华法林固定剂量与3天负荷剂量:对治疗范围内INR稳定和时间的影响
IF 3.2 4区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2026-01-13 DOI: 10.1007/s11096-025-02073-0
Sharifah Nadiah Syed Hamzah, Shahrul Aiman Soelar, Sabariah Noor Harun

Introduction: Warfarin initiation strategies vary, with some clinicians using either a fixed-dose or loading-dose regimen to achieve therapeutic anticoagulation. However, evidence comparing their effectiveness in multiethnic Asian populations without genotype-guided dosing remains limited.

Aim: To compare a fixed-dose regimen with a 3-day loading-dose regimen in terms of international normalized ratio (INR) stability and time in the therapeutic range (TTR) over 12 months in a multiethnic atrial fibrillation (AF) cohort. We also aimed to evaluate the relationship between the time to initial INR stabilization and the subsequent anticoagulation quality.

Method: This multicenter, retrospective cohort study included 780 warfarin-naïve patients with AF from two tertiary hospitals (2010 to 2022). Patients were grouped by the initiation strategy: fixed-dose (n = 501) or 3-day loading-dose (n = 279). The primary outcome was the TTR at 3, 6, and 12 months. The association between time to INR stabilization and TTR was assessed using Spearman's correlation, and a General Linear Model (GLM) was used to adjust for comprehensive demographic and clinical confounders.

Results: The time to initial INR stabilization showed a strong inverse correlation with TTR across all time points (Spearman's r = -0.600 to -0.710; p < 0.001). Although the unadjusted analysis suggested that the INR stabilized faster in the loading-dose group (mean: 111.8 vs. 138.6 days; p < 0.001), this difference became insignificant after accounting for confounding factors (adjusted mean: 94.1 vs 104.1 days; p = 0.248). Similarly, adjusted means of TTRs did not differ significantly between regimens at 3, 6, or 12 months.

Conclusion: The choice between fixed-dose and loading-dose warfarin initiation strategies does not independently influence long-term anticoagulation control. Instead, time to initial INR stabilization is the strongest predictor of TTR quality over 12 months. Clinical efforts should prioritize early and intensive INR monitoring in settings without genotype-guided dosing, as both baseline characteristics and the ongoing clinical management likely determine anticoagulation outcomes.

华法林起始策略各不相同,一些临床医生使用固定剂量或负荷剂量方案来实现治疗性抗凝。然而,比较它们在没有基因型引导剂量的多种族亚洲人群中的有效性的证据仍然有限。目的:在多民族房颤(AF)队列中,比较固定剂量方案与3天负荷剂量方案在国际标准化比率(INR)稳定性和12个月治疗范围(TTR)时间方面的差异。我们还旨在评估初始INR稳定时间与随后抗凝质量之间的关系。方法:本多中心、回顾性队列研究纳入了两家三级医院(2010 - 2022年)780例warfarin-naïve房颤患者。患者按起始策略分组:固定剂量(n = 501)或3天负荷剂量(n = 279)。主要终点是3、6和12个月的TTR。使用Spearman相关评估INR稳定时间与TTR之间的关系,并使用一般线性模型(GLM)来调整综合人口统计学和临床混杂因素。结果:初始INR稳定时间与TTR在所有时间点呈强负相关(Spearman’s r = -0.600 ~ -0.710; p)。结论:固定剂量和负荷剂量华法林起始策略的选择并不独立影响长期抗凝控制。相反,初始INR稳定的时间是12个月内TTR质量的最强预测因子。在没有基因型指导给药的情况下,临床工作应优先考虑早期和强化INR监测,因为基线特征和正在进行的临床管理都可能决定抗凝结果。
{"title":"Fixed dose versus 3-day loading dose warfarin initiation in atrial fibrillation: effects on INR stabilization and time in the therapeutic range.","authors":"Sharifah Nadiah Syed Hamzah, Shahrul Aiman Soelar, Sabariah Noor Harun","doi":"10.1007/s11096-025-02073-0","DOIUrl":"https://doi.org/10.1007/s11096-025-02073-0","url":null,"abstract":"<p><strong>Introduction: </strong>Warfarin initiation strategies vary, with some clinicians using either a fixed-dose or loading-dose regimen to achieve therapeutic anticoagulation. However, evidence comparing their effectiveness in multiethnic Asian populations without genotype-guided dosing remains limited.</p><p><strong>Aim: </strong>To compare a fixed-dose regimen with a 3-day loading-dose regimen in terms of international normalized ratio (INR) stability and time in the therapeutic range (TTR) over 12 months in a multiethnic atrial fibrillation (AF) cohort. We also aimed to evaluate the relationship between the time to initial INR stabilization and the subsequent anticoagulation quality.</p><p><strong>Method: </strong>This multicenter, retrospective cohort study included 780 warfarin-naïve patients with AF from two tertiary hospitals (2010 to 2022). Patients were grouped by the initiation strategy: fixed-dose (n = 501) or 3-day loading-dose (n = 279). The primary outcome was the TTR at 3, 6, and 12 months. The association between time to INR stabilization and TTR was assessed using Spearman's correlation, and a General Linear Model (GLM) was used to adjust for comprehensive demographic and clinical confounders.</p><p><strong>Results: </strong>The time to initial INR stabilization showed a strong inverse correlation with TTR across all time points (Spearman's r = -0.600 to -0.710; p < 0.001). Although the unadjusted analysis suggested that the INR stabilized faster in the loading-dose group (mean: 111.8 vs. 138.6 days; p < 0.001), this difference became insignificant after accounting for confounding factors (adjusted mean: 94.1 vs 104.1 days; p = 0.248). Similarly, adjusted means of TTRs did not differ significantly between regimens at 3, 6, or 12 months.</p><p><strong>Conclusion: </strong>The choice between fixed-dose and loading-dose warfarin initiation strategies does not independently influence long-term anticoagulation control. Instead, time to initial INR stabilization is the strongest predictor of TTR quality over 12 months. Clinical efforts should prioritize early and intensive INR monitoring in settings without genotype-guided dosing, as both baseline characteristics and the ongoing clinical management likely determine anticoagulation outcomes.</p>","PeriodicalId":13828,"journal":{"name":"International Journal of Clinical Pharmacy","volume":" ","pages":""},"PeriodicalIF":3.2,"publicationDate":"2026-01-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145959217","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
Impact of an AI-powered hospital admission prediction dashboard to guide medication reconciliation in the emergency department: a retrospective before-after study. 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:回顾性前后研究。
IF 3.2 4区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2026-01-03 DOI: 10.1007/s11096-025-02076-x
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

Introduction: Medication reconciliation (MR) in the emergency department (ED) is essential to ensure medication safety, especially for patients admitted to the hospital. However, performing MR for all ED patients, including those discharged, can be inefficient. To optimize prioritization, an artificial intelligence (AI)-powered hospital admission prediction dashboard was introduced.

Aim: The primary aim of this study was to evaluate the effect of an artificial intelligence (AI) powered hospital admission prediction dashboard on the proportion of patients admitted to the hospital with an MR performed in the ED. The secondary aim was to assess its effect on the proportion of patients discharged from the ED with an MR.

Method: This retrospective before-after study was conducted at Hospital Group Twente and included ED visits between March 15 and December 31 in both 2023 and 2024. In the pre-intervention period, MR was strived for any patient, including patients discharged directly from the ED (i.e. potentially unnecessary MR as the risk for errors is low) and for admitted patients (i.e. correct MR). In 2024, the post-intervention period, a set of Extreme Gradient Boosting (XGBoost) models was trained on historical data (2015-2022) and integrated into a real-time dashboard to prioritize patients with the highest admission probability to perform MR. Primary outcome was the proportion of patients with correct MR. Secondary outcome was the proportion of patients with a potentially unnecessary MR. Chi-square test was used to compare proportions before and after implementation of the dashboard.

Results: The study included 25,505 ED visits. Pre-intervention 12,743 ED visits were included with 5,252 MRs performed. Post-intervention 12,762 ED visits were included with 4,882 MRs. After implementing the dashboard, the proportion of patients with correct MR increased from 86.4 to 89.0% (p = 0.0002), and the proportion of patients with potentially unnecessary MR decreased from 17.9 to 12.6% (p < 0.0001).

Conclusion: The AI-powered hospital admission prediction dashboard improved the prioritization of MR in the ED. The proportion of patients with potentially unnecessary MR remains substantial and requires further improvement.

导读:急诊科(ED)的用药和解(MR)对确保用药安全至关重要,特别是对入院患者。然而,对所有ED患者,包括那些出院的患者,进行MR可能是低效的。为了优化优先级,引入了人工智能(AI)驱动的住院预测仪表板。目的:本研究的主要目的是评估人工智能(AI)驱动的住院预测仪表板对在急诊科进行MR的住院患者比例的影响。次要目的是评估其对使用MR方法从急诊科出院的患者比例的影响。这项回顾性的前后对照研究在特温特医院集团进行,包括2023年和2024年3月15日至12月31日的急诊科就诊。在干预前,对所有患者进行磁共振检查,包括直接从急诊科出院的患者(即可能不必要的磁共振检查,因为错误的风险很低)和入院的患者(即正确的磁共振检查)。在干预后的2024年,基于历史数据(2015-2022)训练了一组极端梯度增强(XGBoost)模型,并将其整合到实时仪表板中,优先考虑入院概率最高的患者进行mr。主要结果为mr正确患者的比例,次要结果为可能不必要mr的患者的比例。结果:该研究包括25505例急诊科就诊。干预前12,743次急诊就诊,5,252次MRs。干预后12762次ED就诊,4882次mrs。实施仪表板后,MR正确的患者比例从86.4上升到89.0% (p = 0.0002),可能不必要MR的患者比例从17.9%下降到12.6% (p)。人工智能驱动的住院预测仪表板提高了急诊科核磁共振的优先级。可能不必要的核磁共振患者的比例仍然很大,需要进一步改善。
{"title":"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/s11096-025-02076-x","DOIUrl":"10.1007/s11096-025-02076-x","url":null,"abstract":"<p><strong>Introduction: </strong>Medication reconciliation (MR) in the emergency department (ED) is essential to ensure medication safety, especially for patients admitted to the hospital. However, performing MR for all ED patients, including those discharged, can be inefficient. To optimize prioritization, an artificial intelligence (AI)-powered hospital admission prediction dashboard was introduced.</p><p><strong>Aim: </strong>The primary aim of this study was to evaluate the effect of an artificial intelligence (AI) powered hospital admission prediction dashboard on the proportion of patients admitted to the hospital with an MR performed in the ED. The secondary aim was to assess its effect on the proportion of patients discharged from the ED with an MR.</p><p><strong>Method: </strong>This retrospective before-after study was conducted at Hospital Group Twente and included ED visits between March 15 and December 31 in both 2023 and 2024. In the pre-intervention period, MR was strived for any patient, including patients discharged directly from the ED (i.e. potentially unnecessary MR as the risk for errors is low) and for admitted patients (i.e. correct MR). In 2024, the post-intervention period, a set of Extreme Gradient Boosting (XGBoost) models was trained on historical data (2015-2022) and integrated into a real-time dashboard to prioritize patients with the highest admission probability to perform MR. Primary outcome was the proportion of patients with correct MR. Secondary outcome was the proportion of patients with a potentially unnecessary MR. Chi-square test was used to compare proportions before and after implementation of the dashboard.</p><p><strong>Results: </strong>The study included 25,505 ED visits. Pre-intervention 12,743 ED visits were included with 5,252 MRs performed. Post-intervention 12,762 ED visits were included with 4,882 MRs. After implementing the dashboard, the proportion of patients with correct MR increased from 86.4 to 89.0% (p = 0.0002), and the proportion of patients with potentially unnecessary MR decreased from 17.9 to 12.6% (p < 0.0001).</p><p><strong>Conclusion: </strong>The AI-powered hospital admission prediction dashboard improved the prioritization of MR in the ED. The proportion of patients with potentially unnecessary MR remains substantial and requires further improvement.</p>","PeriodicalId":13828,"journal":{"name":"International Journal of Clinical Pharmacy","volume":" ","pages":""},"PeriodicalIF":3.2,"publicationDate":"2026-01-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145892418","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
Beyond existing rating scales: development of a novel nomogram for predicting severe clinical bleeding associated with low-molecular-weight heparin in hospitalized medical patients. 超越现有的评定量表:开发一种新的nomogram用于预测住院患者与低分子肝素相关的严重临床出血。
IF 3.2 4区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2025-12-15 DOI: 10.1007/s11096-025-02070-3
Zailin Fu, Xia Zhan, Min He, Zhijun Dong, Yuanyuan Fang, Xiaoying Zhang, Ting Zhou, Bo Jin, Dabu Zhu, Jianrong Gu, Yi Zhou, Yifang Chen, Minghua Xie, Hong Yuan

Introduction: Low-molecular-weight heparin (LMWH) is widely used for thromboprophylaxis and treatment in hospitalized patients; however, LMWH-related severe clinical bleeding (LSCB) remains a major concern. Existing risk scales have been developed for oral anticoagulants and have limited applicability to LMWH, leaving clinicians without reliable bedside tool.

Aim: This study aimed to evaluate the discriminatory performance of existing scales for predicting LSCB and develop a tailored nomogram for individualized risk prediction.

Method: Hospitalized medical patients prescribed LMWH between July 2021 and August 2024 at three tertiary hospitals in Hangzhou, China were retrospectively analyzed. Each LSCB case was matched with three non-LSCB controls from the same department and period. The prevalence of LSCBs, bleeding sites, and clinical characteristics are described. Receiver operating characteristic (ROC) curves were used to assess the predictive performance of existing scales. Variables with p < 0.10 in univariate analysis were entered into logistic regression, a backward stepwise elimination (stay p < 0.05) was applied to identify independent predictors and subsequently incorporated into a nomogram. Discrimination, calibration, and external validation were performed.

Results: Among 22,096 patients, 369 (1.67%) developed LSCB, most commonly severe gastrointestinal bleeding (74.3%), with a mean onset of 5.68 days. A total of 1,089 patients with non-LSCB were matched as controls. Existing scales performed limited predictive value (AUC 0.52-0.68). Logistic regression identified 12 independent predictors: hypoproteinemia (albumin < 30 g/L), anemia (Hb < 90 g/L), active gastrointestinal ulcer, thrombocytopenia (platelets < 75 × 10⁹/L), coagulation abnormalities (PT or aPTT > 1.2 × ULN), cefoperazone/latamoxef exposure > 7 days, hypocalcemia ([Ca2⁺] < 2.10 mmol/L), aspirin therapy, dual antiplatelet therapy, renal dysfunction (GFR < 60 mL/min), hepatic impairment (AST or ALT ≥ 3 or TBIL ≥ 2 × ULN), and age > 65 years. Odds ratios ranged from 6.16 (hypoproteinemia) to 1.47 (age > 65 years). A nomogram, named LSCB-Score, incorporating these factors achieved AUC 0.890 in the derivation cohort. Calibration was good (Hosmer-Lemeshow p = 0.312), and predictions closely matched the observations. External validation yielded an AUC of 0.876, confirming robustness.

Conclusion: The existing scales for predicting LSCB lack accuracy in hospitalized patients. This newly developed nomogram (LSCB-Score) provides a practical framework for individualized bleeding risk assessment and facilitates safe management of LMWH in hospitals.

低分子肝素(LMWH)广泛用于住院患者的血栓预防和治疗;然而,lmwh相关的严重临床出血(LSCB)仍然是一个主要问题。现有的口服抗凝剂风险量表对低分子肝素的适用性有限,使临床医生缺乏可靠的床边工具。目的:本研究旨在评估现有量表在预测LSCB方面的区别表现,并为个性化风险预测制定量身定制的nomogram。方法:回顾性分析杭州市三所三级医院2021年7月至2024年8月使用低分子肝素的住院患者。每个LSCB病例与来自同一部门和时期的三个非LSCB对照进行匹配。本文描述了lscb的患病率、出血部位和临床特征。采用受试者工作特征(ROC)曲线评估现有量表的预测效果。结果:在22,096例患者中,369例(1.67%)发生LSCB,最常见的是严重胃肠道出血(74.3%),平均发病时间为5.68天。共有1089名非lscb患者作为对照。现有量表的预测价值有限(AUC为0.52-0.68)。Logistic回归确定了12个独立预测因素:低蛋白血症(白蛋白1.2 × ULN)、头孢哌酮/拉他莫昔暴露7天、低钙血症([Ca2 +] 65年)。优势比从6.16(低蛋白血症)到1.47(年龄0 ~ 65岁)不等。纳入这些因素的nomogram LSCB-Score在衍生队列中获得了0.890的AUC。校正效果良好(Hosmer-Lemeshow p = 0.312),预测结果与观测结果非常吻合。外部验证的AUC为0.876,证实了稳健性。结论:现有预测住院患者LSCB的量表缺乏准确性。这个新开发的nomogram (LSCB-Score)为个体化出血风险评估提供了一个实用的框架,并促进了医院低分子肝素的安全管理。
{"title":"Beyond existing rating scales: development of a novel nomogram for predicting severe clinical bleeding associated with low-molecular-weight heparin in hospitalized medical patients.","authors":"Zailin Fu, Xia Zhan, Min He, Zhijun Dong, Yuanyuan Fang, Xiaoying Zhang, Ting Zhou, Bo Jin, Dabu Zhu, Jianrong Gu, Yi Zhou, Yifang Chen, Minghua Xie, Hong Yuan","doi":"10.1007/s11096-025-02070-3","DOIUrl":"https://doi.org/10.1007/s11096-025-02070-3","url":null,"abstract":"<p><strong>Introduction: </strong>Low-molecular-weight heparin (LMWH) is widely used for thromboprophylaxis and treatment in hospitalized patients; however, LMWH-related severe clinical bleeding (LSCB) remains a major concern. Existing risk scales have been developed for oral anticoagulants and have limited applicability to LMWH, leaving clinicians without reliable bedside tool.</p><p><strong>Aim: </strong>This study aimed to evaluate the discriminatory performance of existing scales for predicting LSCB and develop a tailored nomogram for individualized risk prediction.</p><p><strong>Method: </strong>Hospitalized medical patients prescribed LMWH between July 2021 and August 2024 at three tertiary hospitals in Hangzhou, China were retrospectively analyzed. Each LSCB case was matched with three non-LSCB controls from the same department and period. The prevalence of LSCBs, bleeding sites, and clinical characteristics are described. Receiver operating characteristic (ROC) curves were used to assess the predictive performance of existing scales. Variables with p < 0.10 in univariate analysis were entered into logistic regression, a backward stepwise elimination (stay p < 0.05) was applied to identify independent predictors and subsequently incorporated into a nomogram. Discrimination, calibration, and external validation were performed.</p><p><strong>Results: </strong>Among 22,096 patients, 369 (1.67%) developed LSCB, most commonly severe gastrointestinal bleeding (74.3%), with a mean onset of 5.68 days. A total of 1,089 patients with non-LSCB were matched as controls. Existing scales performed limited predictive value (AUC 0.52-0.68). Logistic regression identified 12 independent predictors: hypoproteinemia (albumin < 30 g/L), anemia (Hb < 90 g/L), active gastrointestinal ulcer, thrombocytopenia (platelets < 75 × 10⁹/L), coagulation abnormalities (PT or aPTT > 1.2 × ULN), cefoperazone/latamoxef exposure > 7 days, hypocalcemia ([Ca<sup>2</sup>⁺] < 2.10 mmol/L), aspirin therapy, dual antiplatelet therapy, renal dysfunction (GFR < 60 mL/min), hepatic impairment (AST or ALT ≥ 3 or TBIL ≥ 2 × ULN), and age > 65 years. Odds ratios ranged from 6.16 (hypoproteinemia) to 1.47 (age > 65 years). A nomogram, named LSCB-Score, incorporating these factors achieved AUC 0.890 in the derivation cohort. Calibration was good (Hosmer-Lemeshow p = 0.312), and predictions closely matched the observations. External validation yielded an AUC of 0.876, confirming robustness.</p><p><strong>Conclusion: </strong>The existing scales for predicting LSCB lack accuracy in hospitalized patients. This newly developed nomogram (LSCB-Score) provides a practical framework for individualized bleeding risk assessment and facilitates safe management of LMWH in hospitals.</p>","PeriodicalId":13828,"journal":{"name":"International Journal of Clinical Pharmacy","volume":" ","pages":""},"PeriodicalIF":3.2,"publicationDate":"2025-12-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145756286","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 pharmacist prescribing practices in general practices for atrial fibrillation in England: a qualitative study using the theoretical domains framework. 探索药剂师处方实践在一般做法心房颤动在英国:使用理论领域框架的定性研究。
IF 3.2 4区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2025-12-10 DOI: 10.1007/s11096-025-02062-3
Raman Sharma, Syed Shahzad Hasan, Barbara R Conway, Muhammad Usman Ghori

Introduction: Pharmacist roles in primary care are evolving, with increasing involvement in long-term condition management. An example is their crucial role in the management of atrial fibrillation (AF), particularly in prescribing and monitoring oral anticoagulation therapy. However, their experiences and challenges in this area remain underexplored, particularly within the context of general practice.

Aim: This study aimed to explore the experiences, perceptions, and challenges of independent prescribing pharmacists when managing and prescribing for AF within general practice, using the Theoretical Domains Framework (TDF) to guide enquiry and analysis.

Method: We conducted a qualitative study underpinned by the Theoretical Domains Framework (TDF), which informed both the interview guide and the analytic coding framework. Independent prescribing pharmacists working in general practice in England were purposively recruited via professional networks; eligible participants were patient-facing and had experience prescribing for atrial fibrillation. One-to-one, semi-structured interviews were conducted via Microsoft Teams® in August 2024, audio-recorded, transcribed verbatim, and returned to participants for checking. Recruitment proceeded until thematic saturation. Two researchers independently applied the framework method, resolved discrepancies by consensus, and mapped final themes to relevant TDF domains.

Results: Twenty pharmacists took part in the study (9 men, 11 women; age 25-52 years), providing perspectives from a range of experience levels. Four overarching themes emerged: (1) confidence and experience in prescribing, (2) perceived role and responsibilities, (3) barriers to effective prescribing, and (4) strategies for effective prescribing. Pharmacists with extensive AF experience demonstrated higher confidence, whereas less experienced pharmacists relied on guidelines and colleagues. Perceived roles ranged from central to supportive within multidisciplinary teams, with some uncertainty about role boundaries. Key barriers included incomplete access to patient records, limited training, and workload pressures. Strategies to support prescribing included continuous professional development, decision support tools, and peer consultation.

Conclusion: The study emphasises the challenges pharmacists encounter in managing AF, highlighting the need for clearer role definitions, improved access to patient data and ongoing peer support. Addressing the identified barriers through targeted interventions could enhance the effectiveness of pharmacist-led AF management in general practice. Future research should evaluate interventions designed to support pharmacists in this evolving role.

药剂师在初级保健中的角色正在演变,越来越多地参与长期病情管理。一个例子是他们在房颤(AF)管理中的关键作用,特别是在处方和监测口服抗凝治疗方面。然而,他们在这一领域的经验和挑战仍未得到充分探讨,特别是在全科实践的背景下。目的:本研究旨在利用理论领域框架(TDF)来指导调查和分析,探讨独立处方药剂师在管理和开具房颤处方时的经验、看法和挑战。方法:我们在理论领域框架(TDF)的基础上进行了定性研究,该框架为访谈指南和分析编码框架提供了信息。通过专业网络有目的地招募在英国全科执业的独立处方药剂师;符合条件的参与者面向患者,具有房颤处方经验。于2024年8月通过Microsoft Teams®进行一对一的半结构化访谈,录音,逐字转录,并返回给参与者进行检查。招募工作一直进行到主题饱和。两位研究者独立应用框架方法,通过共识解决差异,并将最终主题映射到相关的TDF域。结果:20名药剂师参加了这项研究(9名男性,11名女性,年龄25-52岁),提供了一系列经验水平的观点。出现了四个总体主题:(1)处方的信心和经验;(2)感知到的角色和责任;(3)有效处方的障碍;(4)有效处方的策略。具有丰富房颤经验的药剂师表现出更高的信心,而经验较少的药剂师则依赖指南和同事。在多学科团队中,角色范围从中心到支持,角色边界存在一些不确定性。主要障碍包括不完整的患者记录、有限的培训和工作量压力。支持处方的策略包括持续的专业发展、决策支持工具和同行咨询。结论:该研究强调了药剂师在管理房颤时遇到的挑战,强调需要更明确的角色定义,改善患者数据的获取和持续的同伴支持。通过有针对性的干预措施解决已确定的障碍,可以提高药剂师主导的房颤管理在一般实践中的有效性。未来的研究应评估旨在支持药剂师发挥这一不断发展的作用的干预措施。
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引用次数: 0
A qualitative evaluation of barriers and facilitators to a large-scale antithrombotic stewardship intervention in the United States Veterans Healthcare system. 对美国退伍军人医疗保健系统中大规模抗血栓管理干预的障碍和促进因素进行定性评估。
IF 3.2 4区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2025-12-01 Epub Date: 2025-06-04 DOI: 10.1007/s11096-025-01922-2
Jacob E Kurlander, Claire H Robinson, David Parra, Lacey Evans, Von Moore, Geoffrey D Barnes, Allison A Ranusch, Jeremy B Sussman

Background: The combined use of antiplatelet medications with direct oral anticoagulants increases patients' risk of hemorrhage. In 2021, a multistate network of Veterans Affairs medical centers in the United States deployed a successful multicomponent stewardship initiative to reduce inappropriate anticoagulant-antiplatelet therapy.

Aim: Identify barriers, facilitators, and potential adaptations of the initiative to guide broader dissemination.

Methods: Clinical pharmacists and pharmacist managers were invited to participate in semi-structured interviews about their experiences with the initiative. Interviews were transcribed. Thematic analysis was informed by the Consolidated Framework for Implementation Research (CFIR).

Results: Fifteen interviews were completed (response rate 68%). The initiative was considered important and worth disseminating, and the addition of a visual alert to flag potential deprescribing candidates on an anticoagulation population management dashboard was considered especially beneficial. Three primary themes were identified using the CFIR. First, pharmacists often encountered barriers to coordination across specialties, with some clinicians unconvinced of the clinical evidence favoring antiplatelet deprescribing; breaking down these clinical silos, through targeted education and identifying meaningful clinician champions, is essential to increasing success of this initiative. Second, pharmacists sought clarification about how their deprescribing efforts, a relatively new activity, would be accounted for in performance evaluations, and how clinics would meet increased staffing needs. Third, adaptability of the initiative to local context was considered valuable.

Conclusion: As part of a multicomponent oral anticoagulant-antiplatelet stewardship initiative, preventing clinical silos, clarifying expectations around performance and staffing, and permitting adaptations to local context are important to maximizing impact.

背景:抗血小板药物与直接口服抗凝药物联合使用会增加患者出血的风险。2021年,美国退伍军人事务医疗中心的一个多州网络成功部署了一项多成分管理倡议,以减少不适当的抗凝血-抗血小板治疗。目的:确定该倡议的障碍、促进因素和可能的调整,以指导更广泛的传播。方法:邀请临床药师和药师管理人员参加半结构式访谈,了解他们参与该倡议的经验。采访被记录下来。专题分析以实施研究综合框架为依据。结果:共完成访谈15次,回复率68%。该倡议被认为是重要和值得传播的,并且在抗凝人群管理仪表板上增加一个视觉警报来标记潜在的处方候选药物被认为是特别有益的。使用CFIR确定了三个主要主题。首先,药剂师经常遇到跨专业协调的障碍,一些临床医生不相信支持抗血小板处方的临床证据;通过有针对性的教育和确定有意义的临床医生拥护者,打破这些临床竖井,对于提高这一倡议的成功至关重要。其次,药剂师寻求澄清,他们的开处方工作,一个相对较新的活动,将如何在绩效评估中考虑,以及诊所如何满足不断增加的人员需求。第三,该倡议对当地环境的适应性被认为是有价值的。结论:作为多组分口服抗凝-抗血小板管理倡议的一部分,防止临床孤岛,明确对性能和人员配置的期望,并允许适应当地情况对于最大限度地发挥作用至关重要。
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引用次数: 0
Clinical risk assessment of serum creatinine abnormalities during vancomycin therapy: a retrospective study using machine learning models. 万古霉素治疗期间血清肌酐异常的临床风险评估:使用机器学习模型的回顾性研究。
IF 3.2 4区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2025-12-01 Epub Date: 2025-08-19 DOI: 10.1007/s11096-025-01981-5
Yilei Yang, Haiying Yan, Xiangyue Wang, Jiahui Lao, Ruiqiu Zhang, Zhaoyang Chen, Shiyu Ma, Yan Li, Xiao Li

Introduction: Vancomycin is a widely used antibiotic for the treatment of serious Gram-positive bacterial infections. However, its clinical utility is often limited by the risk of nephrotoxicity, typically reflected by abnormalities in serum creatinine levels, which may indicate the occurrence of acute kidney injury (AKI). Timely identification of patients at increased risk is essential for early intervention and improved clinical outcomes.

Aim: This study aimed to identify clinical risk factors associated with vancomycin-induced abnormalities in serum creatinine levels and to develop predictive models capable of identifying high-risk hospitalized patients during vancomycin therapy.

Method: We conducted a retrospective cohort study including 1,008 hospitalized patients who received vancomycin treatment between January 2018 and June 2022 at the First Affiliated Hospital of Shandong First Medical University. Patients were grouped based on the presence or absence of serum creatinine abnormalities, defined as an increase of ≥ 26.5 μmol/L or ≥ 50% from baseline. Multivariate logistic regression was applied to identify independent risk factors. Five machine learning algorithms-logistic regression, random forest, support vector machine, extreme gradient boosting, and gradient boosting machine (GBM)-were trained and compared. Model performance was evaluated using the area under the receiver operating characteristic curve (AUC), accuracy, sensitivity, and specificity.

Results: The incidence of serum creatinine abnormalities was 9.22%. Chronic kidney disease, respiratory failure, pancreatitis, pneumonia, and mechanical ventilation were identified as significant risk factors (all p < 0.05). Among the models tested, the GBM algorithm showed the highest predictive performance with an AUC of 0.783, along with good balance between sensitivity and specificity. The final model was deployed as a freely accessible web-based prediction tool using the R Shiny framework.

Conclusion: Abnormalities in serum creatinine levels during vancomycin therapy remain a clinically significant concern, especially in patients with comorbidities or critical illness. The machine learning-based predictive model developed in this study offers a practical tool for individualized risk assessment, enabling early risk stratification and proactive management. Incorporating such tools into clinical workflows may enhance patient safety and optimize antibiotic use.

万古霉素是一种广泛用于治疗严重革兰氏阳性细菌感染的抗生素。然而,其临床应用往往受到肾毒性风险的限制,通常反映在血清肌酐水平异常,这可能预示急性肾损伤(AKI)的发生。及时识别风险增加的患者对于早期干预和改善临床结果至关重要。目的:本研究旨在确定与万古霉素诱导的血清肌酐水平异常相关的临床危险因素,并建立能够识别万古霉素治疗期间高危住院患者的预测模型。方法:对2018年1月至2022年6月在山东第一医科大学附属第一医院接受万古霉素治疗的1008例住院患者进行回顾性队列研究。根据血清肌酐异常的存在与否对患者进行分组,定义为血清肌酐异常较基线升高≥26.5 μmol/L或≥50%。采用多因素logistic回归分析确定独立危险因素。对逻辑回归、随机森林、支持向量机、极端梯度增强和梯度增强机(GBM)五种机器学习算法进行了训练和比较。使用受试者工作特征曲线下面积(AUC)、准确性、灵敏度和特异性来评估模型的性能。结果:血清肌酐异常发生率为9.22%。慢性肾脏疾病、呼吸衰竭、胰腺炎、肺炎和机械通气被认为是重要的危险因素(均p)。结论:在万古霉素治疗期间血清肌酐水平异常仍然是一个重要的临床问题,特别是在有合并症或危重疾病的患者中。本研究开发的基于机器学习的预测模型为个性化风险评估提供了实用工具,实现了早期风险分层和主动管理。将这些工具纳入临床工作流程可以提高患者安全性并优化抗生素使用。
{"title":"Clinical risk assessment of serum creatinine abnormalities during vancomycin therapy: a retrospective study using machine learning models.","authors":"Yilei Yang, Haiying Yan, Xiangyue Wang, Jiahui Lao, Ruiqiu Zhang, Zhaoyang Chen, Shiyu Ma, Yan Li, Xiao Li","doi":"10.1007/s11096-025-01981-5","DOIUrl":"10.1007/s11096-025-01981-5","url":null,"abstract":"<p><strong>Introduction: </strong>Vancomycin is a widely used antibiotic for the treatment of serious Gram-positive bacterial infections. However, its clinical utility is often limited by the risk of nephrotoxicity, typically reflected by abnormalities in serum creatinine levels, which may indicate the occurrence of acute kidney injury (AKI). Timely identification of patients at increased risk is essential for early intervention and improved clinical outcomes.</p><p><strong>Aim: </strong>This study aimed to identify clinical risk factors associated with vancomycin-induced abnormalities in serum creatinine levels and to develop predictive models capable of identifying high-risk hospitalized patients during vancomycin therapy.</p><p><strong>Method: </strong>We conducted a retrospective cohort study including 1,008 hospitalized patients who received vancomycin treatment between January 2018 and June 2022 at the First Affiliated Hospital of Shandong First Medical University. Patients were grouped based on the presence or absence of serum creatinine abnormalities, defined as an increase of ≥ 26.5 μmol/L or ≥ 50% from baseline. Multivariate logistic regression was applied to identify independent risk factors. Five machine learning algorithms-logistic regression, random forest, support vector machine, extreme gradient boosting, and gradient boosting machine (GBM)-were trained and compared. Model performance was evaluated using the area under the receiver operating characteristic curve (AUC), accuracy, sensitivity, and specificity.</p><p><strong>Results: </strong>The incidence of serum creatinine abnormalities was 9.22%. Chronic kidney disease, respiratory failure, pancreatitis, pneumonia, and mechanical ventilation were identified as significant risk factors (all p < 0.05). Among the models tested, the GBM algorithm showed the highest predictive performance with an AUC of 0.783, along with good balance between sensitivity and specificity. The final model was deployed as a freely accessible web-based prediction tool using the R Shiny framework.</p><p><strong>Conclusion: </strong>Abnormalities in serum creatinine levels during vancomycin therapy remain a clinically significant concern, especially in patients with comorbidities or critical illness. The machine learning-based predictive model developed in this study offers a practical tool for individualized risk assessment, enabling early risk stratification and proactive management. Incorporating such tools into clinical workflows may enhance patient safety and optimize antibiotic use.</p>","PeriodicalId":13828,"journal":{"name":"International Journal of Clinical Pharmacy","volume":" ","pages":"1830-1840"},"PeriodicalIF":3.2,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144873077","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}
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International Journal of Clinical Pharmacy
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