Potentially inappropriate medication

可能不适当的药物
  • 文章类型: Journal Article
    背景:住院对痴呆症(PWD)患者通常会造成破坏,部分原因是使用可能有问题的药物治疗诸如谵妄等并发症,疼痛,和失眠。我们试图确定住院后几个月内住院对有问题药物处方的影响。
    方法:我们将社区居住的PWD纳入健康和退休研究,年龄≥66岁,住院时间为2008-2018年。我们将有问题的药物描述为对认知有负面影响的药物(强抗胆碱能药/镇静催眠药),来自2019年啤酒标准的药物,和来自STOPP-V2的药物。要捕获持久的更改,我们比较了住院前4周(基线)和住院后4个月的问题药物.我们使用具有泊松分布的广义线性混合模型来调整年龄,性别,合并症计数,院前慢性药物,和时间点。
    结果:在1,475名PWD中,504人住院(中位年龄84岁(IQR=79-90),66%女性,17%黑色)。从基线到住院后时间点,有问题的药物略有增加,但未达到统计学意义(调整后平均1.28vs.1.40,差异0.12(95%CI-0.03,0.26),p=0.12)。结果在药物领域和某些亚组之间是一致的。在一个预先指定的子组中,<5种院前慢性药物的个体显示,与≥5种药物的个体相比,院后有问题的药物增加更大(p=0.04的相互作用,<5种药物的患者从基线到住院后的平均增加0.25(95%CI0.05,0.44)与0.06(95%CI-0.12,0.25)对于那些使用≥5种药物的人)。
    结论:住院有一个小的,对PWD中长期有问题的药物使用的影响无统计学意义。
    BACKGROUND: Hospitalizations are frequently disruptive for persons with dementia (PWD) in part due to the use of potentially problematic medications for complications such as delirium, pain, and insomnia. We sought to determine the impact of hospitalizations on problematic medication prescribing in the months following hospitalization.
    METHODS: We included community-dwelling PWD in the Health and Retirement Study aged ≥66 with a hospitalization from 2008-2018. We characterized problematic medications as medications that negatively affect cognition (strongly anticholinergics/sedative-hypnotics), medications from 2019 Beers criteria, and medications from STOPP-V2. To capture durable changes, we compared problematic medications 4 weeks pre-hospitalization (baseline) to 4 months post-hospitalization period. We used a generalized linear mixed model with Poisson distribution adjusting for age, sex, comorbidity count, pre-hospital chronic medications, and timepoint.
    RESULTS: Among 1,475 PWD, 504 had a qualifying hospitalization (median age 84 (IQR=79-90), 66% female, 17% Black). There was a small increase in problematic medications from the baseline to post-hospitalization timepoint that did not reach statistical significance (adjusted mean 1.28 vs. 1.40, difference 0.12 (95% CI -0.03, 0.26), p=0.12). Results were consistent across medication domains and certain subgroups. In one pre-specified subgroup, individuals on <5 pre-hospital chronic medications showed a greater increase in post-hospital problematic medications compared to those on ≥5 medications (p=0.04 for interaction, mean increase from baseline to post-hospitalization of 0.25 for those with <5 medications (95% CI 0.05, 0.44) vs. 0.06 (95% CI -0.12, 0.25) for those with ≥5 medications).
    CONCLUSIONS: Hospitalizations had a small, non-statistically significant effect on longer-term problematic medication use among PWD.
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  • 文章类型: Journal Article
    老年人在医疗从医院过渡到社区期间面临不良药物事件的风险,因此,出院时关于药物的最佳沟通是至关重要的。药物出院计划(MDP)缺乏标准化。本研究旨在(1)使用基于共识的原则为老年人创建标准化的MDP,(2)创建短版MDP和(3)生成实用指南。改进的德尔菲用于就MDP的指导原则达成共识。此外,参与者被问及被认为最重要的指导原则,患者优先排序,MDP的传输格式和模式。26项指导原则达成共识,其中17个优先用于短版本MDP。实用指南包括指导原则的解释,患者选择标准和传播方式的建议。这项研究的结果将有助于老年人出院时实施MDP。
    Older adults are at risk of adverse drug events during transition of care from hospital to community, thus optimal communication about medications at discharge is essential. Standardization of medication discharge plan (MDP) is lacking. This study aimed to (1) create a standardized MDP for older adults using consensus-based principles, (2) create a short-version MDP and (3) generate a practical guide. Modified Delphi was used to establish consensus on guiding principles for the MDP. Additionally, participants were asked about guiding principles deemed most essential, patient prioritization, the format and mode of transmission of the MDP. Twenty-six guiding principles reached consensus, with 17 prioritized for a short-version MDP. The practical guide includes explanations of the guiding principles, criteria for patient selection and recommendations on the format and mode of transmission. The results of this study will assist implementation of MDPs when older adults are discharged from hospital.
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  • 文章类型: English Abstract
    BACKGROUND: Polypharmacy and the resulting problems lead to considerable consequences for those affected. There are also considerable problems with the medication management.
    OBJECTIVE: Which interventions and programs for optimizing the supply of medication are available for nursing homes and which implementation problems can be expected?
    METHODS: A literature search was carried out for interventional studies in nursing homes in Germany, with a focus on improving medication safety.
    RESULTS: A total of six programs were identified for which evaluation results are available. Despite a mostly multimodal approach with several pillars of intervention (e.g., medication reviews, further education and training, development of aids), the results are largely disappointing. The effects on the number of prescriptions in general, specific medication groups or outcome parameters such as hospital admissions could only be shown in one study, whereby, selection bias could also be at least partly responsible for this. Interdisciplinary collaboration and the implementation of medication recommendations formulated in reviews by the responsible physicians are the main problem areas. At the same time, too little attention is paid to the central role of nurses in the entire process and they are not actively promoted enough. This could be one of the reasons for the difficulties in implementation in practice.
    CONCLUSIONS: There are nearly no significant changes as a result of the interventions implemented in the studies reviewed. In particular, interprofessional cooperation, especially the skills of nurses and the reluctance on the part of physicians, should probably be given more attention.
    UNASSIGNED: HINTERGRUND: Polypharmazie und daraus resultierende Probleme führen zu erheblichen Belastungen bei den Betroffenen. Darüber hinaus lassen sich erhebliche Probleme bei der Medikamentenversorgung feststellen.
    UNASSIGNED: Welche Interventionen und Programme zur Optimierung der Medikamentenversorgung liegen für die stationäre Langzeitpflege vor, und mit welchen Umsetzungsproblemen ist zu rechnen?
    UNASSIGNED: Literaturrecherche zu Interventionsstudien, die in stationären Pflegeeinrichtungen in Deutschland durchgeführt wurden, mit dem Fokus auf der Optimierung der Medikamentenversorgung.
    UNASSIGNED: Sechs Programme mit Evaluationsergebnissen konnten identifiziert werden. Obwohl der Ansatz meist multimodal ist und mehrere Interventionsbereiche umfasst, wie Medikamentenbewertungen, Fort- und Weiterbildung sowie die Entwicklung von Hilfsmitteln, sind die Ergebnisse größtenteils enttäuschend. Lediglich in einer Studie konnten signifikante Auswirkungen auf die Gesamtzahl der Verschreibungen, bestimmte Medikamentengruppen und Outcome-Parameter wie Krankenhauseinweisungen belegt werden, wobei hierfür ein Selektionsbias zumindest mitverantwortlich sein könnte. Die größten Schwierigkeiten bestehen in der Umsetzung interdisziplinärer Zusammenarbeit und der Anwendung der in Reviews formulierten Medikamentenempfehlungen durch die zuständigen Ärzt*innen. Gleichzeitig wird die zentrale Rolle der Pflegenden im Gesamtprozess zu wenig beachtet und aktiv gefördert, was ein weiterer Grund für die Schwierigkeiten bei der Umsetzung in der Praxis sein könnte.
    UNASSIGNED: Es zeigen sich fast keine signifikanten Veränderungen als Folge der in den gesichteten Studien durchgeführten Interventionen. Vor allem die interprofessionelle Kooperation, speziell die Kompetenzen der Pflegenden und die Zurückhaltung aufseiten der Ärzt*innen, müssten hierbei vermutlich noch stärker in den Blick genommen werden.
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  • 文章类型: Journal Article
    背景:随着人口老龄化和慢性病的增加,存在多重用药和不适当用药的固有风险.该研究旨在确定潜在不适当用药的患病率和发生率及其与多重用药的相关性。
    方法:回顾性研究,2010-2020年在冰岛国立大学医院住院的≥65岁患者的基于人群的队列研究.从国家处方药登记处检索药物使用数据。根据入院前和出院后一年填写的药物数量,参与者被归类为非多重用药(<5),多药(5-9),和超多药(≥10)。根据2019年Beers标准评估潜在不适当药物使用的患病率和发生率。回归模型被用来关联社会人口统计学,临床,和药物流行病学变量以及新的潜在不适当药物使用的可能性。
    结果:该队列包括55,859名患者(48.5%为男性),中位[IQR]年龄为80[73-86]岁。入院前一年不适当用药的患病率为34.0%,77.7%,非多重用药患者为96.4%,多药,和超级多重用药。在入院前没有潜在不适当使用药物的人群中,新的潜在不适当使用药物的发生率为46.7%(95%CI45.6%-47.6%)。与出院后新的潜在不适当药物使用几率较高相关的因素是使用多剂量配药服务,痴呆症,多药,和超级多重用药。
    结论:需要更加重视审查和重新评估老年人内科学用药的适当性。
    背景:https://clinicaltrials.gov/ct2/show/NCT05756400。
    BACKGROUND: With the aging of the population and the increase in chronic diseases, there is an inherent risk of polypharmacy and inappropriate medication use. The study aimed to determine the prevalence and incidence of potentially inappropriate medication use and its correlation with polypharmacy.
    METHODS: A retrospective, population-based cohort study among patients ≥65 years hospitalized at The National University Hospital of Iceland from 2010-2020. Data on medication usage were retrieved from the National Prescription Medicine Registry. Based on the number of medications filled in in the year prior to admission and post-discharge, participants were categorized non-polypharmacy (<5), polypharmacy (5-9), and hyper-polypharmacy (≥10). The prevalence and incidence of potentially inappropriate medication use was assessed based on the 2019 Beers criteria. Regression models were used to correlate sociodemographic, clinical, and pharmacoepidemiologic variables and the odds of new potentially inappropriate medication use.
    RESULTS: The cohort comprised 55,859 patients (48.5% male) with a median [IQR] age of 80 [73-86] years. The prevalence of inappropriate medication use in the year preceding admission was 34.0%, 77.7%, and 96.4% for patients with non-polypharmacy, polypharmacy, and hyper-polypharmacy. The incidence of new potentially inappropriate medication use was 46.7% (95% CI 45.6%-47.6%) among those with no potentially inappropriate medication use pre-admission. Factors associated with higher odds of new potentially inappropriate medication use after discharge were the use of multi-dose dispensing services, dementia, polypharmacy, and hyper-polypharmacy.
    CONCLUSIONS: An increased emphasis is needed to review and reevaluate the appropriateness of medication use among older population in internal medicine.
    BACKGROUND: https://clinicaltrials.gov/ct2/show/NCT05756400.
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  • 文章类型: Journal Article
    目的:调查社区居住的巴西老年人中潜在不适当药物(PIM)使用与死亡风险之间的关系。
    方法:来自健康的参与者,幸福,和老化队列研究(SABE)在圣保罗,巴西,包括2000年至2016年。因变量是全因死亡率,以死亡之前的时间来衡量。感兴趣的暴露是根据Beers标准2019版使用PIM。所有协变量,除了性和教育,被认为是时变的。
    结果:校正协变量后,使用PIM与死亡率无关(HR=0.99;95%CI:0.88-1.12)。PIM使用与年龄之间存在显著的交互作用(HR=0.98;95%CI:0.96-0.99)。
    结论:PIM使用与死亡风险之间的关联因年龄而异。未来的研究应在评估与PIM使用相关的死亡风险时考虑必要的药物遗漏的影响。
    OBJECTIVE: Investigate the association between potentially inappropriate medication (PIM) use and the risk of death among community-dwelling older Brazilian adults.
    METHODS: Participants from the Health, Well-Being, and Aging Cohort Study (SABE) in São Paulo, Brazil, between 2000 and 2016 were included. The dependent variable was all-cause mortality, measured as the time elapsed until death. The exposure of interest was the use of PIM according to the Beers Criteria 2019 version. All covariates, except for sex and education, were considered time-varying.
    RESULTS: PIM use was not associated with mortality after adjusting for covariates (HR = 0.99; 95 % CI: 0.88-1.12). There was a significant interaction between PIM use and age (HR = 0.98; 95 % CI: 0.96-0.99).
    CONCLUSIONS: The association between PIM use and the risk of death was moderated by age. Future studies should consider the impact of necessary medication omissions when assessing the mortality risk associated with PIM use.
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  • 文章类型: Journal Article
    背景:长期暴露于抗胆碱能药物和镇静药物可能是认知功能下降的一个可改变的危险因素。这项研究的目的是测量以前的累积抗胆碱能和镇静药物暴露(药物负担指数)与认知功能下降之间的关系。
    方法:一项队列研究(MEMORA队列)是在法国记忆诊所为2014年11月至2020年12月期间参加咨询的患者进行的,至少进行了2次迷你精神状态检查(MMSE)测量(间隔≥6个月)和当地初级健康保险基金数据库中的可用药物数据(n=1,970)。药物负担指数线性累积,直到每次MMSE测量,并用于根据患者的暴露水平对患者进行分类(无暴露,中度,或高)。使用多元线性混合模型评估药物负担指数和MMSE之间的纵向关联,根据年龄调整,教育水平,焦虑症,抑郁症,功能自治,和行为障碍。
    结果:总体而言,纳入1,970例患者,平均随访时间为2.78年(±1.54),每位患者就诊2.99次(收集5,900MMSE+药物负担指数测量值)。在基线,68.0%的患者有中度累积抗胆碱能和镇静药物暴露,平均MMSE为21.1。在中度和高度药物负担指数的患者中,MMSE下降幅度更大(-1.74和-1.70/年,分别)在调整年龄后没有暴露(-1.26/年)的患者中,教育,焦虑和抑郁障碍,功能自治,和行为障碍(p<0.01)。
    结论:长期暴露于抗胆碱能药物和镇静药物与更急剧的认知功能下降有关。专注于取消这些药物处方的药物审查可以及早实施,以减少认知障碍。
    BACKGROUND: Long-term exposure to anticholinergic and sedative drugs could be a modifiable risk factor for cognitive decline. The objective of this study was to measure the association between previous cumulative anticholinergic and sedative drug exposure (Drug Burden Index) and cognitive decline.
    METHODS: A cohort study (MEMORA cohort) was conducted in a French memory clinic for patients attending a consultation between November 2014 and December 2020, with at least 2 Mini-Mental State Examination (MMSE) measurements (≥ 6 months apart) and available medication data from the local Primary Health Insurance Fund database (n = 1,970). Drug Burden Index was linearly cumulated until each MMSE measurement and was used to categorise patients according to their level of exposure (no exposure, moderate, or high). The longitudinal association between Drug Burden Index and MMSE was assessed using a multivariate linear mixed model, adjusted for age, education level, anxiety disorders, depressive disorders, functional autonomy, and behavioural disorders.
    RESULTS: Overall, 1,970 patients were included with a mean follow-up duration of 2.78 years (± 1.54) and 2.99 visits per patients (5,900 MMSE + Drug Burden Index measurements collected). At baseline, 68.0% of patients had moderate cumulative anticholinergic and sedative drug exposure and a mean MMSE of 21.1. MMSE decrease was steeper in patients with moderate and high Drug Burden Index ( -1.74 and -1.70/year, respectively) than in patients with no exposure (-1.26/year) after adjusting for age, education, anxiety and depressive disorders, functional autonomy, and behavioural disorders (p < 0.01).
    CONCLUSIONS: Long-term exposure to anticholinergic and sedative drugs is associated with steeper cognitive decline. Medication review focusing on de-prescribing these drugs could be implemented early to reduce cognitive impairment.
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  • 文章类型: Journal Article
    背景:在一般实践中,潜在的不适当药物仍然是一个重要的问题,特别是在65岁及以上患者的膀胱过度活动症(OAB)治疗中。这项研究的重点是探索治疗OAB的替代选择以及OAB中常用的抗胆碱能药物的处方。该研究旨在通过混合方法方法全面评估开药的效率,将感知的定量评估和定性探索相结合,经验,以及患者和医护人员之间的潜在障碍。
    目的:本研究旨在评估初级保健医护人员鼓励患者参与OAB处方的干预措施的有效性和安全性。此外,我们的目标是确定促成或阻碍开处方过程的因素,这些因素将推动在开处方领域做出更明智的决定,并支持患者的有效和安全治疗.
    方法:初级保健(DROP)中用于膀胱过度活动症的药物研究采用了严格的研究设计,使用随机对照试验(RCT),采用嵌入式序贯解释性混合方法。北丹麦地区的所有一般做法将根据全科医生(GP)和城市或农村地区的数量进行配对。匹配的配对将随机分为干预组和对照组。干预组将收到一个算法,旨在指导OAB的药物处方,促进适当的药物使用。将从RCT收集定量数据,包括来自丹麦登记处的数据用于处方分析。定性数据将通过与全科医生的访谈和焦点小组获得,工作人员,和病人。最后,将定量和定性结果合并,以全面了解OAB的开处方。这种综合方法增强了洞察力,并支持未来的干预改进。
    结果:DROP研究目前正在进行中,随着一般实践的随机化正在进行中。虽然他们还没有被邀请参加,他们会的。计划于2023年12月至2024年4月纳入GP实践。每位患者的随访期为6个月。将通过对RCT的意向治疗分析和对定性成分的主题分析来分析结果。定量结果将侧重于处方和症状的变化,而定性分析将探索经验和看法。
    结论:DROP研究旨在提供一种基于证据的初级保健干预措施,以确保在存在不利的风险-收益特征时对OAB的药物进行处方。DROP研究的贡献在于为取消处方的做法和影响医疗保健的最佳做法提供证据。
    背景:ClinicalTrials.govNCT06110975;https://clinicaltrials.gov/study/NCT06110975。
    DERR1-10.2196/56277。
    BACKGROUND: Potentially inappropriate medication remains a significant concern in general practices, particularly in the context of overactive bladder (OAB) treatment for individuals aged 65 years and older. This study focuses on the exploration of alternative options for treating OAB and the deprescribing of anticholinergic drugs commonly used in OAB. The research aims to comprehensively evaluate the efficiency of deprescribing through a mixed methods approach, combining quantitative assessment and qualitative exploration of perceptions, experiences, and potential barriers among patients and health care personnel.
    OBJECTIVE: This study aims to evaluate the efficiency and safety of the intervention in which health care staff in primary care encourage patients to participate in deprescribing their drugs for OAB. In addition, we aim to identify factors contributing to or obstructing the deprescribing process that will drive more informed decisions in the field of deprescribing and support effective and safe treatment of patients.
    METHODS: The drugs for overactive bladder in primary care (DROP) study uses a rigorous research design, using a randomized controlled trial (RCT) with an embedded sequential explanatory mixed methods approach. All general practices within the North Denmark Region will be paired based on the number of general practitioners (GPs) and urban or rural locations. The matched pairs will be randomized into intervention and control groups. The intervention group will receive an algorithm designed to guide the deprescribing of drugs for OAB, promoting appropriate medication use. Quantitative data will be collected from the RCT including data from Danish registries for prescription analysis. Qualitative data will be obtained through interviews and focus groups with GPs, staff members, and patients. Finally, the quantitative and qualitative findings are merged to understand deprescribing for OAB comprehensively. This integrated approach enhances insights and supports future intervention improvement.
    RESULTS: The DROP study is currently in progress, with randomization of general practices underway. While they have not been invited to participate yet, they will be. The inclusion of GP practices is scheduled from December 2023 to April 2024. The follow-up period for each patient is 6 months. Results will be analyzed through an intention-to-treat analysis for the RCT and a thematic analysis for the qualitative component. Quantitative outcomes will focus on changes in prescriptions and symptoms, while the qualitative analysis will explore experiences and perceptions.
    CONCLUSIONS: The DROP study aims to provide an evidence-based intervention in primary care that ensures the deprescription of drugs for OAB when there is an unfavorable risk-benefit profile. The DROP study\'s contribution lies in generating evidence for deprescribing practices and influencing best practices in health care.
    BACKGROUND: ClinicalTrials.gov NCT06110975; https://clinicaltrials.gov/study/NCT06110975.
    UNASSIGNED: DERR1-10.2196/56277.
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  • 文章类型: Journal Article
    服用多种药物的老年痴呆症患者更容易使用可能不适当的药物(PIMs)。这会显著增加不良事件和药物相关问题的风险。PIM的使用很普遍,并且在参加记忆诊所的痴呆或认知障碍(CI)老年人中有所不同。然而,PIMs的患病率,多药,对于在记忆诊所就诊的患有痴呆症或CI的老年人中的超多重用药还没有得到很好的理解。我们将进行系统回顾和荟萃分析,以检查PIM患病率的总体估计,多药,以及在参加记忆诊所的老年人中过度使用多种药物,患有痴呆症。这项研究的次要目标是编制一份常见的PIM列表,并调查可能与在该人群中使用PIM相关的因素。
    OvidMEDLINE,OvidEmbase,Scopus,科克伦图书馆,EBSCOhostCINAHL,研究人员(R.S.)将在图书馆员(C.C.)的帮助下系统地搜索Ovid国际药品文摘(IPA)。所有数据库将从开始到2023年5月5日进行搜索。横截面,队列,随机临床试验,准实验,如果病例对照研究评估PIM在患有痴呆和/orCI的老年人中的使用情况,则将包括这些研究。Pai等人的分步指南。[印度国家医院。2004;17(2):86-95]进行系统审查(S.R.)时将遵循。报告此SR将遵循PRISMA(系统审查和荟萃分析的首选报告项目)清单。
    本SR/MA的发现将确定PIM的合并患病率,提供对PIM真实患病率的更精确估计,多药,在初级记忆诊所就诊的患有痴呆症或CI的老年人中,次要,或三级医疗机构通过考虑多项研究的结果。
    UNASSIGNED: Older adults with dementia who are on multiple medications are more vulnerable to the use of potentially inappropriate medications (PIMs), which can significantly increase the risk of adverse events and drug-related problems. PIMs use is prevalent and varies among older adults with dementia or cognitive impairment (CI) attending memory clinics. However, the prevalence of PIMs, polypharmacy, and hyper-polypharmacy among older adults with dementia or CI who are attending memory clinics is not well understood. We will conduct a systematic review and meta-analyses to examine the overall estimate of the prevalence of the PIMs, polypharmacy, and hyper-polypharmacy use among older adults attending memory clinics, with dementia or CI. The secondary objective of this study will be to compile a list of commonly implicated PIMs and to investigate factors that may be associated with using PIMs in this population.
    UNASSIGNED: Ovid MEDLINE, Ovid Embase, Scopus, Cochrane library, EBSCOhost CINAHL, and Ovid International Pharmaceutical Abstracts (IPA) will be systematically searched by a researcher (R.S.) with the help of a librarian (C.C.). All databases will be searched from inception to May 05, 2023. Cross-sectional, cohort, randomized clinical trials, quasi-experimental, and case-control studies will be included if they assess PIM\'s use among older adults with dementia and/or CI. A step-by-step guide by Pai et al. [Natl Med J India. 2004;17(2):86-95] will be followed when conducting this systematic review (S.R.). The PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) checklist will be followed for reporting this SR.
    UNASSIGNED: The findings from this SR/MA will identify the pooled prevalence of PIMs, providing a more precise estimate of the true prevalence of the PIMs, polypharmacy, hyper-polypharmacy in older adults with dementia or CI who are attending memory clinics at primary, secondary, or tertiary healthcare settings by considering the results of multiple studies.
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  • 文章类型: Journal Article
    背景:老年女性比老年男性经历更多的药物不良反应(ADR)。然而,这种性别差异的基础尚不清楚.性别(生物学状况)和/或性别(社会文化结构)对多老年人不适当处方模式的影响可能是这种ADR性别差异的原因之一。在这个次要分析中,我们研究了在潜在的不适当处方中,偶然的ADR性别差异是否与并发性别差异相关.
    方法:对潜在不适当药物(PIMs)患病率的性别差异进行回顾性二次分析,潜在的处方遗漏(PPO),1537名参与者中的ADR(47.2%为女性,中位数[IQR]年龄78[72-84]岁)在参议员临床试验数据库中进行,在六个大型欧洲医疗中心进行。
    方法:我们特别寻找在急性住院48小时内确定的与PIM和PPO(由STOPP/START版本2标准定义)相关的男性/女性差异。我们还评估了入院或出院后14天发现的ADR的性别差异,以先到者为准。ADR通过盲法终点裁决小组共识进行评估。
    结果:住院期间,与男性相比,女性经历≥1次ADR的比例明显高于男性(28%和21%,比值比分别为1.40,95%CI1.10-1.78,p<0.005)。在11个STOPP标准的PIM中,有9个表现出明显的性别差异,女性的发生率更高。在四个START标准PPO中,显示出显著的性别差异,所有这些都更常见于女性。一些与性别相关的PIM反映了老年妇女相关疾病的患病率较高。
    结论:我们得出结论,在急性住院期间,老年女性比老年男性更频繁地发现特定的STOPP标准PIMs和START标准PPOs。可能导致老年女性更高的ADR发生率。处方者应该意识到暴露于潜在的不适当处方和ADR风险的性别差异,鉴于在大多数临床环境中,老年女性比老年男性占优势。
    BACKGROUND: Older women experience more adverse drug reactions (ADRs) than older men. However, the underlying basis for this sex difference is unclear. Sex (biological status) and/or gender (sociocultural constructs) influences on patterns of inappropriate prescribing in multimorbid older adults may be one reason for this ADR sex difference. In this secondary analysis, we examined whether incident ADR sex differences could be related to concurrent sex differences in potentially inappropriate prescribing.
    METHODS: A retrospective secondary analysis of sex differences in the prevalence of potentially inappropriate medications (PIMs), potential prescribing omissions (PPOs), and ADRs among the 1537 participants (47.2% female, median [IQR] age 78 [72-84] years) was undertaken in the SENATOR clinical trial database, conducted in six large European medical centers.
    METHODS: We looked specifically for male/female differences relating to PIMs and PPOs (defined by STOPP/START version 2 criteria) identified within 48 h of acute hospitalization. We also assessed sex differences for ADRs identified at 14 days from admission or discharge, whichever came first. ADRs were assessed by blinded endpoint adjudication panel consensus.
    RESULTS: During hospitalization, significantly more females experienced ≥1 ADR compared to males (28% and 21%, respectively; odds ratio 1.40, 95% CI 1.10-1.78, p < 0.005). Nine of the 11 STOPP-criteria PIMs showing a significant sex difference occurred more often in females. Of the four START-criteria PPOs showing a significant sex difference, all occurred more often in females. Some sex-associated PIMs reflect higher prevalence of related conditions in older women.
    CONCLUSIONS: We conclude that specific STOPP-criteria PIMs and START-criteria PPOs were identified more frequently in older women than older men during acute hospitalization, possibly contributing to higher ADR incidence in older women. Prescribers should appreciate sex differences in exposure to potentially inappropriate prescribing and ADR risk, given the preponderance of older women over older men in most clinical settings.
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  • 文章类型: Journal Article
    目的:机器学习方法在预测各种健康结果方面在健康科学中获得了广泛关注,但在药物流行病学中很少使用。识别次优药物使用预测因素的能力对于进行旨在改善药物治疗结果的干预措施至关重要。与传统方法相比,机器学习方法是否可以增强对老年人潜在不适当药物使用的识别仍然不确定。这项研究的目的是1)比较机器学习模型在预测潜在不适当药物使用方面的表现,以及2)量化和比较预测因素在社区居住的老年人(>65岁)中的相对重要性魁北克省,加拿大。
    方法:我们使用了魁北克综合慢性病监测系统,并选择了1,105,295名老年人,其中533,719人可能是不适当的药物使用者。根据Beers列表定义了可能不适当的药物。我们比较了五种流行的机器学习模型(梯度提升机器、逻辑回归,天真贝叶斯,神经网络,和随机森林)基于ROC曲线和其他性能标准,使用一组社会人口统计学和医学预测因子。
    结果:没有模型明显优于其他模型。除神经网络外,所有模型在最高预测因子(性和焦虑抑郁障碍和精神分裂症)和最低预测因子(农村以及社会和物质剥夺指数)方面均一致。
    结论:包括其他类型的预测因子(例如,非结构化数据)可能对提高潜在不适当药物使用预测性能更有用。
    OBJECTIVE: Machine learning methods have gained much attention in health sciences for predicting various health outcomes but are scarcely used in pharmacoepidemiology. The ability to identify predictors of suboptimal medication use is essential for conducting interventions aimed at improving medication outcomes. It remains uncertain whether machine learning methods could enhance the identification of potentially inappropriate medication use among older adults compared with traditional methods. This study aimed to (1) to compare the performances of machine learning models in predicting use of potentially inappropriate medications and (2) to quantify and compare the relative importance of predictors in a population of community-dwelling older adults (>65 years) in the province of Québec, Canada.
    METHODS: We used the Québec Integrated Chronic Disease Surveillance System and selected a cohort of 1 105 295 older adults of whom 533 719 were potentially inappropriate medication users. Potentially inappropriate medications were defined according to the Beers list. We compared performances between 5 popular machine learning models (gradient boosting machines, logistic regression, naive Bayes, neural networks, and random forests) based on receiver operating characteristic curves and other performance criteria, using a set of sociodemographic and medical predictors.
    RESULTS: No model clearly outperformed the others. All models except neural networks were in agreement regarding the top predictors (sex and anxiety-depressive disorders and schizophrenia) and the bottom predictors (rurality and social and material deprivation indices).
    CONCLUSIONS: Including other types of predictors (eg, unstructured data) may be more useful for increasing performance in prediction of potentially inappropriate medication use.
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