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AI-Enabled Sacramento Public Health (SACPH) App: A Reproducible AI-Based Method for Population-to-Practice Reasoning in Foundational Sciences in Pharmacy Education. 启用人工智能的萨克拉门托公共卫生(SACPH)应用程序:一种可复制的基于人工智能的方法,用于药学教育基础科学中人群到实践的推理。
IF 1.8 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2026-01-16 DOI: 10.3390/pharmacy14010010
Ashim Malhotra

Foundational biomedical sciences are commonly taught without routine integration of local population health contexts, limiting students' ability to connect mechanisms to community disease burden and practice responsibilities. In this method paper, we developed and piloted an AI-enabled "Sacramento County Public Health (SACPH)" AI workflow and app prototype, a structured, faculty-authored prompt sequence designed to guide population-to-practice reasoning using publicly available data. The workflow was implemented during a TBL session with first-year PharmD students in an immunology course. Using splenectomy and risk of overwhelming post-splenectomy infection (OPSI) as an illustrative use case, students executed a standardized prompt sequence addressing data source identification, coding logic (diagnosis vs. procedure codes), population-level estimation with uncertainty framing, and translation to pharmacist-relevant prevention and counseling implications. Feasibility was defined by conceptual convergence. The validated reasoning workflow was subsequently translated into a prototype, app-style interface using generative design prompts. Across student teams, outputs converged on similar categories, consistent recognition of coding frameworks and verification steps, and directionally similar interpretations of local burden and pharmacist responsibilities. The prototype demonstrated successful externalization of the reasoning workflow into a modular, reproducible artifact. SACPH demonstrates a feasible, reproducible method for using generative AI to integrate foundational science instruction with local population health context and pharmacist practice reasoning, while supporting AI literacy competencies.

基础生物医学的教学通常没有常规整合当地人口健康背景,限制了学生将机制与社区疾病负担和实践责任联系起来的能力。在这篇方法论文中,我们开发并试点了一个支持人工智能的“萨克拉门托县公共卫生(SACPH)”人工智能工作流程和应用程序原型,这是一个结构化的、教师撰写的提示序列,旨在指导使用公开可用数据的人群进行实践推理。该工作流程是在免疫学课程的一年级药学博士学生的TBL课程中实施的。以脾切除术和压倒性脾切除术后感染风险(OPSI)为例,学生们执行了一个标准化的提示序列,处理数据源识别、编码逻辑(诊断与程序代码)、不确定性框架下的人口水平估计,并将其转化为与药剂师相关的预防和咨询含义。可行性通过概念收敛来定义。经过验证的推理工作流程随后被转换为使用生成式设计提示的原型应用程序风格界面。在学生团队中,产出集中在类似的类别,对编码框架和验证步骤的一致认可,以及对当地负担和药剂师责任的方向相似的解释。原型成功地将推理工作流外部化为模块化的、可重复的工件。SACPH展示了一种可行的、可重复的方法,利用生成式人工智能将基础科学教学与当地人口健康背景和药剂师实践推理相结合,同时支持人工智能识字能力。
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引用次数: 0
Irisin as a Neuroprotective Agent in Parkinson's Disease: The Role of Physical Exercise in Modulating Dopaminergic Neurons. 鸢尾素作为帕金森病的神经保护剂:体育锻炼在调节多巴胺能神经元中的作用。
IF 1.8 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2026-01-13 DOI: 10.3390/pharmacy14010009
José Garcia de Brito-Neto, Paulo Leonardo de Góis Morais, José Rodolfo Lopes de Paiva Cavalcanti, Francisco Irochima Pinheiro, Fausto Pierdoná Guzen, Ricardo Ney Cobucci
<p><p>Exercise-induced myokines have emerged as crucial mediators of the beneficial effects of physical activity on neurodegenerative diseases through complex molecular mechanisms involving oxidative stress reduction, neuroinflammation suppression, and synaptic plasticity enhancement. Among these myokines, irisin, encoded by the FNDC5 gene, has gained significant attention as a potential therapeutic target in neurodegenerative conditions due to its ability to cross the blood-brain barrier and exert pleiotropic neuroprotective effects. This review synthesizes current evidence from both preclinical and clinical studies examining the role of exercise-induced irisin in neurodegeneration, with particular emphasis on translational potential and therapeutic applications. A comprehensive search was conducted across PubMed, Web of Science, Scopus, and EMBASE databases (spanning January 2015 to December 2024) to identify peer-reviewed articles investigating irisin's neuroprotective mechanisms in neurodegenerative diseases. Ten studies met the inclusion criteria (five rodent/primate model studies and five human clinical investigations), which were analyzed for methodological rigor, intervention protocols, biomarker quantification methods, and reported outcomes. Reviewed studies consistently demonstrated that exercise-induced endogenous irisin elevation correlates with improved cognitive function, reduced neuroinflammatory markers, enhanced synaptic plasticity, and modulation of neurodegenerative pathways, with exogenous irisin administration reproducing several neuroprotective benefits observed with exercise training in animal models. However, substantial heterogeneity exists regarding exercise prescription parameters (intensity, duration, frequency, modality), training-induced irisin quantification methodologies (ELISA versus mass spectrometry), and study designs (ranging from uncontrolled human observations to randomized controlled trials in animal models). Critical appraisal reveals that human studies lack adequate control for confounding variables including baseline physical fitness, comorbidities, concurrent medications, and potential sources of bias, while biochemical studies indicate distinct pharmacokinetics between endogenous training-induced irisin and exogenous bolus dosing, necessitating careful interpretation of therapeutic applicability. The translational potential of irisin as a therapeutic agent or drug target depends on resolving methodological standardization in biomarker measurement, conducting well-designed clinical trials with rigorous control for confounders, and integrating findings from molecular/biochemical studies to elucidate mechanisms linking irisin to disease modification. Future research should prioritize establishing clinical trial frameworks that harmonize exercise prescriptions, employ robust biomarker quantification (mass spectrometry), and stratify participants based on disease stage, comorbidities, and genetic predisposi
运动诱导的肌因子已成为身体活动对神经退行性疾病有益作用的关键介质,其复杂的分子机制包括氧化应激减少、神经炎症抑制和突触可塑性增强。在这些肌因子中,鸢尾素由FNDC5基因编码,由于其能够穿越血脑屏障并发挥多效神经保护作用,作为神经退行性疾病的潜在治疗靶点而受到广泛关注。这篇综述综合了目前临床前和临床研究的证据,研究了运动诱导的鸢尾素在神经退行性疾病中的作用,特别强调了转化潜力和治疗应用。我们对PubMed、Web of Science、Scopus和EMBASE数据库(2015年1月至2024年12月)进行了全面的检索,以确定研究鸢尾素在神经退行性疾病中的神经保护机制的同行评审文章。10项研究符合纳入标准(5项啮齿动物/灵长类动物模型研究和5项人类临床研究),对其方法学严谨性、干预方案、生物标志物量化方法和报告结果进行了分析。回顾的研究一致表明,运动诱导的内源性鸢尾素升高与认知功能的改善、神经炎症标志物的降低、突触可塑性的增强和神经退行性通路的调节有关,在动物模型中,外源性鸢尾素给药再现了运动训练中观察到的几种神经保护作用。然而,在运动处方参数(强度、持续时间、频率、方式)、训练诱导的鸢尾素定量方法(ELISA与质谱)和研究设计(从非受控的人类观察到动物模型的随机对照试验)方面存在实质性的异质性。关键评估表明,人体研究缺乏对混杂变量的充分控制,包括基线体能、合共病、并发用药和潜在的偏倚来源,而生化研究表明内源性训练诱导的鸢尾素和外源性大剂量之间存在不同的药代动力学,需要仔细解释治疗适用性。鸢尾素作为治疗药物或药物靶点的转化潜力取决于解决生物标志物测量方法的标准化,进行精心设计的临床试验,严格控制混杂因素,并整合分子/生化研究的发现,以阐明鸢尾素与疾病修饰的机制。未来的研究应优先建立协调运动处方的临床试验框架,采用强大的生物标志物定量(质谱),并根据疾病分期、合并症和遗传易感对参与者进行分层,以阐明鸢尾素在神经退行性疾病管理中的潜在治疗干预作用。
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引用次数: 0
Patient and Physician Perspectives on Pharmacotherapy in Parkinson's Disease Psychosis: A Mixed-Methods Exploratory Study. 患者和医生对帕金森病精神病药物治疗的看法:一项混合方法探索性研究。
IF 1.8 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2026-01-13 DOI: 10.3390/pharmacy14010008
Olaf Rose, Tobias Hinteregger, Eugen Trinka, Bernhard Iglseder, Johanna Pachmayr, Stephanie Clemens

Psychosis is a frequent and disabling non-motor complication of Parkinson's disease (PD). Clozapine and quetiapine are widely used in the treatment of Parkinson's disease psychosis (PDP). We conducted an exploratory study to compare patient experiences with physician prescribing practices. Patients with PDP hospitalized at a university center completed semi-structured interviews on perceived efficacy, adverse effects, and daily functioning. Neurologists and geriatricians attending training sessions completed a structured questionnaire on prescribing patterns, attitudes toward clozapine, and perceived treatment burden. Data were analyzed thematically and triangulated across cohorts. Eleven patients (mean age 81 years; nine treated with quetiapine, two with clozapine) were included. Most quetiapine-treated patients reported persistent hallucinations, sedation, dizziness, and reduced autonomy. Fourteen physicians completed the survey and most preferred quetiapine, citing monitoring logistics and agranulocytosis risk as barriers to clozapine. Overall, patient priorities centered on symptom control and independence, whereas physician decisions emphasized feasibility and safety. Facilitating clozapine monitoring and incorporating patient-reported outcomes into routine care may improve patient-centered PDP management.

精神病是帕金森病(PD)常见的致残性非运动并发症。氯氮平和喹硫平被广泛应用于帕金森病精神病(PDP)的治疗。我们进行了一项探索性研究,比较病人的经验和医生的处方做法。在大学中心住院的PDP患者完成了关于感知疗效、不良反应和日常功能的半结构化访谈。参加培训课程的神经科医生和老年病医生完成了一份关于处方模式、对氯氮平的态度和感知治疗负担的结构化问卷。对数据进行主题分析,并对各队列进行三角剖分。纳入11例患者(平均年龄81岁;9例使用喹硫平,2例使用氯氮平)。大多数喹硫平治疗的患者报告持续性幻觉、镇静、头晕和自主性下降。14名医生完成了调查,大多数人更喜欢喹硫平,认为监测后勤和粒细胞缺乏症风险是氯氮平的障碍。总的来说,患者优先考虑的是症状控制和独立性,而医生的决定则强调可行性和安全性。促进氯氮平监测并将患者报告的结果纳入常规护理可以改善以患者为中心的PDP管理。
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引用次数: 0
Leveraging Artificial Intelligence-Based Applications to Remove Disruptive Factors from Pharmaceutical Care: A Quantitative Study in Eastern Romania. 利用基于人工智能的应用程序来消除药物护理的破坏性因素:罗马尼亚东部的定量研究。
IF 1.8 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2026-01-09 DOI: 10.3390/pharmacy14010007
Ionela Daniela Ferțu, Alina Mihaela Elisei, Mariana Lupoae, Alexandra Burlacu, Claudia Simona Ștefan, Luminița Enache, Andrei Vlad Brădeanu, Loredana Sabina Pascu, Iulia Chiscop, Mădălina Nicoleta Matei, Aurel Nechita, Ancuța Iacob

Artificial Intelligence (AI) has increasingly contributed to advancements in pharmaceutical practice, particularly by enhancing the pharmacist-patient relationship and improving medication adherence. This quantitative, descriptive, cross-sectional study investigated Eastern Romanian pharmacists' perception of AI-based applications as effective optimization tools, correlating it with disruptive communication factors. An anonymous and online questionnaire was distributed to community pharmacists, examining sociodemographic characteristics, awareness of disruptive factors, and the perceived usefulness of AI. The sample included 437 respondents: pharmacists (55.6%), mostly female (83.8%), and aged between 25 and 44 (52.6%). Data analysis involved descriptive statistics and independent t-tests. The statistical analysis revealed a significantly positive perception (p < 0.001) of AI on pharmacist-patient communication. Respondents viewed AI as a valuable tool for reducing medication errors and optimizing counseling time, though they maintain a strong emphasis on genuine human interaction. Significant correlations were found between disruptive factors-such as noise and high patient volume-and the quality of communication. Participants also expressed an increased interest in applications like automatic prescription scheduling and the use of chatbots. The study concludes that a balanced implementation of AI technologies is necessary, one that runs parallel with the continuous development of pharmacists' communication skills. Future research should focus on validating AI's impact on clinical outcomes and establishing clear ethical guidelines regarding the use of patient data.

人工智能(AI)对制药实践的进步做出了越来越大的贡献,特别是通过加强药剂师与患者的关系和提高药物依从性。这项定量、描述性、横断面研究调查了东罗马尼亚药剂师对基于人工智能的应用程序作为有效优化工具的看法,并将其与破坏性沟通因素联系起来。向社区药剂师分发了一份匿名在线问卷,调查社会人口学特征、对破坏性因素的认识以及对人工智能有用性的感知。调查对象437人:药师(55.6%),以女性为主(83.8%),年龄在25 ~ 44岁之间(52.6%)。数据分析包括描述性统计和独立t检验。统计分析显示,人工智能对医患沟通有显著的积极作用(p < 0.001)。受访者认为人工智能是减少用药错误和优化咨询时间的宝贵工具,尽管他们仍然非常强调真正的人际互动。研究发现,干扰因素(如噪音和病人的高音量)与沟通质量之间存在显著的相关性。参与者还对自动处方调度和聊天机器人的使用等应用表达了越来越大的兴趣。该研究的结论是,人工智能技术的平衡实施是必要的,这与药剂师沟通技巧的持续发展是平行的。未来的研究应侧重于验证人工智能对临床结果的影响,并就患者数据的使用建立明确的伦理准则。
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引用次数: 0
Epidemiological Assessment of Benzodiazepine Dependence via Pharmacist-Led EMR Review in Pain and Palliative Care Institution. 通过药剂师主导的EMR回顾在疼痛和姑息治疗机构苯二氮卓类药物依赖的流行病学评估。
IF 1.8 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2026-01-07 DOI: 10.3390/pharmacy14010006
Carlos Eduardo Estrada-De La Rosa, Felipe Alexis Avalos-Salgado, Daniel Osmar Suárez-Rico, Martin Zermeño-Ruiz, César Ricardo Cortez-Álvarez, Raymundo Escutia-Gutiérrez
<p><strong>Background/objectives: </strong>Benzodiazepines (BZDs) are used routinely in cases requiring sedation for anxiety, insomnia, and procedures that require pain management, and daily use of these agents may extend over several months; therefore, monitoring patients is essential to reduce the risk of developing dependence. However, the high patient volume in pain and palliative-care settings often limits physicians' ability to both conduct consultations and perform comprehensive evaluations. In this context, the pharmacist plays a key role in supporting patient care by contributing professional activities that enhance patient well-being, such as conducting systematic reviews of electronic medical records. This pharmacist-led EMR assessment enables the identification of benzodiazepine dependence patterns and supports a more robust epidemiological evaluation within the institution.</p><p><strong>Methods: </strong>A descriptive observational study (January 2022-May 2025) using electronic medical records and prescription data was conducted. Consecutive adults with an active BZD prescription and a documented BDEPQ-MX (Benzodiazepine Dependence Questionnaire, Mexican version) were included. Outcomes were BDEPQ-MX categories (No dependence; Pleasurable effects; Perceived need; Dependence) and a binary endpoint was stablished as "any dependence" (either scored in Perceived need or Dependence category) vs. No dependence (either scored as No dependence or Pleasurable effects categories). Group comparisons used χ<sup>2</sup>, Student's t, and one-way ANOVA. A logistic regression modeled any dependence; a general linear model (GLM) examined the BDEPQ-MX total score.</p><p><strong>Results: </strong>Of 181 complete cases, BDEPQ-MX categories were No dependence 33.2% (60/181), Pleasurable effects 7.2% (13/181), Perceived need 17.1% (31/181), and Dependence 42.5% (77/181); hence, 59.7% met "any dependence." Women comprised 67.4% overall. Compared with No dependence, the any-dependence group had higher comorbidity (83.3% vs. 65.8%, <i>p</i> = 0.006) and markedly greater duration of BZD use (months) (22.6 ± 11.5 vs. 5.9 ± 4.9, <i>p</i> < 0.001), with no difference in daily dose (<i>p</i> = 0.6). Benzodiazepine medications shifted toward alprazolam in dependence (38.9% vs. 20.5%, <i>p</i> = 0.009) and away from clonazepam (43.5% vs. 58.9%, <i>p</i> = 0.042). In the adjusted model, the male sex was associated with lower odds of any dependence (aOR 0.29, 95% CI 0.11-0.76; <i>p</i> = 0.013), while the duration of BZD use (per month) increased the odds (aOR 1.32, 1.20-1.45; <i>p</i> < 0.001). In the GLM, the duration showed the largest effect on BDEPQ-MX total (F = 203.26; <i>p</i> < 0.001; partial η<sup>2</sup> = 0.545).</p><p><strong>Conclusions: </strong>In this outpatient pain and palliative-care population, benzodiazepine-related dependence phenomena were common: 59.7% of patients met the criteria for dependence based on the pharmacist-led EMR review. The i
背景/目的:苯二氮卓类药物(BZDs)通常用于需要镇静治疗焦虑、失眠和需要疼痛管理的病例,这些药物的日常使用可能会持续数月;因此,对患者进行监测对于降低产生依赖的风险至关重要。然而,在疼痛和姑息治疗设置的高病人量往往限制了医生进行咨询和进行全面评估的能力。在这种情况下,药剂师在支持患者护理方面发挥着关键作用,通过提供专业活动来增强患者的健康,例如对电子医疗记录进行系统审查。这种由药剂师主导的EMR评估能够识别苯二氮卓类药物依赖模式,并支持在机构内进行更有力的流行病学评估。方法:采用电子病历和处方数据进行描述性观察研究(2022年1月- 2025年5月)。连续使用有效BZD处方并记录BDEPQ-MX(苯二氮卓类药物依赖问卷,墨西哥版)的成年人被纳入研究。结果是BDEPQ-MX分类(无依赖;愉悦效果;感知需求;依赖),并建立了一个二元终点,即“任何依赖”(在感知需求或依赖类别中得分)与“无依赖”(在无依赖或愉悦效果类别中得分)。组间比较采用χ2、Student’s t和单因素方差分析。逻辑回归模拟了任何依赖性;一般线性模型(GLM)检测BDEPQ-MX总分。结果:181例完整病例中,BDEPQ-MX分类为无依赖33.2%(60/181),愉悦效果7.2%(13/181),感知需要17.1%(31/181),依赖42.5% (77/181);因此,59.7%的人有“任何依赖”。女性占67.4%。与无依赖组相比,无依赖组有更高的合并症(83.3%比65.8%,p = 0.006), BZD使用时间(月)明显更长(22.6±11.5比5.9±4.9,p < 0.001),日剂量无差异(p = 0.6)。苯二氮卓类药物的依赖性转向阿普唑仑(38.9%对20.5%,p = 0.009),远离氯硝西泮(43.5%对58.9%,p = 0.042)。在调整后的模型中,男性与任何依赖的几率较低相关(aOR 0.29, 95% CI 0.11-0.76; p = 0.013),而服用BZD的持续时间(每月)增加了这种几率(aOR 1.32, 1.20-1.45; p < 0.001)。在GLM中,持续时间对BDEPQ-MX总量的影响最大(F = 203.26; p < 0.001;偏η2 = 0.545)。结论:在门诊疼痛和姑息治疗人群中,苯二氮卓类药物相关依赖现象很常见:根据药剂师主导的EMR审查,59.7%的患者符合依赖标准。药剂师的参与是必不可少的,因为这种系统的评估很难在常规的医疗咨询中进行。药剂师的贡献使详细的流行病学特征得以实现,揭示了暴露时间——超过每日剂量——是依赖性的主要的、可改变的相关关系,并且阿普唑仑不成比例地出现在高依赖性类别中。这些发现强调了药剂师支持的监测识别和测量BZD依赖性的价值。
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引用次数: 0
Structured Medication Review and Shared Decision-Making in Patients with Mild Intellectual Disabilities Who Use Psychotropic Medication. 轻度智障患者使用精神药物的结构化药物评价和共同决策。
IF 1.8 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2026-01-06 DOI: 10.3390/pharmacy14010005
Gerda de Kuijper, Josien Jonker, Rien Hoge

People with intellectual disabilities frequently use psychotropic and other medications, sometimes inappropriately. To promote shared decision-making, they require accessible information about their medication. This study combined data from two similar intervention studies, conducted in two different settings, to assess the appropriateness of medication use and the shared decision-making process among adults with mild intellectual disabilities who used psychotropic medication. The intervention consisted of a structured, multidisciplinary medication review, including the provision of accessible psychotropic medication leaflets, and a discussion of the pharmacotherapeutic treatment plan with the patient by either a pharmacist or physician, depending on the setting. Outcomes included medication use, pharmacotherapeutic problems, implementation of recommendations, and perceived shared decision-making, measured with the Shared Decision-Making Questionnaire Q9. The 15 included participants used an average of nearly seven medications, which were mainly neurotropic, gastrointestinal, cardiovascular, and respiratory agents. On average, two pharmacotherapeutic problems were identified; the most common were overtreatment, side effects, and administration difficulties. Recommendations often involved dose reduction or tapering, and about 75% were fully or partially implemented. Both participants and clinicians reported high satisfaction with shared decision-making. Multidisciplinary, structured medication reviews, incorporating accessible medication leaflets, may enhance appropriate medication use and shared decision-making, but more research is needed.

智障人士经常使用精神药物和其他药物,有时使用不当。为了促进共同决策,他们需要获取有关其药物的信息。本研究结合了在两种不同环境下进行的两项类似干预研究的数据,以评估使用精神药物的轻度智力残疾成人药物使用的适当性和共同决策过程。干预措施包括结构化的多学科药物审查,包括提供可获得的精神药物传单,以及药剂师或医生根据具体情况与患者讨论药物治疗计划。结果包括药物使用、药物治疗问题、建议的实施和感知共同决策,用共同决策问卷Q9测量。这15名参与者平均使用近7种药物,主要是神经、胃肠道、心血管和呼吸系统药物。平均而言,确定了两个药物治疗问题;最常见的是过度治疗、副作用和给药困难。建议通常涉及剂量减少或逐渐减少,约75%得到了完全或部分实施。参与者和临床医生都报告了对共同决策的高满意度。多学科、结构化的药物审查,包括可获取的药物传单,可能会加强适当的药物使用和共同决策,但需要更多的研究。
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引用次数: 0
Beyond Addiction: Burden of Polypharmacy and Risk in Frail Patients with Substance Use Disorder. 超越成瘾:多种药物的负担和物质使用障碍体弱患者的风险。
IF 1.8 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2026-01-01 DOI: 10.3390/pharmacy14010004
L Goretti Santiago Gutiérrez, Daida Alberto Armas, Verónica Hernández García, Juan Ramón Santana Ayala, Roberto García Sánchez, Soraya Paz Montelongo, Ángel J Gutiérrez, Arturo Hardisson de la Torre, Carmen Rubio Armendáriz

Substance use disorder (SUD) is a chronic and clinically complex condition, frequently complicated by significant organic and psychiatric comorbidities. Most patients are polymedicated and require opioid substitution programs (OSPs). This complexity is further exacerbated by drug-drug interactions, therapeutic duplication, and fragmentation of the healthcare system. This retrospective observational study analyses the prevalence of polypharmacy and associated pharmacotherapeutic risks in a cohort of 1050 patients with SUD treated at Drug Care Units (DCUs) in Tenerife (Canary Islands, Spain). Prescriptions were dominated by methadone (62%), antidepressants, and antipsychotics, often in combination with benzodiazepines. Significant polypharmacy (>10 active prescriptions) was observed in 2.3% of patients, while 8.1% received 6-10 medications and 37.2% were using 2-5 medications. Women showed a higher pharmacological burden, with 3.5% experiencing significant polypharmacy (>10 different prescriptions) compared with 1.1% of men. Overall, 31% of patients received antidepressants, 31% were treated with antipsychotics-frequently with concurrent use of multiple agents-and 6.4% received opioids outside the OSP. Therapeutic duplication was observed in 15.6% of patients for psycholeptics, 14.2% for psychoanaleptics, and 3.2% for antiepileptics. Additionally, 25.2% of patients reported self-medication, predominantly with benzodiazepines. These findings underscore the need for integrated pharmaceutical care programs incorporating individualized therapeutic review and deprescribing strategies to enhance the safety and efficacy of SUD treatment.

物质使用障碍(SUD)是一种慢性和临床复杂的疾病,经常伴有显著的器质性和精神性合并症。大多数患者服用多种药物,需要阿片类药物替代计划(OSPs)。药物-药物相互作用、治疗重复和医疗保健系统的碎片化进一步加剧了这种复杂性。本回顾性观察性研究分析了在西班牙特内里费岛(加那利群岛)药物护理单位(dcu)治疗的1050例SUD患者的多药治疗患病率和相关药物治疗风险。处方以美沙酮(62%)、抗抑郁药和抗精神病药为主,常与苯二氮卓类药物合用。2.3%的患者有明显的多药现象,其中8.1%的患者使用6-10种药物,37.2%的患者使用2-5种药物。女性表现出更高的药理学负担,3.5%的女性经历过明显的多药(10种不同的处方),而男性的这一比例为1.1%。总体而言,31%的患者接受抗抑郁药物治疗,31%的患者接受抗精神病药物治疗(通常同时使用多种药物),6.4%的患者接受OSP外的阿片类药物治疗。在15.6%的精神病患者、14.2%的精神病患者和3.2%的抗癫痫药物患者中观察到治疗重复。此外,25.2%的患者报告自我用药,主要使用苯二氮卓类药物。这些发现强调了综合药学服务计划的必要性,包括个性化的治疗回顾和处方策略,以提高SUD治疗的安全性和有效性。
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引用次数: 0
"Let's Talk Stigma": A Pharmacy-Based Program for Opioid Use Disorder Anti-Stigma Education in Pennsylvania. “让我们谈谈耻辱”:宾夕法尼亚州阿片类药物使用障碍反耻辱教育的基于药物的计划。
IF 1.8 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2025-12-24 DOI: 10.3390/pharmacy14010003
Joni C Carroll, Sophia M C Herbert, Kim C Coley, Thai Q Nguyen, Melissa A Somma McGivney, Kelsey L Hake, Jennifer Padden Elliott, Elizabeth Bunk Barton

Opioid overdoses in the United States remain a significant public health concern. Opioid use disorder (OUD) is stigmatized, exacerbating negative health outcomes. Reducing stigma in healthcare, including in pharmacies, is critical. The "Let's Talk Stigma" program was collaboratively developed with two schools of pharmacy, a local health department, and individuals with lived drug use experience. It aimed to reduce OUD-related stigma among pharmacists, pharmacy technicians, student pharmacists, and other allied health professionals. The program included six core components: a podcast, continuing education, a standardized curriculum for student pharmacists, training for pharmacy technicians and medical assistants, pharmacy outreach by student pharmacists, and partnerships with chain pharmacies. The anti-stigma podcast reached a global audience with nearly 22,000 listens, while local sessions engaged over 5000 individuals. These initiatives were integrated into Doctor of Pharmacy curricula, with student pharmacists distributing stigma-reduction kits in local pharmacies. A mixed-methods approach, incorporating qualitative data from participant reflections and quantitative data from surveys, podcast analytics, and attendance records, was used for program evaluation. Participants reported increased awareness of stigma, improved attitudes, and greater professional responsibility to reduce stigma. The program successfully leveraged partnerships, flexible delivery methods, and inclusion of people with lived drug use experience in its design.

在美国,阿片类药物过量仍然是一个重大的公共卫生问题。阿片类药物使用障碍(OUD)被污名化,加剧了负面的健康后果。减少医疗保健(包括药房)中的耻辱感至关重要。“让我们谈谈耻辱”项目是与两所药学院、一个地方卫生部门和有吸毒经历的个人合作开发的。它旨在减少药剂师、药学技术人员、学生药剂师和其他专职卫生专业人员对oud相关的耻辱感。该计划包括六个核心组成部分:播客、继续教育、学生药剂师的标准化课程、药房技术人员和医疗助理的培训、学生药剂师的药房推广以及与连锁药店的合作。这个反污名播客吸引了近2.2万名全球听众,而当地的播客则吸引了5000多人。这些举措被纳入药学博士课程,学生药剂师在当地药房分发减少耻辱的工具包。项目评估采用了一种混合方法,结合了参与者反思的定性数据和调查、播客分析和出勤记录的定量数据。参与者报告说,他们对病耻感的认识有所提高,态度有所改善,减少病耻感的职业责任感也有所增强。该项目成功地利用了伙伴关系、灵活的交付方式以及在设计中纳入有吸毒经验的人。
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引用次数: 0
Drug Manipulation in Pediatric Care: A Scoping Review of a Widespread Practice Signaling Systemic Gaps in Pharmaceutical Provision. 儿科护理中的药物操纵:对广泛实践的范围审查,表明药物供应中的系统性差距。
IF 1.8 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2025-12-24 DOI: 10.3390/pharmacy14010002
Charlotte Vermehren, Laura Giraldi, Sarah Al-Rubai, Ida M Heerfordt, Yasmine Merimi, Rene Mathiasen, Anette Müllertz, Jon Trærup Andersen, Susanne Kaae, Christina Gade

Background: Pediatric patients often receive medicines manipulated from adult formulations due to a lack of age-appropriate products. While such practices are clinically routine, they may reflect deeper systemic deficiencies in pediatric pharmacotherapy.

Objective: This scoping review aimed to map the prevalence, definitions, and types of pediatric drug manipulation and to conceptualize manipulation as an indicator of structural gaps in formulation science, regulation, and access.

Methods: A systematic search of PubMed (January 2014-July 2024) included 10 studies reporting the frequency of drug manipulation in children aged ≤18 years. Eligible studies were synthesized narratively according to PRISMA-ScR guidelines.

Results: Ten studies from nine countries were included, reporting manipulation frequencies ranging from 6.4% to 62% of all drug administrations and up to 60% at the patient level. Manipulated formulations most commonly included oral solid doses, altered through dispersing, splitting, or crushing. Definitions and methodologies varied considerably. The findings revealed five recurring structural gaps: limited pediatric formulations, inconsistent regulatory implementation, lack of standardized definitions and guidance, insufficient evidence on manipulation safety, and inequitable access across regions.

Conclusion: Manipulation of finished dosage forms for use in children is a widespread, measurable phenomenon reflecting systemic inadequacies in formulation development, regulation, and access. Recognizing manipulation as a structural indicator may guide policy, innovation, and equitable pediatric pharmacotherapy worldwide.

背景:由于缺乏适合儿童年龄的产品,儿科患者经常接受由成人配方操纵的药物。虽然这些做法在临床上是常规的,但它们可能反映了儿科药物治疗中更深层次的系统性缺陷。目的:本综述旨在绘制儿科药物操纵的流行、定义和类型,并将操纵概念化为配方科学、监管和可及性方面结构性差距的指标。方法:系统检索PubMed(2014年1月- 2024年7月),纳入10篇报道≤18岁儿童药物操纵频率的研究。根据PRISMA-ScR指南对符合条件的研究进行叙述合成。结果:纳入了来自9个国家的10项研究,报告操作频率从所有药物给药的6.4%到62%不等,在患者水平上高达60%。操纵制剂最常见的包括口服固体剂量,通过分散、分裂或粉碎改变。定义和方法差别很大。调查结果揭示了五个反复出现的结构性差距:儿科配方有限、监管实施不一致、缺乏标准化定义和指导、操作安全性证据不足以及各地区获取不公平。结论:对儿童使用的成品剂型进行操纵是一种普遍的、可测量的现象,反映了配方开发、监管和获取方面的系统性不足。认识到操纵作为一个结构性指标可以指导政策,创新和公平的儿科药物治疗在世界范围内。
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引用次数: 0
Evaluating the Accuracy and Educational Potential of Generative AI Models in Pharmacy Education: A Comparative Analysis of ChatGPT and Gemini Across Bloom's Taxonomy. 评估生成式人工智能模型在药学教育中的准确性和教育潜力:ChatGPT和Gemini在Bloom分类中的比较分析。
IF 1.8 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2025-12-23 DOI: 10.3390/pharmacy14010001
Tuan Tran, Uyen Le, Victor Phan

This study evaluated the accuracy and educational potential of three generative AI models, ChatGPT 3.5, ChatGPT 4o, and Gemini 2.5, by addressing pharmacy-related content across three key areas: biostatistics, pharmaceutical calculations, and therapeutics. A total of 120 exam-style questions, categorized by Bloom's Taxonomy levels (Remember, Understand, Apply, and Analyze), were administered to each model. Overall, the AI models achieved a combined accuracy rate of 77.5%, with ChatGPT 4o consistently outperforming ChatGPT 3.5 and Gemini 2.5. The highest accuracy was observed in therapeutics (83.3%), followed by biostatistics (81.7%) and calculations (67.5%). Performance was strongest at lower Bloom levels, reflecting proficiency in recall and conceptual understanding, but declined at higher levels requiring analytical reasoning. These findings suggest that generative AI tools can serve as effective supplementary aids for pharmacy education, particularly for conceptual learning and review. However, their limitations in quantitative and higher-order reasoning highlight the need for guided use and faculty oversight. Future research should expand to additional subject areas and assess longitudinal learning outcomes to better understand AI's role in improving critical thinking and professional competence among pharmacy students.

本研究通过解决生物统计学、药物计算和治疗学这三个关键领域的药学相关内容,评估了ChatGPT 3.5、ChatGPT 40和Gemini 2.5这三个生成式人工智能模型的准确性和教育潜力。根据Bloom的分类法级别(记住、理解、应用和分析)对每个模型进行了总共120个考试式问题的分类。总体而言,人工智能模型的综合准确率达到了77.5%,ChatGPT 40的表现一直优于ChatGPT 3.5和Gemini 2.5。治疗学准确度最高(83.3%),其次是生物统计学(81.7%)和计算(67.5%)。在布鲁姆水平较低的情况下,表现最好,反映了回忆和概念理解的熟练程度,但在需要分析推理的较高水平上,表现则有所下降。这些发现表明,生成式人工智能工具可以作为药学教育的有效辅助工具,特别是在概念学习和复习方面。然而,它们在定量和高阶推理方面的局限性突出了指导使用和教师监督的必要性。未来的研究应扩展到其他学科领域,并评估纵向学习结果,以更好地了解人工智能在提高药学学生批判性思维和专业能力方面的作用。
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引用次数: 0
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