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Non-Linear Dose-Response Relationship for Metformin in Japanese Patients With Type 2 Diabetes: Analysis of Irregular Longitudinal Data by Interpretable Machine Learning Models. 二甲双胍在日本2型糖尿病患者中的非线性剂量-反应关系:通过可解释的机器学习模型分析不规则纵向数据
IF 2.9 4区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2025-02-01 DOI: 10.1002/prp2.70055
Hayato Akimoto, Takuya Nagashima, Kimino Minagawa, Takashi Hayakawa, Yasuo Takahashi, Satoshi Asai

The dose-response relationship between metformin and change in hemoglobin A1c (HbA1c) shows a maximum at 1500-2000 mg/day in patients with type 2 diabetes (T2D) in the U.S. In Japan, there is little evidence on the HbA1c-lowering effect of high-dose metformin because the maintenance and maximum doses of metformin were raised in 2010. The aim of this study was to investigate whether there is saturation of the dose-response relationship for metformin in Japanese T2D patients. Longitudinal clinical information of T2D patients was extracted from electronic medical records. Supervised machine learning models with random effect were constructed to predict change in HbA1c: generalized linear mixed-effects models (GLMM) with/without a feature selection and combining tree-boosting with Gaussian process and mixed-effects models (GPBoost). GPBoost was interpreted by SHapley Additive exPlanations (SHAP) and partial dependence. GPBoost had better predictive performance than GLMM with/without feature selection: root mean square error was 0.602 (95%CI 0.523-0.684), 0.698 (0.629-0.774) and 0.678 (0.609-0.753), respectively. Interpretation of GPBoost by SHAP and partial dependence suggested that the relationship between the daily dose of metformin and change in HbA1c is non-linear rather than linear, and the HbA1c-lowering effect of metformin reaches a maximum at 1500 mg/day. Interpretation of GPBoost, a non-linear supervised machine-learning algorithm, suggests that there is saturation of the dose-response relationship of metformin in Japanese patients with T2D. This finding may be useful for decision-making in pharmacotherapy for T2D.

二甲双胍与血红蛋白A1c (HbA1c)变化的剂量反应关系显示,在美国2型糖尿病(T2D)患者中,在1500-2000 mg/d时达到最大值。在日本,由于2010年二甲双胍维持剂量和最大剂量有所提高,所以关于大剂量二甲双胍降低HbA1c效果的证据很少。本研究的目的是调查二甲双胍在日本T2D患者中是否存在饱和的剂量-反应关系。从电子病历中提取T2D患者的纵向临床信息。构建具有随机效应的监督机器学习模型来预测HbA1c的变化:带/不带特征选择的广义线性混合效应模型(GLMM),结合高斯过程的树增强和混合效应模型(GPBoost)。GPBoost采用SHapley加性解释(SHAP)和部分依赖来解释。GPBoost在有/没有特征选择的情况下比GLMM具有更好的预测性能:均方根误差分别为0.602 (95%CI 0.523-0.684)、0.698(0.629-0.774)和0.678(0.609-0.753)。GPBoost的SHAP和部分依赖解释表明,二甲双胍日剂量与HbA1c变化之间的关系是非线性的,而不是线性的,在1500mg /d时,二甲双胍的降HbA1c效果达到最大。GPBoost(一种非线性监督机器学习算法)的解释表明,二甲双胍在日本T2D患者中的剂量-反应关系已经饱和。这一发现可能对T2D药物治疗决策有用。
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引用次数: 0
Part 1: Evaluation of Pediatric Cannabis-Drug Interaction Reports. 第一部分:儿童大麻-药物相互作用报告的评价。
IF 2.9 4区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2025-02-01 DOI: 10.1002/prp2.70046
Maryann R Chapin, Sandra L Kane-Gill, Xiaotong Li, Kojo Abanyie, Sanya B Taneja, Susan Egbert, Mary F Paine, Richard D Boyce

Data addressing safety concerns related to potential drug interactions between cannabis-derived products and pharmaceutical medications in the pediatric population are lacking. In this study, we retrieved case reports through a published literature search using PubMed and spontaneous reporting data using the Food and Drug Administration's Adverse Event Reporting System (FAERS) to identify potential cannabis- and cannabinoid-drug interactions in individuals younger than 18 years old. To evaluate the published case reports, we used the Drug Interaction Probability Scale (DIPS), a 10-item questionnaire designed to discern the causal relationship between a potential drug interaction and adverse drug reactions (ADRs). FAERS reports were deduplicated and analyzed to gather information regarding patient demographics, associated drugs, nature of the ADRs, outcomes, professions of the reporters, and reporting timelines. Seven published case reports and 9142 FAERS ADRs reports were included in the final analysis. Based on the findings, caution is warranted when cannabis or cannabinoids are used in combination with prescribed medications, including methadone, everolimus, fluoxetine, and paroxetine. Cannabinoids may inhibit drug-metabolizing enzymes, including several cytochrome P450s, leading to increased drug exposure and potentially, an increased risk for ADRs.

关于大麻衍生产品和儿科药物之间潜在药物相互作用的安全问题的数据缺乏。在这项研究中,我们通过PubMed发表的文献检索和美国食品和药物管理局不良事件报告系统(FAERS)的自发报告数据检索病例报告,以确定18岁以下个体中潜在的大麻和大麻素药物相互作用。为了评估已发表的病例报告,我们使用了药物相互作用概率量表(DIPS),这是一份包含10个项目的问卷,旨在识别潜在药物相互作用与药物不良反应(adr)之间的因果关系。FAERS报告被删除并进行分析,以收集有关患者人口统计学、相关药物、adr性质、结果、报告者的专业和报告时间表的信息。7份已发表的病例报告和9142份FAERS不良反应报告被纳入最终分析。根据研究结果,大麻或大麻素与处方药物(包括美沙酮、依维莫司、氟西汀和帕罗西汀)联合使用时需要谨慎。大麻素可能抑制药物代谢酶,包括几种细胞色素p450,导致药物暴露增加,并可能增加不良反应的风险。
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引用次数: 0
Bridging Traditions and Technology: The Role of Ethnopharmacology in Shaping Next-Generation Multidisciplinary Researchers. 连接传统与技术:民族药理学在塑造下一代多学科研究人员中的作用。
IF 2.9 4区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2025-02-01 DOI: 10.1002/prp2.70074
Ee Wern Tan, Ley Hian Low, Atanas G Atanasov, Bey Hing Goh

of the key disciplines that equip next-generation researchers engaged in ethnopharmacology research with the necessary knowledge and skills to navigate the transition from traditional ethnopharmacology to modern drug discovery.

为从事民族药理学研究的下一代研究人员提供必要的知识和技能的关键学科,以引导从传统民族药理学到现代药物发现的过渡。
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引用次数: 0
Melatonin: A Review of the Evidence for Use in Hospital Settings. 褪黑素:在医院使用的证据综述。
IF 2.9 4区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2025-02-01 DOI: 10.1002/prp2.70059
Josephine A Adattini, Carly Wills, Jennifer H Martin

New onset insomnia is often experienced by patients during hospitalization due to environmental disruptions, pain and increased patient care activities. Patient distress arising from poor sleep quality and quantity often results in the prescribing of hypnotics. Melatonin use in hospital settings is common and is increasingly used for off label indications including primary insomnia in those aged < 55 years, prevention of delirium and to facilitate benzodiazepine discontinuation. A literature review was conducted to evaluate the efficacy, effectiveness, safety, tolerability, and cost-effectiveness of melatonin for various off-label indications in inpatient hospital settings. The review found limited high quality evidence demonstrating a clinically meaningful benefit from melatonin in improving sleep, delirium, or facilitating benzodiazepine discontinuation in the inpatient setting. Study findings were inconsistent, and those that did show statistical improvement were of uncertain clinical benefit. The review also found a paucity of data on the safety of melatonin when used in hospitalized patients, and no evidence to support cost-effectiveness. Non-pharmacological interventions are recommended as first-line treatment of insomnia and for the prevention of delirium in inpatient settings. The use of interventions without evidence for efficacy or effectiveness is contrary to the quality use of medicines principles in Australia's National Medicines Policy. Context-specific evidence on the efficacy and effectiveness of a medicine should guide clinician decision-making and prescribing, to improve the quality use of medicines.

患者在住院期间由于环境破坏、疼痛和患者护理活动增加而经常经历新发失眠。由于睡眠质量差和睡眠时间短而引起的病人痛苦常常导致开催眠药。褪黑素在医院的使用是常见的,并且越来越多地用于标签外适应症,包括老年人的原发性失眠
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引用次数: 0
Building a Solid Foundation: The Need for Causal Evidence Before Advancing Anti-Obesity Drug Development Targeting the Endocannabinoid System. 建立坚实的基础:在推进针对内源性大麻素系统的抗肥胖药物开发之前需要因果证据。
IF 2.9 4区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2025-02-01 DOI: 10.1002/prp2.70056
Andrej Belančić, Farideh A Javid
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引用次数: 0
Edaravone is a Therapeutic Candidate for Doxorubicin-Induced Cardiomyopathy by Activating the Nrf2 Pathway. 依达拉奉是通过激活Nrf2通路治疗阿霉素诱导的心肌病的候选药物。
IF 2.9 4区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2025-02-01 DOI: 10.1002/prp2.70066
Naoki Yoshikawa, Naoto Hirata, Yuichiro Kurone, Sadahiko Shimoeda

Doxorubicin (DOXO) has long been used clinically and remains a key drug in cancer therapy. DOXO-induced cardiomyopathy (DICM) is a chronic and fatal complication that severely limits the use of DOXO. However, there are very few therapeutic agents for DICM, and there is an urgent need to identify those that can be used for a larger number of patients. The most likely pathogenic mechanism of DICM is the involvement of reactive oxygen species (ROS) and promotion of cell death. In this study, we investigated the efficacy and mechanism of action of edaravone (EDA), a known radical scavenger in DICM. Two methods of EDA administration were employed: daily and weekly. Our results showed that the daily administration group had prolonged survival periods and preserved the left ventricular ejection fraction in DICM mice. In contrast, in the weekly treatment group, slight improvements were observed in these indicators compared with those in DICM mice; however, none of them were statistically significant. These results show that the daily administration group had a higher efficacy than the weekly administration group. Gene-expression results showed that Nrf2 and its related genes were upregulated in the daily group but not in the weekly group. Based on these results, we hypothesized that the Sirt1/Nrf2/HO-1 and ABCB4 pathways were involved in EDA. However, there is limited evidence that EDA is effective against DICM. The findings obtained herein bolster the evidence in DICM by demonstrating prolonged survival and continued preservation of cardiac function and proposing a possible mechanism.

阿霉素(DOXO)在临床应用已久,是治疗癌症的关键药物。DOXO诱导的心肌病(DICM)是一种慢性和致命的并发症,严重限制了DOXO的使用。然而,治疗DICM的药物非常少,迫切需要确定那些可以用于更多患者的药物。DICM最可能的致病机制是活性氧(ROS)的参与和促进细胞死亡。在这项研究中,我们研究了依达拉奉(EDA)的疗效和作用机制,这是一种已知的DICM自由基清除剂。采用每日和每周两种给药方法。我们的研究结果显示,每日给药组延长了DICM小鼠的生存期,并保留了左心室射血分数。相比之下,在每周治疗组中,与DICM小鼠相比,这些指标略有改善;然而,它们都没有统计学意义。上述结果表明,每日给药组的疗效高于每周给药组。基因表达结果显示,Nrf2及其相关基因在每日组上调,而在每周组无上调。基于这些结果,我们假设Sirt1/Nrf2/HO-1和ABCB4通路参与了EDA。然而,有有限的证据表明EDA对DICM有效。本文的研究结果通过延长生存期和持续保存心功能,并提出了可能的机制,支持了DICM的证据。
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引用次数: 0
Phase I Study of the Safety, Tolerability, and Pharmacokinetics of Inhaled Voriconazole in Healthy Volunteers and Subjects With Stable Asthma. 健康志愿者和稳定哮喘患者吸入伏立康唑的安全性、耐受性和药代动力学的I期研究
IF 2.9 4区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2025-02-01 DOI: 10.1002/prp2.70064
Giovanni Caponetti, Federica Sala, Antonio Cervetti, Daniele Colombo, Elena Tiberio, Dave Singh

The aim of this study was to evaluate safety, tolerability, and pharmacokinetics (PK) of single and multiple doses of a novel inhaled formulation of voriconazole (ZP-059). In the single ascending dose part, 4 cohorts of 6 healthy subjects received one dose of inhaled voriconazole (5-40 mg). In the multiple ascending dose part, 3 cohorts of 6 subjects with mild asthma received voriconazole 10 mg twice daily [BID], 20 mg BID or 40 mg once daily. In the 2-period crossover part, 16 subjects with mild to moderate asthma each received one dose of inhaled voriconazole 20 mg and one dose of oral voriconazole 200 mg. A bioanalytical method was developed and validated to simultaneously determine concentrations of voriconazole and its metabolite N-oxide voriconazole in serum and sputum. Inhaled voriconazole was well tolerated with no treatment emergent adverse events (TEAEs) leading to treatment discontinuation. The PK profile of inhaled voriconazole showed rapid absorption, apparent greater than proportional increase in exposure with increasing dose, a consistent half-life across dosing, and large clearance and volume of distribution. Following repeat administration limited accumulation was observed. Systemic exposure following inhaled voriconazole was much lower than following oral voriconazole. Serum data confirmed that voriconazole was extensively metabolized also when administered by inhalation. Sputum data following inhaled voriconazole were limited but demonstrated increasing exposure with increasing dose. The current study shows the newly developed dry powder inhaled formulation of voriconazole to be safe and well tolerated, providing a possible improved treatment approach for patients affected by allergic bronchopulmonary aspergillosis. Trial Registration: ClinicalTrials.gov ID: NCT04229303.

本研究的目的是评估伏立康唑(ZP-059)单剂量和多剂量吸入制剂的安全性、耐受性和药代动力学(PK)。在单次上升剂量部分,4组6名健康受试者接受1次吸入伏立康唑(5- 40mg)。多次递增剂量部分,3组6例轻度哮喘患者分别给予伏立康唑10mg每日2次[BID]、20mg每日2次或40mg每日1次。在两期交叉部分,16例轻中度哮喘患者分别吸入伏立康唑20 mg和口服伏立康唑200 mg。建立并验证了同时测定血清和痰中伏立康唑及其代谢物n -氧化物伏立康唑浓度的生物分析方法。吸入伏立康唑耐受性良好,未出现导致治疗中断的不良事件(teae)。吸入伏立康唑的PK谱表现为吸收迅速,随剂量增加暴露量明显大于比例增加,各剂量间半衰期一致,清除率大,分布体积大。重复给药后观察到有限的积累。吸入伏立康唑后的全身暴露量远低于口服伏立康唑。血清数据证实伏立康唑吸入时也被广泛代谢。吸入伏立康唑后的痰液数据有限,但显示暴露量随剂量增加而增加。目前的研究表明,新开发的伏立康唑干粉吸入制剂安全且耐受性良好,为变应性支气管肺曲霉病患者提供了一种可能的改进治疗方法。试验注册:ClinicalTrials.gov ID: NCT04229303。
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引用次数: 0
BCyrius: An Upgraded Version of Cyrius for Accurate CYP2D6 Genotyping From Short-Read Sequencing Data. BCyrius:升级版Cyrius从短读测序数据准确CYP2D6基因分型
IF 2.3 4区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2025-02-01 DOI: 10.1002/prp2.70065
Andreas Halman, Rachel Conyers

Pharmacogenomics is a field of personalized medicine that aims to tailor drug dosing based on the genetics of an individual. The polymorphic and complex CYP2D6 gene is important to analyze because of its role in the metabolism of approximately a quarter of all drugs. Several bioinformatic tools have been developed to genotype CYP2D6 from short-read sequencing data. Among these, Cyrius, a tool specifically designed for CYP2D6 genotyping, has demonstrated high performance across various datasets. However, Cyrius has not been updated in the past 3 years, during which dozens of new star alleles have been identified and some previously defined ones revised. In this work, we simulated all known CYP2D6 haplotypes to assess the ability of Cyrius to identify them. In that dataset, Cyrius was unable to call or misidentified 50 of 360 samples. Given the importance of providing an up-to-date tool, particularly in clinical settings, we present an upgraded version of the tool, named BCyrius, which includes all the missing star alleles as well as revisions to the previously listed ones. BCyrius successfully identified 100% of the currently defined minor star alleles, higher than Cyrius (85.6%) and the two other tested tools, Aldy and StellarPGx, which identified 92.2% and 87.8%, respectively. BCyrius also demonstrated slightly improved performance on a dataset of real biological samples, resulting in a higher call rate while maintaining similar accuracy with Cyrius. In addition to providing genotyping results, BCyrius also reports the predicted phenotype, along with information for each detected haplotype, including population frequencies.

药物基因组学是个体化医学的一个领域,旨在根据个体的基因定制药物剂量。多态性和复杂的CYP2D6基因对分析很重要,因为它在大约四分之一的药物代谢中起作用。几种生物信息学工具已经开发出来,可以从短读测序数据中对CYP2D6进行基因分型。其中,专门为CYP2D6基因分型设计的Cyrius在各种数据集上都表现出了高性能。然而,在过去的3年里,天鹅座没有更新,在此期间,几十个新的恒星等位基因被发现,一些先前定义的等位基因被修改。在这项工作中,我们模拟了所有已知的CYP2D6单倍型来评估Cyrius识别它们的能力。在该数据集中,Cyrius无法呼叫或错误识别360个样本中的50个。考虑到提供最新工具的重要性,特别是在临床环境中,我们提出了该工具的升级版本,名为BCyrius,它包括所有缺失的星型等位基因以及对先前列出的等位基因的修订。BCyrius成功识别了100%的当前定义的小恒星等位基因,高于Cyrius(85.6%)和另外两个测试工具Aldy和StellarPGx,分别识别了92.2%和87.8%。BCyrius在真实生物样本数据集上的性能也略有提高,在保持与Cyrius相似的准确性的同时,获得了更高的通过率。除了提供基因分型结果外,BCyrius还报告了预测的表型,以及每个检测到的单倍型的信息,包括群体频率。
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引用次数: 0
Investigation of the In Vitro Antioxidant, Anticholinesterase, Antiurease, Antityrosinase, and Cytotoxic Properties of a Novel Compound: 4-Methoxy-2-(4-Methoxyphenyl)Benzo[d][1,3,2]Dioxaborole. 新化合物4-甲氧基-2-(4-甲氧基苯基)苯并[1,3,2]二恶波罗罗体外抗氧化、抗胆碱酯酶、抗脲酶、抗酪氨酸酶和细胞毒性的研究。
IF 2.9 4区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2025-02-01 DOI: 10.1002/prp2.70044
Hamdi Temel, Emine Baydan

In this study, the structure of a new boron compound obtained using 3-methoxy catechol and 4-methoxy phenyl boronic acid was characterized by 1H, 13C NMR, LC-MS-IT-TOF, UV-Vis and FTIR spectroscopy. The antioxidant activities of the newly synthesized compound were evaluated by DPPH free radical scavenging, ABTS quation radical scavenging and CUPRAC copper reducing capacity methods. Anticholinesterase activities were determined by acetylcholinesterase and butyrylcholinesterase enzyme inhibitor assays. Antiurease and antithyrosinase enzyme inhibition activities were also examined. Cytotoxic effects were evaluated on healthy cell lines and breast and colon cancer cell lines using MTT method. The results showed that the synthesized compound has high antioxidant activity. Especially the average antioxidant activity values obtained at 10 μg/mL concentration were found to be statistically significantly (p < 0.05) higher than the reference values of α-TOC and BHT. When the antioxidant activity data (IC50) were compared separately with α-TOC and BHT reference values, the new compound was found to be more effective. In acetylcholinesterase enzyme inhibition, the average activity values were found to be statistically significantly (p < 0.05) higher than the galantamine reference value. However, no statistically significant difference was observed at BChE (% inhibition) level with galantamine reference value. In terms of urease and tyrosinase enzyme inhibition activities, the urease activity of the synthesized compound was statistically significantly (p < 0.05) lower than the thiurea reference value. Tyrosinase activity was statistically significantly (p < 0.05) lower than kojic acid reference values. The synthesized and characterized compound was found to have no toxic effect on healthy cell lines and did not show any cytotoxic effect on breast cancer (MCF-7) and colon cancer (HT-29) cell lines.

本文采用1H、13C NMR、LC-MS-IT-TOF、UV-Vis和FTIR光谱对3-甲氧基儿茶酚和4-甲氧基苯基硼酸合成的新型硼化合物进行了结构表征。采用DPPH自由基清除能力、ABTS自由基清除能力和CUPRAC铜还原能力等方法对新合成化合物的抗氧化活性进行了评价。采用乙酰胆碱酯酶和丁基胆碱酯酶抑制剂测定抗胆碱酯酶活性。还检测了抗脲酶和抗甲状腺酶的抑制活性。采用MTT法对健康细胞系和乳腺癌、结肠癌细胞系进行细胞毒作用评价。结果表明,所合成的化合物具有较高的抗氧化活性。特别是在10 μg/mL浓度下获得的平均抗氧化活性值与α-TOC和BHT的参考值分别进行比较,发现新化合物更有效。在乙酰胆碱酯酶抑制方面,发现平均活性值有统计学意义(p
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引用次数: 0
Addressing Ethnicity in the Design and Evaluation of an Educational Intervention on Interindividual Variation in Pharmacokinetics. 在药物代动力学个体间差异教育干预的设计和评估中处理种族问题。
IF 2.9 4区 医学 Q2 PHARMACOLOGY & PHARMACY Pub Date : 2025-02-01 DOI: 10.1002/prp2.70073
Jennifer A Koenig, Olusola Olafuyi, Rakesh Patel

Interindividual variation in pharmacokinetics can occur due to diet, environmental or lifestyle factors, underlying pathology, and gene variants, typically single nucleotide polymorphisms (SNPs). Genetic mechanisms have received the most attention in research and education about ethnic differences in pharmacokinetics. Making this connection between genetics and ethnicity is problematic because it could reinforce the erroneous idea that there is a biological basis to ethnicity. The aim of this work was to design an educational intervention about interindividual variation in pharmacokinetics, explore how students perceive ethnicity and genetic differences prior to the educational intervention, and then assess the impact of the intervention and whether it could influence any misconceptions students might have about ethnicity and genetic similarity. Through the use of questionnaires and focus groups, we found that students typically refer to ethnicity to mean culture and place of origin, whereas in the pharmacological literature, ethnicity is synonymous with racial groups, that is, Black, White, and Asian. Prior to the educational intervention, students tended to expect a genetic mechanism for ethnic differences in drug metabolism and this was reduced after the intervention when a range of other nongenetic mechanisms were presented for interindividual variation. However, students' views about possible underlying mechanisms for ethnic differences in hypertension and about ethnicity more generally were unaffected by the intervention. This highlights the importance of reevaluating the way ethnicity is presented across the medical and medical sciences curriculums to be clear that ethnicity is socially constructed and avoid implying a biological basis.

由于饮食、环境或生活方式因素、潜在病理和基因变异,通常是单核苷酸多态性(snp),可能发生药代动力学的个体间变异。遗传机制在药代动力学的种族差异研究和教育中受到了最多的关注。把基因和种族联系起来是有问题的,因为它可能会强化种族有生物学基础的错误观念。本研究的目的是设计一个关于药代动力学个体间差异的教育干预,探索学生在教育干预之前如何感知种族和遗传差异,然后评估干预的影响,以及它是否会影响学生对种族和遗传相似性的任何误解。通过问卷调查和焦点小组的使用,我们发现学生通常指的种族是指文化和原籍地,而在药理学文献中,种族是种族群体的同义词,即黑人,白人和亚洲人。在教育干预之前,学生倾向于期望药物代谢种族差异的遗传机制,而在干预之后,当一系列其他非遗传机制被提出用于个体间差异时,这种期望减少了。然而,学生对高血压种族差异的潜在机制的看法,以及对种族更普遍的看法,并未受到干预的影响。这突出了重新评估在医学和医学课程中介绍种族的方式的重要性,以明确种族是社会建构的,并避免暗示生物基础。
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