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All Lines Is the Right Approach: Selecting Patient Lines of Therapy for an External Comparator Arm. 所有方法都是正确的:选择外部比较臂的患者治疗方法。
IF 2.4 4区 医学 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2025-12-01 DOI: 10.1002/pds.70262
Daniel Backenroth, Laura Hester, Stijn Vansteelandt

Purpose: To identify the best method for selecting index dates when constructing external comparator arms (ECAs) from real-world data for comparison with single-arm trials (SATs).

Methods: We evaluated four approaches for index date selection-first eligible line, last eligible line, random eligible line, and all eligible lines-using causal inference reasoning, numerical examples and a simulation study. Simulations modeled survival across multiple lines of therapy under scenarios with varying eligibility patterns and treatment effects. Overall survival (OS) estimates comparing SAT and ECA populations were obtained using stratified Cox models and propensity-weighted Cox models, adjusted for line of therapy and patient state.

Results: Including all eligible lines produced unbiased OS estimates across scenarios. Selecting the last eligible line introduced substantial bias, while random selection led to moderate bias.

Conclusions: Using all eligible lines of therapy for each patient when constructing ECAs minimizes bias and preserves the SAT target population. Alternative methods can lead to biased estimates or, in the case of the first eligible line method, require changes to the clinical question that may shrink the SAT population. We recommend adopting the all eligible lines method with variance correction and adjustment for line of therapy to ensure valid comparative effectiveness analyses.

目的:从真实世界数据构建外部比较臂(ECAs)与单臂试验(SATs)进行比较时,确定选择指标日期的最佳方法。方法:采用因果推理推理、数值示例和模拟研究,评估了四种索引日期选择方法——第一合格线、最后合格线、随机合格线和所有合格线。模拟了在不同资格模式和治疗效果的情况下,多种治疗方案的生存。使用分层Cox模型和倾向加权Cox模型获得比较SAT和ECA人群的总生存(OS)估计值,并根据治疗线和患者状态进行调整。结果:包括所有符合条件的线产生了跨场景的无偏OS估计。选择最后一条符合条件的线引入了大量偏倚,而随机选择导致了中度偏倚。结论:在构建ECAs时,对每位患者使用所有符合条件的治疗线可以最大限度地减少偏倚并保留SAT目标人群。替代方法可能导致有偏差的估计,或者,在第一个符合条件的线方法的情况下,需要改变临床问题,这可能会缩小SAT人群。我们建议采用所有符合条件的线方法,并对治疗线进行方差校正和调整,以确保有效的比较有效性分析。
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引用次数: 0
Efficacy and Safety of All Monoclonal Antibodies in Moderate-to-Severe Atopic Dermatitis: A Systematic Review and Network Meta-Analysis. 所有单克隆抗体治疗中重度特应性皮炎的疗效和安全性:系统综述和网络荟萃分析。
IF 2.4 4区 医学 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2025-12-01 DOI: 10.1002/pds.70268
Wenting Cai, Linlin Fu, Yan Wu, Yao Yao, Jinping Zhang

Objective: The aim of this study was to compare the efficacy and safety of monoclonal antibodies (mAb) for moderate-to-severe atopic dermatitis (AD).

Methods: The randomized controlled trials (RCTs) of monoclonal antibodies in the treatment of moderate-to-severe AD were searched in the database of PubMed, Embase, Web of Science and Cochrane Library, up to November 2024. The control group included placebo. The efficacy indicators were the percentage of patients achieving 50%, 75%, 90% improvement in Eczema Area and Severity Index score (EASI-50, EASI-75, EASI-90) and the percentage of patients with an Investigator Global Assessment (IGA) Score of 0 or 1 from baseline until the time of efficacy observation, and the percent change in Pruritus Numerical Rating Scale (NRS), EASI score, SCORing Atopic Dermatitis (SCORAD), and change in Percent Body Surface Area (BSA), Dermatology Life Quality Index (DLQI). The statistical analysis was performed by Stata14 and RevMan5.4. Data processing, network evidence plots, surface under the cumulative ranking curve (SUCRA) ranking, league plots and funnel plots were generated. Risk ratio (RR) and 95% confidence interval (95% CI) were used as effect sizes to analyze binary categorical variables.

Results: This study included 32 RCTs with 7588 patients. Spesolimab, Rademikibart, Dupilumab, Amlitelimab were more effective than placebo in EASI-50 (RRs ranging between 1.31 and 22.65), EASI-75(RRs ranging between 1.51 and 36.58), EASI-90(RRs ranging between 3.72 and 5.49), and the percentage of patients in IGA score of 0 or 1 (RRs ranging between 1.78 and 13.36). Dupilumab showed relatively good efficacy according to SUCRA ranking on percent change in NRS, EASI, SCORAD. Dupilumab exhibited a lower incidence of serious adverse events than placebo, and the difference was statistically significant (RR = 0.43, 95% CI 0.30-0.63). Other safety analysis results showed no statistical difference.

Conclusions: Through the analysis of the primary efficacy indicators, this network meta-analysis (NMA) study indicated that all monoclonal antibodies performed better than placebo. Based on the results of this study, Spesolimab, Rademikibart, Dupilumab, Amlitelimab were recommended treatment options with relatively good efficacy and safety.

目的:本研究的目的是比较单克隆抗体(mAb)治疗中重度特应性皮炎(AD)的疗效和安全性。方法:检索截至2024年11月PubMed、Embase、Web of Science和Cochrane Library数据库中有关单克隆抗体治疗中重度AD的随机对照试验(RCTs)。对照组采用安慰剂。疗效指标为:从基线至疗效观察时间,湿疹面积和严重程度指数评分(EASI-50、EASI-75、EASI-90)改善50%、75%、90%的患者百分比,以及研究者总体评估(IGA)评分为0或1的患者百分比,以及瘙痒症数值评定量表(NRS)、EASI评分、特应性皮炎评分(SCORAD)和体表面积百分比(BSA)变化的百分比。皮肤科生活质量指数(DLQI)。采用Stata14和RevMan5.4进行统计分析。生成数据处理、网络证据图、累积排序曲线下曲面(SUCRA)排序图、联盟图和漏斗图。采用风险比(RR)和95%置信区间(95% CI)作为效应量来分析二元分类变量。结果:本研究纳入32项随机对照试验,共7588例患者。Spesolimab, Rademikibart, Dupilumab, Amlitelimab在EASI-50 (RRs范围为1.31 - 22.65),EASI-75(RRs范围为1.51 - 36.58),EASI-90(RRs范围为3.72 - 5.49)和IGA评分为0或1的患者百分比(RRs范围为1.78 - 13.36)方面优于安慰剂。根据SUCRA对NRS、EASI、SCORAD变化百分比的排名,Dupilumab显示出相对较好的疗效。Dupilumab的严重不良事件发生率低于安慰剂,差异有统计学意义(RR = 0.43, 95% CI 0.30-0.63)。其他安全性分析结果无统计学差异。结论:通过对主要疗效指标的分析,本网络meta分析(NMA)研究表明,所有单克隆抗体的疗效均优于安慰剂。基于本研究结果,Spesolimab、Rademikibart、Dupilumab、Amlitelimab被推荐为疗效和安全性相对较好的治疗方案。
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引用次数: 0
Measuring Exposure to Opioids Using Self-Reported Medication Use Data Versus General Practitioner Prescription Records in the UK Biobank Study. 在英国生物银行研究中,使用自我报告的药物使用数据和全科医生处方记录来测量阿片类药物的暴露。
IF 2.4 4区 医学 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2025-12-01 DOI: 10.1002/pds.70280
Allison Domingues, Yue Zhai, Marie-Odile Parat, Vivian Viallon, Louisa Degenhardt, Sallie-Anne Pearson, Jifang Zhou, Mahdi Sheikh

Purpose: The ongoing global increase in opioid use necessitates studies examining long-term health impacts. Prospective cohorts frequently rely on self-reported medication use data which may be subject to several types of bias compared to more objective measurements. We evaluated the agreement between two opioid exposure measures in the UK Biobank (UKBB)-self-reported regular use and prescription-based indicators using linked general practitioner (GP) records.

Methods: Our analysis included 171 813 UKBB participants with linked prescription records. At baseline, participants reported medications taken regularly (weekly, monthly, every 3 months). We assessed agreement between self-reported regular opioid use and opioid prescription records prior to enrollment across various look-back periods and prescription counts. Logistic regressions assessed factors associated with omission and commission.

Results: Agreement was moderate to substantial between self-reported opioid use and prescription records. The strongest agreement was observed for ≥ 3 prescriptions in the past 365 days (Cohen's Kappa = 0.66). Subgroup analysis showed better agreement for analgesic opioids (Kappa = 0.43-0.63) than for non-analgesic opioids (Kappa = 0.25-0.34). Omission odds were highest with increasing months since the last record and lowest for individuals with chronic pain. Commission odds were highest for individuals with chronic pain and lowest in married/partnered individuals.

Conclusions: This analysis indicates that self-reported regular opioid use in the UKBB could be a valid indicator for identifying individuals with repeated prescriptions for analgesic opioids in the past year, while also capturing opioid use from non-linked sources. However, agreement was low for non-analgesic opioids, suggesting limited utility of self-report for capturing use of these medications.

目的:全球阿片类药物使用持续增加,有必要研究对健康的长期影响。前瞻性队列通常依赖于自我报告的药物使用数据,与更客观的测量相比,这些数据可能存在几种类型的偏差。我们评估了英国生物银行(UKBB)中两种阿片类药物暴露措施之间的一致性-使用相关全科医生(GP)记录的自我报告的常规使用和基于处方的指标。方法:我们的分析包括171 813名有相关处方记录的UKBB参与者。在基线时,参与者报告定期服药(每周、每月、每3个月)。我们评估了自我报告的常规阿片类药物使用和阿片类药物处方记录之间的一致性,这些记录在不同的回顾期和处方计数中登记。Logistic回归评估了与疏漏和委托相关的因素。结果:自我报告的阿片类药物使用和处方记录之间的一致性是中等到实质性的。在过去365天内处方≥3次时,一致性最强(Cohen’s Kappa = 0.66)。亚组分析显示,镇痛类阿片(Kappa = 0.43-0.63)优于非镇痛类阿片(Kappa = 0.25-0.34)。自上次记录以来,随着时间的增加,遗漏率最高,而慢性疼痛患者的遗漏率最低。慢性疼痛患者的佣金率最高,已婚或有伴侣的佣金率最低。结论:该分析表明,UKBB中自我报告的常规阿片类药物使用可能是识别过去一年中重复处方镇痛阿片类药物的个体的有效指标,同时也可以捕获非关联来源的阿片类药物使用。然而,非镇痛阿片类药物的一致性很低,表明自我报告在捕获这些药物使用情况方面的效用有限。
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引用次数: 0
Concurrent Alcohol Use and the Relative Risk of Community-Acquired Pneumonia Associated With Anticholinergic and Non-Anticholinergic Neurocognitively Active Medication Receipt: A National Nested Case-Control Study Among US Veterans. 同时饮酒和社区获得性肺炎的相对风险与抗胆碱能和非抗胆碱能神经认知活性药物接受相关:一项美国退伍军人的全国巢式病例对照研究
IF 2.4 4区 医学 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2025-12-01 DOI: 10.1002/pds.70279
William H Wang, Kristina Crothers, Kathleen M Akgün, Kirsha S Gordon, Maria C Rodriguez-Barradas, Julie A Womack, Jennifer Thompson, Amy C Justice, Christopher T Rentsch

Purpose: Anticholinergic medications and alcohol each independently increase the risk of community-acquired pneumonia (CAP). Whether non-anticholinergic neurocognitively active medications also increase risk, and if alcohol modifies these associations, remains unclear.

Methods: We conducted a nested case-control study using Veterans Aging Cohort Study (VACS)-National data. We identified 157 185 incident CAP cases requiring hospitalization between 2010 and 2022. Cases were matched 1:5 to controls without CAP on demographics, cohort entry date, and dwell time in the underlying cohort study using incidence density (risk-set) sampling. CAP index date was hospital admission for cases and the equivalent follow-up date for controls. Primary exposures were receipt of anticholinergic and non-anticholinergic neurocognitively active medications within 90 days prior to the index date. Concurrent alcohol use was based on self-reported measures in the year prior to the index date. We estimated odds ratios (ORs) for associations between medication use, alcohol consumption, and CAP using logistic regression, adjusting for confounders.

Results: Median age was 69 years (interquartile range 62-78); 97% were male. Both medication types were independently associated with increased odds of CAP (anticholinergic: OR 1.62, 95% CI 1.57-1.67; non-anticholinergic: OR 1.61, 95% CI 1.57-1.66). Concurrent alcohol use modified these associations. For anticholinergics, ORs were 1.74 (95% CI 1.66-1.83) for at-risk consumption and 2.13 (95% CI 1.96-2.31) for hazardous/binge consumption. For non-anticholinergics, ORs were 1.74 (95% CI 1.67-1.81) and 2.20 (95% CI 2.06-2.34), respectively.

Conclusions: Non-anticholinergic neurocognitively active medications showed similar CAP association patterns as anticholinergics, with the highest odds among those consuming alcohol. These findings highlight the need for caution when prescribing these medications and incorporating alcohol use into risk-benefit assessments.

目的:抗胆碱能药物和酒精各自独立增加社区获得性肺炎(CAP)的风险。非抗胆碱能神经认知活性药物是否也会增加风险,以及酒精是否会改变这些关联,目前尚不清楚。方法:我们使用退伍军人老龄化队列研究(VACS)-国家数据进行了巢式病例对照研究。我们确定了2010年至2022年间需要住院治疗的157 185例CAP事件病例。在基础队列研究中,采用发生率密度(风险集)抽样,在人口统计学、队列进入日期和停留时间方面,病例与没有CAP的对照组进行1:5匹配。病例的CAP指标日期为入院日期,对照组为同等随访日期。主要暴露是在指标日期前90天内接受抗胆碱能和非抗胆碱能神经认知活性药物。同时饮酒是基于在指数日期前一年的自我报告测量。我们使用逻辑回归对混杂因素进行校正,估计了药物使用、酒精消费和CAP之间的比值比(ORs)。结果:中位年龄为69岁(四分位数间距62-78);97%是男性。两种药物类型均与CAP发生率增加独立相关(抗胆碱能药物:OR 1.62, 95% CI 1.57-1.67;非抗胆碱能药物:OR 1.61, 95% CI 1.57-1.66)。同时饮酒改变了这些关联。对于抗胆碱能药物,高危消费的or值为1.74 (95% CI 1.66-1.83),危险/暴食的or值为2.13 (95% CI 1.96-2.31)。对于非抗胆碱能药物,or分别为1.74 (95% CI 1.67-1.81)和2.20 (95% CI 2.06-2.34)。结论:非抗胆碱能类神经认知活性药物与抗胆碱能类药物表现出相似的CAP关联模式,在饮酒者中发生率最高。这些发现强调了在开这些药物处方和将酒精使用纳入风险-收益评估时需要谨慎。
{"title":"Concurrent Alcohol Use and the Relative Risk of Community-Acquired Pneumonia Associated With Anticholinergic and Non-Anticholinergic Neurocognitively Active Medication Receipt: A National Nested Case-Control Study Among US Veterans.","authors":"William H Wang, Kristina Crothers, Kathleen M Akgün, Kirsha S Gordon, Maria C Rodriguez-Barradas, Julie A Womack, Jennifer Thompson, Amy C Justice, Christopher T Rentsch","doi":"10.1002/pds.70279","DOIUrl":"10.1002/pds.70279","url":null,"abstract":"<p><strong>Purpose: </strong>Anticholinergic medications and alcohol each independently increase the risk of community-acquired pneumonia (CAP). Whether non-anticholinergic neurocognitively active medications also increase risk, and if alcohol modifies these associations, remains unclear.</p><p><strong>Methods: </strong>We conducted a nested case-control study using Veterans Aging Cohort Study (VACS)-National data. We identified 157 185 incident CAP cases requiring hospitalization between 2010 and 2022. Cases were matched 1:5 to controls without CAP on demographics, cohort entry date, and dwell time in the underlying cohort study using incidence density (risk-set) sampling. CAP index date was hospital admission for cases and the equivalent follow-up date for controls. Primary exposures were receipt of anticholinergic and non-anticholinergic neurocognitively active medications within 90 days prior to the index date. Concurrent alcohol use was based on self-reported measures in the year prior to the index date. We estimated odds ratios (ORs) for associations between medication use, alcohol consumption, and CAP using logistic regression, adjusting for confounders.</p><p><strong>Results: </strong>Median age was 69 years (interquartile range 62-78); 97% were male. Both medication types were independently associated with increased odds of CAP (anticholinergic: OR 1.62, 95% CI 1.57-1.67; non-anticholinergic: OR 1.61, 95% CI 1.57-1.66). Concurrent alcohol use modified these associations. For anticholinergics, ORs were 1.74 (95% CI 1.66-1.83) for at-risk consumption and 2.13 (95% CI 1.96-2.31) for hazardous/binge consumption. For non-anticholinergics, ORs were 1.74 (95% CI 1.67-1.81) and 2.20 (95% CI 2.06-2.34), respectively.</p><p><strong>Conclusions: </strong>Non-anticholinergic neurocognitively active medications showed similar CAP association patterns as anticholinergics, with the highest odds among those consuming alcohol. These findings highlight the need for caution when prescribing these medications and incorporating alcohol use into risk-benefit assessments.</p>","PeriodicalId":19782,"journal":{"name":"Pharmacoepidemiology and Drug Safety","volume":"34 12","pages":"e70279"},"PeriodicalIF":2.4,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12676203/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145668549","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Risk of Major Congenital Malformations Associated With First-Trimester Exposure to Topical Antifungal Medications: A Large Claims Database Study. 孕早期暴露于局部抗真菌药物相关的主要先天性畸形风险:一项大型索赔数据库研究。
IF 2.4 4区 医学 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2025-12-01 DOI: 10.1002/pds.70274
Tadaharu Kunitoki, Takamasa Sakai, Tomofumi Ishikawa, Ryo Obara, Kei Morishita, Azusa Hara, Motohiko Adomi, Haruto Watanabe, Kaya Hayasaka, Yuna Yoshida, Aki Shimizu, Genki Shinoda, Aoi Noda, Mami Ishikuro, Masatsugu Orui, Noriyuki Iwama, Seiko Yamakoshi, Emiko Sato, Nariyasu Mano, Shinichi Kuriyama, Nobuyuki Takahashi, Taku Obara

Purpose: Vulvovaginal candidiasis is highly prevalent among pregnant women, and its treatment is crucial. However, there is a lack of evidence regarding the risks on fetal outcomes associated with the use of antifungal medications during the first trimester of pregnancy in Japan. This study examined the association between topical antifungal use during the first trimester of pregnancy and the risk of major congenital malformations (MCMs) in infants using a Japanese database.

Methods: We conducted a cohort study using a pregnancy cohort nested in the JMDC Claims Database from Japan. This dataset included 12 472 women who gave birth between 2010 and 2019 and were diagnosed with vulvovaginal candidiasis. Among the antifungal medications frequently dispensed or prescribed during the first trimester of pregnancy in this cohort, miconazole, oxiconazole, and isoconazole were assessed for the risk of MCMs, using clotrimazole, an antifungal medication with established safety during pregnancy, as a reference.

Results: Among 12 472 women, the overall prevalence of MCMs was 5.8% (n = 249) in women exposed to topical antifungals, while unexposed were 6.2% (n = 508). Using propensity score overlap weight (wOR), no increased risk of MCMs in infants was observed in pregnancies exposed to oxiconazole, isoconazole, and miconazole compared to clotrimazole (overlap weighted odds ratio [95% confidence interval]: 0.875 [0.599-1.277], 1.001 [0.611-1.640], and 0.887 [0.497-1.581], respectively).

Conclusion: There was no significant association between topical antifungal use during the first trimester of pregnancy and the risk of MCMs in infants in Japan.

目的:外阴阴道念珠菌病在孕妇中非常普遍,其治疗至关重要。然而,在日本,关于妊娠前三个月使用抗真菌药物对胎儿结局的风险缺乏证据。本研究利用日本数据库研究了妊娠前三个月局部使用抗真菌药物与婴儿重大先天性畸形(mcm)风险之间的关系。方法:我们使用日本JMDC索赔数据库中的妊娠队列进行了一项队列研究。该数据集包括2010年至2019年期间分娩并被诊断患有外阴阴道念珠菌病的12472名妇女。在本队列中妊娠前三个月经常配发或处方的抗真菌药物中,以妊娠期间安全性已确定的抗真菌药物克霉唑为参照,评估咪康唑、奥昔康唑和异康唑发生mcm的风险。结果:在12472名女性中,暴露于局部抗真菌药物的女性mcm的总患病率为5.8% (n = 249),而未暴露于局部抗真菌药物的女性mcm的总患病率为6.2% (n = 508)。使用倾向性评分重叠权重(wOR),与氯曲霉唑相比,暴露于奥克康唑、异康唑和咪康唑的妊娠期婴儿mcm的风险没有增加(重叠加权优势比[95%置信区间]分别为0.875[0.599-1.277]、1.001[0.611-1.640]和0.887[0.497-1.581])。结论:在日本,妊娠前三个月局部使用抗真菌药物与婴儿mcm的风险无显著关联。
{"title":"Risk of Major Congenital Malformations Associated With First-Trimester Exposure to Topical Antifungal Medications: A Large Claims Database Study.","authors":"Tadaharu Kunitoki, Takamasa Sakai, Tomofumi Ishikawa, Ryo Obara, Kei Morishita, Azusa Hara, Motohiko Adomi, Haruto Watanabe, Kaya Hayasaka, Yuna Yoshida, Aki Shimizu, Genki Shinoda, Aoi Noda, Mami Ishikuro, Masatsugu Orui, Noriyuki Iwama, Seiko Yamakoshi, Emiko Sato, Nariyasu Mano, Shinichi Kuriyama, Nobuyuki Takahashi, Taku Obara","doi":"10.1002/pds.70274","DOIUrl":"https://doi.org/10.1002/pds.70274","url":null,"abstract":"<p><strong>Purpose: </strong>Vulvovaginal candidiasis is highly prevalent among pregnant women, and its treatment is crucial. However, there is a lack of evidence regarding the risks on fetal outcomes associated with the use of antifungal medications during the first trimester of pregnancy in Japan. This study examined the association between topical antifungal use during the first trimester of pregnancy and the risk of major congenital malformations (MCMs) in infants using a Japanese database.</p><p><strong>Methods: </strong>We conducted a cohort study using a pregnancy cohort nested in the JMDC Claims Database from Japan. This dataset included 12 472 women who gave birth between 2010 and 2019 and were diagnosed with vulvovaginal candidiasis. Among the antifungal medications frequently dispensed or prescribed during the first trimester of pregnancy in this cohort, miconazole, oxiconazole, and isoconazole were assessed for the risk of MCMs, using clotrimazole, an antifungal medication with established safety during pregnancy, as a reference.</p><p><strong>Results: </strong>Among 12 472 women, the overall prevalence of MCMs was 5.8% (n = 249) in women exposed to topical antifungals, while unexposed were 6.2% (n = 508). Using propensity score overlap weight (wOR), no increased risk of MCMs in infants was observed in pregnancies exposed to oxiconazole, isoconazole, and miconazole compared to clotrimazole (overlap weighted odds ratio [95% confidence interval]: 0.875 [0.599-1.277], 1.001 [0.611-1.640], and 0.887 [0.497-1.581], respectively).</p><p><strong>Conclusion: </strong>There was no significant association between topical antifungal use during the first trimester of pregnancy and the risk of MCMs in infants in Japan.</p>","PeriodicalId":19782,"journal":{"name":"Pharmacoepidemiology and Drug Safety","volume":"34 12","pages":"e70274"},"PeriodicalIF":2.4,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145687728","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
Cardiovascular Effectiveness of Semaglutide Versus Dulaglutide in Type 2 Diabetes. 西马鲁肽与杜拉鲁肽治疗2型糖尿病的心血管疗效。
IF 2.4 4区 医学 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2025-12-01 DOI: 10.1002/pds.70276
Kasper Bonnesen, Uffe Heide-Jørgensen, Diana H Christensen, Timothy L Lash, Lars Pedersen, Reimar W Thomsen, Anthony A Matthews, Morten Schmidt

Objective: Randomized clinical trials show that subcutaneous semaglutide is modestly superior to dulaglutide in reducing HbA1c and body weight, but no trial has compared their effectiveness on hard cardiovascular outcomes. This study aimed to examine whether semaglutide and dulaglutide differ in cardiovascular effectiveness.

Research design and methods: This new-user, active-comparator cohort study used nationwide population-based Danish healthcare data to emulate a target trial of adults with type 2 diabetes receiving standard care who initiated subcutaneous semaglutide compared with dulaglutide. Up to five semaglutide initiators were matched to one dulaglutide initiator on a propensity score estimated from 52 variables. The outcome was a major adverse cardiovascular event (MACE), including myocardial infarction, ischemic stroke, heart failure, coronary revascularization, and cardiovascular death. In per-protocol analyses, Aalen-Johansen estimates were used to calculate risks, risk differences, and risk ratios at 3 years, accounting for informative censoring at nonadherence to the assigned treatment via time-varying inverse probability of censoring weights.

Results: The semaglutide group included 2535 individuals, and the dulaglutide group 569 (median age [IQR], 61 [52-71] years; 1105 female individuals [36%]). Within 3 years, the risk of MACE was 6.0% (95% CI, 4.5%-7.8%) in the semaglutide group and 6.2% (95% CI, 4.0%-8.9%) in the dulaglutide group, corresponding to a risk difference of -0.2% (95% CI, -3.2% to 2.8%) and a risk ratio of 0.97 (95% CI, 0.59-1.61).

Conclusions: This target trial emulation did not provide evidence for a substantial difference in cardiovascular outcomes between individuals with type 2 diabetes initiating semaglutide and dulaglutide.

目的:随机临床试验显示,皮下使用semaglutide在降低HbA1c和体重方面略优于dulaglutide,但没有试验比较它们对硬心血管结局的有效性。本研究旨在检验西马鲁肽和杜拉鲁肽在心血管疗效上是否存在差异。研究设计和方法:这项新用户、主动比较者队列研究使用了基于全国人口的丹麦医疗保健数据,模拟了一项针对接受标准治疗的成人2型糖尿病患者的目标试验,这些患者开始皮下注射西马鲁肽与杜拉鲁肽进行比较。根据52个变量估计的倾向得分,多达5个半马鲁肽引发剂与1个杜拉鲁肽引发剂相匹配。结果为主要不良心血管事件(MACE),包括心肌梗死、缺血性卒中、心力衰竭、冠状动脉血运重建术和心血管死亡。在每个方案分析中,aallen - johansen估计用于计算3年的风险、风险差异和风险比,通过审查权的时变逆概率对不遵守指定治疗进行信息审查。结果:西马鲁肽组2535例,杜拉鲁肽组569例(中位年龄[IQR], 61[52-71]岁;女性1105例[36%])。在3年内,semaglutide组的MACE风险为6.0% (95% CI, 4.5%-7.8%), dulaglutide组的MACE风险为6.2% (95% CI, 4.0%-8.9%),对应的风险差异为-0.2% (95% CI, -3.2% - 2.8%),风险比为0.97 (95% CI, 0.59-1.61)。结论:这项目标试验模拟并没有提供证据表明,在2型糖尿病患者中,使用西马鲁肽和杜拉鲁肽在心血管结局方面存在实质性差异。
{"title":"Cardiovascular Effectiveness of Semaglutide Versus Dulaglutide in Type 2 Diabetes.","authors":"Kasper Bonnesen, Uffe Heide-Jørgensen, Diana H Christensen, Timothy L Lash, Lars Pedersen, Reimar W Thomsen, Anthony A Matthews, Morten Schmidt","doi":"10.1002/pds.70276","DOIUrl":"10.1002/pds.70276","url":null,"abstract":"<p><strong>Objective: </strong>Randomized clinical trials show that subcutaneous semaglutide is modestly superior to dulaglutide in reducing HbA1c and body weight, but no trial has compared their effectiveness on hard cardiovascular outcomes. This study aimed to examine whether semaglutide and dulaglutide differ in cardiovascular effectiveness.</p><p><strong>Research design and methods: </strong>This new-user, active-comparator cohort study used nationwide population-based Danish healthcare data to emulate a target trial of adults with type 2 diabetes receiving standard care who initiated subcutaneous semaglutide compared with dulaglutide. Up to five semaglutide initiators were matched to one dulaglutide initiator on a propensity score estimated from 52 variables. The outcome was a major adverse cardiovascular event (MACE), including myocardial infarction, ischemic stroke, heart failure, coronary revascularization, and cardiovascular death. In per-protocol analyses, Aalen-Johansen estimates were used to calculate risks, risk differences, and risk ratios at 3 years, accounting for informative censoring at nonadherence to the assigned treatment via time-varying inverse probability of censoring weights.</p><p><strong>Results: </strong>The semaglutide group included 2535 individuals, and the dulaglutide group 569 (median age [IQR], 61 [52-71] years; 1105 female individuals [36%]). Within 3 years, the risk of MACE was 6.0% (95% CI, 4.5%-7.8%) in the semaglutide group and 6.2% (95% CI, 4.0%-8.9%) in the dulaglutide group, corresponding to a risk difference of -0.2% (95% CI, -3.2% to 2.8%) and a risk ratio of 0.97 (95% CI, 0.59-1.61).</p><p><strong>Conclusions: </strong>This target trial emulation did not provide evidence for a substantial difference in cardiovascular outcomes between individuals with type 2 diabetes initiating semaglutide and dulaglutide.</p>","PeriodicalId":19782,"journal":{"name":"Pharmacoepidemiology and Drug Safety","volume":"34 12","pages":"e70276"},"PeriodicalIF":2.4,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145668461","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
Predictors of Direct Oral Anticoagulant Use in Northern Italy: A Population-Based Study. 意大利北部直接口服抗凝剂使用的预测因素:一项基于人群的研究。
IF 2.4 4区 医学 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2025-12-01 DOI: 10.1002/pds.70300
Luisa Ojeda-Fernández, Greta Agostini, Anna Zanovello, Patrick Prada, Ida Fortino, Claudia Augurio, Marta Baviera

Purpose: Evidence on head-to-head comparison between direct oral anticoagulants (DOACs) is lacking, and the reasons for choosing one type of DOAC and switching from one DOAC to another are scarce. This study investigated the use of DOACs in an unselected population in Northern Italy during a recent period.

Methods: Using the health administrative database of the Lombardy region, subjects aged 45 years and older who started DOAC therapy between 2019 and 2022 were included in the analysis. Logistic regression analysis was used to evaluate predictors associated with DOAC prescription, and results were presented as ORs with 95% CI. DOAC switching was assessed by estimating the prevalence and cumulative incidence according to the first prescribed DOAC.

Results: Overall, 159 993 new users for DOAC were identified. Apixaban users increased from 29.0% to 34.3%, whereas dabigatran users decreased from 20.7% to 11.5% over time. Across all pair-wise comparisons, older age and female sex were predictors for edoxaban prescription. Comorbidities were mainly associated with the use of apixaban; however, dabigatran was preferred in patients with a history of ischemic heart disease or myocardial infarction and rivaroxaban in those with peripheral artery disease. Both apixaban and edoxaban were preferentially prescribed to patients with a history of bleeding. The switching rate of DOACs was 5.6% with apixaban as the most preferred drug as a second choice. Dabigatran was mainly chosen as a second DOAC after a vascular ischaemic event.

Conclusion: Given the lack of evidence on factors influencing clinician behavior in the use of DOACs, our findings provide insight into this topic in a real-world setting. As the use of these agents increases, further evidence is needed to better explore this issue. Our data could contribute to the development of recommendations in clinical practice.

目的:直接口服抗凝剂(DOAC)与直接口服抗凝剂(DOAC)的正面比较缺乏证据,选择一种类型的DOAC并从一种DOAC切换到另一种DOAC的原因很少。本研究调查了近期意大利北部未选择人群中doac的使用情况。方法:使用伦巴第地区卫生管理数据库,将2019年至2022年期间开始DOAC治疗的45岁及以上受试者纳入分析。采用Logistic回归分析评估与DOAC处方相关的预测因素,结果以95% CI的or表示。根据第一个规定的DOAC,通过估计患病率和累积发病率来评估DOAC转换。结果:总体而言,确定了159,993个DOAC新用户。随着时间的推移,阿哌沙班使用者从29.0%增加到34.3%,而达比加群使用者从20.7%下降到11.5%。在所有两两比较中,年龄较大和女性性别是依多沙班处方的预测因子。合并症主要与阿哌沙班的使用有关;然而,有缺血性心脏病或心肌梗死史的患者首选达比加群,外周动脉疾病患者首选利伐沙班。阿哌沙班和依多沙班均优先用于有出血史的患者。doac的转换率为5.6%,阿哌沙班是首选药物,是第二选择。达比加群主要用于血管缺血事件后的第二次DOAC。结论:鉴于缺乏影响临床医生使用doac行为的因素的证据,我们的研究结果在现实环境中提供了对这一主题的见解。随着这些药物使用的增加,需要进一步的证据来更好地探讨这个问题。我们的数据可能有助于临床实践中建议的发展。
{"title":"Predictors of Direct Oral Anticoagulant Use in Northern Italy: A Population-Based Study.","authors":"Luisa Ojeda-Fernández, Greta Agostini, Anna Zanovello, Patrick Prada, Ida Fortino, Claudia Augurio, Marta Baviera","doi":"10.1002/pds.70300","DOIUrl":"10.1002/pds.70300","url":null,"abstract":"<p><strong>Purpose: </strong>Evidence on head-to-head comparison between direct oral anticoagulants (DOACs) is lacking, and the reasons for choosing one type of DOAC and switching from one DOAC to another are scarce. This study investigated the use of DOACs in an unselected population in Northern Italy during a recent period.</p><p><strong>Methods: </strong>Using the health administrative database of the Lombardy region, subjects aged 45 years and older who started DOAC therapy between 2019 and 2022 were included in the analysis. Logistic regression analysis was used to evaluate predictors associated with DOAC prescription, and results were presented as ORs with 95% CI. DOAC switching was assessed by estimating the prevalence and cumulative incidence according to the first prescribed DOAC.</p><p><strong>Results: </strong>Overall, 159 993 new users for DOAC were identified. Apixaban users increased from 29.0% to 34.3%, whereas dabigatran users decreased from 20.7% to 11.5% over time. Across all pair-wise comparisons, older age and female sex were predictors for edoxaban prescription. Comorbidities were mainly associated with the use of apixaban; however, dabigatran was preferred in patients with a history of ischemic heart disease or myocardial infarction and rivaroxaban in those with peripheral artery disease. Both apixaban and edoxaban were preferentially prescribed to patients with a history of bleeding. The switching rate of DOACs was 5.6% with apixaban as the most preferred drug as a second choice. Dabigatran was mainly chosen as a second DOAC after a vascular ischaemic event.</p><p><strong>Conclusion: </strong>Given the lack of evidence on factors influencing clinician behavior in the use of DOACs, our findings provide insight into this topic in a real-world setting. As the use of these agents increases, further evidence is needed to better explore this issue. Our data could contribute to the development of recommendations in clinical practice.</p>","PeriodicalId":19782,"journal":{"name":"Pharmacoepidemiology and Drug Safety","volume":"34 12","pages":"e70300"},"PeriodicalIF":2.4,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12705910/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145763619","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Trends in Medication Use Among Young Adults and the Covid-19 Pandemic Effect. 年轻人药物使用趋势和Covid-19大流行影响
IF 2.4 4区 医学 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2025-12-01 DOI: 10.1002/pds.70273
Meital Zur, Avishai M Tsur, Limor Friedensohn, Ilan Matok

Introduction: The COVID-19 pandemic caused unprecedented disruptions in healthcare delivery, and changes in medication utilization patterns. While previous studies examined specific therapeutic classes or populations, there is limited longitudinal evidence on medication trends among young adults throughout and beyond the pandemic.

Aim: To analyze trends in medication dispensation before, during, and after the COVID-19 pandemic among young adults.

Methods: We conducted a population-based, retrospective cohort study including active-duty Israeli Defense Forces personnel between January 2017 and August 2023. Monthly dispensing rates per 1000 persons were analyzed using an interrupted time series (ITS) design, implemented via generalized linear models with log link and population offsets. Models included linear time trends, month fixed effects to account for seasonality, and negative binomial fallback for overdispersion. Pre-pandemic data (January 2017-March 2020) were used to estimate baseline trends, from which counterfactual predictions were generated for March 2020-August 2022. Goodness-of-fit was evaluated with RMSE and MAPE.

Results: Pre-pandemic trends varied across therapeutic groups. Adrenergic inhalants (IRR 1.008, 95% CI 1.004-1.011, p = 0.0001), antidiarrheals (IRR 1.005, 95% CI 1.001-1.008, p = 0.004), and ADHD medications (IRR 1.024, 95% CI 1.020-1.027, p < 0.001) exhibited significant upward slopes, whereas antibacterials, antidepressants and hormonal contraceptives showed no significant baseline trend. Seasonality was significant for all groups (p < 0.001). During the pandemic, cumulative differences revealed excesses for adrenergic inhalants (+93.98 per 1000), antidepressants (+87.03), and hormonal contraceptives (+679.21), alongside deficits for antibacterials (-201.99), antidiarrheals (-112.89), and ADHD medications (-294.69).

Conclusions: Medication usage patterns can be classified into three classes: medications affected by the pandemic due to the inciting pathogen, disease symptoms, or pandemic social disruption; medications unaffected by the pandemic, affected by global disease trends; and medications with a trend change whose relation to the pandemic is unclear. These findings offer a novel framework for anticipating and managing medication needs in future pandemics.

导语:2019冠状病毒病大流行给医疗服务带来了前所未有的中断,并改变了药物利用模式。虽然以前的研究考察了特定的治疗类别或人群,但在大流行期间和之后,关于年轻人用药趋势的纵向证据有限。目的:分析2019冠状病毒病(COVID-19)大流行之前、期间和之后的年轻人用药趋势。方法:我们进行了一项基于人群的回顾性队列研究,包括2017年1月至2023年8月期间的以色列国防军现役人员。使用中断时间序列(ITS)设计,通过具有日志链接和人口偏移量的广义线性模型实施,分析了每1000人的每月分配率。模型包括线性时间趋势、月固定效应以解释季节性,以及过度分散的负二项回退。大流行前数据(2017年1月至2020年3月)用于估计基线趋势,并据此得出2020年3月至2022年8月的反事实预测。采用RMSE和MAPE评价拟合优度。结果:大流行前的趋势在治疗组之间有所不同。肾上腺素能吸入剂(IRR 1.008, 95% CI 1.004-1.011, p = 0.0001)、止腹泻药(IRR 1.005, 95% CI 1.001-1.008, p = 0.004)和ADHD药物(IRR 1.024, 95% CI 1.020-1.027, p)。结论:药物使用模式可分为三类:由于煽发性病原体、疾病症状或大流行造成的社会破坏而受大流行影响的药物;趋势变化的药物与大流行的关系尚不清楚。这些发现为预测和管理未来流行病的药物需求提供了一个新的框架。
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引用次数: 0
Applying High-Dimensional Propensity Scores in a Study of Inhaled Corticosteroids and COVID-19 Outcomes. 应用高维倾向评分研究吸入皮质类固醇和COVID-19结局
IF 2.4 4区 医学 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2025-12-01 DOI: 10.1002/pds.70248
Marleen Bokern, John Tazare, Christopher T Rentsch, Jennifer K Quint, Ian J Douglas, Anna Schultze

Background: In pharmacoepidemiologic studies of COVID-19, there were concerns about bias from residual confounding. We investigated the effects of inhaled corticosteroids (ICS) on COVID-19 outcomes, applying high-dimensional propensity scores (HDPS) to adjust for unmeasured confounding.

Methods: We selected patients with chronic obstructive pulmonary disease on 01 March 2020 from Clinical Practice Research Datalink (CPRD) Aurum, comparing ICS/LABA/(+/-LAMA) and LABA/LAMA users. ICS effects on the outcomes COVID-19 hospitalisation and death were assessed through IPT-weighted and unweighted Cox regression. HDPS were estimated from primary care observations, prescriptions and hospitalisations. SNOMED-CT codes and dictionary of medicines and devices codes from CPRD Aurum were mapped to International Classification of Disease 10th revision codes and British National Formulary paragraphs, respectively. We estimated propensity scores (PS) combining prespecified and HDPS covariates, selecting the top 100, 250, 500, 750 and 1000 covariates ranked by confounding potential.

Results: When excluding triple therapy users, conventional PS-weighted estimates showed weak evidence of increased COVID-19 hospitalisation risk among ICS users (HR 1.19 [95% CI: 0.92-1.54]). Results varied slightly based on the number of covariates included in HDPS (HR using 100 HDPS covariates excluding triple therapy 1.01 [95% CI: 0.76-1.33], HR using 250 HDPS covariates excluding triple therapy 1.24 [95% CI: 0.83-1.87]). Conventional PS-weighted models showed weak evidence of a harmful association of ICS with COVID-19 death when excluding triple therapy users (HR 1.24 [95% CI: 0.87-1.75]). HDPS-weighting moved estimates toward the null (HR using 250 HDPS covariates excluding triple therapy 1.08 [95% CI: 0.73-1.59]).

Conclusions: HDPS may have better controlled confounding for COVID-19 deaths in this case. HDPS results can be sensitive to the number of covariates included, highlighting the importance of sensitivity analyses.

背景:在COVID-19的药物流行病学研究中,存在残留混杂引起的偏倚。我们研究了吸入皮质类固醇(ICS)对COVID-19结局的影响,应用高维倾向评分(HDPS)来调整未测量的混杂因素。方法:我们从临床实践研究数据链(CPRD) Aurum中选择2020年3月1日的慢性阻塞性肺疾病患者,比较ICS/LABA/(+/-LAMA)和LABA/LAMA用户。通过ipt加权和非加权Cox回归评估ICS对COVID-19住院和死亡结局的影响。HDPS是根据初级保健观察、处方和住院情况估计的。CPRD Aurum的药品和器械词典代码和SNOMED-CT代码分别被映射到国际疾病分类第10版代码和英国国家处方集段落。我们结合预先指定的协变量和HDPS协变量估计倾向得分(PS),选择按混杂潜力排序的前100、250、500、750和1000个协变量。结果:当排除三联疗法使用者时,传统的ps加权估计显示,ICS使用者中COVID-19住院风险增加的证据不足(HR 1.19 [95% CI: 0.92-1.54])。结果根据纳入HDPS的协变量数量略有不同(使用100个HDPS协变量排除三联治疗的HR为1.01 [95% CI: 0.76-1.33],使用250个HDPS协变量排除三联治疗的HR为1.24 [95% CI: 0.83-1.87])。传统的ps加权模型显示,在排除三联疗法使用者后,ICS与COVID-19死亡的有害关联证据不足(HR 1.24 [95% CI: 0.87-1.75])。HDPS加权使估计值趋于零(使用250个HDPS协变量,不包括三联疗法的风险比为1.08 [95% CI: 0.73-1.59])。结论:在本病例中,HDPS可能对COVID-19死亡有更好的控制混杂。HDPS结果可能对包括的协变量数量很敏感,这突出了敏感性分析的重要性。
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引用次数: 0
Performance of the Self-Controlled Case Series With Active Comparators for Drug Safety Signal Detection Using the Clinical Practice Research Datalink (CPRD). 使用临床实践研究数据链(CPRD)检测药物安全信号的主动比较器自控病例系列的性能。
IF 2.4 4区 医学 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2025-12-01 DOI: 10.1002/pds.70243
Astrid Coste, Angel Y S Wong, Francois Haguinet, Andrew Bate, Ian J Douglas

Background: There is little evidence about signal detection using UK primary care electronic health records (EHRs). The self controlled case series (SCCS) is one of the most promising methods for drug safety signal detection using real world data, and incorporating active comparators could potentially improve its performance by addressing confounding by indication.

Objectives: This study aims to evaluate the performance of the SCCS with and without active comparators for signal detection using the UK Clinical Practice Research Datalink (CPRD) Aurum.

Methods: We applied the SCCS to macrolide and fluoroquinolone antibiotics, using amoxicillin and cefalexin as active comparators. In total seven drugs, and 30 outcomes from all organ classes were selected. We developed a reference set of 104 positive controls and 58 negative controls, using a taxonomy framework to ensure the selected drug outcome pairs are theoretically well suited to the SCCS design. Two-year observation periods with a 30-day risk window after each dispensing were used. Diagnostic performance was measured using sensitivity and specificity with respect to the product labels.

Results: The sensitivity and specificity of the SCCS without active comparator in the 2017/2018 observation period were 0.57 and 0.77 when limited to pairs with satisfactory power. Specificity increased up to 0.89 with active comparators, however sensitivity decreased to 0.18. Five drug-outcome pairs were signals of disproportionality before they were present on labels.

Conclusions: Using a carefully designed reference set of drug-outcome pairs well suited to the study design, the SCCS performed moderately well for signal detection in CPRD. Whilst active comparators effectively reduced confounding by indication, they also reduced the number of correctly identified positive controls, due to a reduction in power. We showed some evidence that SCCS is able to highlight SDRs before they were present on labels.

背景:很少有证据表明信号检测使用英国初级保健电子健康记录(EHRs)。自我控制病例序列(SCCS)是使用真实世界数据进行药物安全信号检测的最有前途的方法之一,结合主动比较器可以通过解决指征混淆问题来潜在地提高其性能。目的:本研究旨在利用英国临床实践研究数据链(CPRD) Aurum评估SCCS在信号检测方面的性能。方法:将SCCS应用于大环内酯类和氟喹诺酮类抗生素,以阿莫西林和头孢氨苄为活性比较物。共选择7种药物,30个来自所有器官分类的结果。我们建立了104个阳性对照和58个阴性对照的参考集,使用分类框架确保所选药物结局对在理论上非常适合SCCS设计。使用每次配药后为期两年的观察期和30天的风险窗口。使用产品标签的敏感性和特异性来测量诊断性能。结果:2017/2018年观察期无活性比较物SCCS的敏感性和特异性分别为0.57和0.77。活性比较物特异性增加到0.89,但敏感性下降到0.18。五种药物结果对在标签上出现之前是歧化的信号。结论:使用精心设计的一组非常适合研究设计的药物结局对,SCCS在CPRD的信号检测中表现良好。虽然主动比较器通过指示有效地减少了混淆,但由于功率降低,它们也减少了正确识别阳性对照的数量。我们展示了一些证据,表明SCCS能够在标签上出现之前突出显示sdr。
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引用次数: 0
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