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Development and Validation of Claims-Based Algorithms for Non-Melanoma Skin Cancer in Patients With Psoriasis Using Optum Market Clarity. 使用Optum市场清晰度开发和验证基于索赔的牛皮癣患者非黑色素瘤皮肤癌算法。
IF 2.4 4区 医学 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2026-03-01 DOI: 10.1002/pds.70345
Huifang Liang, Shu Huang, Qiujie Jiang, Dongmu Zhang, Dianlin Guo, Simone P Pinheiro

Purpose: Accurate identification of non-melanoma skin cancer (NMSC) using ICD-10 claims-based algorithms is largely uncharacterized. This study aimed to develop and validate claim-based algorithms for NMSC.

Methods: Adult patients with psoriasis were identified in Optum Market Clarity between Oct 2015 and Dec 2020. Eligible patients had at least 1 year of claim enrollment prior to cohort entry, linked claims-EHRs, overlapping follow-up periods, and no prior malignancy. Data were randomly split into the development and validation datasets. Broad NMSC encompassed narrow NMSC (basal cell carcinoma, squamous cell carcinoma, sebaceous cell carcinoma, and malignant neoplasms of the sweat glands), Merkel cell carcinoma, carcinoma in situ, Kaposi sarcoma of skin, and cutaneous T-cell or B-cell lymphoma. The five developed claims-based algorithms consisted of 1+ diagnosis code (1) at any position; (2) at the primary position; (3) by a dermatologist; (4) at any position plus treatment procedure code; (5) at primary position plus treatment procedure code. NMSC cases and non-cases were adjudicated using EHR records. Algorithms performance measures were estimated.

Results: Of 25 647 patients (mean age 51.4 ± 15.2 years, female 53.6%), 321 broad and 281 narrow NMSC patients were identified in the development dataset (n = 12 824). Algorithm sensitivity was 89.9% (algorithm 1) and 81.9% (algorithm 2) but under 65% for algorithms 3-5 for broad NMSC. PPV ranged from 98.2% to 99.1%. Results were consistent in the validation dataset.

Conclusion: This study developed and validated high-performing ICD10-based algorithms for NMSC to facilitate future dermatology research using health data.

目的:使用基于ICD-10索赔的算法准确识别非黑色素瘤皮肤癌(NMSC)在很大程度上是未知的。本研究旨在开发和验证基于索赔的NMSC算法。方法:选取2015年10月至2020年12月在Optum Market Clarity中发现的成年牛皮癣患者。符合条件的患者在入组前至少有1年的索赔登记,相关索赔-电子病历,重叠随访期,既往无恶性肿瘤。数据随机分为开发和验证数据集。广义NMSC包括狭义NMSC(基底细胞癌、鳞状细胞癌、皮脂腺细胞癌和汗腺恶性肿瘤)、默克尔细胞癌、原位癌、皮肤卡波西肉瘤和皮肤t细胞或b细胞淋巴瘤。所开发的五种基于权利要求的算法包括在任意位置的1+诊断代码(1);(二)在主要位置;(3)皮肤科医生;(4)任何位置加处理程序代码;(5)在首要位置加上处理程序代码。NMSC病例和非病例使用EHR记录进行裁决。对算法性能指标进行了估计。结果:在25 647例患者(平均年龄51.4±15.2岁,女性53.6%)中,在开发数据集中确定了321例广义NMSC患者和281例狭义NMSC患者(n = 12 824)。算法敏感性为89.9%(算法1)和81.9%(算法2),但算法3-5对广义NMSC的敏感性低于65%。PPV从98.2%到99.1%不等。验证数据集的结果一致。结论:本研究开发并验证了基于icd10的高性能NMSC算法,以促进未来使用健康数据进行皮肤病学研究。
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引用次数: 0
The Effect of COVID-19 Pandemic Restrictions on Laboratory Monitoring of Lithium Treated Outpatients in the Netherlands: A Controlled Interrupted Time Series Analysis. COVID-19大流行限制对荷兰锂治疗门诊患者实验室监测的影响:受控中断时间序列分析
IF 2.4 4区 医学 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2026-03-01 DOI: 10.1002/pds.70349
Merel Tonn, Tim Bognàr, Ralph Kupka, Ingeborg Wilting, Mariette Nederlof, Toine Egberts, Arief Lalmohamed

Introduction: The COVID-19 pandemic restricted healthcare access. Mental illness in combination with isolation and fear of the virus possibly decreased routine monitoring for lithium using patients during the lockdown. Our aim was to study if monitoring frequencies and serum level values for lithium, TSH (thyroid stimulating hormone), and renal function changed during the COVID-19 pandemic.

Methods: Using the PHARMO database (laboratory, pharmacy, and hospitalization data), we identified lithium users in The Netherlands over 2 years (14 October 2018-14 October 2020). The first year served as the control period; the second year was divided into pre-COVID, lockdown, and post-lockdown segments. A time series analysis with a linear regression model was performed to test for differences in monitoring frequency and aberrant serum levels at the beginning of the lockdown (immediate effect) and during the lockdown (post-lockdown trend, effect over 12 weeks).

Results: We identified 2835 patients using lithium. Monitoring measurements declined by 52% (7.74% vs. 4.01%) for lithium serum levels, 28% (5.56% vs. 4.20%) for TSH, and 26% (17.7% vs. 13.2%) for renal function in the first week of lockdown. These reductions were statistically significant compared to the control period. Monitoring for all measurements gradually recovered during lockdown. Changes in aberrant serum levels were not statistically different during the exposure and control periods.

Conclusion: Monitoring for lithium, TSH and renal function declined at the beginning of lockdown. However, it is unlikely that postponed laboratory measurements had clinically relevant negative treatment effects since no differences in aberrant serum levels were identified.

导言:COVID-19大流行限制了医疗服务的可及性。精神疾病加上隔离和对病毒的恐惧可能会减少对封锁期间使用锂的患者的常规监测。我们的目的是研究监测频率和血清中锂、促甲状腺激素(TSH)和肾功能的水平值在COVID-19大流行期间是否发生变化。方法:使用PHARMO数据库(实验室、药房和住院数据),我们确定了荷兰2年内(2018年10月14日至2020年10月14日)的锂用户。第一年为对照期;第二年分为疫情前、封锁和封锁后三个阶段。使用线性回归模型进行时间序列分析,以检验在封城开始(立即生效)和封城期间(封城后趋势,影响超过12周)监测频率和异常血清水平的差异。结果:我们确定了2835例使用锂的患者。在封锁的第一周,血清锂离子水平监测指标下降了52%(7.74%对4.01%),TSH监测指标下降了28%(5.56%对4.20%),肾功能监测指标下降了26%(17.7%对13.2%)。与对照期相比,这些减少在统计学上是显著的。在封锁期间,对所有测量值的监控逐渐恢复。在暴露和对照期间,异常血清水平的变化无统计学差异。结论:封城初期锂离子、TSH和肾功能监测下降。然而,推迟的实验室测量不太可能有临床相关的负面治疗效果,因为没有发现异常血清水平的差异。
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引用次数: 0
Early Identification of Cardiovascular Adverse Events Associated With Rofecoxib Using Real-World Data From the UK: A Nested Case-Control and Case-Crossover Study. 使用来自英国的真实世界数据早期识别与罗非昔布相关的心血管不良事件:巢式病例-对照和病例-交叉研究
IF 2.4 4区 医学 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2026-03-01 DOI: 10.1002/pds.70343
Donya Moslemzadeh, Patrick C Souverein, Svetlana V Belitser, Eibert R Heerdink, Olaf H Klungel, Shahab Abtahi

Background: Traditional pharmacovigilance systems have limitations in detecting common adverse drug reactions. We investigated whether real-world data (RWD) could have detected rofecoxib's cardiovascular adverse effects earlier using nested case-control (NCC) and case-crossover (CCO) designs.

Methods: We included adult rofecoxib users from the UK CPRD GOLD (1999-2004). In NCC design, cases of a first major adverse cardiovascular event (MACE) were matched with four controls on age, sex, practice and calendar time. Rofecoxib exposure was categorised as current (≤ 3 months), recent (3-6), or past use (> 6) in NCC, and assessed at the start of each 3-month interval in CCO design. Exposure odds in CCO were compared between a 3-month risk with four reference windows. Conditional logistic regression models estimated adjusted intensity ratio (aIR). To identify the shortest time necessary to detect the association, analyses were conducted in 1-, 2-, 3-, 4- and 5-years after the drug's market uptake.

Results: Three thousand two hundred and eighteen cases were matched to 10 745 controls (mean age 73.8 years, 66% female). In NCC, current rofecoxib use (42% of cases) was associated with an 18% higher risk of MACE (aIR 1.18, 95% CI 1.08-1.29) versus past use. The CCO (3210 risk and 12 737 reference windows) showed an 83% increased risk of MACE (aIR 1.83, 95% CI 1.53-2.18). First signal emerged after 2 years with CCO (aIR 3.94, 95% CI 1.88-8.25), and after 3 years with NCC design (aIR 1.46, 95% CI 1.18-1.81).

Conclusion: Using RWD, cardiovascular adverse effects of rofecoxib could have been detected within 2 years of the market entry in the UK, well before traditional pharmacovigilance methods. This supports incorporating RWD analysis into routine drug safety monitoring.

背景:传统的药物警戒系统在检测常见药物不良反应方面存在局限性。我们采用嵌套病例-对照(NCC)和病例-交叉(CCO)设计,研究了真实世界数据(RWD)是否能够更早地检测到罗非昔布的心血管不良反应。方法:我们纳入了来自英国CPRD GOLD(1999-2004)的成年罗非昔布使用者。在NCC设计中,首次主要心血管不良事件(MACE)的病例与年龄、性别、练习和日历时间的4个对照组相匹配。在NCC中,罗非昔布暴露被分类为当前(≤3个月)、最近(3-6个月)或过去使用(bbb6),并在CCO设计中每3个月间隔开始时进行评估。CCO的暴露几率在3个月风险和4个参考窗口之间进行比较。条件logistic回归模型估计调整强度比(aIR)。为了确定检测相关性所需的最短时间,在药物进入市场后的1年、2年、3年、4年和5年进行了分析。结果:3218例与10745例对照(平均年龄73.8岁,女性66%)相匹配。在NCC中,目前使用罗非昔布(42%的病例)与既往使用相比,MACE风险增加18% (aIR 1.18, 95% CI 1.08-1.29)。CCO(3210风险和12737参考窗口)显示MACE风险增加83% (aIR 1.83, 95% CI 1.53-2.18)。第一个信号出现在CCO组2年后(aIR 3.94, 95% CI 1.88-8.25)和NCC组3年后(aIR 1.46, 95% CI 1.18-1.81)。结论:使用RWD,罗非昔布的心血管不良反应可以在进入英国市场的2年内检测到,远远早于传统的药物警戒方法。这支持将RWD分析纳入常规药物安全监测。
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引用次数: 0
Real-World Dynamic Patterns and Predictors of Antiretroviral Therapy Adherence Among Adults Living With HIV in Belgium: Evidence From Group-Based Trajectory Modeling. 比利时成年HIV感染者抗逆转录病毒治疗依从性的真实世界动态模式和预测因素:来自群体轨迹模型的证据。
IF 2.4 4区 医学 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2026-03-01 DOI: 10.1002/pds.70347
Dieudonné Ilboudo, Sékou Samadoulougou, Jean Cyr Yombi, Anouk Neven, Fati Kirakoya-Samadoulougou

Purpose: People living with HIV (PLWH) face many challenges in adhering to antiretroviral therapy (ART). Measuring individual changes in adherence is essential to assess quality of care and to manage healthcare costs. This study aimed to identify patterns of ART adherence among adult PLWH in Belgium over a 24-month follow-up period.

Methods: A retrospective analysis of longitudinal data related to PLWH in Belgium was conducted using the Pharmanet database from 2019 to 2022. Adherence was assessed monthly and reported as the proportion of days covered. Group-based trajectory modeling was used to identify adherence patterns, with changes within each trajectory described using chi-square tests. Unordered multinomial logistic regression was used to identify predictors.

Results: We included 15 128 prevalent ART users, 2076 of whom were incident ART users living with HIV, 65.3% were male, 40.4% were aged between 35 and 49 years, and 44.9% lived in the Flanders region. During follow-up period, 61.0% of prevalent users and 52.1% of incident users maintained optimal adherence. Three groups ("consistently high" (61.0%), "moderately decreasing" (28.6%), and "highly decreasing" (10.4%)); and four groups adherence trajectories ("consistently high" (52.1%), "moderately decreasing" (24.3%), "early decrease" (12.9%), and "late decrease" (10.8%)) were identified respectively among prevalent and incident ART users. Female sex, younger age, living in the Brussels-Capital Region, and treatment initiation during the COVID-19 pandemic were significantly associated with suboptimal adherence.

Conclusions: ART adherence during the 24 months of follow-up among PLWH in Belgium was suboptimal. Interventions targeting at-risk groups during periods of declining adherence are needed among PLWH.

目的:艾滋病毒感染者(PLWH)在坚持抗逆转录病毒治疗(ART)方面面临许多挑战。衡量个人依从性的变化对于评估护理质量和管理医疗成本至关重要。本研究旨在确定比利时成年PLWH患者在24个月随访期间的抗逆转录病毒治疗依从性模式。方法:利用Pharmanet数据库对2019 - 2022年比利时PLWH相关纵向数据进行回顾性分析。每月评估依从性,并以覆盖天数的比例报告。使用基于组的轨迹建模来识别依从模式,并使用卡方检验描述每个轨迹内的变化。使用无序多项逻辑回归来识别预测因子。结果:我们纳入了15 128名流行的ART使用者,其中2076人是感染HIV的ART使用者,65.3%为男性,40.4%年龄在35 - 49岁之间,44.9%生活在佛兰德斯地区。在随访期间,61.0%的流行用户和52.1%的事件用户保持最佳依从性。“持续高”(61.0%)、“适度下降”(28.6%)和“高度下降”(10.4%)三组;在流行和意外ART使用者中分别确定了四组依从性轨迹(“持续高”(52.1%),“适度减少”(24.3%),“早期减少”(12.9%)和“晚期减少”(10.8%))。女性、年龄较小、居住在布鲁塞尔首都地区以及在COVID-19大流行期间开始治疗与非最佳依从性显著相关。结论:比利时PLWH患者24个月随访期间抗逆转录病毒治疗依从性不理想。PLWH需要在依从性下降期间针对高危人群进行干预。
{"title":"Real-World Dynamic Patterns and Predictors of Antiretroviral Therapy Adherence Among Adults Living With HIV in Belgium: Evidence From Group-Based Trajectory Modeling.","authors":"Dieudonné Ilboudo, Sékou Samadoulougou, Jean Cyr Yombi, Anouk Neven, Fati Kirakoya-Samadoulougou","doi":"10.1002/pds.70347","DOIUrl":"https://doi.org/10.1002/pds.70347","url":null,"abstract":"<p><strong>Purpose: </strong>People living with HIV (PLWH) face many challenges in adhering to antiretroviral therapy (ART). Measuring individual changes in adherence is essential to assess quality of care and to manage healthcare costs. This study aimed to identify patterns of ART adherence among adult PLWH in Belgium over a 24-month follow-up period.</p><p><strong>Methods: </strong>A retrospective analysis of longitudinal data related to PLWH in Belgium was conducted using the Pharmanet database from 2019 to 2022. Adherence was assessed monthly and reported as the proportion of days covered. Group-based trajectory modeling was used to identify adherence patterns, with changes within each trajectory described using chi-square tests. Unordered multinomial logistic regression was used to identify predictors.</p><p><strong>Results: </strong>We included 15 128 prevalent ART users, 2076 of whom were incident ART users living with HIV, 65.3% were male, 40.4% were aged between 35 and 49 years, and 44.9% lived in the Flanders region. During follow-up period, 61.0% of prevalent users and 52.1% of incident users maintained optimal adherence. Three groups (\"consistently high\" (61.0%), \"moderately decreasing\" (28.6%), and \"highly decreasing\" (10.4%)); and four groups adherence trajectories (\"consistently high\" (52.1%), \"moderately decreasing\" (24.3%), \"early decrease\" (12.9%), and \"late decrease\" (10.8%)) were identified respectively among prevalent and incident ART users. Female sex, younger age, living in the Brussels-Capital Region, and treatment initiation during the COVID-19 pandemic were significantly associated with suboptimal adherence.</p><p><strong>Conclusions: </strong>ART adherence during the 24 months of follow-up among PLWH in Belgium was suboptimal. Interventions targeting at-risk groups during periods of declining adherence are needed among PLWH.</p>","PeriodicalId":19782,"journal":{"name":"Pharmacoepidemiology and Drug Safety","volume":"35 3","pages":"e70347"},"PeriodicalIF":2.4,"publicationDate":"2026-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147444612","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
Trends and Patterns of Adverse Drug Reaction Reporting in Sierra Leone: A Retrospective Analysis of VigiFlow Data (2008-2022). 塞拉利昂药物不良反应报告的趋势和模式:2008-2022年VigiFlow数据的回顾性分析。
IF 2.4 4区 医学 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2026-03-01 DOI: 10.1002/pds.70344
Isatu Jalloh, Onome Thomas Abiri, Peter Bai James, Rajesh Vagiri, Neelaveni Padayachee

Purpose: Adverse drug reactions (ADRs) present significant obstacles for healthcare systems, impacting both patient safety and the effectiveness of treatments. Despite this, there is a scarcity of research on ADR reports in Sierra Leone, especially over long periods. This study aims to investigate the characteristics and reporting patterns found in the Sierra Leone pharmacovigilance database managed through VigiFlow.

Method: This study analyzes reports of ADRs from Sierra Leone's national pharmacovigilance database, VigiFlow, spanning from January 2008 to December 2022. Data collected included patient demographics (age, sex), reporter characteristics (type of reporter, year of reporting), and ADR-specific information (suspected medication, indication, ADR types (MedDRA), seriousness, outcome, actions taken, and time to onset), and completeness score. Descriptive statistics, chi-square tests, and the Kruskal-Wallis test with Bonferroni-adjusted post hoc tests were applied to identify patterns and associations within the dataset.

Results: A total of 3381 individual case safety reports (ICSRs) were analysed. The majority of reports involved females (54.7%) and adults aged 18 to 44 years (51.4%). Reporting rates increased after 2015, peaking in 2021. The most frequently implicated medications were anti-infective drugs (40.7%) and antiparasitic medicines (34.1%), particularly ivermectin, albendazole, and vaccines for cholera and yellow fever. The most commonly reported ADRs were headache (13.2%), fever (12.2%), and diarrhoea (7.6%), primarily affecting the nervous system and general disorder classes. Pharmacists were responsible for 39.0% of reports and achieved the highest completeness score, with a mean of 0.78. Age was significantly associated with the seriousness, outcome, and onset time of ADRs (p < 0.001), while gender was significantly associated with onset time (p = 0.007).

Conclusion: ADR reporting in Sierra Leone has improved, with antiparasitic medicines and vaccines most frequently linked to reactions. Sustaining progress requires enhanced training, public engagement, and strengthened active pharmacovigilance to ensure completeness and patient safety.

目的:药物不良反应(adr)是医疗保健系统的重大障碍,影响患者安全和治疗的有效性。尽管如此,塞拉利昂缺乏关于不良反应报告的研究,特别是长期的研究。本研究旨在调查通过VigiFlow管理的塞拉利昂药物警戒数据库中发现的特征和报告模式。方法:本研究分析了塞拉利昂国家药物警戒数据库VigiFlow中2008年1月至2022年12月期间的adr报告。收集的数据包括患者人口统计学(年龄、性别)、报告者特征(报告者类型、报告年份)、ADR特异性信息(疑似用药、适应症、ADR类型(MedDRA)、严重程度、结局、采取的措施和发病时间)和完全性评分。采用描述性统计、卡方检验、Kruskal-Wallis检验和bonferroni调整后的事后检验来识别数据集中的模式和关联。结果:共分析了3381例个体安全报告(ICSRs)。大多数报告涉及女性(54.7%)和18至44岁的成年人(51.4%)。报告率在2015年后上升,在2021年达到峰值。最常涉及的药物是抗感染药物(40.7%)和抗寄生虫药物(34.1%),特别是伊维菌素、阿苯达唑以及霍乱和黄热病疫苗。最常见的不良反应是头痛(13.2%)、发烧(12.2%)和腹泻(7.6%),主要影响神经系统和一般疾病类别。药师负责报告的比例为39.0%,其完整性评分最高,平均为0.78。年龄与不良反应的严重程度、结局和发病时间显著相关(p结论:塞拉利昂的不良反应报告有所改善,抗寄生虫药物和疫苗最常与不良反应相关。保持进展需要加强培训、公众参与和加强积极的药物警戒,以确保完整性和患者安全。
{"title":"Trends and Patterns of Adverse Drug Reaction Reporting in Sierra Leone: A Retrospective Analysis of VigiFlow Data (2008-2022).","authors":"Isatu Jalloh, Onome Thomas Abiri, Peter Bai James, Rajesh Vagiri, Neelaveni Padayachee","doi":"10.1002/pds.70344","DOIUrl":"10.1002/pds.70344","url":null,"abstract":"<p><strong>Purpose: </strong>Adverse drug reactions (ADRs) present significant obstacles for healthcare systems, impacting both patient safety and the effectiveness of treatments. Despite this, there is a scarcity of research on ADR reports in Sierra Leone, especially over long periods. This study aims to investigate the characteristics and reporting patterns found in the Sierra Leone pharmacovigilance database managed through VigiFlow.</p><p><strong>Method: </strong>This study analyzes reports of ADRs from Sierra Leone's national pharmacovigilance database, VigiFlow, spanning from January 2008 to December 2022. Data collected included patient demographics (age, sex), reporter characteristics (type of reporter, year of reporting), and ADR-specific information (suspected medication, indication, ADR types (MedDRA), seriousness, outcome, actions taken, and time to onset), and completeness score. Descriptive statistics, chi-square tests, and the Kruskal-Wallis test with Bonferroni-adjusted post hoc tests were applied to identify patterns and associations within the dataset.</p><p><strong>Results: </strong>A total of 3381 individual case safety reports (ICSRs) were analysed. The majority of reports involved females (54.7%) and adults aged 18 to 44 years (51.4%). Reporting rates increased after 2015, peaking in 2021. The most frequently implicated medications were anti-infective drugs (40.7%) and antiparasitic medicines (34.1%), particularly ivermectin, albendazole, and vaccines for cholera and yellow fever. The most commonly reported ADRs were headache (13.2%), fever (12.2%), and diarrhoea (7.6%), primarily affecting the nervous system and general disorder classes. Pharmacists were responsible for 39.0% of reports and achieved the highest completeness score, with a mean of 0.78. Age was significantly associated with the seriousness, outcome, and onset time of ADRs (p < 0.001), while gender was significantly associated with onset time (p = 0.007).</p><p><strong>Conclusion: </strong>ADR reporting in Sierra Leone has improved, with antiparasitic medicines and vaccines most frequently linked to reactions. Sustaining progress requires enhanced training, public engagement, and strengthened active pharmacovigilance to ensure completeness and patient safety.</p>","PeriodicalId":19782,"journal":{"name":"Pharmacoepidemiology and Drug Safety","volume":"35 3","pages":"e70344"},"PeriodicalIF":2.4,"publicationDate":"2026-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12975695/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147434714","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
A Systematic Process for Assessing Fitness-for-Purpose of Health Outcomes for Computable Phenotyping With Electronic Health Record Data. 用电子健康记录数据评估可计算表型的健康结果适应度的系统过程。
IF 2.4 4区 医学 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2026-03-01 DOI: 10.1002/pds.70346
Nicole M Gatto, David J Cronkite, Paige D Wartko, Robert Ball, David S Carrell, Rhoda Eniafe, Rishi Desai, James S Floyd, Terrence Lee, Jennifer C Nelson, Fatma M Shebl, Ryan Schoeplein, Sengwee Toh, Mingfeng Zhang, Sascha Dublin, José J Hernández-Muñoz

Purpose: Information from electronic health records (EHRs) may be incorporated into computable phenotype algorithms in efforts to overcome inaccuracies of algorithms based on administrative claims data alone. However, such efforts can be resource-intensive and unsuccessful. Assessing the feasibility of computable phenotyping for a health outcome of interest (HOI) before proceeding is therefore recommended.

Methods: We developed a systematic fitness-for-purpose (FFP) assessment process to implement concepts outlined in a previously described general framework for computable phenotyping incorporating EHR data. Our process includes verifying the HOI is well-defined, reviewing clinical information about the HOI, identifying existing algorithms and their performance, evaluating HOI clinical and data complexity, and determining an overall FFP conclusion and recommendation. We applied this process to 10 HOIs lacking high-performing claims-based algorithms, selecting HOIs of public health importance that varied in clinical and data complexity, including neutropenia, pericardial effusion, and drug-induced liver injury.

Results: HOIs assessed as having moderate (vs. easy) overall difficulty had characteristics such as the need for natural language processing, integration of multiple laboratory test results, or longitudinal EHR data. HOIs assessed as having high difficulty required using data from multiple EHR sources, ruling out many other potential causes, or relying on low-sensitivity diagnostic tests. Input from experts in EHR data and clinical care was crucial.

Conclusion: EHR data have the potential to enhance the accuracy of defining certain HOIs for research and surveillance compared to administrative claims data. The process and tools we created will support others in assessing FFP of HOIs for computable phenotyping.

目的:来自电子健康记录(EHRs)的信息可以纳入可计算表型算法,以克服仅基于行政索赔数据的算法的不准确性。然而,这样的努力可能是资源密集型的,而且不成功。因此,建议在继续之前评估可计算表型对感兴趣的健康结果(HOI)的可行性。方法:我们开发了一个系统的目的适应度(FFP)评估过程,以实现先前描述的可计算表型综合EHR数据的一般框架中概述的概念。我们的过程包括验证HOI是明确定义的,审查关于HOI的临床信息,识别现有算法及其性能,评估HOI临床和数据复杂性,并确定总体FFP结论和建议。我们将这一过程应用于10个缺乏高性能基于索赔算法的hoi,选择具有公共卫生重要性的hoi,这些hoi在临床和数据复杂性方面各不相同,包括中性粒细胞减少症、心包积液和药物性肝损伤。结果:被评估为中等(相对于容易)总体难度的hoi具有诸如需要自然语言处理、整合多个实验室测试结果或纵向电子病历数据等特征。被评估为具有高难度的hoi需要使用来自多个电子病历来源的数据,排除许多其他潜在原因,或依赖低灵敏度诊断测试。来自电子病历数据和临床护理专家的意见至关重要。结论:与行政索赔数据相比,电子病历数据有可能提高确定用于研究和监测的某些hoi的准确性。我们创建的过程和工具将为其他人评估hoi的FFP以进行可计算表型提供支持。
{"title":"A Systematic Process for Assessing Fitness-for-Purpose of Health Outcomes for Computable Phenotyping With Electronic Health Record Data.","authors":"Nicole M Gatto, David J Cronkite, Paige D Wartko, Robert Ball, David S Carrell, Rhoda Eniafe, Rishi Desai, James S Floyd, Terrence Lee, Jennifer C Nelson, Fatma M Shebl, Ryan Schoeplein, Sengwee Toh, Mingfeng Zhang, Sascha Dublin, José J Hernández-Muñoz","doi":"10.1002/pds.70346","DOIUrl":"https://doi.org/10.1002/pds.70346","url":null,"abstract":"<p><strong>Purpose: </strong>Information from electronic health records (EHRs) may be incorporated into computable phenotype algorithms in efforts to overcome inaccuracies of algorithms based on administrative claims data alone. However, such efforts can be resource-intensive and unsuccessful. Assessing the feasibility of computable phenotyping for a health outcome of interest (HOI) before proceeding is therefore recommended.</p><p><strong>Methods: </strong>We developed a systematic fitness-for-purpose (FFP) assessment process to implement concepts outlined in a previously described general framework for computable phenotyping incorporating EHR data. Our process includes verifying the HOI is well-defined, reviewing clinical information about the HOI, identifying existing algorithms and their performance, evaluating HOI clinical and data complexity, and determining an overall FFP conclusion and recommendation. We applied this process to 10 HOIs lacking high-performing claims-based algorithms, selecting HOIs of public health importance that varied in clinical and data complexity, including neutropenia, pericardial effusion, and drug-induced liver injury.</p><p><strong>Results: </strong>HOIs assessed as having moderate (vs. easy) overall difficulty had characteristics such as the need for natural language processing, integration of multiple laboratory test results, or longitudinal EHR data. HOIs assessed as having high difficulty required using data from multiple EHR sources, ruling out many other potential causes, or relying on low-sensitivity diagnostic tests. Input from experts in EHR data and clinical care was crucial.</p><p><strong>Conclusion: </strong>EHR data have the potential to enhance the accuracy of defining certain HOIs for research and surveillance compared to administrative claims data. The process and tools we created will support others in assessing FFP of HOIs for computable phenotyping.</p>","PeriodicalId":19782,"journal":{"name":"Pharmacoepidemiology and Drug Safety","volume":"35 3","pages":"e70346"},"PeriodicalIF":2.4,"publicationDate":"2026-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147444599","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
Safety of Short-Term Trimethoprim-Sulfamethoxazole Use for Uncomplicated Cystitis: A Nationwide Retrospective Cohort Study. 短期使用甲氧苄啶-磺胺甲恶唑治疗无并发症膀胱炎的安全性:一项全国回顾性队列研究。
IF 2.4 4区 医学 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2026-03-01 DOI: 10.1002/pds.70342
Jumpei Taniguchi, Shotaro Aso, Hideo Yasunaga

Background: Trimethoprim-sulfamethoxazole (TMP-SMX) is associated with hypersensitivity and other adverse reactions. East Asian-specific genetic susceptibility may increase severe adverse events, limiting the therapeutic use of TMP-SMX for uncomplicated cystitis in Japan. However, data on its short-term safety in this population are scarce. This study compared the short-term safety of TMP-SMX with fluoroquinolones for the treatment of uncomplicated cystitis using a nationwide Japanese claims database.

Methods: We conducted a retrospective cohort study using the JMDC Claims Database (2006-2022). We included female outpatients aged ≥ 18 years with acute uncomplicated cystitis who were newly treated with TMP-SMX or fluoroquinolones (levofloxacin, ciprofloxacin, or tosufloxacin). The primary outcome was drug-induced hypersensitivity (anaphylaxis or treatment-requiring rash) within 7 days after the prescription of these drugs. The secondary outcomes included treatment failure, all-cause hospitalization, and other adverse events. Propensity score-overlap weighting was applied to adjust for confounding. Subgroup analyses were stratified by age (< 50 or ≥ 50 years).

Results: Among 50 773 eligible patients (TMP-SMX, 2.1%; fluoroquinolones, 97.9%), the baseline characteristics were well balanced after weighting. The incidence of hypersensitivity did not differ significantly between the groups (0.9% vs. 0.7%; risk difference, 0.3%; 95% confidence interval, -0.3% to 0.8%; p = 0.410). No significant differences were observed for secondary outcomes. Subgroup analyses showed consistent results.

Conclusions: Short-term use of TMP-SMX was not associated with increased risks of adverse events or treatment failure compared with fluoroquinolones. TMP-SMX may represent a reasonable first-line option for acute uncomplicated cystitis in Japan.

背景:甲氧苄啶-磺胺甲恶唑(TMP-SMX)与过敏和其他不良反应相关。东亚特异性遗传易感性可能增加严重不良事件,限制了日本使用TMP-SMX治疗无并发症膀胱炎。然而,关于其在这一人群中的短期安全性的数据很少。本研究使用日本全国索赔数据库比较了TMP-SMX与氟喹诺酮类药物治疗无并发症膀胱炎的短期安全性。方法:我们使用JMDC索赔数据库(2006-2022)进行了一项回顾性队列研究。我们纳入了年龄≥18岁的急性无并发症膀胱炎的女性门诊患者,这些患者新近接受了TMP-SMX或氟喹诺酮类药物(左氧氟沙星、环丙沙星或托苏沙星)的治疗。主要结局是在处方这些药物后7天内药物引起的超敏反应(过敏反应或需要治疗的皮疹)。次要结局包括治疗失败、全因住院和其他不良事件。采用倾向得分-重叠加权来调整混杂。亚组分析按年龄分层(结果:50773例符合条件的患者(TMP-SMX, 2.1%;氟喹诺酮类,97.9%),加权后基线特征得到很好的平衡。两组间超敏反应发生率无显著差异(0.9% vs. 0.7%;风险差0.3%;95%置信区间-0.3% ~ 0.8%;p = 0.410)。次要结果无显著差异。亚组分析结果一致。结论:与氟喹诺酮类药物相比,短期使用TMP-SMX与不良事件或治疗失败的风险增加无关。在日本,TMP-SMX可能是治疗急性无并发症膀胱炎的一个合理的一线选择。
{"title":"Safety of Short-Term Trimethoprim-Sulfamethoxazole Use for Uncomplicated Cystitis: A Nationwide Retrospective Cohort Study.","authors":"Jumpei Taniguchi, Shotaro Aso, Hideo Yasunaga","doi":"10.1002/pds.70342","DOIUrl":"10.1002/pds.70342","url":null,"abstract":"<p><strong>Background: </strong>Trimethoprim-sulfamethoxazole (TMP-SMX) is associated with hypersensitivity and other adverse reactions. East Asian-specific genetic susceptibility may increase severe adverse events, limiting the therapeutic use of TMP-SMX for uncomplicated cystitis in Japan. However, data on its short-term safety in this population are scarce. This study compared the short-term safety of TMP-SMX with fluoroquinolones for the treatment of uncomplicated cystitis using a nationwide Japanese claims database.</p><p><strong>Methods: </strong>We conducted a retrospective cohort study using the JMDC Claims Database (2006-2022). We included female outpatients aged ≥ 18 years with acute uncomplicated cystitis who were newly treated with TMP-SMX or fluoroquinolones (levofloxacin, ciprofloxacin, or tosufloxacin). The primary outcome was drug-induced hypersensitivity (anaphylaxis or treatment-requiring rash) within 7 days after the prescription of these drugs. The secondary outcomes included treatment failure, all-cause hospitalization, and other adverse events. Propensity score-overlap weighting was applied to adjust for confounding. Subgroup analyses were stratified by age (< 50 or ≥ 50 years).</p><p><strong>Results: </strong>Among 50 773 eligible patients (TMP-SMX, 2.1%; fluoroquinolones, 97.9%), the baseline characteristics were well balanced after weighting. The incidence of hypersensitivity did not differ significantly between the groups (0.9% vs. 0.7%; risk difference, 0.3%; 95% confidence interval, -0.3% to 0.8%; p = 0.410). No significant differences were observed for secondary outcomes. Subgroup analyses showed consistent results.</p><p><strong>Conclusions: </strong>Short-term use of TMP-SMX was not associated with increased risks of adverse events or treatment failure compared with fluoroquinolones. TMP-SMX may represent a reasonable first-line option for acute uncomplicated cystitis in Japan.</p>","PeriodicalId":19782,"journal":{"name":"Pharmacoepidemiology and Drug Safety","volume":"35 3","pages":"e70342"},"PeriodicalIF":2.4,"publicationDate":"2026-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12954357/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147344856","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
Incidence and Clinical Significance of Drug-Induced Antibodies and Hemolytic Anemia Associated With Beta-Lactam Antibiotics: A Prospective Cohort Study. 与β -内酰胺类抗生素相关的药物诱导抗体和溶血性贫血的发生率及临床意义:一项前瞻性队列研究。
IF 2.4 4区 医学 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2026-02-01 DOI: 10.1002/pds.70259
Li Wang, Lixin Wang, Zengzhen Wei, Chunyan Huang, Li Qin, Bin Tan

Background: Drug-induced immune hemolytic anemia (DIIHA), a rare complication of beta-lactams, lacks population-level data on subclinical antibody prevalence.

Objective: To quantify drug-induced antibody incidence and hematologic impact in beta-lactam-treated patients.

Methods: Prospective cohort of 4040 patients receiving ceftriaxone, piperacillin/trizobactam, piperacillin/sulbactam 2:1 and piperacillin/tazobactam at a Chinese tertiary hospital (2020.1-2020.9). Antibodies were detected via immunoadsorption assays. The primary outcomes were changes in hemoglobin, bilirubin, and lactate dehydrogenase (LDH) levels.

Results: Antibody positivity occurred in 18.07% (730/4040), highest with piperacillin/sulbactam 2:1 (24.02% vs. 0.43% Ceftriaxone, p < 0.001). Seropositive patients had a significant hemoglobin decline (Δ = -5.00 g/L, 95% CI -6.2 to -3.8) and bilirubin elevation (Δ = +0.95 μmol/L, 95% CI +0.4 to +1.5), but only 0.2% (2/730) progressed to severe anemia. Subclinical hemolysis (LDH > 250 U/L) was prevalent (89.3%).

Conclusion: Beta-lactams exhibit high asymptomatic antibody rates (18.07%) with minimal severe hemolysis risk (0.2%). Protocolized monitoring and HLA screening may optimize safety. This first large-scale prospective cohort quantifies the underrecognized epidemic of subclinical antibody formation, challenging traditional pharmacovigilance frameworks that focus solely on overt hemolysis.

背景:药物性免疫性溶血性贫血(DIIHA)是一种罕见的β -内酰胺类药物并发症,缺乏亚临床抗体患病率的人群水平数据。目的:量化β -内酰胺治疗患者药物性抗体发生率及血液学影响。方法:2020.1-2020.9在中国某三级医院接受头孢曲松、哌拉西林/三唑巴坦、哌拉西林/舒巴坦2:1和哌拉西林/他唑巴坦治疗的4040例患者进行前瞻性队列研究。免疫吸附法检测抗体。主要结果是血红蛋白、胆红素和乳酸脱氢酶(LDH)水平的变化。结果:抗体阳性率为18.07%(730/4040),以哌拉西林/舒巴坦2:1最高(24.02%比0.43%,头孢曲松,p 250 U/L)(89.3%)。结论:β -内酰胺类抗体无症状抗体率高(18.07%),严重溶血风险低(0.2%)。协议化监测和HLA筛选可优化安全性。这是第一个大规模的前瞻性队列研究,量化了未被充分认识的亚临床抗体形成的流行,挑战了传统的仅关注显性溶血的药物警戒框架。
{"title":"Incidence and Clinical Significance of Drug-Induced Antibodies and Hemolytic Anemia Associated With Beta-Lactam Antibiotics: A Prospective Cohort Study.","authors":"Li Wang, Lixin Wang, Zengzhen Wei, Chunyan Huang, Li Qin, Bin Tan","doi":"10.1002/pds.70259","DOIUrl":"10.1002/pds.70259","url":null,"abstract":"<p><strong>Background: </strong>Drug-induced immune hemolytic anemia (DIIHA), a rare complication of beta-lactams, lacks population-level data on subclinical antibody prevalence.</p><p><strong>Objective: </strong>To quantify drug-induced antibody incidence and hematologic impact in beta-lactam-treated patients.</p><p><strong>Methods: </strong>Prospective cohort of 4040 patients receiving ceftriaxone, piperacillin/trizobactam, piperacillin/sulbactam 2:1 and piperacillin/tazobactam at a Chinese tertiary hospital (2020.1-2020.9). Antibodies were detected via immunoadsorption assays. The primary outcomes were changes in hemoglobin, bilirubin, and lactate dehydrogenase (LDH) levels.</p><p><strong>Results: </strong>Antibody positivity occurred in 18.07% (730/4040), highest with piperacillin/sulbactam 2:1 (24.02% vs. 0.43% Ceftriaxone, p < 0.001). Seropositive patients had a significant hemoglobin decline (Δ = -5.00 g/L, 95% CI -6.2 to -3.8) and bilirubin elevation (Δ = +0.95 μmol/L, 95% CI +0.4 to +1.5), but only 0.2% (2/730) progressed to severe anemia. Subclinical hemolysis (LDH > 250 U/L) was prevalent (89.3%).</p><p><strong>Conclusion: </strong>Beta-lactams exhibit high asymptomatic antibody rates (18.07%) with minimal severe hemolysis risk (0.2%). Protocolized monitoring and HLA screening may optimize safety. This first large-scale prospective cohort quantifies the underrecognized epidemic of subclinical antibody formation, challenging traditional pharmacovigilance frameworks that focus solely on overt hemolysis.</p>","PeriodicalId":19782,"journal":{"name":"Pharmacoepidemiology and Drug Safety","volume":"35 2","pages":"e70259"},"PeriodicalIF":2.4,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146106436","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
Evaluating Data Quality by Proxy: Can We Evaluate All Dimensions of the European Medicines Agency Data Quality Framework for Registry-Based Post-Authorization Safety Studies? 通过代理评估数据质量:我们可以评估基于注册的授权后安全性研究的欧洲药品管理局数据质量框架的所有维度吗?
IF 2.4 4区 医学 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2026-02-01 DOI: 10.1002/pds.70296
Pamela Dobay, Meritxell Sabidó

Purpose: An increasing number of studies based on secondary data use, including registry-based studies, have been initiated to address post-authorization regulatory commitments. We map differences across tools used in data quality (DQ) assessments, including those embedded in fitness-for-purpose (FFP) assessments, and describe their strengths and limitations for use in DQ assessments of registries considered for use in post-approval safety studies (PASS). We focus on the use case where marketing authorization holders (MAHs) cannot directly analyze patient-level data. Furthermore, we propose complementary measures to improve DQ assessment, including a set of data quality indicators (DQIs).

Methods: We analyzed the extent to which the selected tools used in registry assessments address DQ dimensions and metrics defined in the European Medicines Agency-DQ Framework (EMA-DQF). We specifically considered the use case where DQ assessment was purely based on registry documentation and qualitative due to data access restrictions.

Results: None of the tools covered all DQ dimensions and metrics; they had limited utility for evaluating extensiveness (i.e., completeness and coverage), semantic coherence, and reliability (i.e., accuracy and plausibility). Furthermore, some supporting document requirements were more useful than others. For example, the data dictionary is useful for evaluating precision and structural coherence. In contrast, publications have limited utility in DQ assessment.

Conclusions: We propose a set of consistent definitions of information requirements and quantitative DQIs that complement existing tools that can be used for evaluating DQ throughout the registry-based PASS lifecycle. If DQIs cannot be evaluated during the preparation of the PASS protocol, uncertainties and their potential impact on the study results need to be acknowledged in the relevant study documents. Additionally, scenario mapping for the removal or replacement of registries with insufficient DQ after PASS initiation is needed.

目的:越来越多的基于二手数据使用的研究,包括基于注册的研究,已经开始解决授权后的监管承诺。我们绘制了数据质量(DQ)评估中使用的工具之间的差异,包括嵌入在目的适应度(FFP)评估中的工具,并描述了它们在考虑用于批准后安全性研究(PASS)的注册中心DQ评估中使用的优势和局限性。我们重点关注营销授权持有人(mah)无法直接分析患者级数据的用例。此外,我们提出了完善DQ评估的补充措施,包括一套数据质量指标(dqi)。方法:我们分析了注册评估中使用的选择工具在多大程度上解决了欧洲药品管理局-DQ框架(EMA-DQF)中定义的DQ维度和指标。我们特别考虑了DQ评估纯粹基于注册表文档和由于数据访问限制而定性的用例。结果:没有一个工具涵盖所有的DQ维度和指标;它们在评估广泛性(即完整性和覆盖范围)、语义一致性和可靠性(即准确性和合理性)方面的效用有限。此外,一些支持文档需求比其他需求更有用。例如,数据字典对于评估精度和结构一致性很有用。相比之下,出版物在DQ评估中的效用有限。结论:我们提出了一组一致的信息需求定义和定量dqi,以补充现有的工具,这些工具可用于在基于注册表的PASS生命周期中评估DQ。如果在PASS方案的准备过程中无法对dqi进行评估,则需要在相关研究文件中承认不确定性及其对研究结果的潜在影响。此外,还需要进行场景映射,以便在PASS启动后删除或替换DQ不足的注册中心。
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引用次数: 0
Performance of the Self-Controlled Case Series for Drug Safety Signal Detection: A Multi-Database Study. 药物安全信号检测的自控案例系列的性能:一个多数据库研究。
IF 2.4 4区 医学 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2026-02-01 DOI: 10.1002/pds.70298
Astrid Coste, Angel Y S Wong, Francois Haguinet, Andrew Bate, Ian J Douglas

Background: Differences in performance of the Self-Controlled Case Series (SCCS) for signal detection have been reported across different databases. However, there has been limited comparative analysis of performance and it remains unknown whether combinations of databases could enable more effective signal detection.

Objectives: This study aims to compare the performance of the SCCS for signal detection across several data sources, and to determine whether combinations of databases can improve SCCS performance.

Methods: We applied the SCCS to macrolides and fluoroquinolone antibiotics, in four databases: Merative MarketScan Commercial Claims and Medicare, the Clinical Practice Research Datalink (CPRD) Aurum and the Système National des Données de Santé. 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. The observation period lasted 2 years, with a 30-day risk-window after each dispensing. Diagnostic performance was measured using sensitivity, specificity and area under the receiver operating curve (AUC) with respect to the product labels, both for individual and combinations of databases.

Results: The sensitivity of the SCCS ranged from 0.57-0.89 across individual databases, and the specificity from 0.43-0.77 when limited to drug-outcome pairs sufficiently powered. The combination of all databases achieved the maximum sensitivity of 0.89 (0.41 specificity) for the full reference set, and a sensitivity of 1 (0.35 specificity) for drug outcome pairs with enough power. Whilst AUCs ranged from 0.66 to 0.71 across individual databases, the highest performing combination was CPRD plus MarketScan Commercial Claims (0.76 AUC).

Conclusions: Using a carefully designed reference set of drug-outcome pairs well suited to the study design, the SCCS performance varied substantially by database due to differences in population, reporting, healthcare and coding systems and prescribing patterns. Multi-database studies showed increased performance of SCCS for signal detection.

背景:在不同的数据库中已经报道了用于信号检测的自控病例系列(SCCS)的性能差异。然而,对性能的比较分析有限,并且仍然不清楚数据库的组合是否能够更有效地检测信号。目的:本研究旨在比较SCCS跨多个数据源进行信号检测的性能,并确定数据库组合是否可以提高SCCS的性能。方法:我们将SCCS应用于大环内酯类抗生素和氟喹诺酮类抗生素的四个数据库:Merative MarketScan商业索赔和医疗保险、临床实践研究数据链(CPRD) Aurum和国家医疗卫生系统(system National des donnsam)。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。观察期2年,每次配药后有30天的风险窗口期。诊断性能测量使用敏感性,特异性和受试者工作曲线下面积(AUC)相对于产品标签,无论是单独的和组合的数据库。结果:SCCS在单个数据库中的敏感性为0.57-0.89,在药物结局对中特异性为0.43-0.77。所有数据库的组合对完整参考集的最大灵敏度为0.89(特异性为0.41),对足够功率的药物结局对的灵敏度为1(特异性为0.35)。虽然各个数据库的AUC范围为0.66至0.71,但表现最好的组合是CPRD + MarketScan商业索赔(0.76 AUC)。结论:使用精心设计的非常适合研究设计的药物结局对参考集,由于人口、报告、医疗保健和编码系统以及处方模式的差异,SCCS的表现因数据库而有很大差异。多数据库研究表明,SCCS在信号检测方面的性能有所提高。
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引用次数: 0
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Pharmacoepidemiology and Drug Safety
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