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Time Series Methods to Assess the Impact of Regulatory Action: A Study of UK Primary Care and Hospital Data on the Use of Fluoroquinolones. 评估监管行动影响的时间序列方法:英国使用氟喹诺酮类药物的初级保健和医院数据研究》。
IF 2.4 4区 医学 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2024-10-01 DOI: 10.1002/pds.70022
Yuchen Guo, Berta Raventós, Martí Català, Leena Elhussein, Kim López-Güell, Eng Hooi Tan, Albert Prats-Uribe, Daniel Dedman, Wai Yi Man, Hezekiah Omulo, Antonella Delmestri, Jennifer C E Lane, Usama Rahman, Xavier L Griffin, Chuang Gao, Christian Cole, Patrick Batty, John Connelly, Helen Booth, Alison Cave, Katherine Donegan, Daniel Prieto-Alhambra, Edward Burn, Annika M Jödicke

Purpose: To illustrate the interest in using interrupted time series (ITS) methods, this study evaluated the impact of the UK MHRA's March 2019 Risk Minimisation Measures (RMM) on fluoroquinolone usage.

Methods: Monthly and quarterly fluoroquinolone use incidence rates from 2012 to 2022 were analysed across hospital care (Barts Health NHS Trust), primary care (Clinical Practice Research Datalink (CPRD) Aurum and CPRD GOLD), and linked records from both settings (East Scotland). Rates were stratified by age (19-59 and ≥ 60 years old). Seasonality-adjusted segmented regression and ARIMA models were employed to model quarterly and monthly rates, respectively.

Results: Post-RMM, with segmented regression, both age groups in Barts Health experienced nearly complete reductions (> 99%); CPRD Aurum saw 20.19% (19-59) and 19.29% ( $$ ge $$  60) reductions; no significant changes in CPRD GOLD; East Scotland had 45.43% (19-59) and 41.47% ( $$ ge $$  60) decreases. Slope analysis indicated increases for East Scotland (19-59) and both CPRD Aurum groups, but a decrease for CPRD GOLD's $$ ge $$  60; ARIMA detected significant step changes in CPRD GOLD not identified by segmented regression and noted a significant slope increase in Barts Health's 19-59 group. Both models showed no post-modelling autocorrelations across databases, yet Barts Health's residuals were non-normally distributed with non-constant variance.

Conclusions: Both segmented regression and ARIMA confirmed the reduction of fluoroquinolones use after RMM across four different UK primary care and hospital databases. Model diagnostics showed good performance in eliminating residual autocorrelation for both methods. However, diagnostics for hospital databases with low incident use revealed the presence of heteroscedasticity and non-normal white noise using both methods.

目的:为说明使用间断时间序列(ITS)方法的意义,本研究评估了英国 MHRA 2019 年 3 月的风险最小化措施(RMM)对氟喹诺酮类药物使用的影响:分析了 2012 年至 2022 年期间每月和每季度氟喹诺酮类药物的使用发生率,包括医院护理(Barts Health NHS Trust)、初级护理(Clinical Practice Research Datalink (CPRD) Aurum 和 CPRD GOLD)以及来自这两种环境的关联记录(东苏格兰)。发病率按年龄分层(19-59 岁和≥ 60 岁)。采用季节性调整的分段回归模型和ARIMA模型分别对季度和月度发病率进行建模:RMM后,通过分段回归,Barts Health的两个年龄组几乎完全下降(> 99%);CPRD Aurum下降了20.19%(19-59岁)和19.29%(≥ $ ge $ 60岁);CPRD GOLD无显著变化;东苏格兰下降了45.43%(19-59岁)和41.47%(≥ $ ge $ 60岁)。斜率分析表明,东苏格兰(19-59 岁)和 CPRD Aurum 两组的斜率均有所上升,但 CPRD GOLD ≥ $ ge $ 60 组的斜率有所下降;ARIMA 发现了分段回归未发现的 CPRD GOLD 的显著阶跃变化,并注意到 Barts Health 的 19-59 岁组的斜率显著上升。两个模型均未显示各数据库建模后的自相关性,但 Barts Health 的残差为非正态分布,方差不恒定:在英国四个不同的初级保健和医院数据库中,分段回归和ARIMA都证实了RMM后氟喹诺酮类药物使用的减少。模型诊断显示,这两种方法在消除残余自相关性方面表现良好。不过,对使用率较低的医院数据库进行诊断时发现,这两种方法都存在异方差和非正态白噪声。
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引用次数: 0
The Impact of Hormone Replacement Therapy on the Risk of Heart Failure in Postmenopausal Women: A Meta-Analysis of Clinical and Observational Studies. 激素替代疗法对绝经后妇女心力衰竭风险的影响:临床和观察性研究的元分析》。
IF 4.6 4区 医学 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2024-10-01 DOI: 10.1002/pds.70029
Mehmet Emin Arayici, Mustafa Eray Kilic, Mehmet Birhan Yilmaz

Purpose: The relationship between heart failure (HF) and hormone replacement therapy (HRT) in postmenopausal women remains unclear. This paper aimed to elucidate the association between HRT and HF outcomes in postmenopausal women by scrutinizing evidence from clinical trials and observational studies.

Methods: The meta-analysis was systematically executed following the PRISMA guidelines to include studies identified from the electronic databases, including PubMed, EMBASE, EBSCO, ICTRP, and NIH clinical trials. The primary endpoint of the effect comprised risk ratios (RR) for HF incidence and mortality, attended by 95% confidence intervals (CIs). The risk of bias was assessed employing the Cochrane Risk of Bias 2 (RoB2) tool for clinical trials and the Newcastle-Ottawa Scale (NOS) for observational studies.

Results: The search yielded a total of eight reports, originating from six individual studies, for inclusion in the current study, and 25 047 participants were included. The meta-analysis demonstrated no remarkable association between HRT and the incidence of HF in postmenopausal women (RR: 1.07, 95% CI: 0.91-1.25, p = 0.37). However, a significant reduction in all-cause mortality was observed among post-menopausal HF patients who received HRT (RR: 0.65, 95% CI: 0.49-0.87, p = 0.003). In age-related subgroup analyses, no significant change in the risk of HF was noticed among participants on HRT.

Conclusions: The findings of this paper demonstrate that HRT use is not associated with a significant increase in the risk of incident HF. This meta-analysis also suggests a benefit in all-cause mortality when HRT is administered to postmenopausal women with HF.

目的:绝经后妇女心力衰竭(HF)与激素替代疗法(HRT)之间的关系仍不清楚。本文旨在通过仔细研究来自临床试验和观察性研究的证据,阐明绝经后女性激素替代疗法与心力衰竭结果之间的关系:方法:按照 PRISMA 指南系统地进行了荟萃分析,纳入了从电子数据库(包括 PubMed、EMBASE、EBSCO、ICTRP 和 NIH 临床试验)中确定的研究。研究效果的主要终点包括心房颤动发病率和死亡率的风险比(RR),以及 95% 的置信区间(CI)。临床试验采用 Cochrane Risk of Bias 2 (RoB2) 工具评估偏倚风险,观察性研究采用纽卡斯尔-渥太华量表 (NOS) 评估偏倚风险:搜索结果显示,共有来自六项单独研究的八份报告被纳入本研究,25 047 名参与者被纳入本研究。荟萃分析表明,HRT 与绝经后妇女心房颤动发病率之间没有明显的关联(RR:1.07,95% CI:0.91-1.25,P = 0.37)。然而,在接受了 HRT 的绝经后高血压患者中,观察到全因死亡率明显降低(RR:0.65,95% CI:0.49-0.87,p = 0.003)。在与年龄相关的亚组分析中,接受HRT的参与者患高血压的风险没有明显变化:本文的研究结果表明,HRT 的使用与心房颤动发病风险的显著增加无关。这项荟萃分析还表明,对患有心房颤动的绝经后妇女使用心率变异治疗可降低全因死亡率。
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引用次数: 0
Keep Your Guard Up: The Potential Impact of Drug Shortages on Pharmacoepidemiological Studies. 提高警惕:药品短缺对药物流行病学研究的潜在影响》。
IF 2.4 4区 医学 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2024-10-01 DOI: 10.1002/pds.70035
Araniy Santhireswaran, Emma Bjørk, Hanin Harbi, Mina Tadrous, Anton Pottegård
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引用次数: 0
Identifying Patients With Primary Biliary Cholangitis and Cirrhosis Using Administrative Data in a National Cohort. 利用全国队列中的管理数据识别原发性胆汁性胆管炎和肝硬化患者。
IF 4.6 4区 医学 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2024-10-01 DOI: 10.1002/pds.70013
Binu V John, Dustin Bastaich, Bassam Dahman

Background: The accuracy of administrative codes to capture patients with both primary biliary cholangitis (PBC) and cirrhosis could be challenging because of the potential for incorrect coding due to the old nomenclature "Primary Biliary Cirrhosis." Therefore, the aim of this study was to examine the positive predictive value (PPV) of International Classification of Diseases (ICD) codes for PBC and cirrhosis.

Methods: This was a retrospective cohort study using data from the VA Corporate Data Warehouse. Eligibility criteria included adult patients diagnosed to have PBC and cirrhosis based on one inpatient or two outpatient ICD 9 or 10 codes, and were validated against chart review of each participant.

Results: We identified 1408 patients who were found to have ICD codes for both cirrhosis and PBC. The ICD 9/10 codes for PBC and cirrhosis had a PPV of 0.75 (95% CI 0.73-0.75) for cirrhosis, 0.75 for PBC (95% CI 0.73-0.78), and 0.52 (0.50-0.55) for PBC and cirrhosis. When portal hypertension was combined with ICD 9/10 codes, the PPV of cirrhosis improved to 0.92 (0.90-0.94), and that of PBC cirrhosis improved to 0.64 (0.60-0.67). By combining ICD 9/10 codes for portal hypertension and receipt of ursodeoxycholic acid (UDCA), the PPV for cirrhosis improved to 0.91 (0.88-0.94), PBC increased to 0.78 (0.74-0.82), and that for PBC cirrhosis to 0.69 (0.65-0.74).

Conclusions: In a large national cohort, the use of ICD 9/10 codes had modest reliability for identifying participants with PBC and cirrhosis. The PPV for cirrhosis can be improved by incorporating ICD 9/10 codes for portal hypertension with receipt of UDCA.

背景:由于旧术语 "原发性胆汁性肝硬化 "可能会导致编码错误,因此准确捕捉原发性胆汁性胆管炎(PBC)和肝硬化患者的管理编码具有挑战性。因此,本研究旨在检验国际疾病分类 (ICD) 代码对 PBC 和肝硬化的阳性预测值 (PPV):这是一项回顾性队列研究,使用的数据来自退伍军人事务部企业数据仓库。资格标准包括根据一个住院病人或两个门诊病人的 ICD 9 或 10 编码诊断为 PBC 和肝硬化的成年病人,并根据每位参与者的病历审查进行验证:结果:我们发现有 1408 名患者的 ICD 编码同时包含肝硬化和 PBC。PBC 和肝硬化的 ICD 9/10 编码对肝硬化的 PPV 值为 0.75(95% CI 0.73-0.75),对 PBC 的 PPV 值为 0.75(95% CI 0.73-0.78),对 PBC 和肝硬化的 PPV 值为 0.52(0.50-0.55)。当门脉高压与 ICD 9/10 编码相结合时,肝硬化的 PPV 提高到 0.92(0.90-0.94),PBC 肝硬化的 PPV 提高到 0.64(0.60-0.67)。通过合并门脉高压和接受熊去氧胆酸(UDCA)的 ICD 9/10 编码,肝硬化的 PPV 提高到 0.91(0.88-0.94),PBC 提高到 0.78(0.74-0.82),PBC 肝硬化的 PPV 提高到 0.69(0.65-0.74):结论:在一个大型全国队列中,使用 ICD 9/10 编码识别 PBC 和肝硬化患者的可靠性不高。通过将门静脉高压的 ICD 9/10 编码与接受 UDCA 的情况相结合,可以提高肝硬化的 PPV。
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引用次数: 0
Agreement of Medication Information Derived From EHR Data Compared to Medicare Insurance Claims: An Analysis of Biologic Disease-Modifying Antirheumatic Drugs. 从电子病历数据中得出的用药信息与医疗保险索赔的一致性:生物性疾病修饰抗风湿药分析。
IF 4.6 4区 医学 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2024-10-01 DOI: 10.1002/pds.70020
Jing Li, Rahaf Baker, Rachael Stovall, Jeffrey R Curtis, Fenglong Xie, Jinoos Yazdany, Gabriela Schmajuk

Purpose: Few studies have reported the agreement between medication information derived from ambulatory EHR data compared to administrative claims for high-cost specialty drugs. We used data from a national EHR-enabled registry, the Rheumatology Informatics System for Effectiveness (RISE), with linked Medicare claims in a population of patients with rheumatoid arthritis (RA) to investigate variations in agreement for different biologic disease-modifying agents (bDMARDs) between two data sources (RISE EHR data vs. Medicare claims), categorized by drug, route of administration, and patient insurance factors (dual eligibility).

Methods: Patients ≥ 65 years old, with ≥ 2 visits in RISE with RA ICD codes ≥ 30 days apart, and continuous enrollment in Medicare Parts B and D in 2017-2018 were included. We classified patients as bDMARD users or nonusers in Medicare claims or EHR data in 2018, and we calculated sensitivity, specificity, positive predicted value (PPV), and negative predicted value (NPV) of EHR data for identifying bDMARD users, using Medicare as the reference standard. We also calculated these metrics after stratifying by clinic-administered (Part B) versus. pharmacy-dispensed (Part D) bDMARDs and by patient dual-eligibility.

Results: A total of 26 097 patients were included in the study. Using Medicare claims as the reference standard, EHR data had a sensitivity of 75.0%-90.8% for identifying patients with the same medication and route. PPV for Part B bDMARDs was higher compared with Part D bDMARDs (range 94.3%-97.3% vs. 51.0%-69.6%). We observed higher PPVs for Part D bDMARDs among patients who were dual-eligible (range 82.4%-95.1%).

Conclusion: The risk of misclassification of drug exposure based on EHR data sources alone is small for Medicare Part B bDMARDs but could be as high as 50% for Part D bDMARDs, in particular for patients who are not dually eligible for Medicare and Medicaid.

目的:很少有研究报告了门诊电子病历数据与高成本专科药物的行政报销单之间的用药信息一致性。我们利用全国性电子病历登记系统(RISE)的数据以及类风湿关节炎(RA)患者的医疗保险报销单,研究了两种数据源(RISE 电子病历数据与医疗保险报销单对比)之间不同生物药物(bDMARDs)的一致性差异,并按药物、给药途径和患者保险因素(双重资格)进行了分类:纳入年龄≥ 65 岁、在 RISE 中就诊次数≥ 2 次且 RA ICD 编码间隔≥ 30 天、2017-2018 年连续参加医疗保险 B 部分和 D 部分的患者。我们将 2018 年医保报销或 EHR 数据中的患者分为 bDMARD 使用者和非使用者,并以医保为参考标准,计算了 EHR 数据用于识别 bDMARD 使用者的灵敏度、特异性、阳性预测值 (PPV) 和阴性预测值 (NPV)。我们还根据诊所给药(B 部分)与药房配药(D 部分)以及患者的双重资格对这些指标进行了分层计算:研究共纳入了 26 097 名患者。以医疗保险报销单为参考标准,电子病历数据在识别使用相同药物和途径的患者方面的灵敏度为 75.0%-90.8%。与 D 部分 bDMARDs 相比,B 部分 bDMARDs 的 PPV 更高(范围为 94.3%-97.3% vs. 51.0%-69.6%)。我们观察到,符合双重资格的患者使用 D 部分 bDMARDs 的 PPV 值更高(范围为 82.4%-95.1%):结论:仅根据电子病历数据源对药物暴露进行错误分类的风险对于医保 B 部分的 bDMARDs 来说很小,但对于 D 部分的 bDMARDs 来说可能高达 50%,特别是对于不同时符合医保和医保的患者。
{"title":"Agreement of Medication Information Derived From EHR Data Compared to Medicare Insurance Claims: An Analysis of Biologic Disease-Modifying Antirheumatic Drugs.","authors":"Jing Li, Rahaf Baker, Rachael Stovall, Jeffrey R Curtis, Fenglong Xie, Jinoos Yazdany, Gabriela Schmajuk","doi":"10.1002/pds.70020","DOIUrl":"10.1002/pds.70020","url":null,"abstract":"<p><strong>Purpose: </strong>Few studies have reported the agreement between medication information derived from ambulatory EHR data compared to administrative claims for high-cost specialty drugs. We used data from a national EHR-enabled registry, the Rheumatology Informatics System for Effectiveness (RISE), with linked Medicare claims in a population of patients with rheumatoid arthritis (RA) to investigate variations in agreement for different biologic disease-modifying agents (bDMARDs) between two data sources (RISE EHR data vs. Medicare claims), categorized by drug, route of administration, and patient insurance factors (dual eligibility).</p><p><strong>Methods: </strong>Patients ≥ 65 years old, with ≥ 2 visits in RISE with RA ICD codes ≥ 30 days apart, and continuous enrollment in Medicare Parts B and D in 2017-2018 were included. We classified patients as bDMARD users or nonusers in Medicare claims or EHR data in 2018, and we calculated sensitivity, specificity, positive predicted value (PPV), and negative predicted value (NPV) of EHR data for identifying bDMARD users, using Medicare as the reference standard. We also calculated these metrics after stratifying by clinic-administered (Part B) versus. pharmacy-dispensed (Part D) bDMARDs and by patient dual-eligibility.</p><p><strong>Results: </strong>A total of 26 097 patients were included in the study. Using Medicare claims as the reference standard, EHR data had a sensitivity of 75.0%-90.8% for identifying patients with the same medication and route. PPV for Part B bDMARDs was higher compared with Part D bDMARDs (range 94.3%-97.3% vs. 51.0%-69.6%). We observed higher PPVs for Part D bDMARDs among patients who were dual-eligible (range 82.4%-95.1%).</p><p><strong>Conclusion: </strong>The risk of misclassification of drug exposure based on EHR data sources alone is small for Medicare Part B bDMARDs but could be as high as 50% for Part D bDMARDs, in particular for patients who are not dually eligible for Medicare and Medicaid.</p>","PeriodicalId":19782,"journal":{"name":"Pharmacoepidemiology and Drug Safety","volume":"33 10","pages":"e70020"},"PeriodicalIF":4.6,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11463724/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142392227","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
Benfluorex and Valvular Heart Disease. 苯氟雷司与瓣膜性心脏病
IF 4.6 4区 医学 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2024-10-01 DOI: 10.1002/pds.70017
Gilbert Kirkorian
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引用次数: 0
Use of Omalizumab for Pediatric Asthma After US Food and Drug Administration Expanded Indications. 奥马珠单抗在美国食品药品管理局扩大适应症后用于治疗小儿哮喘。
IF 4.6 4区 医学 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2024-10-01 DOI: 10.1002/pds.70009
Anjali D Deshmukh, Aaron S Kesselheim, Theodore Tsacogianis, Benjamin N Rome

Purpose: Research and regulatory approval for pediatric uses of prescription drugs often lag years after adult approvals, during which time substantial off-label use of medications in children can occur. We evaluated whether US Food and Drug Administration (FDA) regulatory actions affected the pediatric use of omalizumab, a biologic drug used to treat asthma.

Methods: In this serial cross-sectional study, we identified quarterly cohorts of children (0-18 years) with moderate-to-severe asthma within two large national claims databases of those with commercial insurance and Medicaid from 2003 to 2019. Using an interrupted time-series analysis, we fit segmented linear regression models to identify changes in the incidence of omalizumab use in 6-11-year-old children compared with 12-18-year-olds after two time points: (1) 2009Q3 when an FDA advisory committee voted against use for 6-11-year-old children and (2) 2016Q2 when FDA expanded omalizumab's labeling to include 6-11-year-old children.

Results: We identified 9298 new pediatric omalizumab users (84% Medicaid). Among 6-11-year-old children, the incidence of omalizumab use did not change following the FDA's initial review of evidence in 2009 and increased after 2016 Q2 FDA approval for this age group in both Medicaid (58 per 100 000 children with asthma, 95% confidence interval [CI] 27-89, p < 0.001) and commercial insurance (57 per 100 000, 95% CI 21-94, p = 0.003) compared with 12-18-year-old children.

Conclusions: The use of omalizumab among asthmatic children aged 6-11 years remained steady after FDA advisory committee concerns in 2009 and increased after FDA expanded the indication to include this population in 2016. Additional market incentives may help to ensure the timely generation of evidence and regulatory approval of medications for children.

目的:处方药儿科用药的研究和监管审批往往滞后于成人用药多年,在此期间可能会出现大量儿童标示外用药。我们评估了美国食品和药物管理局(FDA)的监管措施是否影响了奥马珠单抗(一种用于治疗哮喘的生物药)在儿科的使用:在这项连续横断面研究中,我们在 2003 年至 2019 年期间的两个大型全国性报销数据库中确定了患有中度至重度哮喘的儿童(0-18 岁)的季度队列,这两个数据库包括商业保险和医疗补助。通过间断时间序列分析,我们拟合了分段线性回归模型,以确定与 12-18 岁儿童相比,6-11 岁儿童使用奥马珠单抗的发生率在两个时间点之后的变化情况:(1) 2009 年第三季度,当时 FDA 咨询委员会投票反对 6-11 岁儿童使用奥马珠单抗;(2) 2016 年第二季度,当时 FDA 扩大了奥马珠单抗的标签范围,将 6-11 岁儿童纳入其中:我们发现了 9298 名儿童奥马珠单抗新用户(84% 为医疗补助用户)。在 6-11 岁的儿童中,奥马珠单抗的使用率在 2009 年 FDA 对证据进行初步审查后没有变化,而在 2016 年第二季度 FDA 批准该年龄段的儿童使用奥马珠单抗后,该年龄段的儿童使用奥马珠单抗的比例在医疗补助(每 10 万名哮喘儿童中有 58 人使用,95% 置信区间 [CI] 为 27-89,P奥马珠单抗在 6-11 岁哮喘儿童中的使用量在 2009 年 FDA 咨询委员会关注后保持稳定,在 2016 年 FDA 将适应症扩大到这一人群后有所增加。额外的市场激励措施可能有助于确保及时产生证据和监管部门批准儿童用药。
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引用次数: 0
The FDA Sentinel Real World Evidence Data Enterprise (RWE-DE). FDA 哨兵真实世界证据数据企业 (RWE-DE)。
IF 4.6 4区 医学 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2024-10-01 DOI: 10.1002/pds.70028
Rishi J Desai, Keith Marsolo, Joshua Smith, David Carrell, Robert Penfold, Haritha S Pillai, Joyce Lii, Kerry Ngan, Robert Winter, Margaret Adgent, Arvind Ramaprasan, Meighan Rogers Driscoll, Daniel Scarnecchia, Daniel Kiernan, Christine Draper, Jennifer G Lyons, Anjum Khurshid, Judith C Maro, Ruth Zimmerman, Jeffrey Brown, Patricia Bright, José J Hernández-Muñoz, Michael E Matheny, Sebastian Schneeweiss

Purpose: The US Food and Drug Administration's Sentinel Innovation Center aimed to establish a query-ready, quality-checked distributed data network containing electronic health records (EHRs) linked with insurance claims data for at least 10 million individuals to expand the utility of real-world data for regulatory decision-making.

Methods: In this report, we describe the resulting network, the Real-World Evidence Data Enterprise (RWE-DE), including data from two commercial EHR-claims linked assets collectively termed the Commercial Network covering 21 million lives, and four academic partner institutions collectively termed the Development Network covering 4.5 million lives.

Results: We discuss provenance and completeness of the data converted in the Sentinel Common Data Model (SCDM), describe patient populations, and report on EHR-claims linkage characterization for all contributing data sources. Further, we introduce a standardized process to store free-text notes in the Development Network for efficient retrieval as needed.

Conclusions: Finally, we outline typical use cases for the RWE-DE where it can broaden the reach of the types of questions that can be addressed by the Sentinel system.

目的:美国食品和药物管理局哨兵创新中心旨在建立一个随时可查询、经过质量检查的分布式数据网络,该网络包含与保险理赔数据相连的电子健康记录(EHR),涉及至少 1000 万人,以扩大真实世界数据在监管决策中的效用:在本报告中,我们描述了由此产生的网络--真实世界证据数据企业(RWE-DE),包括来自两个商业电子病历-理赔链接资产(统称为商业网络)和四个学术伙伴机构(统称为开发网络)的数据,前者涵盖 2100 万条生命,后者涵盖 450 万条生命:结果:我们讨论了在哨兵通用数据模型(SCDM)中转换的数据的出处和完整性,描述了患者群体,并报告了所有贡献数据源的电子病历-索赔链接特征。此外,我们还介绍了在开发网络中存储自由文本注释的标准化流程,以便在需要时进行有效检索:最后,我们概述了 RWE-DE 的典型用例,在这些用例中,RWE-DE 可以扩大哨兵系统所能解决的问题类型的范围。
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引用次数: 0
Validation Assessment of Privacy-Preserving Synthetic Electronic Health Record Data: Comparison of Original Versus Synthetic Data on Real-World COVID-19 Vaccine Effectiveness. 隐私保护合成电子健康记录数据的验证评估:原始数据与合成数据对真实世界 COVID-19 疫苗有效性的比较。
IF 4.6 4区 医学 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2024-10-01 DOI: 10.1002/pds.70019
Echo Wang, Katrina Mott, Hongtao Zhang, Sivan Gazit, Gabriel Chodick, Mehmet Burcu

Purpose: To assess the validity of privacy-preserving synthetic data by comparing results from synthetic versus original EHR data analysis.

Methods: A published retrospective cohort study on real-world effectiveness of COVID-19 vaccines by Maccabi Healthcare Services in Israel was replicated using synthetic data generated from the same source, and the results were compared between synthetic versus original datasets. The endpoints included COVID-19 infection, symptomatic COVID-19 infection and hospitalization due to infection and were also assessed in several demographic and clinical subgroups. In comparing synthetic versus original data estimates, several metrices were utilized: standardized mean differences (SMD), decision agreement, estimate agreement, confidence interval overlap, and Wald test. Synthetic data were generated five times to assess the stability of results.

Results: The distribution of demographic and clinical characteristics demonstrated very small difference (< 0.01 SMD). In the comparison of vaccine effectiveness assessed in relative risk reduction between synthetic versus original data, there was a 100% decision agreement, 100% estimate agreement, and a high level of confidence interval overlap (88.7%-99.7%) in all five replicates across all subgroups. Similar findings were achieved in the assessment of vaccine effectiveness against symptomatic COVID-19 Infection. In the comparison of hazard ratios for COVID 19-related hospitalization and odds ratio for symptomatic COVID-19 Infection, the Wald tests suggested no significant difference between respective effect estimates in all five replicates for all patient subgroups but there were disagreements in estimate and decision metrices in some subgroups and replicates.

Conclusions: Overall, comparison of synthetic versus original real-world data demonstrated good validity and reliability. Transparency on the process to generate high fidelity synthetic data and assurances of patient privacy are warranted.

目的:通过比较合成与原始电子病历数据分析的结果,评估保护隐私的合成数据的有效性:方法:使用同一来源的合成数据复制了以色列马卡比医疗保健服务公司发表的一项关于 COVID-19 疫苗实际效果的回顾性队列研究,并比较了合成数据集与原始数据集的结果。终点包括 COVID-19 感染、无症状 COVID-19 感染和感染导致的住院治疗,并对几个人口和临床亚组进行了评估。在比较合成数据与原始数据估计值时,使用了几种度量方法:标准化均值差异(SMD)、决策一致、估计值一致、置信区间重叠和 Wald 检验。合成数据共生成五次,以评估结果的稳定性:结果:人口统计学和临床特征的分布显示出非常小的差异:总体而言,合成数据与原始真实世界数据的比较显示出良好的有效性和可靠性。生成高保真合成数据的过程应该透明,并保证患者的隐私。
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引用次数: 0
Acarbose might be associated with reduced risk of gastric cancer in patients with diabetes mellitus: A nationwide population‐based cohort study 阿卡波糖可能与降低糖尿病患者罹患胃癌的风险有关:一项全国性人群队列研究
IF 2.6 4区 医学 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2024-09-18 DOI: 10.1002/pds.5762
Pili Chih‐Min Mao, Mei‐Ing Chung, Yao‐Min Hung, Hsiu‐Min Chen, Chien‐Liang Chen
BackgroundSeveral epidemiologic studies have revealed a higher risk of cancer in patients with diabetes mellitus (DM) relative to the general population. To investigate whether the use of acarbose was associated with higher/lower risk of new‐onset cancers.MethodWe conducted a retrospective cohort study, using a population‐based National Health Insurance Research Database of Taiwan. Both inpatients and outpatients with newly onset DM diagnosed between 2000 and 2012 were collected. The Adapted Diabetes Complications Severity Index (aDCSI) was used to adjust the severity of DM. The Cox proportional hazards regression model was used to estimate the hazard ratio (HR) of disease.ResultsA total of 22 502 patients with newly diagnosed DM were enrolled. The Cox proportional hazards regression model indicating acarbose was neutral for risk for gastroenterological malignancies, when compared to the acarbose non‐acarbose users group. However, when gastric cancer was focused, acarbose‐user group had significantly lowered HR than non‐acarbose users group (p = 0.003). After adjusted for age, sex, cancer‐related comorbidity, severity of DM, and co‐administered drugs, the HR of gastric cancer risk was 0.43 (95% CI = 0.25–0.74) for acarbose‐user patients.ConclusionThis long‐term population‐based study demonstrated that acarbose might be associated with lowered risk of new‐onset gastric cancer in diabetic patients after adjusting the severity of DM.
背景多项流行病学研究显示,与普通人群相比,糖尿病(DM)患者罹患癌症的风险更高。方法我们利用以人口为基础的台湾国民健康保险研究数据库进行了一项回顾性队列研究。我们收集了 2000 年至 2012 年期间确诊的新发糖尿病住院患者和门诊患者。采用糖尿病并发症严重程度指数(Adapted Diabetes Complications Severity Index,aDCSI)来调整糖尿病的严重程度。结果 共纳入 22 502 名新确诊的糖尿病患者。考克斯比例危险度回归模型显示,与阿卡波糖非使用者组相比,阿卡波糖对胃肠道恶性肿瘤的风险没有影响。然而,当重点关注胃癌时,阿卡波糖使用者组的 HR 明显低于非阿卡波糖使用者组(p = 0.003)。在对年龄、性别、癌症相关合并症、DM严重程度和合用药物进行调整后,阿卡波糖使用者的胃癌风险HR为0.43(95% CI = 0.25-0.74)。
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Pharmacoepidemiology and Drug Safety
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