Successful Linkage of Electronic Medical Records and National Health Data System in Type 2 Diabetes Research: Methodological Insights and Implications.

IF 2.4 4区 医学 Q3 PHARMACOLOGY & PHARMACY Pharmacoepidemiology and Drug Safety Pub Date : 2025-02-01 DOI:10.1002/pds.70095
Romane Le Goff, Sandrine Brice, Andrea Contini, Marjorie Boussac, Arnaud Souche, Fabien Belloc, Nicolas Coulombel, Cédric Collin, Amandine Gouverneur, Mathieu Molimard
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Abstract

Purpose: This study assesses success and methodological implications of linking IQVIA's Electronic Medical Records (EMR) of type 2 diabetes (T2D) patients with the National Health Data System (SNDS) database, a cornerstone process in healthcare research.

Methods: The OREOT cohort was constituted by T2D patients identified in the IQVIA EMR from 2014 to 2018 and linked indirectly to SNDS database. The EMR database contains clinical records from general practitioner consultations, representing ~2.8% of the French population and the SNDS claims database covers over 99% of the French population's healthcare activities. Linkage success was evaluated by the linkage rate. Baseline patients' characteristics were described for both linked and non-linked patients.

Results: Of the 291 408 T2D patients identified in the EMR, 244 656 (84%) were successfully linked. After technical data cleaning, 239 141 (82%) were finally linked. Linked and non-linked patients (n = 52,267) were aged 65 years and more frequently male (57% and 59%); half were obese, and most of comorbidities were consistent. Linked patients had more EMR consultations (median 32 vs 16), and more cardiovascular events (12% vs 7%) or chronic kidney disease (10% vs 7%).

Conclusions: The successful linkage of EMR and SNDS databases provides valuable insights for future research in T2D and other chronic diseases requiring clinical data. This study demonstrates the feasibility of such data alignments, particularly in patients with complex health profiles or extensive medical records, and linkage potential to enhance real-world research quality. Despite higher prevalence of baseline comorbidities among linked patients, patients' characteristics were consistent with French T2D population.

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2型糖尿病研究中电子病历与国家健康数据系统的成功联系:方法学见解与启示。
目的:本研究评估将IQVIA的2型糖尿病(T2D)患者的电子病历(EMR)与国家健康数据系统(SNDS)数据库(医疗保健研究的基石过程)连接起来的成功和方法学意义。方法:OREOT队列由2014年至2018年在IQVIA EMR中识别的t2dm患者组成,并间接连接到SNDS数据库。EMR数据库包含来自全科医生咨询的临床记录,约占法国人口的2.8%,SNDS索赔数据库涵盖法国人口医疗保健活动的99%以上。通过连锁率评价连锁成功。对相关和非相关患者的基线特征进行了描述。结果:在EMR中发现的291408例T2D患者中,246456例(84%)成功连接。经过技术数据清洗,最终连接了233141个(82%)。相关和非相关患者(n = 52,267)年龄为65岁,男性居多(57%和59%);一半是肥胖,大多数合并症是一致的。相关患者有更多的EMR咨询(中位数32对16),更多的心血管事件(12%对7%)或慢性肾脏疾病(10%对7%)。结论:EMR和SNDS数据库的成功对接,为未来T2D和其他需要临床数据的慢性疾病的研究提供了有价值的见解。本研究证明了这种数据对齐的可行性,特别是在具有复杂健康概况或大量医疗记录的患者中,以及提高现实世界研究质量的链接潜力。尽管相关患者的基线合并症患病率较高,但患者的特征与法国T2D人群一致。
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来源期刊
CiteScore
4.80
自引率
7.70%
发文量
173
审稿时长
3 months
期刊介绍: The aim of Pharmacoepidemiology and Drug Safety is to provide an international forum for the communication and evaluation of data, methods and opinion in the discipline of pharmacoepidemiology. The Journal publishes peer-reviewed reports of original research, invited reviews and a variety of guest editorials and commentaries embracing scientific, medical, statistical, legal and economic aspects of pharmacoepidemiology and post-marketing surveillance of drug safety. Appropriate material in these categories may also be considered for publication as a Brief Report. Particular areas of interest include: design, analysis, results, and interpretation of studies looking at the benefit or safety of specific pharmaceuticals, biologics, or medical devices, including studies in pharmacovigilance, postmarketing surveillance, pharmacoeconomics, patient safety, molecular pharmacoepidemiology, or any other study within the broad field of pharmacoepidemiology; comparative effectiveness research relating to pharmaceuticals, biologics, and medical devices. Comparative effectiveness research is the generation and synthesis of evidence that compares the benefits and harms of alternative methods to prevent, diagnose, treat, and monitor a clinical condition, as these methods are truly used in the real world; methodologic contributions of relevance to pharmacoepidemiology, whether original contributions, reviews of existing methods, or tutorials for how to apply the methods of pharmacoepidemiology; assessments of harm versus benefit in drug therapy; patterns of drug utilization; relationships between pharmacoepidemiology and the formulation and interpretation of regulatory guidelines; evaluations of risk management plans and programmes relating to pharmaceuticals, biologics and medical devices.
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