基于保险和基于医院的数据库的结果事件覆盖范围的差异:日本糖尿病药物使用和心血管事件的方法学研究。

IF 4.8 2区 医学 Q1 PHARMACOLOGY & PHARMACY
Frontiers in Pharmacology Pub Date : 2025-09-16 eCollection Date: 2025-01-01 DOI:10.3389/fphar.2025.1642522
Takashi Ando, Tomoaki Hasegawa, Chieko Ishiguro, Jun Komiyama, Toshiki Kuno, Masao Iwagami
{"title":"基于保险和基于医院的数据库的结果事件覆盖范围的差异:日本糖尿病药物使用和心血管事件的方法学研究。","authors":"Takashi Ando, Tomoaki Hasegawa, Chieko Ishiguro, Jun Komiyama, Toshiki Kuno, Masao Iwagami","doi":"10.3389/fphar.2025.1642522","DOIUrl":null,"url":null,"abstract":"<p><strong>Introduction: </strong>In countries with unrestricted access to healthcare, such as Japan, patients may initiate a drug at a clinic or hospital and then may visit another hospital when outcome events occur. Theoretically, an insurance-based database can capture all outcomes, whereas a hospital-based database can only capture outcomes when patients visit that hospital. We examined the difference in outcome event coverage between insurance-based and hospital-based databases in Japan, and its impact on pharmacoepidemiology studies, using diabetes drug use and cardiovascular events as an example.</p><p><strong>Methods: </strong>Using the JMDC payer database, we identified new users of sodium-glucose cotransporter-2 (SGLT2) inhibitors or dipeptidyl peptidase-4 (DPP-4) inhibitors as the first choice of treatment for type 2 diabetes. Composite outcome was defined as the first hospitalization with a diagnosis of heart failure, stroke, or myocardial infarction. Among patients who initiated drug use at hospitals, we estimated the proportion of events captured in the same hospital among all events recorded in the insurance data. Subsequently, considering a hypothetical hospital-based database study (in which outcome events could only be captured in the same hospital), we estimated an adjusted hazard ratio (aHR) for SGLT2 <i>versus</i> DPP-4 inhibitors.</p><p><strong>Results: </strong>There were 72,556 and 39,214 new users of DPP-4 and SGLT2 inhibitors, respectively, with no history of cardiovascular events, including 18,325 and 9,478 who initiated treatments at hospitals, respectively. Among the 18,325 patients who initiated DPP-4 inhibitors, 195 events occurred, of which 94 (48%) could be captured in the same hospital. Among the 9,478 patients who initiated SGLT-2 inhibitors, 89 events occurred, of which 40 (45%) could be captured in the same hospital. The aHR (95% confidence interval) was 0.74 (0.49-1.12) in the hypothetical hospital-based database study, whereas it was 0.88 (0.64-1.21) in the insurance-based analysis. A sensitivity analysis restricted to hospitals in the Japanese Diagnosis Procedure Combination (DPC) system showed that the percentage exceeded 50% for both the composite and individual disease events.</p><p><strong>Discussion: </strong>This Japanese study revealed that nearly half (over half when restricted to DPC hospitals) of cardiovascular events were captured in the same hospital where the diabetes drug was initiated.</p>","PeriodicalId":12491,"journal":{"name":"Frontiers in Pharmacology","volume":"16 ","pages":"1642522"},"PeriodicalIF":4.8000,"publicationDate":"2025-09-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12486410/pdf/","citationCount":"0","resultStr":"{\"title\":\"Difference in outcome event coverage between insurance-based and hospital-based databases: a methodological study of diabetes drug use and cardiovascular events in Japan.\",\"authors\":\"Takashi Ando, Tomoaki Hasegawa, Chieko Ishiguro, Jun Komiyama, Toshiki Kuno, Masao Iwagami\",\"doi\":\"10.3389/fphar.2025.1642522\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Introduction: </strong>In countries with unrestricted access to healthcare, such as Japan, patients may initiate a drug at a clinic or hospital and then may visit another hospital when outcome events occur. Theoretically, an insurance-based database can capture all outcomes, whereas a hospital-based database can only capture outcomes when patients visit that hospital. We examined the difference in outcome event coverage between insurance-based and hospital-based databases in Japan, and its impact on pharmacoepidemiology studies, using diabetes drug use and cardiovascular events as an example.</p><p><strong>Methods: </strong>Using the JMDC payer database, we identified new users of sodium-glucose cotransporter-2 (SGLT2) inhibitors or dipeptidyl peptidase-4 (DPP-4) inhibitors as the first choice of treatment for type 2 diabetes. Composite outcome was defined as the first hospitalization with a diagnosis of heart failure, stroke, or myocardial infarction. Among patients who initiated drug use at hospitals, we estimated the proportion of events captured in the same hospital among all events recorded in the insurance data. Subsequently, considering a hypothetical hospital-based database study (in which outcome events could only be captured in the same hospital), we estimated an adjusted hazard ratio (aHR) for SGLT2 <i>versus</i> DPP-4 inhibitors.</p><p><strong>Results: </strong>There were 72,556 and 39,214 new users of DPP-4 and SGLT2 inhibitors, respectively, with no history of cardiovascular events, including 18,325 and 9,478 who initiated treatments at hospitals, respectively. Among the 18,325 patients who initiated DPP-4 inhibitors, 195 events occurred, of which 94 (48%) could be captured in the same hospital. Among the 9,478 patients who initiated SGLT-2 inhibitors, 89 events occurred, of which 40 (45%) could be captured in the same hospital. The aHR (95% confidence interval) was 0.74 (0.49-1.12) in the hypothetical hospital-based database study, whereas it was 0.88 (0.64-1.21) in the insurance-based analysis. A sensitivity analysis restricted to hospitals in the Japanese Diagnosis Procedure Combination (DPC) system showed that the percentage exceeded 50% for both the composite and individual disease events.</p><p><strong>Discussion: </strong>This Japanese study revealed that nearly half (over half when restricted to DPC hospitals) of cardiovascular events were captured in the same hospital where the diabetes drug was initiated.</p>\",\"PeriodicalId\":12491,\"journal\":{\"name\":\"Frontiers in Pharmacology\",\"volume\":\"16 \",\"pages\":\"1642522\"},\"PeriodicalIF\":4.8000,\"publicationDate\":\"2025-09-16\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12486410/pdf/\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Frontiers in Pharmacology\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.3389/fphar.2025.1642522\",\"RegionNum\":2,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"2025/1/1 0:00:00\",\"PubModel\":\"eCollection\",\"JCR\":\"Q1\",\"JCRName\":\"PHARMACOLOGY & PHARMACY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Frontiers in Pharmacology","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.3389/fphar.2025.1642522","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/1/1 0:00:00","PubModel":"eCollection","JCR":"Q1","JCRName":"PHARMACOLOGY & PHARMACY","Score":null,"Total":0}
引用次数: 0

摘要

简介:在诸如日本等不受限制获得医疗保健的国家,患者可在诊所或医院开始使用药物,然后在发生结果事件时可前往另一家医院。理论上,基于保险的数据库可以捕获所有结果,而基于医院的数据库只能捕获患者访问该医院时的结果。我们以糖尿病药物使用和心血管事件为例,研究了日本基于保险和基于医院的数据库之间结果事件覆盖率的差异及其对药物流行病学研究的影响。方法:使用JMDC付款人数据库,我们确定了钠-葡萄糖共转运蛋白-2 (SGLT2)抑制剂或二肽基肽酶-4 (DPP-4)抑制剂作为2型糖尿病治疗的首选的新用户。复合结局定义为诊断为心力衰竭、中风或心肌梗死的首次住院。在医院开始使用药物的患者中,我们估计了在同一家医院捕获的事件在保险数据中记录的所有事件中的比例。随后,考虑到一项假设的基于医院的数据库研究(其中只能在同一家医院捕获结果事件),我们估计了SGLT2与DPP-4抑制剂的调整风险比(aHR)。结果:DPP-4和SGLT2抑制剂的新使用者分别为72,556和39,214,无心血管事件史,其中分别有18,325和9,478人在医院开始治疗。在18,325例使用DPP-4抑制剂的患者中,发生了195例事件,其中94例(48%)在同一家医院发生。在使用SGLT-2抑制剂的9478例患者中,发生了89例事件,其中40例(45%)发生在同一家医院。在假设的基于医院的数据库研究中,aHR(95%置信区间)为0.74(0.49-1.12),而在基于保险的分析中,aHR为0.88(0.64-1.21)。日本诊断程序组合(DPC)系统中仅限于医院的敏感性分析显示,复合和个别疾病事件的百分比均超过50%。讨论:日本的这项研究显示,近一半的心血管事件(仅限于DPC医院时超过一半)发生在开始使用糖尿病药物的同一家医院。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Difference in outcome event coverage between insurance-based and hospital-based databases: a methodological study of diabetes drug use and cardiovascular events in Japan.

Introduction: In countries with unrestricted access to healthcare, such as Japan, patients may initiate a drug at a clinic or hospital and then may visit another hospital when outcome events occur. Theoretically, an insurance-based database can capture all outcomes, whereas a hospital-based database can only capture outcomes when patients visit that hospital. We examined the difference in outcome event coverage between insurance-based and hospital-based databases in Japan, and its impact on pharmacoepidemiology studies, using diabetes drug use and cardiovascular events as an example.

Methods: Using the JMDC payer database, we identified new users of sodium-glucose cotransporter-2 (SGLT2) inhibitors or dipeptidyl peptidase-4 (DPP-4) inhibitors as the first choice of treatment for type 2 diabetes. Composite outcome was defined as the first hospitalization with a diagnosis of heart failure, stroke, or myocardial infarction. Among patients who initiated drug use at hospitals, we estimated the proportion of events captured in the same hospital among all events recorded in the insurance data. Subsequently, considering a hypothetical hospital-based database study (in which outcome events could only be captured in the same hospital), we estimated an adjusted hazard ratio (aHR) for SGLT2 versus DPP-4 inhibitors.

Results: There were 72,556 and 39,214 new users of DPP-4 and SGLT2 inhibitors, respectively, with no history of cardiovascular events, including 18,325 and 9,478 who initiated treatments at hospitals, respectively. Among the 18,325 patients who initiated DPP-4 inhibitors, 195 events occurred, of which 94 (48%) could be captured in the same hospital. Among the 9,478 patients who initiated SGLT-2 inhibitors, 89 events occurred, of which 40 (45%) could be captured in the same hospital. The aHR (95% confidence interval) was 0.74 (0.49-1.12) in the hypothetical hospital-based database study, whereas it was 0.88 (0.64-1.21) in the insurance-based analysis. A sensitivity analysis restricted to hospitals in the Japanese Diagnosis Procedure Combination (DPC) system showed that the percentage exceeded 50% for both the composite and individual disease events.

Discussion: This Japanese study revealed that nearly half (over half when restricted to DPC hospitals) of cardiovascular events were captured in the same hospital where the diabetes drug was initiated.

求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
Frontiers in Pharmacology
Frontiers in Pharmacology PHARMACOLOGY & PHARMACY-
CiteScore
7.80
自引率
8.90%
发文量
5163
审稿时长
14 weeks
期刊介绍: Frontiers in Pharmacology is a leading journal in its field, publishing rigorously peer-reviewed research across disciplines, including basic and clinical pharmacology, medicinal chemistry, pharmacy and toxicology. Field Chief Editor Heike Wulff at UC Davis is supported by an outstanding Editorial Board of international researchers. This multidisciplinary open-access journal is at the forefront of disseminating and communicating scientific knowledge and impactful discoveries to researchers, academics, clinicians and the public worldwide.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信