项目ECHO重访:倾向评分分析和HCV治疗结果

IF 2.6 Q2 GASTROENTEROLOGY & HEPATOLOGY Hepatic Medicine : Evidence and Research Pub Date : 2019-10-07 DOI:10.2147/HMER.S212855
K. Page, F. Qeadan, C. Qualls, K. Thornton, Sanjeev Arora
{"title":"项目ECHO重访:倾向评分分析和HCV治疗结果","authors":"K. Page, F. Qeadan, C. Qualls, K. Thornton, Sanjeev Arora","doi":"10.2147/HMER.S212855","DOIUrl":null,"url":null,"abstract":"Abstract Propensity score analysis is a statistical approach to reduce bias often present in non-randomized observational studies. In this paper we use this method to re-analyze data from a study that assessed whether patients receiving HCV treatment from providers in Project ECHO had different clinical outcomes than patients treated by specialists from an academic medical center (UNM HCV clinic) but in which treatment assignment was not randomized. We modeled the best estimated probability of treatment assignment, and then assess differences overall SVR and SVR in patients with genotype 1 infection by treatment arm using Stabilized Inverse Probability of Treatment Weights (SIPTW). Results show that after adjustment for SIPTW, HCV treatment outcomes were significantly better for the ECHO patients compared to the UNM HCV clinic patients. Higher proportions of patients treated by primary care providers achieved SVR and SVR with genotype 1 compared to those treated at UNM HCV clinic with 15.1% and 16.3% absolute differences, respectively. These results indicate that previously published results (showing no differences) were biased, and resulted in an underestimation of the treatment effect of ECHO on HCV treatment.","PeriodicalId":12917,"journal":{"name":"Hepatic Medicine : Evidence and Research","volume":null,"pages":null},"PeriodicalIF":2.6000,"publicationDate":"2019-10-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.2147/HMER.S212855","citationCount":"4","resultStr":"{\"title\":\"Project ECHO Revisited: Propensity Score Analysis And HCV Treatment Outcomes\",\"authors\":\"K. Page, F. Qeadan, C. Qualls, K. Thornton, Sanjeev Arora\",\"doi\":\"10.2147/HMER.S212855\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Abstract Propensity score analysis is a statistical approach to reduce bias often present in non-randomized observational studies. In this paper we use this method to re-analyze data from a study that assessed whether patients receiving HCV treatment from providers in Project ECHO had different clinical outcomes than patients treated by specialists from an academic medical center (UNM HCV clinic) but in which treatment assignment was not randomized. We modeled the best estimated probability of treatment assignment, and then assess differences overall SVR and SVR in patients with genotype 1 infection by treatment arm using Stabilized Inverse Probability of Treatment Weights (SIPTW). Results show that after adjustment for SIPTW, HCV treatment outcomes were significantly better for the ECHO patients compared to the UNM HCV clinic patients. Higher proportions of patients treated by primary care providers achieved SVR and SVR with genotype 1 compared to those treated at UNM HCV clinic with 15.1% and 16.3% absolute differences, respectively. These results indicate that previously published results (showing no differences) were biased, and resulted in an underestimation of the treatment effect of ECHO on HCV treatment.\",\"PeriodicalId\":12917,\"journal\":{\"name\":\"Hepatic Medicine : Evidence and Research\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":2.6000,\"publicationDate\":\"2019-10-07\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://sci-hub-pdf.com/10.2147/HMER.S212855\",\"citationCount\":\"4\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Hepatic Medicine : Evidence and Research\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.2147/HMER.S212855\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"GASTROENTEROLOGY & HEPATOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Hepatic Medicine : Evidence and Research","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.2147/HMER.S212855","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"GASTROENTEROLOGY & HEPATOLOGY","Score":null,"Total":0}
引用次数: 4

摘要

倾向评分分析是一种减少非随机观察性研究中经常出现的偏倚的统计方法。在本文中,我们使用这种方法重新分析了一项研究的数据,该研究评估了接受ECHO项目提供者治疗的HCV患者与接受学术医疗中心(UNM HCV诊所)专家治疗的患者的临床结果是否不同,但治疗分配不是随机的。我们建立了治疗分配的最佳估计概率模型,然后使用稳定的治疗权重逆概率(SIPTW)评估治疗组基因1型感染患者的总体SVR和SVR的差异。结果显示,经SIPTW校正后,ECHO患者的HCV治疗结果明显优于UNM HCV临床患者。与UNM HCV诊所治疗的患者相比,初级保健提供者治疗的患者达到基因型1的SVR和SVR的比例更高,绝对差异分别为15.1%和16.3%。这些结果表明,先前发表的结果(没有显示差异)是有偏差的,并且导致低估了ECHO对HCV治疗的治疗效果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
Project ECHO Revisited: Propensity Score Analysis And HCV Treatment Outcomes
Abstract Propensity score analysis is a statistical approach to reduce bias often present in non-randomized observational studies. In this paper we use this method to re-analyze data from a study that assessed whether patients receiving HCV treatment from providers in Project ECHO had different clinical outcomes than patients treated by specialists from an academic medical center (UNM HCV clinic) but in which treatment assignment was not randomized. We modeled the best estimated probability of treatment assignment, and then assess differences overall SVR and SVR in patients with genotype 1 infection by treatment arm using Stabilized Inverse Probability of Treatment Weights (SIPTW). Results show that after adjustment for SIPTW, HCV treatment outcomes were significantly better for the ECHO patients compared to the UNM HCV clinic patients. Higher proportions of patients treated by primary care providers achieved SVR and SVR with genotype 1 compared to those treated at UNM HCV clinic with 15.1% and 16.3% absolute differences, respectively. These results indicate that previously published results (showing no differences) were biased, and resulted in an underestimation of the treatment effect of ECHO on HCV treatment.
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
Hepatic Medicine : Evidence and Research
Hepatic Medicine : Evidence and Research GASTROENTEROLOGY & HEPATOLOGY-
自引率
0.00%
发文量
15
审稿时长
16 weeks
期刊介绍: Hepatic Medicine: Evidence and Research is an international, peer-reviewed, open access, online journal. Publishing original research, reports, editorials, reviews and commentaries on all aspects of adult and pediatric hepatology in the clinic and laboratory including the following topics: Pathology, pathophysiology of hepatic disease Investigation and treatment of hepatic disease Pharmacology of drugs used for the treatment of hepatic disease Although the main focus of the journal is to publish research and clinical results in humans; preclinical, animal and in vitro studies will be published where they will shed light on disease processes and potential new therapies. Issues of patient safety and quality of care will also be considered. As of 1st April 2019, Hepatic Medicine: Evidence and Research will no longer consider meta-analyses for publication.
期刊最新文献
Highlighting Hepatopulmonary Syndrome: An Important Consideration in Decompensated Cirrhosis [Letter]. Direct Ingestion of Oxidized Red Blood Cells (Efferocytosis) by Hepatocytes. Retrospective Database Analysis of Liver-Related Clinical Events in Adult and Pediatric Patients with Alpha-1 Antitrypsin Deficiency in the United States. Synchronous Double Primary Tumors of Liver (Small Cell Neuroendocrine Carcinoma and Hepatocellular carcinoma): A Case Report Chimeric Livers: Interspecies Blastocyst Complementation and Xenotransplantation for End-Stage Liver Disease.
×
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
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 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 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1