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罕见部位血栓性血小板减少综合征(TTS)算法的开发与验证

Development and Validation of an Algorithm for Thrombosis with Thrombocytopenia Syndrome (TTS) at Unusual Sites.

作者信息

Hobbi Shayan, Saunders-Hastings Patrick, Zhou Cindy Ke, Beers Jeffrey, Srikrishnan Ananth, Hettinger Aaron, Shenoy Aarthi, Burrell Timothy, Moll Keran, Lloyd Patricia C, Anderson Steven A, Shoaibi Azadeh, Wong Hui-Lee

机构信息

IBM Consulting, Bethesda, MD, USA.

Accenture Federal Services, Arlington, VA, USA.

出版信息

Int J Gen Med. 2023 Jun 15;16:2461-2467. doi: 10.2147/IJGM.S407683. eCollection 2023.

Abstract

INTRODUCTION

Thrombosis with thrombocytopenia syndrome (TTS) has been reported following receipt of adenoviral vector-based COVID-19 vaccines. However, no validation studies evaluating the accuracy of International Classification of Diseases-10-Clinical Modification (ICD-10-CM)-based algorithm for unusual site TTS are available in the published literature.

METHODS

The purpose of this study was to assess the performance of clinical coding to 1) leverage literature review and clinical input to develop an ICD-10-CM-based algorithm to identify unusual site TTS as a composite outcome and 2) validate the algorithm against the Brighton Collaboration's interim case definition using laboratory, pathology, and imaging reports in an academic health network electronic health record (EHR) within the US Food and Drug Administration (FDA) Biologics Effectiveness and Safety (BEST) Initiative. Validation of up to 50 cases per thrombosis site was conducted, with positive predictive values (PPV) and 95% confidence intervals (95% CI) calculated using pathology or imaging results as the gold standard.

RESULTS

The algorithm identified 278 unusual site TTS cases, of which 117 (42.1%) were selected for validation. In both the algorithm-identified and validation cohorts, over 60% of patients were 56 years or older. The positive predictive value (PPV) for unusual site TTS was 76.1% (95% CI 67.2-83.2%) and at least 80% for all but one individual thrombosis diagnosis code. PPV for thrombocytopenia was 98.3% (95% CI 92.1-99.5%).

DISCUSSION

This study represents the first report of a validated ICD-10-CM-based algorithm for unusual site TTS. A validation effort found that the algorithm performed at an intermediate-to-high PPV, suggesting that the algorithm can be used in observational studies including active surveillance of COVID-19 vaccines and other medical products.

摘要

引言

在接种基于腺病毒载体的新冠疫苗后,已报告出现血栓形成伴血小板减少综合征(TTS)。然而,已发表的文献中没有评估基于国际疾病分类第十版临床修订本(ICD-10-CM)的算法用于不常见部位TTS准确性的验证研究。

方法

本研究的目的是评估临床编码的性能,以1)利用文献综述和临床意见制定基于ICD-10-CM的算法,将不常见部位TTS识别为复合结局,以及2)在美国食品药品监督管理局(FDA)生物制品有效性和安全性(BEST)倡议下的学术健康网络电子健康记录(EHR)中,使用实验室、病理学和影像学报告,对照布莱顿协作组织的临时病例定义验证该算法。对每个血栓形成部位最多50例病例进行验证,以病理学或影像学结果作为金标准计算阳性预测值(PPV)和95%置信区间(95%CI)。

结果

该算法识别出278例不常见部位TTS病例,其中117例(42.1%)被选入验证组。在算法识别组和验证组中,超过60%的患者年龄在56岁及以上。不常见部位TTS的阳性预测值(PPV)为76.1%(95%CI 67.2 - 83.2%),除一个单独的血栓形成诊断代码外,所有其他代码的PPV至少为80%。血小板减少的PPV为98.3%(95%CI 9

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