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基于电子健康记录的新型计算方法为高危人群中的输血相关循环超负荷提供了新的估计。

Novel computational methods on electronic health record yields new estimates of transfusion-associated circulatory overload in populations enriched with high-risk patients.

机构信息

Bakar Computational Health Sciences Institute, University of California, San Francisco, San Francisco, California, USA.

Department of Pediatrics, University of California, San Francisco, San Francisco, California, USA.

出版信息

Transfusion. 2023 Jul;63(7):1298-1309. doi: 10.1111/trf.17447. Epub 2023 May 29.

Abstract

BACKGROUND

Transfusion-associated circulatory overload (TACO) is a severe adverse reaction (AR) contributing to the leading cause of mortality associated with transfusions. As strategies to mitigate TACO have been increasingly adopted, an update of prevalence rates and risk factors associated with TACO using the growing sources of electronic health record (EHR) data can help understand transfusion safety.

STUDY DESIGN AND METHODS

This retrospective study aimed to provide a timely and reproducible assessment of prevalence rates and risk factors associated with TACO. Novel natural language processing methods, now made publicly available on GitHub, were developed to extract ARs from 3178 transfusion reaction reports. Other patient-level data were extracted computationally from UCSF EHR between 2012 and 2022. The odds ratio estimates of risk factors were calculated using a multivariate logistic regression analysis with case-to-control matched on sex and age at a ratio of 1:5.

RESULTS

A total of 56,208 patients received transfusions (total 573,533 units) at UCSF during the study period and 102 patients developed TACO. The prevalence of TACO was estimated to be 0.2% per patient (102/total 56,208). Patients with a history of coagulopathy (OR, 1.36; 95% CI, 1.04-1.79) and transplant (OR, 1.99; 95% CI, 1.48-2.68) were associated with increased odds of TACO.

DISCUSSION

While TACO is a serious AR, events remained rare, even in populations enriched with high-risk patients. Novel computational methods can be used to find and continually surveil for transfusion ARs. Results suggest that patients with history or presence of coagulopathy and organ transplant should be carefully monitored to mitigate potential risks of TACO.

摘要

背景

输血相关循环超负荷(TACO)是一种严重的不良反应(AR),是导致与输血相关的主要死亡原因之一。随着越来越多的策略被采用来减轻 TACO 的发生,使用日益增多的电子健康记录(EHR)数据来更新与 TACO 相关的患病率和危险因素,有助于了解输血安全。

研究设计和方法

本回顾性研究旨在及时和可重复地评估与 TACO 相关的患病率和危险因素。现已在 GitHub 上公开提供了新的自然语言处理方法,用于从 3178 份输血反应报告中提取 AR。其他患者水平的数据是通过计算从 2012 年至 2022 年在 UCSF 的 EHR 中提取的。使用病例对照匹配的多变量逻辑回归分析计算危险因素的比值比估计值,性别和年龄的匹配比例为 1:5。

结果

在研究期间,共有 56208 名患者在 UCSF 接受了输血(共 573533 单位),有 102 名患者发生了 TACO。TACO 的患病率估计为每名患者 0.2%(102/56208)。有凝血功能障碍史(比值比,1.36;95%置信区间,1.04-1.79)和移植史(比值比,1.99;95%置信区间,1.48-2.68)的患者发生 TACO 的几率增加。

讨论

虽然 TACO 是一种严重的 AR,但即使在高危人群中,事件仍然很少见。新的计算方法可用于发现和持续监测输血 AR。结果表明,有凝血功能障碍史或存在、器官移植史的患者应密切监测,以降低 TACO 的潜在风险。

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