Division of Gastroenterology, Hepatology and Nutrition, Virginia Commonwealth University and Richmond VA Medical Center, Richmond, Virginia.
Department of Psychiatry, Virginia Commonwealth University and Richmond VA Medical Center, Richmond, Virginia.
Clin Gastroenterol Hepatol. 2023 Jan;21(1):136-142. doi: 10.1016/j.cgh.2021.12.047. Epub 2022 Jan 6.
BACKGROUND & AIMS: Covert hepatic encephalopathy (CHE) is associated with poor outcomes but is often not diagnosed because of the time requirement. Psychometric hepatic encephalopathy score (PHES) is the gold standard against which EncephalApp Stroop has been validated. However, EncephalApp (5 runs each in "Off" and "On" state) can take up to 10 minutes. This study sought to define the smallest number of EncephalApp runs needed for comparable accuracy to the total EncephalApp using CHE on PHES as gold standard.
A derivation and a validation cohort of outpatients with cirrhosis who underwent PHES (gold standard) and total EncephalApp was recruited. Data were analyzed for individual runs versus total EncephalApp time versus PHES-CHE. The derivation cohort (n = 398) was split into training (n = 299) and test (n = 99) sets. From the training data set a regression model was created with age, gender, education, and various sums of the "Off" settings. After this, a K-fold cross-validation on the test dataset was performed for both total EncephalApp time and individual Off runs and for the validation cohort.
In both cohorts, Off runs 1 + 2 had statistically similar area under the receiver operating curve and P value to the total EncephalApp for PHES-CHE prediction. The adjusted (age, gender, education) regression formula from the derivation cohort showed an accuracy of 84% to diagnose PHES-CHE in the validation cohort. Time for CHE diagnosis decreased from 203.7 (67.82) to 36.8 (11.25) seconds in the derivation and from 178.2 (46.19) to 32.9 (9.94) seconds in the validation cohort.
QuickStroop, which is completed within 1 minute, gives an equivalent ability to predict CHE on the gold standard compared with the entire EncephalApp time.
隐匿性肝性脑病(CHE)与不良预后相关,但由于时间要求,往往无法诊断。心理计量肝性脑病评分(PHES)是验证 EncephalApp Stroop 的金标准。然而,EncephalApp(“关闭”和“开启”状态各进行 5 次运行)可能需要长达 10 分钟。本研究旨在定义使用 CHE 作为 PHES 金标准时,EncephalApp 最短运行次数,以达到与总 EncephalApp 相当的准确性。
招募了接受 PHES(金标准)和总 EncephalApp 的肝硬化门诊患者的推导队列和验证队列。分析了个体运行次数与总 EncephalApp 时间与 PHES-CHE 的关系。推导队列(n=398)分为训练集(n=299)和测试集(n=99)。从训练数据集创建一个包含年龄、性别、教育程度和各种“关闭”设置的总和的回归模型。然后,在测试数据集上对总 EncephalApp 时间和各个 Off 运行次数以及验证队列进行 K 折交叉验证。
在两个队列中,Off 运行 1+2 在预测 PHES-CHE 方面具有统计学上相似的接收者操作曲线下面积和 P 值,与总 EncephalApp 相似。推导队列的调整(年龄、性别、教育程度)回归公式显示,在验证队列中,诊断 PHES-CHE 的准确率为 84%。在推导队列中,CHE 诊断时间从 203.7(67.82)秒减少到 36.8(11.25)秒,验证队列中从 178.2(46.19)秒减少到 32.9(9.94)秒。
QuickStroop 在 1 分钟内完成,与整个 EncephalApp 时间相比,具有预测 CHE 的同等能力。