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开发和验证 ITP 中 ICH 死亡率预测模型:一项全国代表性多中心研究。

Developing and validating a mortality prediction model for ICH in ITP: a nationwide representative multicenter study.

机构信息

Peking University People's Hospital, Peking University Institute of Hematology, Beijing, China.

National Clinical Research Center for Hematologic Disease, Beijing, China.

出版信息

Blood Adv. 2022 Jul 26;6(14):4320-4329. doi: 10.1182/bloodadvances.2022007226.

Abstract

Intracranial hemorrhage (ICH) is a rare and life-threatening hemorrhagic event in patients with immune thrombocytopenia (ITP). However, its mortality and related risk factors remain unclear. Herein, we conducted a nationwide multicenter real-world study of ICH in adult ITP patients. According to data from 27 centers in China from 2005 to 2020, the mortality rate from ICH was 33.80% (48/142) in ITP adults. We identified risk factors by logistic univariate and multivariate logistic regression for 30-day mortality in a training cohort of 107 patients as follows: intraparenchymal hemorrhage (IPH), platelet count ≤10 × 109/L at ICH, a combination of serious infections, grade of preceding bleeding events, and Glasgow coma scale (GCS) level on admission. Accordingly, a prognostic model of 30-day mortality was developed based on the regression equation. Then, we evaluated the performance of the prognostic model through a bootstrap procedure for internal validation. Furthermore, an external validation with data from a test cohort with 35 patients from 11 other centers was conducted. The areas under the receiver operating characteristic (ROC) curves for the internal and external validation were 0.954 (95% confidence interval [CI], 0.910-0.998) and 0.942 (95% CI, 0.871-1.014), respectively. Both calibration plots illustrated a high degree of consistency in the estimated and observed risk. In addition, the decision curve analysis showed a considerable net benefit for patients. Thus, an application (47.94.162.105:8080/ich/) was established for users to predict 30-day mortality when ICH occurred in adult patients with ITP.

摘要

颅内出血 (ICH) 是免疫性血小板减少症 (ITP) 患者罕见且危及生命的出血事件。然而,其死亡率和相关危险因素仍不清楚。在此,我们对成年 ITP 患者的 ICH 进行了一项全国多中心真实世界研究。根据中国 27 个中心 2005 年至 2020 年的数据,142 例成人 ITP 患者中 ICH 的死亡率为 33.80%(48/142)。我们通过对 107 例患者的训练队列进行单因素和多因素 logistic 回归,确定了 30 天死亡率的危险因素,包括脑实质内出血(IPH)、ICH 时血小板计数≤10×109/L、严重感染合并症、先前出血事件的严重程度和入院时格拉斯哥昏迷量表(GCS)评分。据此,基于回归方程建立了 30 天死亡率的预后模型。然后,我们通过 bootstrap 程序对预后模型进行内部验证。此外,我们还使用来自其他 11 个中心的 35 例患者的测试队列数据进行了外部验证。内部和外部验证的受试者工作特征曲线(ROC)曲线下面积分别为 0.954(95%置信区间 [CI],0.910-0.998)和 0.942(95% CI,0.871-1.014)。校准图均显示了估计风险和观察风险之间的高度一致性。此外,决策曲线分析显示该模型对患者具有显著的净获益。因此,我们为用户建立了一个应用程序(47.94.162.105:8080/ich/),用于预测 ITP 成年患者发生 ICH 时的 30 天死亡率。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e08a/9327537/dde71e710894/advancesADV2022007226f1.jpg

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