预测急性弥漫性腹膜炎的手术效果:基于真实世界临床数据的最新风险模型

IF 2.9 4区 医学 Q2 GASTROENTEROLOGY & HEPATOLOGY
Naoya Sato, Shinya Hirakawa, Shigeru Marubashi, Hisateru Tachimori, Taro Oshikiri, Hiroaki Miyata, Yoshihiro Kakeji, Yuko Kitagawa
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引用次数: 0

摘要

现有的急性弥漫性腹膜炎(ADP)手术预后预测风险模型需要通过添加相关变量(如 ADP 的定义或致病病因)来进行翻新,以便收集到更多反映真实世界的数据。我们旨在利用最新的日本全国临床数据库(NCD)变量集,修订预测ADP死亡率和发病率的风险模型。我们利用2016年至2019年期间在NCD中登记的ADP手术患者的临床数据集,建立了手术结果风险模型。主要结果是围手术期死亡率。经数据清理后,得出 45 379 例 ADP 手术病例供分析。围手术期和 30 天死亡率分别为 10.6% 和 7.2%。针对死亡率和与死亡率相关的 10 种疾病建立了预测模型。与围手术期死亡率相关的前五项预测指标是:年龄大于 80 岁、晚期癌症且有多处转移、血小板计数小于 50 000/毫升、血清白蛋白小于 2.0 g/dL 和 ADP 位点未知。围手术期和 30 天死亡率的 C 指数分别为 0.859 和 0.857。利用最近的真实世界临床数据集对具有良好预测性能和可靠性的术后死亡率和发病率风险模型进行了修订和验证。这些模型有助于准确预测 ADP 手术结果,可用于临床环境。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Predicting surgical outcomes of acute diffuse peritonitis: Updated risk models based on real-world clinical data

Predicting surgical outcomes of acute diffuse peritonitis: Updated risk models based on real-world clinical data

Aim

The existing predictive risk models for the surgical outcome of acute diffused peritonitis (ADP) need renovation by adding relevant variables such as ADP's definition or causative etiology to pursue outstanding data collection reflecting the real world. We aimed to revise the risk models predicting mortality and morbidities of ADP using the latest Japanese Nationwide Clinical Database (NCD) variable set.

Methods

Clinical dataset of ADP patients who underwent surgery, and registered in the NCD between 2016 and 2019, were used to develop a risk model for surgical outcomes. The primary outcome was perioperative mortality.

Results

After data cleanup, 45 379 surgical cases for ADP were derived for analysis. The perioperative and 30-day mortality were 10.6% and 7.2%, respectively. The prediction models have been created for the mortality and 10 morbidities associated with the mortality. The top five relevant predictors for perioperative mortality were age >80, advanced cancer with multiple metastases, platelet count of <50 000/mL, serum albumin of <2.0 g/dL, and unknown ADP site. The C-indices of perioperative and 30-day mortality were 0.859 and 0.857, respectively. The predicted value calculated with the risk models for mortality was highly fitted with the actual probability from the lower to the higher risk groups.

Conclusions

Risk models for postoperative mortality and morbidities with good predictive performance and reliability were revised and validated using the recent real-world clinical dataset. These models help to predict ADP surgical outcomes accurately and are available for clinical settings.

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来源期刊
Annals of Gastroenterological Surgery
Annals of Gastroenterological Surgery GASTROENTEROLOGY & HEPATOLOGY-
CiteScore
5.30
自引率
11.10%
发文量
98
审稿时长
11 weeks
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