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基于CT评分和炎症因子的重症急性胰腺炎预后模型的构建与评估

[Construction and evaluation of a prognostic model for severe acute pancreatitis based on CT scores and inflammatory factors].

作者信息

Han Baohua, Yang Wen, Wang Hui, Han Shuchi, Zhang Zhibin, Jiao Huizhen, Wang Lei

机构信息

Department of Emergency Medicine, the First Hospital Affiliated to Hebei North College, Zhangjiakou 075000, Hebei, China.

Department of Blood Purification, the First Hospital Affiliated to Hebei North College, Zhangjiakou 075000, Hebei, China.

出版信息

Zhonghua Wei Zhong Bing Ji Jiu Yi Xue. 2023 Jan;35(1):82-87. doi: 10.3760/cma.j.cn121430-20220411-00351.

DOI:10.3760/cma.j.cn121430-20220411-00351
PMID:36880244
Abstract

OBJECTIVE

To construct a prognostic model for severe acute pancreatitis (SAP) based on CT scores and inflammatory factors, and to evaluate its efficacy.

METHODS

128 patients with SAP diagnosed admitted to the First Hospital Affiliated to Hebei North College from March 2019 to December 2021 were enrolled and given Ulinastatin combined with continuous blood purification therapy. The levels of C-reactive protein (CRP), procalcitonin (PCT), interleukins (IL-6, IL-8), tumor necrosis factor-α (TNF-α), and D-dimer were measured before and on the third day of treatment. An abdominal CT was performed on the third day of treatment to assess the modified CT severity index (MCTSI) and extra-pancreatic inflammatory CT score (EPIC). Patients were divided into the survival group (n = 94) and the death group (n = 34) according to the 28-day survival prognosis after admission. The risk factors for the SAP prognosis were analyzed using Logistic regression, which was then used to build nomogram regression models. The value of the model was evaluated using the concordance index (C-index), calibration curves and decision curve analysis (DCA).

RESULTS

Before treatment, the levels of CRP, PCT, IL-6, IL-8 and D-dimer in the death group were higher than those in the survival group. After treatment, the levels of IL-6, IL-8 and TNF-α in the death group were higher than those in the survival group. MCTSI and EPIC scores in the survival group were lower than those in the death group. Logistic regression analysis shows that, pre-treatment CRP > 140.70 mg/L, D-dimer > 2.00 mg/L, and post-treatment IL-6 > 31.28 ng/L, IL-8 > 31.04 ng/L, TNF-α > 31.04 ng/L, and MCTSI > 8 points were all independent risk factors for SAP prognosis [odds ratios (OR) and 95% confidence intervals (95%CI) were 8.939 (1.792-44.575), 6.369 (1.368-29.640), 8.546 (1.664-43.896), 5.239 (1.108-24.769), 4.808 (1.126-20.525), 18.569 (3.931-87.725), all P < 0.05]. Model 1 (consisting of pre-treatment CRP, D-dimer, and post-treatment IL-6, IL-8 and TNF-α) had a lower C-index than that model 2 (consisting of pre-treatment CRP, D-dimer, and post-treatment IL-6, IL-8 and TNF-α, and MCTSI; 0.988 vs. 0.995). The mean absolute error (MAE) and mean square error (MSE) of model 1 (0.034, 0.003) were higher than those of model 2 (0.017, 0.001). When the threshold probability was in the range of 0-0.66 or 0.72-1.00, the net benefit of model 1 was lower than that of model 2. When the threshold probability was in the range of 0.66-0.72, the net benefit of model 1 was higher than that of model 2. In addition, model 2 had a higher C-index than acute physiology and chronic health evaluation II (APACHE II) and bedside index of acute pancreatitis severity (BISAP, 0.995 vs. 0.833, 0.751). Model 2 had a lower MAE (0.017) and MSE (0.001) than APACHE II (0.041, 0.002). Model 2 had a lower MAE than BISAP (0.025). Model 2 had a higher net benefit than both APACHE II and BISAP.

CONCLUSIONS

The prognostic assessment model of SAP consisting of pre-treatment CRP, D-dimer, and post-treatment IL-6, IL-8 and TNF-α, and MCTSI has high discrimination, precision and clinical application value, and is superior to APACHE II and BISAP.

摘要

目的

构建基于CT评分和炎症因子的重症急性胰腺炎(SAP)预后模型,并评估其效能。

方法

选取2019年3月至2021年12月在河北北方学院附属第一医院确诊收治的128例SAP患者,给予乌司他丁联合持续血液净化治疗。于治疗前及治疗第3天检测C反应蛋白(CRP)、降钙素原(PCT)、白细胞介素(IL-6、IL-8)、肿瘤坏死因子-α(TNF-α)及D-二聚体水平。治疗第3天行腹部CT检查,评估改良CT严重指数(MCTSI)及胰腺外炎症CT评分(EPIC)。根据入院后28天生存预后将患者分为生存组(n = 94)和死亡组(n = 34)。采用Logistic回归分析SAP预后的危险因素,进而构建列线图回归模型。采用一致性指数(C-index)、校准曲线及决策曲线分析(DCA)评估模型的价值。

结果

治疗前,死亡组CRP、PCT、IL-6、IL-8及D-二聚体水平高于生存组。治疗后,死亡组IL-6、IL-8及TNF-α水平高于生存组。生存组MCTSI及EPIC评分低于死亡组。Logistic回归分析显示,治疗前CRP>140.70 mg/L、D-二聚体>2.00 mg/L,治疗后IL-6>31.28 ng/L、IL-8>31.04 ng/L、TNF-α>31.04 ng/L及MCTSI>8分均为SAP预后的独立危险因素[比值比(OR)及95%置信区间(95%CI)分别为8.939(1.792 - 44.575)、6.369(1.368 - 29.640)、8.546(1.664 - 43.896)、5.239(~ )、4.808(1.126 - 20.525)、18.569(3.931 - 87.725),均P<0.05]。模型1(由治疗前CRP、D-二聚体及治疗后IL-6、IL-8和TNF-α组成)的C-index低于模型2(由治疗前CRP、D-二聚体及治疗后IL-6、IL-8、TNF-α和MCTSI组成;0.988对0.995)。模型1的平均绝对误差(MAE)和均方误差(MSE)(0.034,0.003)高于模型2(0.017,0.001)。当阈值概率在0 - 0.66或0.72 - 1.00范围内时,模型1的净效益低于模型2。当阈值概率在0.66 - 0.72范围内时,模型1的净效益高于模型2。此外,模型2的C-index高于急性生理与慢性健康状况评分系统II(APACHE II)和急性胰腺炎严重程度床边指数(BISAP,0.995对0.833、0.751)。模型2的MAE(0.017)和MSE(0.001)低于APACHE II(0.041,0.002)。模型2的MAE低于BISAP(0.025)。模型2的净效益高于APACHE II和BISAP。

结论

由治疗前CRP、D-二聚体及治疗后IL-6,IL-8,TNF-α和MCTSI组成的SAP预后评估模型具有较高的区分度、准确性及临床应用价值,优于APACHE II和BISAP。

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