Novel nomogram for the prediction of sepsis-induced coagulopathy in the PICU: A multicentre retrospective study☆

被引:1
作者
Gao, Yan [1 ]
Fu, Yanan [2 ]
Guo, Enyu [3 ]
Wang, Teng [1 ]
Jiang, Qin [4 ]
Zhang, Chen [5 ]
Liu, Jing [6 ]
Wang, Guan [5 ]
机构
[1] Shandong Univ, Qilu Hosp, 107 West Wenhua Rd, Jinan 250012, Shandong Provin, Peoples R China
[2] Shandong Univ, Qilu Hosp, Dept Med Engn, 107 West Wenhua Rd, Jinan 250012, Shandong Provin, Peoples R China
[3] Jining First Peoples Hosp, Dept Pediat, 6 JianKang Rd, Jining 272000, Shandong Provin, Peoples R China
[4] Shandong Univ, Jinan Childrens Hosp, Dept Pediat, 23976 Jingshi Rd, Jinan 250000, Shandong Provin, Peoples R China
[5] Shandong Univ, Qilu Hosp, Dept Pediat, 107 West Wenhua Rd, Jinan 250012, Shandong Provin, Peoples R China
[6] Shandong Univ, Sch Publ Hlth, Dept Biostat, Cheeloo Cholege Med, Jinan 250012, Shandong Provin, Peoples R China
关键词
Sepsis-induced coagulopathy; Nomogram; Prediction; PICU; COAGULATION ABNORMALITIES; ANTICOAGULANT-THERAPY; ENDOTHELIAL-CELLS; INFLAMMATION;
D O I
10.1016/j.thromres.2024.109152
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Introduction: Sepsis-induced coagulopathy (SIC) is a severe complication of sepsis, characterized by poor prognosis and high mortality. However, the predictors of SIC in pediatric patients have yet to be identified. Our aim was to develop a user-friendly and efficient nomogram for predicting SIC in sepsis patients admitted to the pediatric intensive care unit (PICU). Materials and methods: We screened 948 sepsis patients admitted to the PICU in three hospitals located in Shandong, China. Least absolute shrinkage and selector operation (LASSO) regression was used in the training cohort for variable selection and regularization. The selected variables were utilized to construct a nomogram for predicting the risk of SIC among sepsis patients admitted to the PICU. Results: Overall, SIC was observed in 324 (40.3 %) patients. The morbidity of SIC in sepsis patients is associated with age, fibrinogen, prothrombin time, C-reactive protein, lactate and the pediatric sequential organ failure assessment score. We developed a nomogram for the early identification of SIC in the training cohort (area under the curve [AUC] 0.869, 95 % confidence interval [CI] 0.830-0.907, sensitivity 75.7 %, specificity 84.8 %) and validation cohorts (validation cohort 1: AUC 0.854, 95 % CI 0.805-0.903, sensitivity 72.0 %, specificity 86.9 %; validation cohort 2: AUC 0.853, 95 % CI 0.796-0.910, sensitivity 70.1 %, specificity 87.8 %). The calibration plots of the nomogram demonstrated a high level of concordance in the SIC probabilities between the observed and predicted values. Conclusions: The novel nomogram showed excellent predictive performance for the morbidity of SIC among sepsis patients admitted to the PICU, potentially assisting healthcare professionals in early identification and intervention for SIC.
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页数:9
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