Clinical features and risk factors analysis for poor outcomes of severe community-acquired pneumonia in children: a nomogram prediction model

被引:2
作者
Xu, Changjing [1 ]
Tao, Xuemei [1 ]
Zhu, Junlong [2 ]
Hou, Chao [3 ]
Liu, Yujie [4 ]
Fu, Liya [5 ]
Zhu, Wanlong [5 ]
Yang, Xuping [1 ]
Huang, Yilan [1 ]
机构
[1] Southwest Med Univ, Dept Pharm, Affiliated Hosp, Luzhou, Peoples R China
[2] Southwest Med Univ, Dept Vasc Surg, Affiliated Hosp, Luzhou, Peoples R China
[3] Southwest Med Univ, Dept Ultrasound, Affiliated Hosp, Luzhou, Peoples R China
[4] Southwest Med Univ, Affiliated Hosp, Dept Geriatr Med, Luzhou 646000, Peoples R China
[5] Southwest Med Univ, Sch Pharm, Luzhou, Peoples R China
来源
FRONTIERS IN PEDIATRICS | 2023年 / 11卷
关键词
severe community-acquired pneumonia; children; risk factor; nomogram; predictive model; CHILDHOOD PNEUMONIA; MORTALITY;
D O I
10.3389/fped.2023.1194186
中图分类号
R72 [儿科学];
学科分类号
100202 ;
摘要
Background Pneumonia remains the leading cause of death among children aged 1-59 months. The early prediction of poor outcomes (PO) is of critical concern. This study aimed to explore the risk factors relating to PO in severe community-acquired pneumonia (SCAP) and build a PO-predictive nomogram model for children with SCAP.Methods We retrospectively identified 300 Chinese pediatric patients diagnosed with SCAP who were hospitalized in the Affiliated Hospital of Southwest Medical University from August 1, 2018, to October 31, 2021. Children were divided into the PO and the non-PO groups. The occurrence of PO was designated as the dependent variable. Univariate and multivariate logistic regression analyses were used to identify the risk factors of PO. A nomogram model was constructed from the multivariate logistic regression analysis and internally validated for model discrimination and calibration. The performance of the nomogram was estimated using the concordance index (C-index).Results According to the efficacy evaluation criteria, 56 of 300 children demonstrated PO. The multivariate logistic regression analysis resulted in the following independent risk factors for PO: co-morbidity (OR: 8.032, 95% CI: 3.556-18.140, P < 0.0001), requiring invasive mechanical ventilation (IMV) (OR: 7.081, 95% CI: 2.250-22.282, P = 0.001), and ALB < 35 g/L (OR: 3.203, 95% CI: 1.151-8.912, P = 0.026). Results of the internal validation confirmed that the model provided good discrimination (concordance index [C-index], 0.876 [95% CI: 0.828-0.925]). The calibration plots in the nomogram model were of high quality.Conclusion The nomogram facilitated accurate prediction of PO in children diagnosed with SCAP and could be helpful for clinical decision-making.
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页数:8
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