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极低出生体重儿早期严重脑室内出血风险预测模型的构建与验证

Construction and Validation of a Risk Prediction Model for Early Severe Intraventricular Hemorrhage in Very Low Birth Weight Infants.

作者信息

Shen Fei, Xu Jie, Rong Hui, Zhang Jing, Yang Yang, Li Xian-Wen

机构信息

Department of Neonatology, Children's Hospital of Nanjing Medical University, Nanjing, People's Republic of China.

School of Nursing, Nanjing Medical University, Nanjing, People's Republic of China.

出版信息

Kaohsiung J Med Sci. 2025 Jul;41(7):e70037. doi: 10.1002/kjm2.70037. Epub 2025 May 19.

DOI:10.1002/kjm2.70037
PMID:40387339
Abstract

In the past several years, prediction models for severe intraventricular hemorrhage (IVH) in premature infants have emerged. However, few models have considered the importance of predictors related to the clinical course and hemostatic profile in predicting the risk of hemorrhage, such as the FiO, hematocrit, and platelet count. Moreover, it is noteworthy that most models unreasonably confuse late-onset IVH with early-onset, posing a high risk of bias. The present study was performed to construct a new prediction model for severe IVH. The data for this population-based study came from a children's hospital. After screening by inclusion and exclusion criteria, 1009 very low birth weight infants (VLBWIs) were subsequently recruited in the study and divided into training and validation sets in a ratio of 7:3. Gestational age, Max FiO, hematokrit on admission < 45%, and platelet count on admission < 100 × 10/L were incorporated into the nomogram chart. The area under the curve (AUC) values demonstrated robust predictive performance, with the training set yielding an AUC of 0.884 (bootstrap-corrected AUC = 0.903) and the validation set achieving an AUC of 0.859. The Delong test showed no statistically significant difference in AUCs between the training set and validation set (p = 0.528). The result of the Hosmer-Lemeshow test showed the model is well calibrated (p = 0.757). The present study identified the predictor model associated with severe IVH during the first 7 days of life, and the nomogram performed soundly, which would be a promising tool for early stratification of the risk for severe IVH in VLBWIs.

摘要

在过去几年中,早产儿严重脑室内出血(IVH)的预测模型不断涌现。然而,很少有模型在预测出血风险时考虑到与临床病程和止血情况相关的预测因素的重要性,如吸入氧分数(FiO₂)、血细胞比容和血小板计数。此外,值得注意的是,大多数模型不合理地将晚发型IVH与早发型IVH混为一谈,存在较高的偏倚风险。本研究旨在构建一种新的严重IVH预测模型。这项基于人群的研究数据来自一家儿童医院。经纳入和排除标准筛选后,1009例极低出生体重儿(VLBWIs)随后被纳入研究,并按7:3的比例分为训练集和验证集。将胎龄、最高FiO₂、入院时血细胞比容<45%以及入院时血小板计数<100×10⁹/L纳入列线图。曲线下面积(AUC)值显示出强大的预测性能,训练集的AUC为0.884(自抽样校正AUC = 0.903),验证集的AUC为0.859。德龙检验显示训练集和验证集的AUC之间无统计学显著差异(p = 0.528)。霍斯默-莱梅肖检验结果表明该模型校准良好(p = 0.757)。本研究确定了与出生后7天内严重IVH相关的预测模型,列线图表现良好,这将是对VLBWIs严重IVH风险进行早期分层的一个有前景的工具。

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本文引用的文献

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Bleeding Scoring Systems in Neonates: A Systematic Review.新生儿出血评分系统:系统评价。
Semin Thromb Hemost. 2024 Jun;50(4):620-637. doi: 10.1055/s-0043-1777070. Epub 2023 Nov 28.
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Early prediction of ventilator-associated pneumonia with machine learning models: A systematic review and meta-analysis of prediction model performance.运用机器学习模型对呼吸机相关性肺炎进行早期预测:预测模型性能的系统评价和荟萃分析。
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Evaluation of the Association of Platelet Count, Mean Platelet Volume, and Platelet Transfusion With Intraventricular Hemorrhage and Death Among Preterm Infants.
评估血小板计数、血小板平均体积和血小板输注与早产儿脑室出血和死亡的关系。
JAMA Netw Open. 2022 Oct 3;5(10):e2237588. doi: 10.1001/jamanetworkopen.2022.37588.
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A predictive clinical model for moderate to severe intraventricular hemorrhage in very low birth weight infants.极低出生体重儿中等到重度脑室内出血的预测性临床模型。
J Perinatol. 2022 Oct;42(10):1374-1379. doi: 10.1038/s41372-022-01435-0. Epub 2022 Jul 2.
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Pediatr Res. 2022 Dec;92(6):1648-1656. doi: 10.1038/s41390-022-02012-z. Epub 2022 Mar 17.
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Intracranial Hemorrhage and 2-Year Neurodevelopmental Outcomes in Infants Born Extremely Preterm.颅内出血与极早产儿 2 年神经发育结局
J Pediatr. 2021 Nov;238:124-134.e10. doi: 10.1016/j.jpeds.2021.06.071. Epub 2021 Jul 2.
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Antenatal prediction models for short- and medium-term outcomes in preterm infants.产前预测模型在早产儿短期和中期结局中的应用。
Acta Obstet Gynecol Scand. 2021 Jun;100(6):1089-1096. doi: 10.1111/aogs.14136. Epub 2021 Mar 18.
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Routine Neuroimaging of the Preterm Brain.早产儿脑的常规神经影像学检查
Pediatrics. 2020 Nov;146(5). doi: 10.1542/peds.2020-029082.
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Intraventricular hemorrhage in preterm babies.早产儿脑室内出血
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