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基于人群的先天性膈疝临床预测模型的验证。

Population-Based Validation of a Clinical Prediction Model for Congenital Diaphragmatic Hernias.

机构信息

Department of Surgery, Tufts Medical Center, Boston, MA.

Predictive Analytics and Comparative Effectiveness Center, Tufts Medical Center, Boston, MA.

出版信息

J Pediatr. 2018 Oct;201:160-165.e1. doi: 10.1016/j.jpeds.2018.05.027. Epub 2018 Jun 25.

Abstract

OBJECTIVE

To examine the external validity of a well-known congenital diaphragmatic hernia (CDH) clinical prediction model using a population-based cohort.

STUDY DESIGN

Newborns with CDH born in California between 2007 and 2012 were extracted from the Vital Statistics and Patient Discharge Data Linked Files. The total CDH risk score was calculated according to the Congenital Diaphragmatic Hernia Study Group (CDHSG) model using 5 independent predictors: birth weight, 5-minute Apgar, pulmonary hypertension, major cardiac defects, and chromosomal anomalies. CDHSG model performance on our cohort was validated for discrimination and calibration.

RESULTS

A total of 705 newborns with CDH were extracted from 3 213 822 live births. Newborns with CDH were delivered in 150 different hospitals, whereas only 28 hospitals performed CDH repairs (1-85 repairs per hospital). The observed mortality for low-, intermediate-, and high-risk groups were 7.7%, 34.3%, and 54.7%, and predicted mortality for these groups were 4.0%, 23.2%, and 58.5%. The CDHSG model performed well within our cohort with a c-statistic of 0.741 and good calibration.

CONCLUSIONS

We successfully validated the CDHSG prediction model using an external population-based cohort of newborns with CDH in California. This cohort may be used to investigate hospital volume-outcome relationships and guide policy development.

摘要

目的

利用基于人群的队列研究来检验一个广为人知的先天性膈疝 (CDH) 临床预测模型的外部有效性。

研究设计

从加利福尼亚州 2007 年至 2012 年出生的活产儿的生命统计和患者出院数据链接文件中提取出患有 CDH 的新生儿。根据先天性膈疝研究组 (CDHSG) 模型,使用 5 个独立预测因素(出生体重、5 分钟 Apgar 评分、肺动脉高压、主要心脏缺陷和染色体异常)计算出总的 CDH 风险评分。在我们的队列中对 CDHSG 模型的性能进行了区分度和校准度验证。

结果

从 3213822 例活产儿中提取出 705 例患有 CDH 的新生儿。患有 CDH 的新生儿在 150 家不同的医院分娩,而仅有 28 家医院进行了 CDH 修复(每家医院 1-85 例修复)。低危、中危和高危组的实际死亡率分别为 7.7%、34.3%和 54.7%,而这些组的预测死亡率分别为 4.0%、23.2%和 58.5%。CDHSG 模型在我们的队列中表现良好,C 统计量为 0.741,校准度良好。

结论

我们使用加利福尼亚州患有 CDH 的新生儿的外部基于人群的队列成功验证了 CDHSG 预测模型。该队列可用于研究医院容量与结局之间的关系并指导政策制定。

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