Prediction of inpatient mortality in hospitalised children in low- and middle-income countries: An external validation of paediatric mortality risk scores.

IF 4.3 3区 医学 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Journal of Global Health Pub Date : 2024-12-30 DOI:10.7189/jogh.14.04235
Daniella Brals, Ananda Pradhan, Amelie von Saint Andre-von Arnim, Assaf P Oron, Moses Ngari, Narshion Ngao, Ezekiel Mupere, Mohammod J Chisti, Christopher Lwanga, Farzana Afroze, Robert Bandsma, Judd L Walson, James A Berkley, Wieger Voskuijl
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Abstract

Background: Risk prediction tools for acutely ill children have been developed in high- and low-income settings, but few are validated or incorporated into clinical guidelines. We aimed to assess the performance of existing paediatric early warning scores for use in low- and middle-income countries using clinical data from a recent large multi-country study in Africa and South-Asia.

Methods: We used data (children across three nutritional strata) from the Childhood Acute Illness and Nutrition (CHAIN) Network cohort study (n = 3101). We assessed 10 scores where similar predictor variables were available in the CHAIN cohort. We evaluated performance using the area under the receiver operating curve (AUC) (primary outcome), sensitivity, specificity, positive and negative predictive value, and positive and negative likelihood ratio (secondary outcomes).

Results: Most scores showed poor discrimination, and all scores had low sensitivity. The paediatric early death index for Africa (AUC = 0.80; 95% confidence interval (CI) = 0.77-0.83), respiratory index of severity in children (AUC = 0.77; 95% CI = 0.74-0.81), and respiratory index of severity in children in Malawi (AUC = 0.78; 95% CI = 0.75-0.82) showed acceptable/good overall discrimination. Among children without wasting, most scores had acceptable/good performance, some even excellent. Poor discrimination was found for most scores among children with moderate and severe wasting or kwashiorkor.

Conclusions: All scores demonstrated lower validation performance than originally reported. Among children without wasting, most risk prediction scores performed acceptably whilst in malnourished children they performed poorly. There is a need for a malnutrition specific score. Further research is needed on specific actions in responding to scores. Integration into future guidelines will require acknowledging staffing, resources and workflows.

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低收入和中等收入国家住院儿童住院死亡率预测:儿科死亡风险评分的外部验证
背景:针对急性患儿的风险预测工具已经在高收入和低收入环境中开发出来,但很少得到验证或纳入临床指南。我们的目的是利用最近在非洲和南亚进行的一项大型多国研究的临床数据,评估现有儿科早期预警评分在低收入和中等收入国家使用的表现。方法:我们使用来自儿童急性疾病和营养(CHAIN)网络队列研究(n = 3101)的数据(三个营养阶层的儿童)。我们评估了在CHAIN队列中有相似预测变量的10个分数。我们使用受试者工作曲线下面积(AUC)(主要结果)、敏感性、特异性、阳性和阴性预测值以及阳性和阴性似然比(次要结果)来评估疗效。结果:多数评分的鉴别性较差,所有评分的敏感性均较低。非洲儿童早期死亡指数(AUC = 0.80;95%可信区间(CI) = 0.77-0.83),儿童呼吸严重程度指数(AUC = 0.77;95% CI = 0.74-0.81),马拉维儿童呼吸严重程度指数(AUC = 0.78;95% CI = 0.75-0.82)显示可接受/良好的总体判别。在没有浪费的孩子中,大多数分数都是可以接受的/不错的,有些甚至是优秀的。在中度和重度消瘦或营养不良的儿童中,大多数分数的辨别能力较差。结论:所有分数都比最初报道的验证性能低。在没有消瘦的儿童中,大多数风险预测得分表现尚可,而在营养不良的儿童中,他们表现不佳。有必要对营养不良进行具体评分。需要进一步研究应对分数的具体行动。整合到未来的指导方针将需要确认人员配置、资源和工作流程。
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来源期刊
Journal of Global Health
Journal of Global Health PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH -
CiteScore
6.10
自引率
2.80%
发文量
240
审稿时长
6 weeks
期刊介绍: Journal of Global Health is a peer-reviewed journal published by the Edinburgh University Global Health Society, a not-for-profit organization registered in the UK. We publish editorials, news, viewpoints, original research and review articles in two issues per year.
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