Clinical Subphenotypes and Short-Term Outcomes in PICU Patients Receiving Continuous Blood Purification.

IF 2.9 Q4 Medicine
Critical care explorations Pub Date : 2026-08-17 eCollection Date: 2026-08-01 DOI:10.1097/CCE.0000000000001460
Kaizong Huang, Jiahua Ke, Zhiyuan Wang, Xuhua Ge, Zhe Zhao, Feiyan Chen, Lei Zhang, Jingwen Ni, Jing Zhao, Senquan Liang, Shengxin Zhang, Qiang Qu, Hui Sun, Puyi Wang, Nan Gong, Hongxia Shen, Jiangwei Zhu, Hongwei Fan, Shujun Li
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引用次数: 0

Abstract

Objectives: To characterize clinical heterogeneity among PICU patients receiving continuous blood purification (CBP) and identify data-driven subphenotypes associated with distinct short-term outcomes.

Design: Multicenter, retrospective cohort study.

Setting: Fifteen PICUs (from January 2019 to August 2024).

Patients: Children (1 mo to 18 yr) receiving CBP during PICU hospitalization.

Interventions: None.

Measurements and main results: In this multicenter cohort of 598 CBP-treated children, unsupervised clustering at CBP initiation identified three reproducible subphenotypes using a seven-variable signature comprising aspartate aminotransferase, hemoglobin, oxygenation index, Pediatric Logistic Organ Dysfunction-2 score, procalcitonin, weight, and pH. These subphenotypes showed distinct multidomain physiologic profiles rather than a simple severity gradient. Subphenotype I had the most favorable short-term survival profile, subphenotype II had the poorest survival, and subphenotype III showed an intermediate pattern, with significant separation in 28-day survival across groups. Subphenotypes also differed in ICU length of stay, and exploratory analyses suggested subphenotype-dependent associations between high-volume hemofiltration exposure and ICU discharge. Cross-validated supervised models showed high discriminability of subphenotype assignment.

Conclusions: CBP-treated children exhibited distinct subphenotypes at CBP initiation with divergent short-term prognoses, highlighting marked heterogeneity at this treatment stage. Subphenotype-based stratification may support risk characterization and trial enrichment and facilitate hypothesis generation regarding heterogeneity of treatment associations. Prospective validation is warranted.

PICU患者接受持续血液净化的临床亚表型和短期结果。
目的:表征接受持续血液净化(CBP)的PICU患者的临床异质性,并确定与不同短期结果相关的数据驱动亚表型。设计:多中心、回顾性队列研究。设定:15个picu(2019年1月至2024年8月)。患者:PICU住院期间接受CBP治疗的儿童(1个月至18岁)。干预措施:没有。测量和主要结果:在598名接受CBP治疗的儿童的多中心队列中,在CBP开始时进行无监督聚类,使用包括天冬氨酸转氨酶、血红蛋白、氧合指数、儿科Logistic器官功能障碍-2评分、降钙素原、体重和ph在内的七个变量特征确定了三种可重复的亚表型。这些亚表型显示出不同的多域生理特征,而不是简单的严重程度梯度。亚表型I具有最有利的短期生存特征,亚表型II具有最差的生存特征,而亚表型III则表现为中间模式,各组间28天生存差异显著。亚表型在ICU住院时间上也存在差异,探索性分析表明,大容量血液滤过暴露与ICU出院之间存在亚表型依赖的关联。交叉验证的监督模型显示,亚表型分配具有高度的可判别性。结论:CBP治疗的儿童在CBP开始时表现出不同的亚表型,短期预后不同,突出了该治疗阶段的显著异质性。基于亚表型的分层可能支持风险表征和试验充实,并促进关于治疗关联异质性的假设产生。前瞻性验证是必要的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
5.70
自引率
0.00%
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审稿时长
8 weeks
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