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Clinical Subphenotypes and Short-Term Outcomes in PICU Patients Receiving Continuous Blood Purification
Kaizong Huang1, Jiahua Ke1, Zhiyuan Wang2
1Department of Pharmacy, Nanjing First Hospital, China Pharmaceutical University, Nanjing, China.
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.
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