Natalja L Stanski, Bin Zhang, Jiarong Ouyang, L Nelson Sanchez-Pinto, E Vincent S Faustino, Colin M Rogerson, Mark W Hall, Scott L Weiss, Tellen D Bennett, Stephen W Standage, Stuart L Goldstein, Kathleen D Liu
{"title":"与预后相关的儿童败血症相关急性肾损伤亚表型的推导和验证。","authors":"Natalja L Stanski, Bin Zhang, Jiarong Ouyang, L Nelson Sanchez-Pinto, E Vincent S Faustino, Colin M Rogerson, Mark W Hall, Scott L Weiss, Tellen D Bennett, Stephen W Standage, Stuart L Goldstein, Kathleen D Liu","doi":"10.1097/PCC.0000000000003789","DOIUrl":null,"url":null,"abstract":"<p><strong>Objectives: </strong>Sepsis-associated acute kidney injury (SAKI) is a heterogeneous syndrome associated with poor outcomes. Subphenotypes of SAKI with prognostic and therapeutic relevance have been identified in adults, but not in children. We sought to identify reproducible and clinically relevant pediatric SAKI (pSAKI) subphenotypes using readily available clinical and laboratory data.</p><p><strong>Design: </strong>Secondary analysis of a retrospective observational study of pediatric sepsis.</p><p><strong>Setting: </strong>Thirteen PICUs in the United States from January 2012 to January 2018.</p><p><strong>Patients: </strong>Patients aged 0-18 years with septic shock (sepsis and requiring vasoactive medications) and day 1-2 SAKI (≥ Kidney Disease Improving Global Outcomes stage 1 by serum creatinine).</p><p><strong>Interventions: </strong>None.</p><p><strong>Measurements and main results: </strong>Fourteen hundred fifty-five patients were included after inclusion and exclusion criteria were applied: 873 (60%) in the derivation cohort and 582 (40%) in the external validation cohort. A two-subphenotype latent class analysis model had the best fit in both cohorts: pSAKI subphenotype 1 (pSAKI-1) and pSAKI subphenotype 2 (pSAKI-2). pSAKI-2 was characterized by younger age, more organ support, greater fluid accumulation, and laboratory evidence of inflammation, acid-base derangement, thrombocytopenia, and coagulopathy. pSAKI-2 had uniformly worse outcomes, including higher rates of severe and persistent AKI at days 3-4 (54% vs. 23%, p < 0.001) and day 7 (31% vs. 12%, p < 0.001), increased use of continuous renal replacement therapy (21% vs. 6%, p < 0.001), and independently increased odds of mortality after adjustment for potential confounders (adjusted odds ratio 1.59; 95% CI, 1.04-2.41; p = 0.03). A parsimonious classification model accurately identified pSAKI-2 membership (C-statistic 0.94 [95% CI, 0.92-0.95] and 0.85 [95% CI, 0.82-0.88], respectively, in the derivation and internal validation cohorts).</p><p><strong>Conclusions: </strong>We identified two distinct early pSAKI subphenotypes using readily available data that exhibit differential risk for poor outcomes and can be identified from a parsimonious set of variables. Pending external validation, operationalization of pSAKI subphenotypes may allow for prognostic enrichment to guide clinical care and inform clinical trial enrollment.</p>","PeriodicalId":19760,"journal":{"name":"Pediatric Critical Care Medicine","volume":" ","pages":""},"PeriodicalIF":4.0000,"publicationDate":"2025-07-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12252218/pdf/","citationCount":"0","resultStr":"{\"title\":\"Derivation and Validation of Pediatric Sepsis-Associated Acute Kidney Injury Subphenotypes With Prognostic Relevance.\",\"authors\":\"Natalja L Stanski, Bin Zhang, Jiarong Ouyang, L Nelson Sanchez-Pinto, E Vincent S Faustino, Colin M Rogerson, Mark W Hall, Scott L Weiss, Tellen D Bennett, Stephen W Standage, Stuart L Goldstein, Kathleen D Liu\",\"doi\":\"10.1097/PCC.0000000000003789\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Objectives: </strong>Sepsis-associated acute kidney injury (SAKI) is a heterogeneous syndrome associated with poor outcomes. Subphenotypes of SAKI with prognostic and therapeutic relevance have been identified in adults, but not in children. We sought to identify reproducible and clinically relevant pediatric SAKI (pSAKI) subphenotypes using readily available clinical and laboratory data.</p><p><strong>Design: </strong>Secondary analysis of a retrospective observational study of pediatric sepsis.</p><p><strong>Setting: </strong>Thirteen PICUs in the United States from January 2012 to January 2018.</p><p><strong>Patients: </strong>Patients aged 0-18 years with septic shock (sepsis and requiring vasoactive medications) and day 1-2 SAKI (≥ Kidney Disease Improving Global Outcomes stage 1 by serum creatinine).</p><p><strong>Interventions: </strong>None.</p><p><strong>Measurements and main results: </strong>Fourteen hundred fifty-five patients were included after inclusion and exclusion criteria were applied: 873 (60%) in the derivation cohort and 582 (40%) in the external validation cohort. A two-subphenotype latent class analysis model had the best fit in both cohorts: pSAKI subphenotype 1 (pSAKI-1) and pSAKI subphenotype 2 (pSAKI-2). pSAKI-2 was characterized by younger age, more organ support, greater fluid accumulation, and laboratory evidence of inflammation, acid-base derangement, thrombocytopenia, and coagulopathy. pSAKI-2 had uniformly worse outcomes, including higher rates of severe and persistent AKI at days 3-4 (54% vs. 23%, p < 0.001) and day 7 (31% vs. 12%, p < 0.001), increased use of continuous renal replacement therapy (21% vs. 6%, p < 0.001), and independently increased odds of mortality after adjustment for potential confounders (adjusted odds ratio 1.59; 95% CI, 1.04-2.41; p = 0.03). A parsimonious classification model accurately identified pSAKI-2 membership (C-statistic 0.94 [95% CI, 0.92-0.95] and 0.85 [95% CI, 0.82-0.88], respectively, in the derivation and internal validation cohorts).</p><p><strong>Conclusions: </strong>We identified two distinct early pSAKI subphenotypes using readily available data that exhibit differential risk for poor outcomes and can be identified from a parsimonious set of variables. Pending external validation, operationalization of pSAKI subphenotypes may allow for prognostic enrichment to guide clinical care and inform clinical trial enrollment.</p>\",\"PeriodicalId\":19760,\"journal\":{\"name\":\"Pediatric Critical Care Medicine\",\"volume\":\" \",\"pages\":\"\"},\"PeriodicalIF\":4.0000,\"publicationDate\":\"2025-07-10\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12252218/pdf/\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Pediatric Critical Care Medicine\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.1097/PCC.0000000000003789\",\"RegionNum\":2,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"CRITICAL CARE MEDICINE\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Pediatric Critical Care Medicine","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1097/PCC.0000000000003789","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"CRITICAL CARE MEDICINE","Score":null,"Total":0}
Derivation and Validation of Pediatric Sepsis-Associated Acute Kidney Injury Subphenotypes With Prognostic Relevance.
Objectives: Sepsis-associated acute kidney injury (SAKI) is a heterogeneous syndrome associated with poor outcomes. Subphenotypes of SAKI with prognostic and therapeutic relevance have been identified in adults, but not in children. We sought to identify reproducible and clinically relevant pediatric SAKI (pSAKI) subphenotypes using readily available clinical and laboratory data.
Design: Secondary analysis of a retrospective observational study of pediatric sepsis.
Setting: Thirteen PICUs in the United States from January 2012 to January 2018.
Patients: Patients aged 0-18 years with septic shock (sepsis and requiring vasoactive medications) and day 1-2 SAKI (≥ Kidney Disease Improving Global Outcomes stage 1 by serum creatinine).
Interventions: None.
Measurements and main results: Fourteen hundred fifty-five patients were included after inclusion and exclusion criteria were applied: 873 (60%) in the derivation cohort and 582 (40%) in the external validation cohort. A two-subphenotype latent class analysis model had the best fit in both cohorts: pSAKI subphenotype 1 (pSAKI-1) and pSAKI subphenotype 2 (pSAKI-2). pSAKI-2 was characterized by younger age, more organ support, greater fluid accumulation, and laboratory evidence of inflammation, acid-base derangement, thrombocytopenia, and coagulopathy. pSAKI-2 had uniformly worse outcomes, including higher rates of severe and persistent AKI at days 3-4 (54% vs. 23%, p < 0.001) and day 7 (31% vs. 12%, p < 0.001), increased use of continuous renal replacement therapy (21% vs. 6%, p < 0.001), and independently increased odds of mortality after adjustment for potential confounders (adjusted odds ratio 1.59; 95% CI, 1.04-2.41; p = 0.03). A parsimonious classification model accurately identified pSAKI-2 membership (C-statistic 0.94 [95% CI, 0.92-0.95] and 0.85 [95% CI, 0.82-0.88], respectively, in the derivation and internal validation cohorts).
Conclusions: We identified two distinct early pSAKI subphenotypes using readily available data that exhibit differential risk for poor outcomes and can be identified from a parsimonious set of variables. Pending external validation, operationalization of pSAKI subphenotypes may allow for prognostic enrichment to guide clinical care and inform clinical trial enrollment.
期刊介绍:
Pediatric Critical Care Medicine is written for the entire critical care team: pediatricians, neonatologists, respiratory therapists, nurses, and others who deal with pediatric patients who are critically ill or injured. International in scope, with editorial board members and contributors from around the world, the Journal includes a full range of scientific content, including clinical articles, scientific investigations, solicited reviews, and abstracts from pediatric critical care meetings. Additionally, the Journal includes abstracts of selected articles published in Chinese, French, Italian, Japanese, Portuguese, and Spanish translations - making news of advances in the field available to pediatric and neonatal intensive care practitioners worldwide.