Integrated PERSEVERE and endothelial biomarker risk model predicts death and persistent MODS in pediatric septic shock: a secondary analysis of a prospective observational study

被引:17
作者
Atreya, Mihir R. [1 ,2 ]
Cvijanovich, Natalie Z. [3 ]
Fitzgerald, Julie C. [4 ]
Weiss, Scott L. [4 ]
Bigham, Michael T. [5 ]
Jain, Parag N. [6 ,7 ]
Schwarz, Adam J. [8 ]
Lutfi, Riad [9 ]
Nowak, Jeffrey [10 ]
Allen, Geoffrey L. [11 ]
Thomas, Neal J. [12 ]
Grunwell, Jocelyn R. [13 ]
Baines, Torrey [14 ]
Quasney, Michael [15 ]
Haileselassie, Bereketeab [16 ]
Lindsell, Christopher J. [17 ]
Alder, Matthew N. [1 ,2 ]
Wong, Hector R. [1 ,2 ]
机构
[1] Cincinnati Childrens Res Fdn, Cincinnati Childrens Hosp Med Ctr, Div Crit Care Med, MLC2005,3333 Burnet Ave, Cincinnati, OH 45229 USA
[2] Univ Cincinnati, Coll Med, Dept Pediat, Cincinnati, OH 45267 USA
[3] UCSF Benioff Childrens Hosp Oakland, Oakland, CA 94609 USA
[4] Childrens Hosp Philadelphia, Philadelphia, PA 19104 USA
[5] Akron Childrens Hosp, Akron, OH 44308 USA
[6] Texas Childrens Hosp, Houston, TX 77030 USA
[7] Baylor Coll Med, Houston, TX 77030 USA
[8] Childrens Hosp Orange Cty, Orange, CA 92868 USA
[9] Riley Hosp Children, Indianapolis, IN 46202 USA
[10] Childrens Hosp & Clin Minnesota, Minneapolis, MN 55404 USA
[11] Childrens Mercy Hosp, Kansas City, MO 64108 USA
[12] Penn State Hershey Childrens Hosp, Hershey, PA 17033 USA
[13] Childrens Healthcare Atlanta Egleston, Atlanta, GA 30322 USA
[14] Univ Florida, Hlth Shands Childrens Hosp, Gainesville, FL 32610 USA
[15] Univ Michigan, CS Mott Childrens Hosp, Ann Arbor, MI 48109 USA
[16] Lucile Packard Childrens Hosp Stanford, Palo Alto, CA 94304 USA
[17] Vanderbilt Univ, Med Ctr, Dept Biostat, Nashville, TN 37212 USA
关键词
Sepsis; Septic shock; Multiple organ dysfunction syndrome; Endothelial dysfunction; Precision medicine; Biomarkers; Prognostic enrichment; MULTIPLE ORGAN DYSFUNCTION; SEVERE SEPSIS; MORTALITY; VALIDATION; MEDICINE; SCORE;
D O I
10.1186/s13054-022-04070-5
中图分类号
R4 [临床医学];
学科分类号
1002 ; 100602 ;
摘要
Background: Multiple organ dysfunction syndrome (MODS) is a critical driver of sepsis morbidity and mortality in children. Early identification of those at risk of death and persistent organ dysfunctions is necessary to enrich patients for future trials of sepsis therapeutics. Here, we sought to integrate endothelial and PERSEVERE biomarkers to estimate the composite risk of death or organ dysfunctions on day 7 of septic shock. Methods: We measured endothelial dysfunction markers from day 1 serum among those with existing PERSEVERE data. TreeNet (R) classification model was derived incorporating 22 clinical and biological variables to estimate risk. Based on relative variable importance, a simplified 6-biomarker model was developed thereafter. Results: Among 502 patients, 49 patients died before day 7 and 124 patients had persistence of MODS on day 7 of septic shock. Area under the receiver operator characteristic curve (AUROC) for the newly derived PERSEVEREnce model to predict death or day 7 MODS was 0.93 (0.91-0.95) with a summary AUROC of 0.80 (0.76-0.84) upon tenfold cross-validation. The simplified model, based on IL-8, HSP70, ICAM-1, Angpt2/Tie2, Angpt2/Angpt1, and Thrombomodulin, performed similarly. Interaction between variables-ICAM-1 with IL-8 and Thrombomodulin with Angpt2/Angpt1-contributed to the models' predictive capabilities. Model performance varied when estimating risk of individual organ dysfunctions with AUROCS ranging from 0.91 to 0.97 and 0.68 to 0.89 in training and test sets, respectively. Conclusions: The newly derived PERSEVEREnce biomarker model reliably estimates risk of death or persistent organ dysfunctions on day 7 of septic shock. If validated, this tool can be used for prognostic enrichment in future pediatric trials of sepsis therapeutics.
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页数:9
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