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Chae R, Bricklin L, Reddy AR, Woods-Hill CZ, Keim G, Yehya N. Firearm-related Hospitalizations and Newly Acquired Morbidities in Children and Adolescents: A Nationally Representative Study. J Pediatr Surg 2025; 60:161996. [PMID: 39442333 PMCID: PMC11745930 DOI: 10.1016/j.jpedsurg.2024.161996] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/28/2024] [Revised: 09/30/2024] [Accepted: 10/02/2024] [Indexed: 10/25/2024]
Abstract
BACKGROUND Firearm injury is the leading cause of pediatric death in the United States (US), but few investigations have focused on the healthcare cost and burden of hospitalized survivors. We aimed to delineate the landscape of pediatric firearm hospitalizations, with a focus on sociodemographic characteristics and on acquired morbidity among survivors. METHODS We performed a retrospective cohort study of hospitalized children (<21 years old) with firearm injuries using the 2019 Kids' Inpatient Database, representing 80% of pediatric hospitalizations nationally. RESULTS There were 5998 hospitalizations with 5592 hospital survivors, giving a US population-adjusted hospitalization rate of 9.7 per 100,000 subjects <21 years. Black subjects (37.9 per 100,000) were admitted at higher rates than other races and ethnicities (3.8-6.2 per 100,000). Non-survivors were overrepresented in White subjects who were disproportionately victims of suicide. There were 199 new invasive medical devices placed (3.3% of hospitalized subjects), including 194 in 5592 survivors (3.5% of survivors): 87 tracheostomies, 30 feeding tubes, and 77 both. Suicide attempt was overrepresented as a cause of injury in subjects needing new devices. Charges and length of stay were longer for subjects needing new devices. Total charges for all hospitalized subjects exceeded $1.05 billion for 2019, $136 million (13%) of which represented the 3.3% of admissions needing new devices. CONCLUSIONS Among pediatric firearm hospitalizations in 2019, Black children were overrepresented among assaults, and White children for suicide attempts. Suicide attempts were overrepresented among non-survivors, those requiring new devices, and contributed disproportionately to total hospital charges. LEVEL OF EVIDENCE Level 3.
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Affiliation(s)
- Rebecca Chae
- Department of Anesthesiology and Critical Care Medicine, Children's Hospital of Philadelphia and University of Pennsylvania, Philadelphia, PA, USA
| | - Laura Bricklin
- Department of Anesthesiology and Critical Care Medicine, Children's Hospital of Philadelphia and University of Pennsylvania, Philadelphia, PA, USA
| | - Anireddy R Reddy
- Department of Anesthesiology and Critical Care Medicine, Children's Hospital of Philadelphia and University of Pennsylvania, Philadelphia, PA, USA; Leonard Davis Institute of Health Economics, University of Pennsylvania, Philadelphia, USA
| | - Charlotte Z Woods-Hill
- Department of Anesthesiology and Critical Care Medicine, Children's Hospital of Philadelphia and University of Pennsylvania, Philadelphia, PA, USA; Leonard Davis Institute of Health Economics, University of Pennsylvania, Philadelphia, USA
| | - Garrett Keim
- Department of Anesthesiology and Critical Care Medicine, Children's Hospital of Philadelphia and University of Pennsylvania, Philadelphia, PA, USA; Leonard Davis Institute of Health Economics, University of Pennsylvania, Philadelphia, USA
| | - Nadir Yehya
- Department of Anesthesiology and Critical Care Medicine, Children's Hospital of Philadelphia and University of Pennsylvania, Philadelphia, PA, USA; Leonard Davis Institute of Health Economics, University of Pennsylvania, Philadelphia, USA.
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2
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Carlton EF, Rahman M, Maddux AB, Weiss SL, Prescott HC. Frequency of and Risk Factors for Increased Healthcare Utilization After Pediatric Sepsis Hospitalization. Crit Care Med 2024; 52:1700-1709. [PMID: 39297738 DOI: 10.1097/ccm.0000000000006406] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2024]
Abstract
OBJECTIVES To determine the frequency of and risk factors for increased post-sepsis healthcare utilization compared with pre-sepsis healthcare utilization. DESIGN Retrospective observational cohort study. SETTING Years 2016-2019 MarketScan Commercial and Medicaid Database. PATIENTS Children (0-18 yr) with sepsis treated in a U.S. hospital. INTERVENTIONS None. MEASUREMENTS AND MAIN RESULTS We measured the frequency of and risk factors for increased healthcare utilization in the 90 days post- vs. pre-sepsis hospitalization. We defined increased healthcare utilization as an increase of at least 3 days in the 90 days post-hospitalization compared with the 90 days pre-hospitalization based on outpatient, emergency department, and inpatient hospitalization. We identified 2801 patients hospitalized for sepsis, of whom 865 (30.9%) had increased healthcare utilization post-sepsis, with a median (interquartile range [IQR]) of 3 days (1-6 d) total in the 90 days pre-sepsis and 10 days (IQR, 6-21 d) total in the 90 days post-sepsis ( p < 0.001). In multivariable models, the odds of increased healthcare use were higher for children with longer lengths of hospitalization (> 30 d adjusted odds ratio [aOR], 4.35; 95% CI, 2.99-6.32) and children with preexisting complex chronic conditions, specifically renal (aOR, 1.47; 95% CI, 1.02-2.12), hematologic/immunologic (aOR, 1.34; 95% CI, 1.03-1.74), metabolic (aOR, 1.39; 95% CI, 1.08-1.79), and malignancy (aOR, 1.89; 95% CI, 1.38-2.59). CONCLUSIONS In this nationally representative cohort of children who survived sepsis hospitalization in the United States, nearly one in three had increased healthcare utilization in the 90 days after discharge. Children with hospitalizations longer than 30 days and complex chronic conditions were more likely to experience increased healthcare utilization.
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Affiliation(s)
- Erin F Carlton
- Department of Pediatrics, Division of Critical Care Medicine, University of Michigan, Ann Arbor, MI
- Susan B. Meister Child Health Evaluation and Research Center, Department of Pediatrics, University of Michigan, Ann Arbor, MI
| | - Moshiur Rahman
- Susan B. Meister Child Health Evaluation and Research Center, Department of Pediatrics, University of Michigan, Ann Arbor, MI
| | - Aline B Maddux
- Department of Pediatrics, Section of Critical Care Medicine, University of Colorado School of Medicine, Children's Hospital Colorado, Aurora, CO
| | - Scott L Weiss
- Division of Critical Care, Department of Pediatrics, Nemours Children's Health, Wilmington, DE
- Departments of Pediatrics and Pathology, Anatomy, & Cell Biology, Sidney Kimmel Medical College at Thomas Jefferson University, Philadelphia, PA
| | - Hallie C Prescott
- VA Center for Clinical Management Research, HSR&D Center of Innovation, Ann Arbor, MI
- Department of Internal Medicine, Division of Pulmonary and Critical Care, University of Michigan, Ann Arbor, MI
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3
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Logan GE, Banks RK, Reeder R, Miller K, Mourani PM, Bennett TD, Bourque SL, Meert KL, Zimmerman J, Maddux AB. Association of an In-Hospital Desirability of Outcomes Ranking Scale With Postdischarge Health-Related Quality of Life: A Secondary Analysis of the Life After Pediatric Sepsis Evaluation. Pediatr Crit Care Med 2024; 25:528-537. [PMID: 38353586 PMCID: PMC11153013 DOI: 10.1097/pcc.0000000000003470] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 06/06/2024]
Abstract
OBJECTIVES To develop a desirability of outcome ranking (DOOR) scale for use in children with septic shock and determine its correlation with a decrease in 3-month postadmission health-related quality of life (HRQL) or death. DESIGN Secondary analysis of the Life After Pediatric Sepsis Evaluation prospective study. SETTING Twelve U.S. PICUs, 2013-2017. PATIENTS Children (1 mo-18 yr) with septic shock. INTERVENTIONS None. MEASUREMENTS AND MAIN RESULTS We applied a 7-point pediatric critical care (PCC) DOOR scale: 7: death; 6: extracorporeal life support; 5: supported by life-sustaining therapies (continuous renal replacement therapy, vasoactive, or invasive ventilation); 4: hospitalized with or 3: without organ dysfunction; 2: discharged with or 1: without new morbidity to patients by assigning the highest applicable score on specific days post-PICU admission. We analyzed Spearman rank-order correlations (95% CIs) between proximal outcomes (PCC-DOOR scale on days 7, 14, and 21, ventilator-free days, cumulative 28-day Pediatric Logistic Organ Dysfunction-2 (PELOD-2) scores, and PICU-free days) and 3-month decrease in HRQL or death. HRQL was measured by Pediatric Quality of Life Inventory 4.0 or Functional Status II-R for patients with developmental delay. Patients who died were assigned the worst possible HRQL score. PCC-DOOR scores were applied to 385 patients, median age 6 years (interquartile range 2, 13) and 177 (46%) with a complex chronic condition(s). Three-month outcomes were available for 245 patients (64%) and 42 patients (17%) died. PCC-DOOR scale on days 7, 14, and 21 demonstrated fair correlation with the primary outcome (-0.42 [-0.52, -0.31], -0.47 [-0.56, -0.36], and -0.52 [-0.61, -0.42]), similar to the correlations for cumulative 28-day PELOD-2 scores (-0.51 [-0.59, -0.41]), ventilator-free days (0.43 [0.32, 0.53]), and PICU-free days (0.46 [0.35, 0.55]). CONCLUSIONS The PCC-DOOR scale is a feasible, practical outcome for pediatric sepsis trials and demonstrates fair correlation with decrease in HRQL or death at 3 months.
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Affiliation(s)
- Grace E. Logan
- Department of Pediatrics, Section of Critical Care Medicine, University of Colorado School of Medicine and Children’s Hospital Colorado, Aurora, CO
| | - Russell K Banks
- Department of Pediatrics, University of Utah, Salt Lake City, UT
| | - Ron Reeder
- Department of Pediatrics, University of Utah, Salt Lake City, UT
| | - Kristen Miller
- Department of Pediatrics, University of Colorado School of Medicine, Aurora, CO
| | - Peter M. Mourani
- Department of Pediatrics, Section of Critical Care, University of Arkansas for Medical Sciences and Arkansas Children’s Hospital, Little Rock, AR
| | - Tellen D. Bennett
- Department of Pediatrics, Section of Critical Care Medicine, University of Colorado School of Medicine and Children’s Hospital Colorado, Aurora, CO
- Department of Biomedical Informatics, University of Colorado School of Medicine, Aurora, CO
| | - Stephanie L. Bourque
- Department of Pediatrics, Section of Neonatology, University of Colorado School of Medicine and Children’s Hospital Colorado, Aurora, CO
| | - Kathleen L. Meert
- Department of Pediatrics, Children’s Hospital of Michigan, Central Michigan University, Detroit, MI
| | - Jerry Zimmerman
- Department of Pediatrics, Seattle Children’s Hospital, Seattle Research Institute, University of Washington School of Medicine, Seattle, WA
| | - Aline B. Maddux
- Department of Pediatrics, Section of Critical Care Medicine, University of Colorado School of Medicine and Children’s Hospital Colorado, Aurora, CO
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Stevens J, Tezel O, Bonnefil V, Hapstack M, Atreya MR. Biological basis of critical illness subclasses: from the bedside to the bench and back again. Crit Care 2024; 28:186. [PMID: 38812006 PMCID: PMC11137966 DOI: 10.1186/s13054-024-04959-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2024] [Accepted: 05/17/2024] [Indexed: 05/31/2024] Open
Abstract
Critical illness syndromes including sepsis, acute respiratory distress syndrome, and acute kidney injury (AKI) are associated with high in-hospital mortality and long-term adverse health outcomes among survivors. Despite advancements in care, clinical and biological heterogeneity among patients continues to hamper identification of efficacious therapies. Precision medicine offers hope by identifying patient subclasses based on clinical, laboratory, biomarker and 'omic' data and potentially facilitating better alignment of interventions. Within the previous two decades, numerous studies have made strides in identifying gene-expression based endotypes and clinico-biomarker based phenotypes among critically ill patients associated with differential outcomes and responses to treatment. In this state-of-the-art review, we summarize the biological similarities and differences across the various subclassification schemes among critically ill patients. In addition, we highlight current translational gaps, the need for advanced scientific tools, human-relevant disease models, to gain a comprehensive understanding of the molecular mechanisms underlying critical illness subclasses.
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Affiliation(s)
- Joseph Stevens
- Division of Immunobiology, Graduate Program, College of Medicine, University of Cincinnati, Cincinnati, OH, 45267, USA
| | - Oğuzhan Tezel
- Division of Critical Care Medicine, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, 45229, USA
| | - Valentina Bonnefil
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, 45627, USA
| | - Matthew Hapstack
- Division of Critical Care Medicine, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, 45229, USA
| | - Mihir R Atreya
- Division of Critical Care Medicine, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, 45229, USA.
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, 45627, USA.
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Weiss SL, Fitzgerald JC. Pediatric Sepsis Diagnosis, Management, and Sub-phenotypes. Pediatrics 2024; 153:e2023062967. [PMID: 38084084 PMCID: PMC11058732 DOI: 10.1542/peds.2023-062967] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 09/20/2023] [Indexed: 01/02/2024] Open
Abstract
Sepsis and septic shock are major causes of morbidity, mortality, and health care costs for children worldwide, including >3 million deaths annually and, among survivors, risk for new or worsening functional impairments, including reduced quality of life, new respiratory, nutritional, or technological assistance, and recurrent severe infections. Advances in understanding sepsis pathophysiology highlight a need to update the definition and diagnostic criteria for pediatric sepsis and septic shock, whereas new data support an increasing role for automated screening algorithms and biomarker combinations to assist earlier recognition. Once sepsis or septic shock is suspected, attention to prompt initiation of broad-spectrum empiric antimicrobial therapy, fluid resuscitation, and vasoactive medications remain key components to initial management with several new and ongoing studies offering new insights into how to optimize this approach. Ultimately, a key goal is for screening to encompass as many children as possible at risk for sepsis and trigger early treatment without increasing unnecessary broad-spectrum antibiotics and preventable hospitalizations. Although the role for adjunctive treatment with corticosteroids and other metabolic therapies remains incompletely defined, ongoing studies will soon offer updated guidance for optimal use. Finally, we are increasingly moving toward an era in which precision therapeutics will bring novel strategies to improve outcomes, especially for the subset of children with sepsis-induced multiple organ dysfunction syndrome and sepsis subphenotypes for whom antibiotics, fluid, vasoactive medications, and supportive care remain insufficient.
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Affiliation(s)
- Scott L. Weiss
- Division of Critical Care, Department of Pediatrics, Nemours Children’s Health, Wilmington, DE, USA
- Departments of Pediatrics & Pathology, Anatomy, and Cell Biology, Sidney Kimmel Medical College at Thomas Jefferson University, Philadelphia, PA, USA
| | - Julie C. Fitzgerald
- Department of Anesthesiology and Critical Care, Children’s Hospital of Philadelphia, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
- Pediatric Sepsis Program at the Children’s Hospital of Philadelphia, Philadelphia, PA, USA
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6
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Atreya MR, Banerjee S, Lautz AJ, Alder MN, Varisco BM, Wong HR, Muszynski JA, Hall MW, Sanchez-Pinto LN, Kamaleswaran R. Machine learning-driven identification of the gene-expression signature associated with a persistent multiple organ dysfunction trajectory in critical illness. EBioMedicine 2024; 99:104938. [PMID: 38142638 PMCID: PMC10788426 DOI: 10.1016/j.ebiom.2023.104938] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2023] [Revised: 12/08/2023] [Accepted: 12/12/2023] [Indexed: 12/26/2023] Open
Abstract
BACKGROUND Multiple organ dysfunction syndrome (MODS) disproportionately drives morbidity and mortality among critically ill patients. However, we lack a comprehensive understanding of its pathobiology. Identification of genes associated with a persistent MODS trajectory may shed light on underlying biology and allow for accurate prediction of those at-risk. METHODS Secondary analyses of publicly available gene-expression datasets. Supervised machine learning (ML) was used to identify a parsimonious set of genes associated with a persistent MODS trajectory in a training set of pediatric septic shock. We optimized model parameters and tested risk-prediction capabilities in independent validation and test datasets, respectively. We compared model performance relative to an established gene-set predictive of sepsis mortality. FINDINGS Patients with a persistent MODS trajectory had 568 differentially expressed genes and characterized by a dysregulated innate immune response. Supervised ML identified 111 genes associated with the outcome of interest on repeated cross-validation, with an AUROC of 0.87 (95% CI: 0.85-0.88) in the training set. The optimized model, limited to 20 genes, achieved AUROCs ranging from 0.74 to 0.79 in the validation and test sets to predict those with persistent MODS, regardless of host age and cause of organ dysfunction. Our classifier demonstrated reproducibility in identifying those with persistent MODS in comparison with a published gene-set predictive of sepsis mortality. INTERPRETATION We demonstrate the utility of supervised ML driven identification of the genes associated with persistent MODS. Pending validation in enriched cohorts with a high burden of organ dysfunction, such an approach may inform targeted delivery of interventions among at-risk patients. FUNDING H.R.W.'s NIHR35GM126943 award supported the work detailed in this manuscript. Upon his death, the award was transferred to M.N.A. M.R.A., N.S.P, and R.K were supported by NIHR21GM151703. R.K. was supported by R01GM139967.
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Affiliation(s)
- Mihir R Atreya
- Division of Critical Care Medicine, Cincinnati Children's Hospital Medical Center and Cincinnati Children's Research Foundation, Cincinnati, 45229, OH, USA; Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, 45267, USA.
| | - Shayantan Banerjee
- Department of Biotechnology, Bhupat and Jyoti Mehta School of Biosciences, Indian Institute of Technology Madras, Chennai, 600 036, India
| | - Andrew J Lautz
- Division of Critical Care Medicine, Cincinnati Children's Hospital Medical Center and Cincinnati Children's Research Foundation, Cincinnati, 45229, OH, USA; Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, 45267, USA
| | - Matthew N Alder
- Division of Critical Care Medicine, Cincinnati Children's Hospital Medical Center and Cincinnati Children's Research Foundation, Cincinnati, 45229, OH, USA; Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, 45267, USA
| | - Brian M Varisco
- Division of Critical Care Medicine, Cincinnati Children's Hospital Medical Center and Cincinnati Children's Research Foundation, Cincinnati, 45229, OH, USA; Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, 45267, USA
| | - Hector R Wong
- Division of Critical Care Medicine, Cincinnati Children's Hospital Medical Center and Cincinnati Children's Research Foundation, Cincinnati, 45229, OH, USA; Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, 45267, USA
| | - Jennifer A Muszynski
- Division of Critical Care Medicine, Nationwide Children's Hospital, Columbus, 43205, OH, USA; Department of Pediatrics, Ohio State University, Columbus, 43205, OH, USA
| | - Mark W Hall
- Division of Critical Care Medicine, Nationwide Children's Hospital, Columbus, 43205, OH, USA; Department of Pediatrics, Ohio State University, Columbus, 43205, OH, USA
| | - L Nelson Sanchez-Pinto
- Department of Pediatrics, Northwestern University Feinberg School of Medicine, Chicago, 60611, IL, USA; Department of Health and Biomedical Informatics, Northwestern University Feinberg School of Medicine, Chicago, 60611, IL, USA
| | - Rishikesan Kamaleswaran
- Department of Biomedical Informatics, Emory University School of Medicine, Atlanta, 30322, GA, United States; Department of Biomedical Engineering, Georgia Institute of Technology, Atlanta, 30322, GA, United States
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Weiss SL. PICS-ing Up on Something Real in Pediatric Sepsis? Chest 2023; 164:1071-1072. [PMID: 37945185 DOI: 10.1016/j.chest.2023.05.030] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2023] [Accepted: 05/31/2023] [Indexed: 11/12/2023] Open
Affiliation(s)
- Scott L Weiss
- Division of Critical Care, Department of Pediatrics, Nemours Children's Health, Wilmington, DE; Departments of Pediatrics & Pathology, Anatomy, and Cell Biology, Sidney Kimmel Medical College at Thomas Jefferson University, Philadelphia, PA.
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Atreya MR, Cvijanovich NZ, Fitzgerald JC, Weiss SL, Bigham MT, Jain PN, Schwarz AJ, Lutfi R, Nowak J, Thomas NJ, Quasney M, Haileselassie B, Baines TD, Zingarelli B. SERUM SOLUBLE ENDOGLIN IN PEDIATRIC SEPTIC SHOCK-ASSOCIATED MULTIPLE ORGAN DYSFUNCTION SYNDROME. Shock 2023; 60:379-384. [PMID: 37493567 PMCID: PMC10529838 DOI: 10.1097/shk.0000000000002183] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/27/2023]
Abstract
ABSTRACT Background: Endothelial activation is a key driver of multiple organ dysfunction syndrome (MODS). Soluble endoglin (sENG) is expressed by mature and progenitor endothelial cells and thought to have angiogenic properties. We sought to determine the association between sENG and pediatric sepsis-associated MODS. Methods: Prospective observational study of pediatric septic shock. Primary outcome of interest was complicated course-a composite of death by (or) MODS on day 7 of illness. Secondary outcomes included individual organ dysfunctions. Endothelial biomarkers including sENG were measured using multiplex Luminex assays among patients with existing data on the Pediatric Sepsis Biomarker Risk Model (PERSEVERE-II) data. Multivariable regression was used to test the independent association between sENG and clinical outcomes. Serum sENG concentrations across PERSEVERE-II mortality risk strata and correlations with established markers of endothelial dysfunction were determined. Results: Three hundred six critically ill children with septic shock were included. Serum sENG concentrations were higher among those with primary and secondary outcomes of interest, with the exception of acute neurological dysfunction. Soluble endoglin was independently associated with increased odds of complicated course (adjusted odds ratio, 1.53; 95% confidence interval, 1.02-2.27; P = 0.038) and acute renal dysfunction (adjusted odds ratio, 1.84; 95% confidence interval, 1.18-2.876; P = 0.006). Soluble endoglin demonstrated graded responses across PERSEVERE-II risk strata and was positively correlated with endothelial biomarkers, except angiopoietin-1. Conclusions: Serum sENG is independently associated with complicated course and acute renal dysfunction in pediatric septic shock. Future studies are required to validate our observational data, and mechanistic studies are necessary to elucidate whether endoglin plays an organ-specific role in the development or resolution of acute renal dysfunction in sepsis.
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Affiliation(s)
- Mihir R. Atreya
- Division of Critical Care Medicine, Cincinnati Children’s Hospital Medical Center and Cincinnati Children’s Research Foundation, Cincinnati, 45229, OH, USA
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH 45267, USA
| | | | | | - Scott L. Weiss
- Children’s Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | | | - Parag N. Jain
- Texas Children’s Hospital and Baylor College of Medicine, Houston, TX 77030, USA
| | | | - Riad Lutfi
- Riley Hospital for Children, Indianapolis, IN 46202, USA
| | - Jeffrey Nowak
- Children’s Hospital and Clinics of Minnesota, Minneapolis, MN 55404, USA
| | - Neal J. Thomas
- Penn State Hershey Children’s Hospital, Hershey, PA 17033, USA
| | - Michael Quasney
- CS Mott Children’s Hospital at the University of Michigan, Ann Arbor, MI 48109, USA
| | | | - Torrey D. Baines
- University of Florida Health Shands Children’s Hospital, Gainesville, FL 32610, USA
| | - Basilia Zingarelli
- Division of Critical Care Medicine, Cincinnati Children’s Hospital Medical Center and Cincinnati Children’s Research Foundation, Cincinnati, 45229, OH, USA
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH 45267, USA
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Atreya MR, Cvijanovich NZ, Fitzgerald JC, Weiss SL, Bigham MT, Jain PN, Schwarz AJ, Lutfi R, Nowak J, Allen GL, Thomas NJ, Grunwell JR, Baines T, Quasney M, Haileselassie B, Lindsell CJ, Alder MN, Wong HR. Integrated PERSEVERE and endothelial biomarker risk model predicts death and persistent MODS in pediatric septic shock: a secondary analysis of a prospective observational study. Crit Care 2022; 26:210. [PMID: 35818064 PMCID: PMC9275255 DOI: 10.1186/s13054-022-04070-5] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2022] [Accepted: 06/21/2022] [Indexed: 11/12/2022] Open
Abstract
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® 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. Graphical abstract ![]()
Supplementary Information The online version contains supplementary material available at 10.1186/s13054-022-04070-5.
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Carlton EF, Gebremariam A, Maddux AB, McNamara N, Barbaro RP, Cornell TT, Iwashyna TJ, Prosser LA, Zimmerman J, Weiss S, Prescott HC. New and Progressive Medical Conditions After Pediatric Sepsis Hospitalization Requiring Critical Care. JAMA Pediatr 2022; 176:e223554. [PMID: 36215045 PMCID: PMC9552050 DOI: 10.1001/jamapediatrics.2022.3554] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/15/2022] [Accepted: 07/20/2022] [Indexed: 12/15/2022]
Abstract
Importance Children commonly experience physical, cognitive, or emotional sequelae after sepsis. However, little is known about the development or progression of medical conditions after pediatric sepsis. Objective To quantify the development and progression of 4 common conditions in the 6 months after sepsis and to assess whether they differed after hospitalization for sepsis vs nonsepsis among critically ill children. Design, Setting, and Participants This cohort study of 101 511 children (<19 years) with sepsis or nonsepsis hospitalization used a national administrative claims database (January 1, 2010, to June 30, 2018). Data management and analysis were conducted from April 1, 2020, to July 7, 2022. Exposures Intensive care unit hospitalization for sepsis vs all-cause intensive care unit hospitalizations, excluding sepsis. Main Outcomes and Measures Primary outcomes were the development of 4 target conditions (chronic respiratory failure, seizure disorder, supplemental nutritional dependence, and chronic kidney disease) within 6 months of hospital discharge. Secondary outcomes were the progression of the 4 target conditions among children with the condition before hospitalization. Outcomes were identified via diagnostic and procedural codes, durable medical equipment codes, and prescription medications. Differences in the development and the progression of conditions between pediatric patients with sepsis and pediatric patients with nonsepsis who survived intensive care unit hospitalization were assessed using logistic regression with matching weights. Results A total of 5150 survivors of pediatric sepsis and 96 361 survivors of nonsepsis intensive care unit hospitalizations were identified; 2593 (50.3%) were female. The median age was 9.5 years (IQR, 3-15 years) in the sepsis cohort and 7 years (IQR, 2-13 years) in the nonsepsis cohort. Of the 5150 sepsis survivors, 670 (13.0%) developed a new target condition, and 385 of 1834 (21.0%) with a preexisting target condition had disease progression. A total of 998 of the 5150 survivors (19.4%) had development and/or progression of at least 1 condition. New conditions were more common among sepsis vs nonsepsis hospitalizations (new chronic respiratory failure: 4.6% vs 1.9%; odds ratio [OR], 2.54 [95% CI, 2.19-2.94]; new supplemental nutritional dependence: 7.9% vs 2.7%; OR, 3.17 [95% CI, 2.80-3.59]; and new chronic kidney disease: 1.1% vs 0.6%; OR, 1.65 [95% CI, 1.25-2.19]). New seizure disorder was less common (4.6% vs 6.0%; OR, 0.77 [95% CI, 0.66-0.89]). Progressive supplemental nutritional dependence was more common (1.5% vs 0.5%; OR, 2.95 [95% CI, 1.60-5.42]), progressive epilepsy was less common (33.7% vs 40.6%; OR, 0.74 [95% CI, 0.65-0.86]), and progressive respiratory failure (4.4% vs 3.3%; OR, 1.35 [95% CI, 0.89-2.04]) and progressive chronic kidney disease (7.9% vs 9.2%; OR, 0.84 [95% CI, 0.18-3.91]) were similar among survivors of sepsis vs nonsepsis admitted to an intensive care unit. Conclusions and Relevance In this national cohort of critically ill children who survived sepsis, 1 in 5 developed or had progression of a condition of interest after sepsis hospitalization, suggesting survivors of pediatric sepsis may benefit from structured follow-up to identify and treat new or worsening medical comorbid conditions.
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Affiliation(s)
- Erin F. Carlton
- Division of Critical Care Medicine, Department of Pediatrics, University of Michigan, Ann Arbor
- Susan B. Meister Child Health Evaluation and Research Center, Department of Pediatrics, University of Michigan, Ann Arbor
| | - Acham Gebremariam
- Susan B. Meister Child Health Evaluation and Research Center, Department of Pediatrics, University of Michigan, Ann Arbor
| | - Aline B. Maddux
- Section of Critical Care Medicine, Department of Pediatrics, University of Colorado School of Medicine, Children’s Hospital Colorado, Aurora
| | - Nancy McNamara
- Division of Pediatric Neurology, Department of Pediatrics, University of Michigan, Ann Arbor
| | - Ryan P. Barbaro
- Division of Critical Care Medicine, Department of Pediatrics, University of Michigan, Ann Arbor
- Susan B. Meister Child Health Evaluation and Research Center, Department of Pediatrics, University of Michigan, Ann Arbor
| | - Timothy T. Cornell
- Lucille Packard Children’s Hospital, Stanford University, Palo Alto, California
| | - Theodore J. Iwashyna
- VA Center for Clinical Management Research, HSR&D Center of Innovation, Ann Arbor, Michigan
- Division of Pulmonary and Critical Care, Department of Internal Medicine, University of Michigan, Ann Arbor
| | - Lisa A. Prosser
- Susan B. Meister Child Health Evaluation and Research Center, Department of Pediatrics, University of Michigan, Ann Arbor
| | - Jerry Zimmerman
- Seattle Children’s Hospital, Harborview Medical Center, University of Washington School of Medicine, Seattle
| | - Scott Weiss
- Department of Anesthesiology and Critical Care, Children's Hospital of Philadelphia, University of Pennsylvania Perelman School of Medicine, Philadelphia
- Children’s Hospital of Philadelphia, Pediatric Sepsis Program, Philadelphia, Pennsylvania
| | - Hallie C. Prescott
- VA Center for Clinical Management Research, HSR&D Center of Innovation, Ann Arbor, Michigan
- Division of Pulmonary and Critical Care, Department of Internal Medicine, University of Michigan, Ann Arbor
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11
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Maddux AB, Zimmerman JJ, Banks RK, Reeder RW, Meert KL, Czaja AS, Berg RA, Sapru A, Carcillo JA, Newth CJL, Quasney MW, Mourani PM. Health Resource Use in Survivors of Pediatric Septic Shock in the United States. Pediatr Crit Care Med 2022; 23:e277-e288. [PMID: 35250001 PMCID: PMC9203867 DOI: 10.1097/pcc.0000000000002932] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
OBJECTIVES To evaluate postdischarge health resource use in pediatric survivors of septic shock and determine patient and hospitalization factors associated with health resource use. DESIGN Secondary analyses of a multicenter prospective observational cohort study. SETTING Twelve academic PICUs. PATIENTS Children greater than or equal to 1 month and less than 18 years old hospitalized for community-acquired septic shock who survived to 1 year. INTERVENTIONS None. MEASUREMENTS AND MAIN RESULTS For 308/338 patients (91%) with baseline and greater than or equal to one postdischarge survey, we evaluated readmission, emergency department (ED) visits, new medication class, and new device class use during the year after sepsis. Using negative binomial regression with bidirectional stepwise selection, we identified factors associated with each outcome. Median age was 7 years (interquartile range, 2-13), 157 (51%) had a chronic condition, and nearly all patients had insurance (private [n = 135; 44%] or government [n = 157; 51%]). During the year after sepsis, 128 patients (42%) were readmitted, 145 (47%) had an ED visit, 156 (51%) started a new medication class, and 102 (33%) instituted a new device class. Having a complex chronic condition was independently associated with readmission and ED visit. Documented infection and higher sum of Pediatric Logistic Organ Dysfunction--2 hematologic score were associated with readmission, whereas younger age and having a noncomplex chronic condition were associated with ED visit. Factors associated with new medication class use were private insurance, neurologic insult, and longer PICU stays. Factors associated with new device class use were preadmission chemotherapy or radiotherapy, presepsis Functional Status Scale score, and ventilation duration greater than or equal to 10 days. Of patients who had a new medication or device class, most had a readmission (56% and 61%) or ED visit (62% and 67%). CONCLUSIONS Children with septic shock represent a high-risk cohort with high-resource needs after discharge. Interventions and targeted outcomes to mitigate postdischarge resource use may differ based on patients' preexisting conditions.
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Affiliation(s)
- Aline B. Maddux
- Department of Pediatrics, Section of Critical Care Medicine, University of Colorado School of Medicine and Children’s Hospital Colorado, Aurora, CO
| | - Jerry J. Zimmerman
- Seattle Children’s Hospital, Seattle Research Institute, University of Washington School of Medicine, Seattle, WA
| | | | | | - Kathleen L. Meert
- Children’s Hospital of Michigan, Detroit, MI, Central Michigan University, Mt. Pleasant, MI
| | - Angela S. Czaja
- Department of Pediatrics, Section of Critical Care Medicine, University of Colorado School of Medicine and Children’s Hospital Colorado, Aurora, CO
| | - Robert A. Berg
- Department of Anesthesiology and Critical Care Medicine Children’s Hospital of Philadelphia and Perelman School of Medicine at the University of Pennsylvania
| | - Anil Sapru
- Division of Pediatric Critical Care Medicine, Department of Pediatrics, Mattel Children’s Hospital, University of California Los Angeles, Los Angeles, CA
| | - Joseph A. Carcillo
- Department of Critical Care Medicine, Children’s Hospital of Pittsburgh, University of Pittsburgh Medical Center, Pittsburgh, PA
| | - Christopher J. L. Newth
- Department of Pediatrics, Section of Critical Care, University of Southern California, Children’s Hospital Los Angeles, Los Angeles, CA
| | - Michael W. Quasney
- Division of Pediatric Critical Care Medicine, University of Michigan, Ann Arbor, MI
| | - Peter M. Mourani
- Department of Pediatrics, Section of Critical Care, University of Arkansas for Medical Sciences and Arkansas Children’s Research Institute, Little Rock, AR
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12
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Wei W, Zhang N, Chang S. Clinical study on the early systemic nursing care intervention in patients with severe pulmonary infection. Am J Transl Res 2021; 13:3745-3751. [PMID: 34017560 PMCID: PMC8129422] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2020] [Accepted: 12/10/2020] [Indexed: 06/12/2023]
Abstract
OBJECTIVE To explore the clinical value of early systematic nursing care intervention in patients with severe pulmonary infection. METHODS 100 severe patients treated in our hospital from March 2019 to April 2020 were selected. According to the principle of random distribution, they were divided into a control group (50 patients) and an intervention group (50 patients). The control group was given routine nursing intervention, and the intervention group was given early systematic care intervention. We analyzed the infection rate, mortality rate, quality of life, and complication incidence after intervention. RESULTS The intervention group had significantly lower pulmonary infection rate and mortality rate as compared to the control group [10% vs 42%, 2% vs 20%, X2 = 13.31, 8.27, P<0.01]; the intervention group had better quality of life such as emotional conditional score, physical condition score, pain rating score and cognitive ability in comparison to the control group [(85.09 ± 16.33) vs (46.68 ± 14.01), (82.64 ± 16.82) vs (43.25 ± 13.71), (81.05 ± 12.95) vs (42.16 ± 13.56), (89.54 ± 17.56) vs (43.35 ± 14.03), t = 12.62, 12.84, 14.67, 14.53, P<0.001). The incidence of complications in the intervention group (6%) was significantly lower than 34% in the control group (x2 = 12.25, P<0.001). After intervention, FEV1, FVC, FEV1/FVC and 6-min walking distance of the intervention group were better than those of the control group (t = 4.77, 5.44, 4.39, 3.65, P<0.001). CONCLUSION Early systematic care intervention in severe patients in clinical care has a positive effect in reducing the pulmonary infection rate and mortality rate and improving the quality of life.
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Affiliation(s)
- Wenjing Wei
- Department of Geriatrics, Tangshan Gongren Hospital Tangshan 063000, China
| | - Ning Zhang
- Department of Geriatrics, Tangshan Gongren Hospital Tangshan 063000, China
| | - Shumei Chang
- Department of Geriatrics, Tangshan Gongren Hospital Tangshan 063000, China
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13
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Carlton EF, Weiss SL, Prescott HC, Prosser LA. What's the Cost? Measuring the Economic Impact of Pediatric Sepsis. Front Pediatr 2021; 9:761994. [PMID: 34869119 PMCID: PMC8634593 DOI: 10.3389/fped.2021.761994] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/20/2021] [Accepted: 10/20/2021] [Indexed: 11/13/2022] Open
Abstract
Sepsis, life-threatening organ dysfunction secondary to infection, hospitalizes nearly 75,000 children each year in the United States. Most children survive sepsis. However, there is increasing recognition of the longer-term consequences of pediatric sepsis hospitalization on both the child and their family, including medical, psychosocial, and financial impacts. Here, we describe family spillover effects (the impact of illness on caregivers) of pediatric sepsis, why measurement of family spillover effects is important, and the ways in which family spillover effects can be measured.
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Affiliation(s)
- Erin F Carlton
- Division of Critical Care Medicine, Department of Pediatrics, University of Michigan, Ann Arbor, MI, United States.,Susan B. Meister Child Health Evaluation and Research Center, Department of Pediatrics, University of Michigan, Ann Arbor, MI, United States
| | - Scott L Weiss
- Department of Anesthesiology and Critical Care, Children's Hospital of Philadelphia, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, United States.,Pediatric Sepsis Program, Children's Hospital of Philadelphia, Philadelphia, PA, United States
| | - Hallie C Prescott
- Veterans Affairs Center for Clinical Management Research, Health Services Research & Development Center of Innovation, Ann Arbor, MI, United States.,Department of Internal Medicine, Division of Pulmonary and Critical Care, University of Michigan, Ann Arbor, MI, United States
| | - Lisa A Prosser
- Susan B. Meister Child Health Evaluation and Research Center, Department of Pediatrics, University of Michigan, Ann Arbor, MI, United States.,Department of Health Management and Policy, School of Public Health, University of Michigan, Ann Arbor, MI, United States
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