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Alcamo AM, Becker AE, Barren GJ, Hayes K, Pennington JW, Curley MA, Tasker RC, Balamuth F, Weiss SL, Fitzgerald JC, Topjian AA. Diagnostic Identification of Acute Brain Dysfunction in Pediatric Sepsis and Septic Shock in the Electronic Health Record: A Comparison of Four Definitions in a Reference Dataset. Pediatr Crit Care Med 2024; 25:740-747. [PMID: 38738953 PMCID: PMC11300159 DOI: 10.1097/pcc.0000000000003529] [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: 05/14/2024]
Abstract
OBJECTIVES Acute brain dysfunction (ABD) in pediatric sepsis has a prevalence of 20%, but can be difficult to identify. Our previously validated ABD computational phenotype (CP ABD ) used variables obtained from the electronic health record indicative of clinician concern for acute neurologic or behavioral change. We tested whether the CP ABD has better diagnostic performance to identify confirmed ABD than other definitions using the Glasgow Coma Scale or delirium scores. DESIGN Diagnostic testing in a curated cohort of pediatric sepsis/septic shock patients. SETTING Quaternary freestanding children's hospital. SUBJECTS The test dataset comprised 527 children with sepsis/septic shock managed between 2011 and 2021 with a prevalence (pretest probability) of confirmed ABD of 30% (159/527). MEASUREMENTS AND MAIN RESULTS CP ABD was based on use of neuroimaging, electroencephalogram, and/or administration of new antipsychotic medication. We compared the performance of the CP ABD with three GCS/delirium-based definitions of ABD-Proulx et al, International Pediatric Sepsis Consensus Conference, and Pediatric Organ Dysfunction Information Update Mandate. The posttest probability of identifying ABD was highest in CP ABD (0.84) compared with other definitions. CP ABD also had the highest sensitivity (83%; 95% CI, 76-89%) and specificity (93%; 95% CI, 90-96%). The false discovery rate was lowest in CP ABD (1-in-6) as was the false omission rate (1-in-14). Finally, the prevalence threshold for the definitions varied, with the CP ABD being the definition closest to 20%. CONCLUSIONS In our curated dataset of pediatric sepsis/septic shock, CP ABD had favorable characteristics to identify confirmed ABD compared with GCS/delirium-based definitions. The CP ABD can be used to further study the impact of ABD in studies using large electronic health datasets.
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Affiliation(s)
- Alicia M. Alcamo
- Division of Critical Care Medicine, Department of Anesthesiology and Critical Care, The Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
- Department of Anesthesiology and Critical Care, The University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
- Pediatric Sepsis Program, The Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
| | - Andrew E. Becker
- Division of Critical Care Medicine, Department of Anesthesiology and Critical Care, The Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
| | - Gregory J. Barren
- Department of Biomedical and Health Informatics, The Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
| | - Katie Hayes
- Pediatric Sepsis Program, The Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
- Division of Emergency Medicine, The Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
| | - Jeffrey W. Pennington
- Department of Biomedical and Health Informatics, The Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
| | - Martha A.Q. Curley
- Department of Anesthesiology and Critical Care, The University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
- Department of Family and Community Health, The University of Pennsylvania School of Nursing, Philadelphia, Pennsylvania, USA
| | - Robert C. Tasker
- Department of Anesthesiology, Critical Care and Pain Medicine, Boston Children’s Hospital, Boston, Massachusetts, USA
- Selwyn College, Cambridge University, Cambridge, United Kingdom
| | - Fran Balamuth
- Pediatric Sepsis Program, The Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
- Division of Emergency Medicine, The Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
| | - Scott L. Weiss
- Division of Critical Care Medicine, Nemours Children’s Hospital, Wilmington, Delaware, USA
| | - Julie C. Fitzgerald
- Division of Critical Care Medicine, Department of Anesthesiology and Critical Care, The Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
- Department of Anesthesiology and Critical Care, The University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
- Pediatric Sepsis Program, The Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
| | - Alexis A. Topjian
- Division of Critical Care Medicine, Department of Anesthesiology and Critical Care, The Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
- Department of Anesthesiology and Critical Care, The University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
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Tasker RC. Editor's Choice Articles for February. Pediatr Crit Care Med 2024; 25:88-91. [PMID: 40315045 DOI: 10.1097/pcc.0000000000003431] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/23/2024]
Affiliation(s)
- Robert C Tasker
- orcid.org/0000-0003-3647-8113
- Department of Anesthesiology, Critical Care and Pain Medicine, Boston Children's Hospital, Boston, MA
- Selwyn College, Cambridge University, Cambridge, United Kingdom
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Tasker RC. Editor's Choice Articles for October. Pediatr Crit Care Med 2023; 24:791-794. [PMID: 38412367 DOI: 10.1097/pcc.0000000000003353] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/29/2024]
Affiliation(s)
- Robert C Tasker
- orcid.org/0000-0003-3647-8113
- Department of Anesthesiology, Critical Care and Pain Medicine, Boston Children's Hospital, Boston, MA
- Selwyn College, Cambridge University, Cambridge, United Kingdom
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