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Atakul G, Ceylan G, Sandal O, Soydan E, Hepduman P, Colak M, Zimmermann JM, Novotni D, Karaarslan U, Topal S, Aǧin H. Closed-loop oxygen usage during invasive mechanical ventilation of pediatric patients (CLOUDIMPP): a randomized controlled cross-over study. Front Med (Lausanne) 2024; 11:1426969. [PMID: 39318593 PMCID: PMC11420134 DOI: 10.3389/fmed.2024.1426969] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2024] [Accepted: 08/13/2024] [Indexed: 09/26/2024] Open
Abstract
Background The aim of this study is the evaluation of a closed-loop oxygen control system in pediatric patients undergoing invasive mechanical ventilation (IMV). Methods Cross-over, multicenter, randomized, single-blind clinical trial. Patients between the ages of 1 month and 18 years who were undergoing IMV therapy for acute hypoxemic respiratory failure (AHRF) were assigned at random to either begin with a 2-hour period of closed-loop oxygen control or manual oxygen titrations. By using closed-loop oxygen control, the patients' SpO2 levels were maintained within a predetermined target range by the automated adjustment of the FiO2. During the manual oxygen titration phase of the trial, healthcare professionals at the bedside made manual changes to the FiO2, while maintaining the same target range for SpO2. Following either period, the patient transitioned to the alternative therapy. The outcomes were the percentage of time spent in predefined SpO2 ranges ±2% (primary), FiO2, total oxygen use, and the number of manual adjustments. Findings The median age of included 33 patients was 17 (13-55.5) months. In contrast to manual oxygen titrations, patients spent a greater proportion of time within a predefined optimal SpO2 range when the closed-loop oxygen controller was enabled (95.7% [IQR 92.1-100%] vs. 65.6% [IQR 41.6-82.5%]), mean difference 33.4% [95%-CI 24.5-42%]; P < 0.001). Median FiO2 was lower (32.1% [IQR 23.9-54.1%] vs. 40.6% [IQR 31.1-62.8%]; P < 0.001) similar to total oxygen use (19.8 L/h [IQR 4.6-64.8] vs. 39.4 L/h [IQR 16.8-79]; P < 0.001); however, median SpO2/FiO2 was higher (329.4 [IQR 180-411.1] vs. 246.7 [IQR 151.1-320.5]; P < 0.001) with closed-loop oxygen control. With closed-loop oxygen control, the median number of manual adjustments reduced (0.0 [IQR 0.0-0.0] vs. 1 [IQR 0.0-2.2]; P < 0.001). Conclusion Closed-loop oxygen control enhances oxygen therapy in pediatric patients undergoing IMV for AHRF, potentially leading to more efficient utilization of oxygen. This technology also decreases the necessity for manual adjustments, which could reduce the workloads of healthcare providers. Clinical Trial Registration This research has been submitted to ClinicalTrials.gov (NCT05714527).
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Affiliation(s)
- Gulhan Atakul
- Department of Paediatric Intensive Care Unit, Dr Behcet Uz Children's Disease and Surgery Training and Research Hospital, Health Sciences University, Izmir, Türkiye
| | - Gokhan Ceylan
- Department of Paediatric Intensive Care Unit, Dr Behcet Uz Children's Disease and Surgery Training and Research Hospital, Health Sciences University, Izmir, Türkiye
- Department of Medical Research, Hamilton Medical AG, Chur, Switzerland
| | - Ozlem Sandal
- Department of Paediatric Intensive Care Unit, Dr Behcet Uz Children's Disease and Surgery Training and Research Hospital, Health Sciences University, Izmir, Türkiye
| | - Ekin Soydan
- Department of Paediatric Intensive Care Unit, Aydin Obstetrics and Children Hospital, Health Sciences University, Aydin, Türkiye
| | - Pinar Hepduman
- Department of Paediatric Intensive Care Unit, Erzurum Territorial Training and Research Hospital, Health Sciences University, Erzurum, Türkiye
| | - Mustafa Colak
- Department of Paediatric Intensive Care Unit, Cam Sakura Training and Research Hospital, Health Sciences University, Istanbul, Türkiye
| | - Jan M Zimmermann
- Department of Medical Research, Hamilton Medical AG, Chur, Switzerland
| | - Dominik Novotni
- Department of Medical Research, Hamilton Medical AG, Chur, Switzerland
| | - Utku Karaarslan
- Department of Paediatric Intensive Care Unit, Dr Behcet Uz Children's Disease and Surgery Training and Research Hospital, Health Sciences University, Izmir, Türkiye
| | - Sevgi Topal
- Department of Paediatric Intensive Care Unit, Erzurum Territorial Training and Research Hospital, Health Sciences University, Erzurum, Türkiye
| | - Hasan Aǧin
- Department of Paediatric Intensive Care Unit, Dr Behcet Uz Children's Disease and Surgery Training and Research Hospital, Health Sciences University, Izmir, Türkiye
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Bachman TE, Newth CJL, Ross PA, Patel N, Bhalla A. Association of extreme hyperoxemic events and mortality in pediatric critical care: an observational cohort study. Front Pediatr 2024; 12:1429882. [PMID: 39144469 PMCID: PMC11322569 DOI: 10.3389/fped.2024.1429882] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/08/2024] [Accepted: 07/16/2024] [Indexed: 08/16/2024] Open
Abstract
Objective Our aim was to confirm whether extreme hyperoxemic events had been associated with excess mortality in our diverse critical care population. Methods Retrospective analysis of 9 years of data collected in the pediatric and cardiothoracic ICUs in Children's Hospital Los Angeles was performed. The analysis was limited to those mechanically ventilated for at least 24 h, with at least 1 arterial blood gas measurement. An extreme hyperoxemic event was defined as a PaO2 of ≥300 torr. Multivariable logistic regression was used to assess the association of extreme hyperoxemia events and mortality, adjusting for confounding variables. Selected a-priori, these were Pediatric Risk of Mortality III predicted mortality, general or cardiothoracic ICU, number of blood gas measurements, as well as an abnormal blood gas measurements (pH < 7.25, pH > 7.45, and PaO2 < 50 torr). Results There were 4,003 admissions included with a predicted mortality of 7.1% and an actual mortality of 9.7%. Their care was associated with 75,129 blood gas measurements, in which abnormal measurements were common. With adjustments for these covariates, any hyperoxemic event was associated with excess mortality (p < 0.001). Excess mortality increased with multiple hyperoxemic events (p < 0.046). Additionally, treatment resulting in SpO2 > 98% markedly increased the risk of a hyperoxemic event. Conclusion Retrospective analysis of critical care admissions showed that extreme hyperoxemic events were associated with higher mortality. Supplemental oxygen levels resulting in SpO2 > 98% should be avoided.
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Affiliation(s)
- Thomas E. Bachman
- Department of Biomedical Technology, Faculty of Biomedical Engineering, Czech Technical University in Prague, Kladno, Czechia
| | - Christopher J. L. Newth
- Department of Anesthesiology Critical Care Medicine, Children’s Hospital Los Angeles, University of Southern California Keck School of Medicine, Los Angeles, CA, United States
| | - Patrick A. Ross
- Department of Anesthesiology Critical Care Medicine, Children’s Hospital Los Angeles, University of Southern California Keck School of Medicine, Los Angeles, CA, United States
| | - Nimesh Patel
- Department of Anesthesiology, Vanderbilt University Medical Center, Nashville, TN, United States
| | - Anoopindar Bhalla
- Department of Anesthesiology Critical Care Medicine, Children’s Hospital Los Angeles, University of Southern California Keck School of Medicine, Los Angeles, CA, United States
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Weatherly AJ, Johnson CA, Liu D, Kannankeril PJ, Smith HAB, Betters KA. Association of Hyperoxia During Cardiopulmonary Bypass and Postoperative Delirium in the Pediatric Cardiac ICU. Crit Care Explor 2024; 6:e1119. [PMID: 38968166 PMCID: PMC11230773 DOI: 10.1097/cce.0000000000001119] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/07/2024] Open
Abstract
OBJECTIVE ICU delirium commonly complicates critical illness associated with factors such as cardiopulmonary bypass (CPB) time and the requirement of mechanical ventilation (MV). Recent reports associate hyperoxia with poorer outcomes in critically ill children. This study sought to determine whether hyperoxia on CPB in pediatric patients was associated with a higher prevalence of postoperative delirium. DESIGN Secondary analysis of data obtained from a prospective cohort study. SETTING Twenty-two-bed pediatric cardiac ICU in a tertiary children's hospital. PATIENTS All patients (18 yr old or older) admitted post-CPB, with documented delirium assessment scores using the Preschool/Pediatric Confusion Assessment Method for the ICU and who were enrolled in the Precision Medicine in Pediatric Cardiology Cohort from February 2021 to November 2021. INTERVENTIONS None. MEASUREMENTS AND MAIN RESULTS Of 148 patients, who underwent cardiac surgery, 35 had delirium within the first 72 hours (24%). There was no association between hyperoxia on CPB and postoperative delirium for all definitions of hyperoxia, including hyperoxic area under the curve above 5 predetermined Pao2 levels: 150 mm Hg (odds ratio [95% CI]: 1.176 [0.605-2.286], p = 0.633); 175 mm Hg (OR 1.177 [95% CI, 0.668-2.075], p = 0.572); 200 mm Hg (OR 1.235 [95% CI, 0.752-2.026], p = 0.405); 250 mm Hg (OR 1.204 [95% CI, 0.859-1.688], p = 0.281), 300 mm Hg (OR 1.178 [95% CI, 0.918-1.511], p = 0.199). In an additional exploratory analysis, comparing patients with delirium within 72 hours versus those without, only the z score for weight differed (mean [sd]: 0.09 [1.41] vs. -0.48 [1.82], p < 0.05). When comparing patients who developed delirium at any point during their ICU stay (n = 45, 30%), MV days, severity of illness (Pediatric Index of Mortality 3 Score) score, CPB time, and z score for weight were associated with delirium (p < 0.05). CONCLUSIONS Postoperative delirium (72 hr from CPB) occurred in 24% of pediatric patients. Hyperoxia, defined in multiple ways, was not associated with delirium. On exploratory analysis, nutritional status (z score for weight) may be a significant factor in delirium risk. Further delineation of risk factors for postoperative delirium versus ICU delirium warrants additional study.
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Affiliation(s)
- Allison J Weatherly
- Department of Pediatrics, Monroe Carell Jr Children's Hospital at Vanderbilt, Vanderbilt University Medical Center, Nashville, TN
| | - Cassandra A Johnson
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN
| | - Dandan Liu
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN
| | - Prince J Kannankeril
- Department of Pediatrics, Monroe Carell Jr Children's Hospital at Vanderbilt, Vanderbilt University Medical Center, Nashville, TN
| | - Heidi A B Smith
- Department of Pediatrics, Monroe Carell Jr Children's Hospital at Vanderbilt, Vanderbilt University Medical Center, Nashville, TN
- Department of Anesthesiology, Vanderbilt University Medical Center, Nashville, TN
| | - Kristina A Betters
- Department of Pediatrics, Monroe Carell Jr Children's Hospital at Vanderbilt, Vanderbilt University Medical Center, Nashville, TN
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Brohan O, Chenouard A, Gaultier A, Tonna JE, Rycus P, Pezzato S, Moscatelli A, Liet JM, Bourgoin P, Rozé JC, Léger PL, Rambaud J, Joram N. Pa o2 and Mortality in Neonatal Extracorporeal Membrane Oxygenation: Retrospective Analysis of the Extracorporeal Life Support Organization Registry, 2015-2020. Pediatr Crit Care Med 2024; 25:591-598. [PMID: 38511990 PMCID: PMC11222056 DOI: 10.1097/pcc.0000000000003508] [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: 03/22/2024]
Abstract
OBJECTIVES Extracorporeal life support can lead to rapid reversal of hypoxemia but the benefits and harms of different oxygenation targets in severely ill patients are unclear. Our primary objective was to investigate the association between the Pa o2 after extracorporeal membrane oxygenation (ECMO) initiation and mortality in neonates treated for respiratory failure. DESIGN Retrospective analysis of the Extracorporeal Life Support Organization (ELSO) Registry data, 2015-2020. PATIENTS Newborns supported by ECMO for respiratory indication were included. INTERVENTIONS None. MEASUREMENTS AND MAIN RESULTS Pa o2 24 hours after ECMO initiation (H24 Pa o2 ) was reported. The primary outcome was 28-day mortality. We identified 3533 newborns (median age 1 d [interquartile range (IQR), 1-3]; median weight 3.2 kg [IQR, 2.8-3.6]) from 198 ELSO centers, who were placed on ECMO. By 28 days of life, 731 (20.7%) had died. The median H24 Pa o2 was 85 mm Hg (IQR, 60-142). We found that both hypoxia (Pa o2 < 60 mm Hg) and moderate hyperoxia (Pa o2 201-300 mm Hg) were associated with greater adjusted odds ratio (aOR [95% CI]) of 28-day mortality, respectively: aOR 1.44 (95% CI, 1.08-1.93), p = 0.016, and aOR 1.49 (95% CI, 1.01-2.19), p value equals to 0.045. CONCLUSIONS Early hypoxia or moderate hyperoxia after ECMO initiation are each associated with greater odds of 28-day mortality among neonates requiring ECMO for respiratory failure.
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Affiliation(s)
- Orlane Brohan
- Pediatric Intensive Care Unit, University hospital of Nantes, France
| | - Alexis Chenouard
- Pediatric Intensive Care Unit, University hospital of Nantes, France
| | - Aurélie Gaultier
- Nantes Université, CHU Nantes, Direction de la Recherche et de l’innovation, Plateforme de méthodologie et biostatistique, F-44000 Nantes, France
| | - Joseph E Tonna
- Extracorporeal Life Support Organization (ELSO), Ann Arbor, MI, USA
| | - Peter Rycus
- Extracorporeal Life Support Organization (ELSO), Ann Arbor, MI, USA
| | - Stefano Pezzato
- Neonatal and Pediatric Intensive Care Unit, Emergency Department, IRCCS Istituto Giannina Gaslini, Genoa, Italy
| | - Andrea Moscatelli
- Neonatal and Pediatric Intensive Care Unit, Emergency Department, IRCCS Istituto Giannina Gaslini, Genoa, Italy
| | - Jean-Michel Liet
- Pediatric Intensive Care Unit, University hospital of Nantes, France
| | - Pierre Bourgoin
- Pediatric Intensive Care Unit, University hospital of Nantes, France
| | - Jean- Christophe Rozé
- Pediatric Intensive Care Unit, University hospital of Nantes, France
- Clinical investigation center (CIC) 1413, INSERM, Public health, clinic of the data, University hospital of Nantes, France
| | - Pierre-Louis Léger
- Pediatric Intensive Care Unit, Trousseau University Hospital, Paris, France
- INSERM U955-ENVA, University Paris 12, Paris, France
| | - Jérôme Rambaud
- Pediatric Intensive Care Unit, Trousseau University Hospital, Paris, France
- INSERM U955-ENVA, University Paris 12, Paris, France
| | - Nicolas Joram
- Pediatric Intensive Care Unit, University hospital of Nantes, France
- INSERM U955-ENVA, University Paris 12, Paris, France
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Holton C, Lee BR, Escobar H, Benton T, Bauer P. Admission Pao2 and Mortality Among PICU Patients and Select Diagnostic Subgroups. Pediatr Crit Care Med 2023:00130478-990000000-00177. [PMID: 37092837 DOI: 10.1097/pcc.0000000000003247] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 04/25/2023]
Abstract
OBJECTIVES Evaluate the relationship between admission Pao2 and mortality in a large multicenter dataset and among diagnostic subgroups. DESIGN Retrospective cohort study. SETTING North American PICUs participating in Virtual Pediatric Systems, LLC (VPS), 2015-2019. PATIENTS Noncardiac patients 18 years or younger admitted to a VPS PICU with admission Pao2. INTERVENTIONS None. MEASUREMENTS AND MAIN RESULTS Thirteen thousand seventy-one patient encounters were included with an overall mortality of 13.52%. Age categories were equally distributed among survivors and nonsurvivors with the exception of small differences among neonates and adolescents. Importantly, there was a tightly fitting quadratic relationship between admission Pao2 and mortality, with the highest mortality rates seen among hypoxemic and hyperoxemic patients (likelihood-ratio test p < 0.001). This relationship persisted after adjustment for illness severity using modified Pediatric Index of Mortality 3 scores. A similar U-shaped relationship was demonstrated among patients with diagnoses of trauma, head trauma, sepsis, renal failure, hemorrhagic shock, and drowning. However, among the 1,500 patients admitted following cardiac arrest, there was no clear relationship between admission Pao2 and mortality. CONCLUSIONS In a large multicenter pediatric cohort, admission Pao2 demonstrates a tightly fitting quadratic relationship with mortality. The persistence of this relationship among some but not all diagnostic subgroups suggests the pathophysiology of certain disease states may modify the hyperoxemia association.
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Affiliation(s)
- Caroline Holton
- Division of Critical Care, Department of Pediatrics, University of Missouri-Kansas City and Children's Mercy Hospital, Kansas City, MO
| | - Brian R Lee
- Division of Health Services and Outcomes Research, Children's Mercy Hospital, Kansas City, MO
| | - Hugo Escobar
- Division of Pulmonology, Department of Pediatrics, University of Missouri-Kansas City and Children's Mercy Hospital, Kansas City, MO
| | - Tara Benton
- Division of Critical Care, Department of Pediatrics, University of Missouri-Kansas City and Children's Mercy Hospital, Kansas City, MO
| | - Paul Bauer
- Division of Critical Care, Department of Pediatrics, University of Missouri-Kansas City and Children's Mercy Hospital, Kansas City, MO
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6
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Rakkar J, Azar J, Pelletier JH, Au AK, Bell MJ, Simon DW, Kochanek PM, Clark RSB, Horvat CM. Temporal Patterns in Brain Tissue and Systemic Oxygenation Associated with Mortality After Severe Traumatic Brain Injury in Children. Neurocrit Care 2023; 38:71-84. [PMID: 36171518 PMCID: PMC9957965 DOI: 10.1007/s12028-022-01602-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2022] [Accepted: 08/30/2022] [Indexed: 12/24/2022]
Abstract
BACKGROUND Brain tissue hypoxia is an independent risk factor for unfavorable outcomes in traumatic brain injury (TBI); however, systemic hyperoxemia encountered in the prevention and/or response to brain tissue hypoxia may also impact risk of mortality. We aimed to identify temporal patterns of partial pressure of oxygen in brain tissue (PbtO2), partial pressure of arterial oxygen (PaO2), and PbtO2/PaO2 ratio associated with mortality in children with severe TBI. METHODS Data were extracted from the electronic medical record of a quaternary care children's hospital with a level I trauma center for patients ≤ 18 years old with severe TBI and the presence of PbtO2 and/or intracranial pressure monitors. Temporal analyses were performed for the first 5 days of hospitalization by using locally estimated scatterplot smoothing for less than 1,000 observations and generalized additive models with integrated smoothness estimation for more than 1,000 observations. RESULTS A total of 138 intracranial pressure-monitored patients with TBI (median 5.0 [1.9-12.8] years; 65% boys; admission Glasgow Coma Scale score 4 [3-7]; mortality 18%), 71 with PbtO2 monitors and 67 without PbtO2 monitors were included. Distinct patterns in PbtO2, PaO2, and PbtO2/PaO2 were evident between survivors and nonsurvivors over the first 5 days of hospitalization. Time-series analyses showed lower PbtO2 values on day 1 and days 3-5 and lower PbtO2/PaO2 ratios on days 1, 2, and 5 among patients who died. Analysis of receiver operating characteristics curves using Youden's index identified a PbtO2 of 30 mm Hg and a PbtO2/PaO2 ratio of 0.12 as the cut points for discriminating between survivors and nonsurvivors. Univariate logistic regression identified PbtO2 < 30 mm Hg, hyperoxemia (PaO2 ≥ 300 mm Hg), and PbtO2/PaO2 ratio < 0.12 to be independently associated with mortality. CONCLUSIONS Lower PbtO2, higher PaO2, and lower PbtO2/PaO2 ratio, consistent with impaired oxygen diffusion into brain tissue, were associated with mortality in this cohort of children with severe TBI. These results corroborate our prior work that suggests targeting a higher PbtO2 threshold than recommended in current guidelines and highlight the potential use of the PbtO2/PaO2 ratio in the management of severe pediatric TBI.
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Affiliation(s)
- Jaskaran Rakkar
- Department of Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
- Safar Center for Resuscitation Research, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Justin Azar
- Department of Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
- Safar Center for Resuscitation Research, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
- Pediatric Critical Care, Geisinger Medical Center, Danville, PA, USA
| | - Jonathan H Pelletier
- Department of Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
- Safar Center for Resuscitation Research, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Alicia K Au
- Department of Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
- Safar Center for Resuscitation Research, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
- Department of Pediatrics, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
- Brain Care Institute, UPMC Children's Hospital of Pittsburgh, Pittsburgh, PA, USA
| | - Michael J Bell
- Division of Critical Care Medicine, Children's National Hospital, Washington, DC, USA
| | - Dennis W Simon
- Department of Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
- Safar Center for Resuscitation Research, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
- Department of Pediatrics, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
- Brain Care Institute, UPMC Children's Hospital of Pittsburgh, Pittsburgh, PA, USA
| | - Patrick M Kochanek
- Department of Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
- Safar Center for Resuscitation Research, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
- Department of Pediatrics, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Robert S B Clark
- Department of Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
- Safar Center for Resuscitation Research, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
- Department of Pediatrics, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
- Brain Care Institute, UPMC Children's Hospital of Pittsburgh, Pittsburgh, PA, USA
| | - Christopher M Horvat
- Department of Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.
- Safar Center for Resuscitation Research, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.
- Department of Pediatrics, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.
- Brain Care Institute, UPMC Children's Hospital of Pittsburgh, Pittsburgh, PA, USA.
- Department of Pediatrics, Division of Health Informatics, UPMC Children's Hospital of Pittsburgh, Pittsburgh, PA, USA.
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Rixe N, Frisch A, Wang Z, Martin JM, Suresh S, Florin TA, Ramgopal S. The development of a novel natural language processing tool to identify pediatric chest radiograph reports with pneumonia. Front Digit Health 2023; 5:1104604. [PMID: 36910570 PMCID: PMC9992200 DOI: 10.3389/fdgth.2023.1104604] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2022] [Accepted: 01/16/2023] [Indexed: 02/25/2023] Open
Abstract
Objective Chest radiographs are frequently used to diagnose community-acquired pneumonia (CAP) for children in the acute care setting. Natural language processing (NLP)-based tools may be incorporated into the electronic health record and combined with other clinical data to develop meaningful clinical decision support tools for this common pediatric infection. We sought to develop and internally validate NLP algorithms to identify pediatric chest radiograph (CXR) reports with pneumonia. Materials and methods We performed a retrospective study of encounters for patients from six pediatric hospitals over a 3-year period. We utilized six NLP techniques: word embedding, support vector machines, extreme gradient boosting (XGBoost), light gradient boosting machines Naïve Bayes and logistic regression. We evaluated their performance of each model from a validation sample of 1,350 chest radiographs developed as a stratified random sample of 35% admitted and 65% discharged patients when both using expert consensus and diagnosis codes. Results Of 172,662 encounters in the derivation sample, 15.6% had a discharge diagnosis of pneumonia in a primary or secondary position. The median patient age in the derivation sample was 3.7 years (interquartile range, 1.4-9.5 years). In the validation sample, 185/1350 (13.8%) and 205/1350 (15.3%) were classified as pneumonia by content experts and by diagnosis codes, respectively. Compared to content experts, Naïve Bayes had the highest sensitivity (93.5%) and XGBoost had the highest F1 score (72.4). Compared to a diagnosis code of pneumonia, the highest sensitivity was again with the Naïve Bayes (80.1%), and the highest F1 score was with the support vector machine (53.0%). Conclusion NLP algorithms can accurately identify pediatric pneumonia from radiography reports. Following external validation and implementation into the electronic health record, these algorithms can facilitate clinical decision support and inform large database research.
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Affiliation(s)
- Nancy Rixe
- Division of Pediatric Emergency Medicine, UPMC Children's Hospital of Pittsburgh, University of Pittsburgh School of Medicine, Pittsburgh, PA, United States
| | - Adam Frisch
- Department of Emergency Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, United States
| | - Zhendong Wang
- School of Computing and Information, University of Pittsburgh, Pittsburgh, PA, United States
| | - Judith M Martin
- Division of General Academic Pediatrics, UPMC Children's Hospital of Pittsburgh, University of Pittsburgh School of Medicine, Pittsburgh, PA, United States
| | - Srinivasan Suresh
- Division of Pediatric Emergency Medicine, UPMC Children's Hospital of Pittsburgh, University of Pittsburgh School of Medicine, Pittsburgh, PA, United States.,Division of Health Informatics, UPMC Children's Hospital of Pittsburgh, University of Pittsburgh School of Medicine, Pittsburgh, PA, United States
| | - Todd A Florin
- Division of Emergency Medicine, Department of Pediatrics, Ann & Robert H. Lurie Children's Hospital of Chicago, Northwestern University Feinberg School of Medicine, Chicago, IL, United States
| | - Sriram Ramgopal
- Division of Emergency Medicine, Department of Pediatrics, Ann & Robert H. Lurie Children's Hospital of Chicago, Northwestern University Feinberg School of Medicine, Chicago, IL, United States
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Sandal O, Ceylan G, Topal S, Hepduman P, Colak M, Novotni D, Soydan E, Karaarslan U, Atakul G, Schultz MJ, Ağın H. Closed–loop oxygen control improves oxygenation in pediatric patients under high–flow nasal oxygen—A randomized crossover study. Front Med (Lausanne) 2022; 9:1046902. [DOI: 10.3389/fmed.2022.1046902] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2022] [Accepted: 10/26/2022] [Indexed: 11/17/2022] Open
Abstract
BackgroundWe assessed the effect of a closed–loop oxygen control system in pediatric patients receiving high–flow nasal oxygen therapy (HFNO).MethodsA multicentre, single–blinded, randomized, and cross–over study. Patients aged between 1 month and 18 years of age receiving HFNO for acute hypoxemic respiratory failure (AHRF) were randomly assigned to start with a 2–h period of closed–loop oxygen control or a 2–h period of manual oxygen titrations, after which the patient switched to the alternative therapy. The endpoints were the percentage of time spent in predefined SpO2 ranges (primary), FiO2, SpO2/FiO2, and the number of manual adjustments.FindingsWe included 23 patients, aged a median of 18 (3–26) months. Patients spent more time in a predefined optimal SpO2 range when the closed–loop oxygen controller was activated compared to manual oxygen titrations [91⋅3% (IQR 78⋅4–95⋅1%) vs. 63⋅0% (IQR 44⋅4–70⋅7%)], mean difference [28⋅2% (95%–CI 20⋅6–37⋅8%); P < 0.001]. Median FiO2 was lower [33⋅3% (IQR 26⋅6–44⋅6%) vs. 42⋅6% (IQR 33⋅6–49⋅9%); P = 0.07], but median SpO2/FiO2 was higher [289 (IQR 207–348) vs. 194 (IQR 98–317); P = 0.023] with closed–loop oxygen control. The median number of manual adjustments was lower with closed–loop oxygen control [0⋅0 (IQR 0⋅0–0⋅0) vs. 0⋅5 (IQR 0⋅0–1⋅0); P < 0.001].ConclusionClosed-loop oxygen control improves oxygenation therapy in pediatric patients receiving HFNO for AHRF and potentially leads to more efficient oxygen use. It reduces the number of manual adjustments, which may translate into decreased workloads of healthcare providers.Clinical trial registration[www.ClinicalTrials.gov], identifier [NCT 05032365].
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Lilien TA, Groeneveld NS, van Etten-Jamaludin F, Peters MJ, Buysse CMP, Ralston SL, van Woensel JBM, Bos LDJ, Bem RA. Association of Arterial Hyperoxia With Outcomes in Critically Ill Children: A Systematic Review and Meta-analysis. JAMA Netw Open 2022; 5:e2142105. [PMID: 34985516 PMCID: PMC8733830 DOI: 10.1001/jamanetworkopen.2021.42105] [Citation(s) in RCA: 33] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/09/2023] Open
Abstract
IMPORTANCE Oxygen supplementation is a cornerstone treatment in pediatric critical care. Accumulating evidence suggests that overzealous use of oxygen, leading to hyperoxia, is associated with worse outcomes compared with patients with normoxia. OBJECTIVES To evaluate the association of arterial hyperoxia with clinical outcome in critically ill children among studies using varied definitions of hyperoxia. DATA SOURCES A systematic search of EMBASE, MEDLINE, Cochrane Library, and ClinicalTrials.gov from inception to February 1, 2021, was conducted. STUDY SELECTION Clinical trials or observational studies of children admitted to the pediatric intensive care unit that examined hyperoxia, by any definition, and described at least 1 outcome of interest. No language restrictions were applied. DATA EXTRACTION AND SYNTHESIS The Meta-analysis of Observational Studies in Epidemiology guideline and Newcastle-Ottawa Scale for study quality assessment were used. The review process was performed independently by 2 reviewers. Data were pooled with a random-effects model. MAIN OUTCOMES AND MEASURES The primary outcome was 28-day mortality; this time was converted to mortality at the longest follow-up owing to insufficient studies reporting the initial primary outcome. Secondary outcomes included length of stay, ventilator-related outcomes, extracorporeal organ support, and functional performance. RESULTS In this systematic review, 16 studies (27 555 patients) were included. All, except 1 randomized clinical pilot trial, were observational cohort studies. Study populations included were post-cardiac arrest (n = 6), traumatic brain injury (n = 1), extracorporeal membrane oxygenation (n = 2), and general critical care (n = 7). Definitions and assessment of hyperoxia differed among included studies. Partial pressure of arterial oxygen was most frequently used to define hyperoxia and mainly by categorical cutoff. In total, 11 studies (23 204 patients) were pooled for meta-analysis. Hyperoxia, by any definition, showed an odds ratio of 1.59 (95% CI, 1.00-2.51; after Hartung-Knapp adjustment, 95% CI, 1.05-2.38) for mortality with substantial between-study heterogeneity (I2 = 92%). This association was also found in less heterogeneous subsets. A signal of harm was observed at higher thresholds of arterial oxygen levels when grouped by definition of hyperoxia. Secondary outcomes were inadequate for meta-analysis. CONCLUSIONS AND RELEVANCE These results suggest that, despite methodologic limitations of the studies, hyperoxia is associated with mortality in critically ill children. This finding identifies the further need for prospective observational studies and importance to address the clinical implications of hyperoxia in critically ill children.
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Affiliation(s)
- Thijs A. Lilien
- Pediatric Intensive Care Unit, Emma Children’s Hospital, Amsterdam UMC, Amsterdam, the Netherlands
| | - Nina S. Groeneveld
- Pediatric Intensive Care Unit, Emma Children’s Hospital, Amsterdam UMC, Amsterdam, the Netherlands
| | - Faridi van Etten-Jamaludin
- Research Support, Medical Library AMC, Amsterdam UMC, University of Amsterdam, Amsterdam, the Netherlands
| | - Mark J. Peters
- Paediatric Intensive Care, Great Ormond St Hospital and Respiratory, Critical Care and Anesthesia Unit, UCL Great Ormond Street Institute of Child Health, NIHR Biomedical Research Centre, London, United Kingdom
| | - Corinne M. P. Buysse
- Intensive Care and Department of Pediatric Surgery, Erasmus MC Sophia Children’s Hospital, Rotterdam, the Netherlands
| | | | - Job B. M. van Woensel
- Pediatric Intensive Care Unit, Emma Children’s Hospital, Amsterdam UMC, Amsterdam, the Netherlands
| | | | - Reinout A. Bem
- Pediatric Intensive Care Unit, Emma Children’s Hospital, Amsterdam UMC, Amsterdam, the Netherlands
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Barreto JA, Weiss NS, Nielsen KR, Farris R, Roberts JS. Hyperoxia after pediatric cardiac arrest: Association with survival and neurological outcomes. Resuscitation 2021; 171:8-14. [PMID: 34906621 DOI: 10.1016/j.resuscitation.2021.12.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2021] [Revised: 12/02/2021] [Accepted: 12/06/2021] [Indexed: 11/18/2022]
Abstract
OBJECTIVE To evaluate the association between hyperoxia in the first 24 hours after in-hospital pediatric cardiac arrest and mortality and poor neurological outcome. METHODS This is a retrospective cohort study of inpatients in a freestanding children's hospital. We included all patients younger than 18 years of age with in-hospital cardiac arrest between December 2012 and December 2019, who achieved return of circulation (ROC) for longer than 20 minutes, survived at least 24 hours after cardiac arrest, and had documented PaO2 or SpO2 during the first 24 hours after ROC. Hyperoxia was defined as having at least one level of PaO2 above 200 mmHg in the first 24 hours after cardiac arrest. RESULTS There were 187 patients who met eligibility criteria, of whom 48% had hyperoxia during the first 24 hours after cardiac arrest. In-hospital mortality was 41%, with similar mortality between oxygenation groups (hyperoxia 45% vs no hyperoxia 38%). We did not observe an association between hyperoxia and in-hospital mortality or poor neurological outcome after adjusting for confounders (odds ratio 1.2, 95% confidence interval 0.5-2.8). On sensitivity analysis using two additional cutoffs of PaO2 (>150 mmHg and > 300 mmHg), there was also no association with in-hospital mortality or poor neurological outcome after adjusting for confounders. Similarly, on multivariable logistic regression using SpO2 > 99% as the exposure, there was no difference in the frequency of death or poor neurological outcome at hospital discharge. CONCLUSION Hyperoxia after pediatric cardiac arrest was common and was not associated with worse in-hospital outcomes.
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Affiliation(s)
- Jessica A Barreto
- Department of Cardiology, Boston Children's Hospital, Department of Pediatrics, Harvard Medical School, Boston, MA, United States.
| | - Noel S Weiss
- Department of Epidemiology, University of Washington, Seattle, WA, United States.
| | - Katie R Nielsen
- Department of Pediatrics, Division of Critical Care Medicine, Seattle Children's Hospital, University of Washington School of Medicine, Seattle, WA, United States.
| | - Reid Farris
- Department of Pediatrics, Division of Critical Care Medicine, Seattle Children's Hospital, University of Washington School of Medicine, Seattle, WA, United States.
| | - Joan S Roberts
- Department of Pediatrics, Division of Critical Care Medicine, Seattle Children's Hospital, University of Washington School of Medicine, Seattle, WA, United States.
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Pelletier JH, Ramgopal S, Horvat CM. Hyperoxemia Is Associated With Mortality in Critically Ill Children. Front Med (Lausanne) 2021; 8:675293. [PMID: 34164417 PMCID: PMC8215123 DOI: 10.3389/fmed.2021.675293] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2021] [Accepted: 04/27/2021] [Indexed: 11/26/2022] Open
Abstract
Multiple studies among adults have suggested a non-linear relationship between arterial partial pressure of oxygen (PaO2) and clinical outcomes. Meta-analyses in this population suggest that high levels of supplemental oxygen resulting in hyperoxia are associated with mortality. This mini-review focuses on the non-neonatal pediatric literature examining the relationship between PaO2 and mortality. While only one pilot pediatric randomized-controlled trials exists, over the past decade, there have been at least eleven observational studies examining the relationship between PaO2 values and mortality in critically ill children. These analyses of mixed-case pediatric ICU populations have generally reported a parabolic (“u-shaped”) relationship between PaO2 and mortality, similar to that seen in the adult literature. However, the estimates of the point at which hyperoxemia becomes deleterious have varied widely (300–550 mmHg). Where attempted, this effect has been robust to analyses restricted to the first PaO2 value obtained, those obtained within 24 h of admission, anytime during admission, and the number of hyperoxemic blood gases over time. These findings have also been noted when using various methods of risk-adjustment (accounting for severity of illness scores or complex chronic conditions). Similar relationships were found in the majority of studies restricted to patients undergoing care after cardiac arrest. Taken together, the majority of the literature suggests that there is a robust parabolic relationship between PaO2 and risk-adjusted pediatric ICU mortality, but that the exact threshold at which hyperoxemia becomes deleterious is unclear, and likely beyond the typical target value for most clinical indications. Findings suggest that clinicians should remain judicious and thoughtful in the use of supplemental oxygen therapy in critically ill children.
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Affiliation(s)
- Jonathan H Pelletier
- Division of Pediatric Critical Care Medicine, Department of Critical Care Medicine, UPMC Children's Hospital of Pittsburgh, Pittsburgh, PA, United States
| | - Sriram Ramgopal
- Department of Pediatrics, Ann and Robert H. Lurie Children's Hospital of Chicago, Northwestern University Feinberg School of Medicine, Chicago, IL, United States
| | - Christopher M Horvat
- Division of Pediatric Critical Care Medicine, Department of Critical Care Medicine, UPMC Children's Hospital of Pittsburgh, Pittsburgh, PA, United States.,Division of Health Informatics, Department of Pediatrics, UPMC Children's Hospital of Pittsburgh, Pittsburgh, PA, United States
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