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Sharma M, Brown AW, Powell NM, Rajaram N, Tong L, Mourani PM, Schootman M. Racial and skin color mediated disparities in pulse oximetry in infants and young children. Paediatr Respir Rev 2024; 50:62-72. [PMID: 38233229 PMCID: PMC11139570 DOI: 10.1016/j.prrv.2023.12.006] [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: 12/02/2023] [Revised: 12/18/2023] [Accepted: 12/19/2023] [Indexed: 01/19/2024]
Abstract
Race-based and skin pigmentation-related inaccuracies in pulse oximetry have recently been highlighted in several large electronic health record-based retrospective cohort studies across diverse patient populations and healthcare settings. Overestimation of oxygen saturation by pulse oximeters, particularly in hypoxic states, is disparately higher in Black compared to other racial groups. Compared to adult literature, pediatric studies are relatively few and mostly reliant on birth certificates or maternal race-based classification of comparison groups. Neonates, infants, and young children are particularly susceptible to the adverse life-long consequences of hypoxia and hyperoxia. Successful neonatal resuscitation, precise monitoring of preterm and term neonates with predominantly lung pathology, screening for congenital heart defects, and critical decisions on home oxygen, ventilator support and medication therapies, are only a few examples of situations that are highly reliant on the accuracy of pulse oximetry. Undetected hypoxia, especially if systematically different in certain racial groups may delay appropriate therapies and may further perpetuate health care disparities. The role of biological factors that may differ between racial groups, particularly skin pigmentation that may contribute to biased pulse oximeter readings needs further evaluation. Developmental and maturational changes in skin physiology and pigmentation, and its interaction with the operating principles of pulse oximetry need further study. Importantly, clinicians should recognize the limitations of pulse oximetry and use additional objective measures of oxygenation (like co-oximetry measured arterial oxygen saturation) where hypoxia is a concern.
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Affiliation(s)
- Megha Sharma
- Department of Pediatrics, Division of Neonatology, University of Arkansas for Medical Sciences, Little Rock, AR, United States; Arkansas Children's Research Institute, Little Rock, AR, United States.
| | - Andrew W Brown
- Department of Biostatistics, University of Arkansas for Medical Sciences, Little Rock, AR, United States; Arkansas Children's Research Institute, Little Rock, AR, United States
| | - Nicholas M Powell
- Department of Biomedical Engineering, University of Arkansas, Fayetteville, AR, United States
| | - Narasimhan Rajaram
- Department of Biomedical Engineering, University of Arkansas, Fayetteville, AR, United States; Winthrop P. Rockefeller Cancer Institute, Little Rock, AR, United States
| | - Lauren Tong
- Clinical Library Services, University of Arkansas for Medical Sciences, Little Rock, AR, United States
| | - Peter M Mourani
- Arkansas Children's Research Institute, Little Rock, AR, United States; Department of Pediatrics, Division of Pediatric Critical Care, University of Arkansas for Medical Sciences, Little Rock, AR, United States
| | - Mario Schootman
- Department of Internal Medicine, University of Arkansas for Medical Sciences, Little Rock, AR, United States
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Yadav A, Munir F, Chan KH, Quraishi MZ, Harris TS, Brown DL, Menon N, Nguyen TT, Srivaths L. Oxygen saturation thresholds in managing sickle cell disease at US children's hospitals. Pediatr Blood Cancer 2024; 71:e30879. [PMID: 38279845 DOI: 10.1002/pbc.30879] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/19/2023] [Revised: 12/20/2023] [Accepted: 01/05/2024] [Indexed: 01/29/2024]
Abstract
BACKGROUND Adequate oxygen saturation (SpO2 ) is crucial for managing sickle cell disease (SCD). Children with SCD are at increased risk for occult hypoxemia; therefore, understanding SpO2 threshold practices would help identify barriers to oxygen optimization in a population sensitive to oxyhemoglobin imbalances. We investigated SpO2 cutoff levels used in clinical algorithms for management of acute SCD events at children's hospitals across the United States, and determined their consistency with recommended national guidelines (SpO2 > 95%). METHODS Clinical pathways and algorithms used for the management of vaso-occlusive crisis (VOC) and acute chest syndrome (ACS) in SCD were obtained and reviewed from large children's hospitals in the United States. RESULTS Responses were obtained from 94% (140/149) of eligible children's hospitals. Of these, 63 (45%) had available clinical algorithms to manage VOC and ACS. SpO2 cutoff was provided in 71.4% (45/63) of clinical algorithms. Substantial variation in SpO2 cutoff levels was noted, ranging from ≥90% to more than 95%. Only seven hospitals (5% of total hospitals and 15.6% of hospitals with clinical algorithms available) specified oxygen cutoffs that were consistent with national guidelines. Hospitals geographically located in the South (46.8%; n = 29/62) and Midwest (54.8%; n = 17/31) were more likely to have VOC and ACS clinical algorithms, compared to the Northeast (26.5%; n = 9/34) and West (36.4%; n = 8/22). CONCLUSION There is inconsistency in the use of clinical algorithms and oxygen thresholds for VOC and ACS across US children's hospitals. Children with SCD could be at risk for insufficient oxygen therapy during adverse acute events.
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Affiliation(s)
- Aravind Yadav
- Department of Pediatrics, McGovern Medical School at the University of Texas Health Science Center at Houston (UTHealth Houston) and Children's Memorial Hermann Hospital, Houston, Texas, USA
| | - Faryal Munir
- Department of Pediatrics, Pediatric Hematology Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Kok Hoe Chan
- Division of Hematology/Oncology, Department of Internal Medicine, McGovern Medical School at the University of Texas Health Science Center at Houston (UTHealth Houston), Houston, Texas, USA
| | - Mariam Z Quraishi
- Department of Pediatrics, McGovern Medical School at the University of Texas Health Science Center at Houston (UTHealth Houston) and Children's Memorial Hermann Hospital, Houston, Texas, USA
| | - Tomika S Harris
- Department of Pediatrics, McGovern Medical School at the University of Texas Health Science Center at Houston (UTHealth Houston) and Children's Memorial Hermann Hospital, Houston, Texas, USA
| | - Deborah L Brown
- Department of Pediatrics, McGovern Medical School at the University of Texas Health Science Center at Houston (UTHealth Houston) and Children's Memorial Hermann Hospital, Houston, Texas, USA
| | - Neethu Menon
- Department of Pediatrics, McGovern Medical School at the University of Texas Health Science Center at Houston (UTHealth Houston) and Children's Memorial Hermann Hospital, Houston, Texas, USA
| | - Trinh T Nguyen
- Department of Pediatrics, Baylor College of Medicine, Houston, Texas, USA
| | - Lakshmi Srivaths
- Department of Pediatrics, McGovern Medical School at the University of Texas Health Science Center at Houston (UTHealth Houston) and Children's Memorial Hermann Hospital, Houston, Texas, USA
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Mills M, Gleason M, Lin M, Braykov N, Smith S, Fundora M, Aljiffry A. Race and Pulse Oximetry in Infants With Single Ventricles Undergoing Stage 1 Palliation. JAMA Netw Open 2024; 7:e245369. [PMID: 38578643 PMCID: PMC10998150 DOI: 10.1001/jamanetworkopen.2024.5369] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 04/06/2024] Open
Abstract
This cross-sectional study investigates perioperative oxygen saturation differences in Black and White infants with single ventricles undergoing stage 1 palliation.
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Affiliation(s)
- Marcos Mills
- Division of Cardiology, Department of Pediatrics, Emory University School of Medicine, Children's Healthcare of Atlanta, Atlanta, Georgia
| | - Michelle Gleason
- Information Services and Technology, Children's Healthcare of Atlanta, Atlanta, Georgia
| | - Michael Lin
- Division of Cardiology, Department of Pediatrics, Emory University School of Medicine, Children's Healthcare of Atlanta, Atlanta, Georgia
| | - Nikolay Braykov
- Information Services and Technology, Children's Healthcare of Atlanta, Atlanta, Georgia
| | - Sherry Smith
- Information Services and Technology, Children's Healthcare of Atlanta, Atlanta, Georgia
| | - Michael Fundora
- Division of Cardiology, Department of Pediatrics, Emory University School of Medicine, Children's Healthcare of Atlanta, Atlanta, Georgia
| | - Alaa Aljiffry
- Division of Cardiology, Department of Pediatrics, Emory University School of Medicine, Children's Healthcare of Atlanta, Atlanta, Georgia
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Perry TT, Marko A, Russell AF, Cooke AT, Bingemann TA, Ross KR, Young MC. How Schools Can Help Address Social Determinants of Health in Asthma Management. THE JOURNAL OF ALLERGY AND CLINICAL IMMUNOLOGY. IN PRACTICE 2024; 12:316-326. [PMID: 37839577 DOI: 10.1016/j.jaip.2023.10.015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/21/2023] [Revised: 10/02/2023] [Accepted: 10/02/2023] [Indexed: 10/17/2023]
Abstract
Schools are in a unique position to address social determinants of health (SDOHs) in pediatric asthma management because of their potential to provide resources and facilitate collaboration with health care providers and services for children at risk within their community. SDOHs include economic factors, educational attainment and health literacy, neighborhood factors and the built environment, social and community aspects including discrimination and racism, and health care access and quality. These factors have a significant impact on asthma health in children, and certain populations such as minoritzed populations and those living in high-poverty environments have been shown to be at greater risk for adverse effects of SDOHs on asthma outcomes. School-based asthma programs address several SDOHs including health literacy, the built environment, and health care quality and access and have been shown to improve asthma outcomes. Key components include connection between the school and the health care team, self-management education, and directly observed therapy. School nurses play a key role in directing and managing effective programs because they can evaluate and support a student's health while considering the effect of SDOHs at interpersonal, institutional, community, and policy levels.
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Affiliation(s)
- Tamara T Perry
- Division of Allergy and Immunology, College of Medicine, Arkansas Children's Research Institute, University of Arkansas for Medical Sciences, Little Rock, Ark
| | - Angela Marko
- Division of Pediatric Pulmonology and Sleep Medicine, UH Rainbow Babies and Children's Hospital, Case Western Reserve University, Cleveland, Ohio.
| | - Anne F Russell
- School of Nursing and Health Sciences, Spring Arbor University, Spring Arbor, Mich; Food Allergy and Anaphylaxis Michigan Association, Ann Arbor, Mich
| | - Abigail T Cooke
- Allergy and Asthma Specialists, Durango, Colo; Colorado State University-Pueblo: Graduate School of Nursing, Pueblo, Colo
| | - Theresa A Bingemann
- Departments of Allergy, Immunology and Rheumatology and Pediatric Allergy and Immunology, University of Rochester School of Medicine, Rochester, NY
| | - Kristie R Ross
- Division of Pediatric Pulmonology and Sleep Medicine, UH Rainbow Babies and Children's Hospital, Case Western Reserve University, Cleveland, Ohio
| | - Michael C Young
- Division of Allergy and Immunology, Boston Children's Hospital, Harvard Medical School, Boston, Mass
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Sullivan BA, Beam K, Vesoulis ZA, Aziz KB, Husain AN, Knake LA, Moreira AG, Hooven TA, Weiss EM, Carr NR, El-Ferzli GT, Patel RM, Simek KA, Hernandez AJ, Barry JS, McAdams RM. Transforming neonatal care with artificial intelligence: challenges, ethical consideration, and opportunities. J Perinatol 2024; 44:1-11. [PMID: 38097685 PMCID: PMC10872325 DOI: 10.1038/s41372-023-01848-5] [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] [Received: 09/11/2023] [Revised: 11/21/2023] [Accepted: 11/30/2023] [Indexed: 12/17/2023]
Abstract
Artificial intelligence (AI) offers tremendous potential to transform neonatology through improved diagnostics, personalized treatments, and earlier prevention of complications. However, there are many challenges to address before AI is ready for clinical practice. This review defines key AI concepts and discusses ethical considerations and implicit biases associated with AI. Next we will review literature examples of AI already being explored in neonatology research and we will suggest future potentials for AI work. Examples discussed in this article include predicting outcomes such as sepsis, optimizing oxygen therapy, and image analysis to detect brain injury and retinopathy of prematurity. Realizing AI's potential necessitates collaboration between diverse stakeholders across the entire process of incorporating AI tools in the NICU to address testability, usability, bias, and transparency. With multi-center and multi-disciplinary collaboration, AI holds tremendous potential to transform the future of neonatology.
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Affiliation(s)
- Brynne A Sullivan
- Division of Neonatology, Department of Pediatrics, University of Virginia School of Medicine, Charlottesville, VA, USA
| | - Kristyn Beam
- Department of Neonatology, Beth Israel Deaconess Medical Center, Boston, MA, USA
| | - Zachary A Vesoulis
- Division of Newborn Medicine, Department of Pediatrics, Washington University in St. Louis, St. Louis, MO, USA
| | - Khyzer B Aziz
- Division of Neonatology, Department of Pediatrics, Johns Hopkins University, Baltimore, MD, USA
| | - Ameena N Husain
- Division of Neonatology, Department of Pediatrics, University of Utah School of Medicine, Salt Lake City, UT, USA
| | - Lindsey A Knake
- Division of Neonatology, Department of Pediatrics, University of Iowa, Iowa City, IA, USA
| | - Alvaro G Moreira
- Division of Neonatology, Department of Pediatrics, University of Texas Health Science Center at San Antonio, San Antonio, TX, USA
| | - Thomas A Hooven
- Division of Newborn Medicine, Department of Pediatrics, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Elliott M Weiss
- Department of Pediatrics, University of Washington School of Medicine, Seattle, WA, USA
- Treuman Katz Center for Pediatric Bioethics and Palliative Care, Seattle Children's Research Institute, Seattle, WA, USA
| | - Nicholas R Carr
- Division of Neonatology, Department of Pediatrics, University of Utah School of Medicine, Salt Lake City, UT, USA
| | - George T El-Ferzli
- Division of Neonatology, Department of Pediatrics, Ohio State University, Nationwide Children's Hospital, Columbus, OH, USA
| | - Ravi M Patel
- Division of Neonatology, Department of Pediatrics, Emory University School of Medicine and Children's Healthcare of Atlanta, Atlanta, GA, USA
| | - Kelsey A Simek
- Division of Neonatology, Department of Pediatrics, University of Utah School of Medicine, Salt Lake City, UT, USA
| | - Antonio J Hernandez
- Division of Neonatology, Department of Pediatrics, University of Texas Health Science Center at San Antonio, San Antonio, TX, USA
| | - James S Barry
- Division of Neonatology, Department of Pediatrics, University of Colorado School of Medicine, Aurora, CO, USA
| | - Ryan M McAdams
- Department of Pediatrics, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA.
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Ruppel H, O'Byrne ML, Foglia EE. Mitigating Risks for Racial Bias in Pulse Oximetry on Children-Reply. JAMA Pediatr 2023; 177:982-983. [PMID: 37459108 DOI: 10.1001/jamapediatrics.2023.2295] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 09/06/2023]
Affiliation(s)
- Halley Ruppel
- School of Nursing, Department of Family and Community Health, University of Pennsylvania, Philadelphia, Pennsylvania
| | - Michael L O'Byrne
- Division of Cardiology, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania
| | - Elizabeth E Foglia
- Division of Neonatology, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania
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Verma S, Bailey SM. Mitigating Risks for Racial Bias in Pulse Oximetry on Children. JAMA Pediatr 2023; 177:982. [PMID: 37459120 DOI: 10.1001/jamapediatrics.2023.2292] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 09/06/2023]
Affiliation(s)
- Sourabh Verma
- Division of Neonatology, Department of Pediatrics, New York University Grossman School of Medicine, New York
| | - Sean M Bailey
- Division of Neonatology, Department of Pediatrics, New York University Grossman School of Medicine, New York
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Louman S, van Stralen KJ, Pijnenburg MW, Koppelman GH, Boehmer AL. Oxygen saturation targets for children with respiratory distress: a systematic review. ERJ Open Res 2023; 9:00256-2023. [PMID: 37850213 PMCID: PMC10577592 DOI: 10.1183/23120541.00256-2023] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2023] [Accepted: 07/26/2023] [Indexed: 10/19/2023] Open
Abstract
Background In children with respiratory distress, supplemental oxygen is indicated at peripheral oxygen saturation (SpO2) thresholds of 90-94%. However, these thresholds are poorly studied. We conducted a systematic review to summarise the existing evidence for SpO2 thresholds in children with respiratory distress. Methods Electronic databases and registries were searched for original articles published from 1 January 2010 to 7 January 2022 comparing two or more SpO2 thresholds in children with respiratory distress. Primary outcomes were safety, including mortality, neurocognitive outcomes and readmissions, and effectiveness, including admission rate and length of hospital stay. Methodological appraisal was performed using the Cochrane Risk of Bias 2 (RoB-2) or Risk of Bias in Non-Randomized Studies - of Interventions (ROBINS-I) tools. Results were narratively synthesised. Results We retrieved 3384 results; seven studies were included. Lower thresholds ranged from 80% to 92% and were compared with higher thresholds ranging from 92% to 94%. Studies were highly heterogeneous in setting, design, population and outcomes. Risk of bias varied from low to high. Lower SpO2 thresholds had equivalent mortality, neurocognitive outcomes and readmissions or re-attendance to healthcare to higher thresholds. Lower SpO2 thresholds showed a significant decrease in admission rates by up to 40% and shortened hospitalisation duration by 10-18 h. Conclusions The current SpO2 thresholds of 90-94% in children with respiratory distress may be too high, which could lead to unnecessary hospitalisations and prolonged hospitalisation duration. SpO2 thresholds as low as 88% are potentially safe in children with respiratory distress and may reduce hospitalisation rates and length of stay. However, high-quality evidence is needed to support this.
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Affiliation(s)
- Sam Louman
- Spaarne Gasthuis Academy, Spaarne Gasthuis Hospital, Hoofddorp, The Netherlands
| | | | - Mariëlle W.H. Pijnenburg
- Department of Paediatrics/Division of Paediatric Respiratory Medicine and Allergology, Erasmus University Medical Centre, Sophia Children's Hospital, Rotterdam, The Netherlands
| | - Gerard H. Koppelman
- University of Groningen, University Medical Center Groningen, Groningen Research Institute for Asthma and COPD, Groningen, The Netherlands
| | - Annemie L.M. Boehmer
- Department of Paediatrics, Spaarne Gasthuis Hospital, Hoofddorp, The Netherlands
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