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de Sonnaville ESV, Vermeule J, Oostra K, Knoester H, van Woensel JBM, Allouch SB, Oosterlaan J, Kӧnigs M. Predicting long-term neurocognitive outcome after pediatric intensive care unit admission for bronchiolitis-preliminary exploration of the potential of machine learning. Eur J Pediatr 2024; 183:471-482. [PMID: 37930398 PMCID: PMC10857960 DOI: 10.1007/s00431-023-05307-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/01/2023] [Revised: 09/29/2023] [Accepted: 10/24/2023] [Indexed: 11/07/2023]
Abstract
PURPOSE For successful prevention and intervention, it is important to unravel the complex constellation of factors that affect neurocognitive functioning after pediatric intensive care unit (PICU) admission. This study aims (1) to elucidate the potential relevance of patient and PICU-related characteristics for long-term adverse neurocognitive outcome after PICU admission for bronchiolitis, and (2) to perform a preliminary exploration of the potential of machine learning as compared to linear regression to improve neurocognitive outcome prediction in a relatively small sample of children after PICU admission. METHODS This cross-sectional observational study investigated 65 children aged 6-12 years with previous PICU admission for bronchiolitis (age ≤ 1 year). They were compared to demographically comparable healthy peers (n = 76) on neurocognitive functioning. Patient and PICU-related characteristics used for the prediction models were as follows: demographic characteristics, perinatal and disease parameters, laboratory results, and intervention characteristics, including hourly validated mechanical ventilation parameters. Neurocognitive outcome was measured by intelligence and computerized neurocognitive testing. Prediction models were developed for each of the neurocognitive outcomes using Regression Trees, k-Nearest Neighbors, and conventional linear regression analysis. RESULTS The patient group had lower intelligence than the control group (p < .001, d = -0.59) and poorer performance in neurocognitive functions, i.e., speed and attention (p = .03, d = -0.41) and verbal memory (p < .001, d = -0.60). Lower intelligence was predicted by lower birth weight and lower socioeconomic status (R2 = 25.9%). Poorer performance on the speed and attention domain was predicted by younger age at follow-up (R2 = 53.5%). Poorer verbal memory was predicted by lower birth weight, younger age at follow-up, and greater exposure to acidotic events (R2 = 50.6%). The machine learning models did not reveal added value in terms of model performance as compared to linear regression. CONCLUSION The findings of this study suggest that in children with previous PICU admission for bronchiolitis, (1) lower birth weight, younger age at follow-up, and lower socioeconomic status are associated with poorer neurocognitive outcome; and (2) greater exposure to acidotic events during PICU admission is associated with poorer verbal memory outcome. The findings of this study provide no evidence for the added value of machine learning models as compared to linear regression analysis in the prediction of long-term neurocognitive outcome in a relatively small sample of children. WHAT IS KNOWN • Adverse neurocognitive outcomes are described in PICU survivors, which are known to interfere with development in other major domains of functioning, such as mental health, academic achievement, and socioeconomic success, highlighting neurocognition as an important outcome after PICU admission. • Machine learning is a rapidly growing field of artificial intelligence that is increasingly applied in health care settings, with great potential to capture the complexity of outcome prediction. WHAT IS NEW • This study shows that lower birth weight, lower socioeconomic status, and greater exposure to acidotic events during PICU admission for bronchiolitis are associated with poorer long-term neurocognitive outcome after PICU admission. Results provide no evidence for the added value of machine learning models in a relatively small sample of children. • As bronchiolitis seldom manifests neurologically, the relation between acidotic events and neurocognitive outcome may reflect either potentially harmful effects of acidosis itself or related processes such as hypercapnia or hypoxic and/or ischemic events during PICU admission. This study further highlights the importance of structured follow-up to monitor long-term outcome of children after PICU admission.
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Affiliation(s)
- Eleonore S V de Sonnaville
- Department of Pediatric Intensive Care, Emma Children's Hospital, Amsterdam UMC location University of Amsterdam, Meibergdreef 9, Amsterdam, The Netherlands.
- Emma Children's Hospital Amsterdam UMC Follow Me program & Emma Neuroscience Group, Emma Children's Hospital, Amsterdam UMC location University of Amsterdam, Meibergdreef 9, Amsterdam, The Netherlands.
- Amsterdam Reproduction and Development research institute, Amsterdam, The Netherlands.
| | - Jacob Vermeule
- University of Amsterdam, Informatics Institute, Science Park 904, Amsterdam, The Netherlands
| | - Kjeld Oostra
- University of Amsterdam, Informatics Institute, Science Park 904, Amsterdam, The Netherlands
| | - Hennie Knoester
- Department of Pediatric Intensive Care, Emma Children's Hospital, Amsterdam UMC location University of Amsterdam, Meibergdreef 9, Amsterdam, The Netherlands
- Amsterdam Reproduction and Development research institute, Amsterdam, The Netherlands
| | - Job B M van Woensel
- Department of Pediatric Intensive Care, Emma Children's Hospital, Amsterdam UMC location University of Amsterdam, Meibergdreef 9, Amsterdam, The Netherlands
- Amsterdam Reproduction and Development research institute, Amsterdam, The Netherlands
| | - Somaya Ben Allouch
- University of Amsterdam, Informatics Institute, Science Park 904, Amsterdam, The Netherlands
| | - Jaap Oosterlaan
- Emma Children's Hospital Amsterdam UMC Follow Me program & Emma Neuroscience Group, Emma Children's Hospital, Amsterdam UMC location University of Amsterdam, Meibergdreef 9, Amsterdam, The Netherlands
- Amsterdam Reproduction and Development research institute, Amsterdam, The Netherlands
| | - Marsh Kӧnigs
- Emma Children's Hospital Amsterdam UMC Follow Me program & Emma Neuroscience Group, Emma Children's Hospital, Amsterdam UMC location University of Amsterdam, Meibergdreef 9, Amsterdam, The Netherlands
- Amsterdam Reproduction and Development research institute, Amsterdam, The Netherlands
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Riggs BJ, Carpenter JL. Pediatric Neurocritical Care: Maximizing Neurodevelopmental Outcomes Through Specialty Care. Pediatr Neurol 2023; 149:187-198. [PMID: 37748977 DOI: 10.1016/j.pediatrneurol.2023.08.006] [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: 03/01/2023] [Revised: 07/27/2023] [Accepted: 08/04/2023] [Indexed: 09/27/2023]
Abstract
The field of pediatric neurocritical care (PNCC) has expanded and evolved over the last three decades. As mortality from pediatric critical care illness has declined, morbidity from neurodevelopmental disorders has expanded. PNCC clinicians have adopted a multidisciplinary approach to rapidly identify neurological injury, implement neuroprotective therapies, minimize secondary neurological insults, and establish transitions of care, all with the goal of improving neurocognitive outcomes for their patients. Although there are many aspects of PNCC and adult neurocritical care (NCC) medicine that are similar, elemental difference between adult and pediatric medicine has contributed to a divergent evolution of the respective fields. The low incidence of pediatric critical care illness, the heterogeneity of neurological insults, and the limited availability of resources all shape the need for a PNCC clinical care model that is distinct from the established paradigm adopted by the adult neurocritical care community at large. Considerations of neurodevelopment are fundamental in pediatrics. When neurological injury occurs in a child, the neurodevelopmental stage at the time of insult alters the impact of the neurological disease. Developmental variables contribute to a range of outcomes for seemingly similar injuries. Despite the relative infancy of the field of PNCC, early reports have shown that implementation of a specialized PNCC service elevates the quality and safety of care, promotes education and communication, and improves outcomes for children with acute neurological injuries. The multidisciplinary approach of PNCC clinicians and researchers also promotes a culture that emphasizes the importance of quality improvement and education initiatives, as well as development of and adherence to evidence-based guidelines and family-focused care models.
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Affiliation(s)
- Becky J Riggs
- Division of Pediatric Critical Care Medicine, Oregon Health & Science University, Portland, Oregon.
| | - Jessica L Carpenter
- Division of Pediatric Neurology, University of Maryland Medical Center, Baltimore, Maryland
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3
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de Sonnaville ESV, Kӧnigs M, van Leijden O, Knoester H, van Woensel JBM, Oosterlaan J. Intelligence outcome of pediatric intensive care unit survivors: a systematic meta-analysis and meta-regression. BMC Med 2022; 20:198. [PMID: 35642037 PMCID: PMC9158152 DOI: 10.1186/s12916-022-02390-5] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/05/2021] [Accepted: 04/27/2022] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Long-term morbidity after pediatric intensive care unit (PICU) admission is a growing concern. Both critical illness and accompanying PICU treatments may impact neurocognitive development as assessed by its gold standard measure; intelligence. This meta-analysis and meta-regression quantifies intelligence outcome after PICU admission and explores risk factors for poor intelligence outcome. METHODS PubMed, Embase, CINAHL and PsycINFO were searched for relevant studies, published from database inception until September 7, 2021. Using random-effects meta-analysis, we calculated the standardized mean difference in full-scale intelligence quotient (FSIQ) between PICU survivors and controls across all included studies and additionally distinguishing between PICU subgroups based on indications for admission. Relation between demographic and clinical risk factors and study's FSIQ effect sizes was investigated using random-effects meta-regression analysis. RESULTS A total of 123 articles was included, published between 1973 and 2021, including 8,119 PICU survivors and 1,757 controls. We found 0.47 SD (7.1 IQ-points) lower FSIQ scores in PICU survivors compared to controls (95%CI -0.55 to -0.40, p < .001). All studied PICU subgroups had lower FSIQ compared to controls (range 0.38-0.88 SD). Later year of PICU admission (range 1972-2016) and longer PICU stay were related to greater FSIQ impairment (R2 = 21%, 95%CI -0.021 to -0.007, p < .001 and R2 = 2%, 95%CI -0.027 to -0.002, p = .03, respectively), whereas male sex and higher rate of survivors were related to smaller FSIQ impairment (R2 = 5%, 95%CI 0.001 to 0.014, p = .03 and R2 = 11%, 95%CI 0.006 to 0.022, p < .001, respectively). Meta-regression in PICU subgroups showed that later year of PICU admission was related to greater FSIQ impairment in children admitted after cardiac surgery and heart- or heart-lung transplantation. Male sex was related to smaller FSIQ impairment in children admitted after cardiac surgery. Older age at PICU admission and older age at follow-up were related to smaller FSIQ impairment in children admitted after heart- or heart-lung transplantation. CONCLUSIONS PICU survivors, distinguished in a wide range of subgroups, are at risk of intelligence impairment. Length of PICU stay, female sex and lower rate of survivors were related to greater intelligence impairment. Intelligence outcome has worsened over the years, potentially reflecting the increasing percentage of children surviving PICU admission.
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Affiliation(s)
- Eleonore S V de Sonnaville
- Amsterdam UMC, University of Amsterdam, Emma Children's Hospital, Department of Pediatric Intensive Care, Amsterdam Reproduction and Development research institute, Meibergdreef 9, Amsterdam, The Netherlands. .,Amsterdam UMC, University of Amsterdam, Emma Children's Hospital, Department of Pediatrics, Amsterdam UMC Follow-Me Program & Emma Neuroscience Group, Amsterdam Reproduction and Development research institute, Meibergdreef 9, Amsterdam, The Netherlands.
| | - Marsh Kӧnigs
- Amsterdam UMC, University of Amsterdam, Emma Children's Hospital, Department of Pediatrics, Amsterdam UMC Follow-Me Program & Emma Neuroscience Group, Amsterdam Reproduction and Development research institute, Meibergdreef 9, Amsterdam, The Netherlands
| | - Ouke van Leijden
- Amsterdam UMC, University of Amsterdam, Emma Children's Hospital, Department of Pediatrics, Amsterdam UMC Follow-Me Program & Emma Neuroscience Group, Amsterdam Reproduction and Development research institute, Meibergdreef 9, Amsterdam, The Netherlands
| | - Hennie Knoester
- Amsterdam UMC, University of Amsterdam, Emma Children's Hospital, Department of Pediatric Intensive Care, Amsterdam Reproduction and Development research institute, Meibergdreef 9, Amsterdam, The Netherlands
| | - Job B M van Woensel
- Amsterdam UMC, University of Amsterdam, Emma Children's Hospital, Department of Pediatric Intensive Care, Amsterdam Reproduction and Development research institute, Meibergdreef 9, Amsterdam, The Netherlands
| | - Jaap Oosterlaan
- Amsterdam UMC, University of Amsterdam, Emma Children's Hospital, Department of Pediatrics, Amsterdam UMC Follow-Me Program & Emma Neuroscience Group, Amsterdam Reproduction and Development research institute, Meibergdreef 9, Amsterdam, The Netherlands
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4
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Marshall GS, Fergie J, Presa J, Peyrani P. Rationale for the Development of a Pentavalent Meningococcal Vaccine: A US-Focused Review. Infect Dis Ther 2022; 11:937-951. [PMID: 35357651 PMCID: PMC8969818 DOI: 10.1007/s40121-022-00609-9] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2021] [Accepted: 02/14/2022] [Indexed: 12/04/2022] Open
Abstract
While invasive meningococcal disease (IMD) is uncommon, it can result in serious sequelae and even death. In 2018 in the United States, the incidence of IMD per 100,000 people was 0.03 among adolescents 11−15 years of age, 0.10 among persons 16−23 years of age, and 0.83 among infants < 1 year of age. Serogroup B accounted for 86%, 62%, and 66% of cases, respectively, in those age groups. Currently, routine meningococcal vaccination covering serogroups ACWY (MenACWY) is recommended in the United States for all adolescents at 11−12 years of age, with a booster dose at 16 years of age, whereas a meningococcal serogroup B (MenB) vaccine series is recommended for persons 16−23 years of age under the shared clinical decision-making paradigm. The MenACWY vaccination program in adolescents has been successful in reducing disease burden, but does not prevent disease caused by serogroup B, which accounts for more than half of IMD cases. There are currently no approved vaccines that cover all of the most common disease-causing meningococcal serogroups, which are A, B, C, W, and Y. A pentavalent MenABCWY vaccine that is constituted from 2 licensed meningococcal vaccines—MenB-FHbp and MenACWY-TT—is being investigated in healthy persons ≥ 10–25 years of age. The addition of a MenABCWY vaccine is the next natural step in the incremental meningococcal immunization program in the United States to improve protection against the most common serogroup causing IMD, with no increase in the number of immunizations needed. With high uptake, routine use of MenABCWY could reduce IMD cases and associated mortality, the rate of long-term physical and psychosocial sequelae in survivors, and costs associated with controlling outbreaks, particularly on college campuses. A MenABCWY vaccine would also reduce the number of injections required for adolescents, potentially improving compliance.
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Affiliation(s)
- Gary S. Marshall
- Division of Pediatric Infectious Diseases, Norton Children’s and University of Louisville School of Medicine, 571 S. Floyd St, Suite 321, Louisville, KY 40202 USA
| | - Jaime Fergie
- Driscoll Children’s Hospital, Corpus Christi, TX USA
| | - Jessica Presa
- Vaccines Medical Development & Scientific/Clinical Affairs, Pfizer Inc, Collegeville, PA USA
| | - Paula Peyrani
- Vaccines Medical Development & Scientific/Clinical Affairs, Pfizer Inc, Collegeville, PA USA
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5
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Ko MSM, Poh PF, Heng KYC, Sultana R, Murphy B, Ng RWL, Lee JH. Assessment of Long-term Psychological Outcomes After Pediatric Intensive Care Unit Admission: A Systematic Review and Meta-analysis. JAMA Pediatr 2022; 176:e215767. [PMID: 35040918 PMCID: PMC8767488 DOI: 10.1001/jamapediatrics.2021.5767] [Citation(s) in RCA: 21] [Impact Index Per Article: 10.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
Abstract
IMPORTANCE The pediatric intensive care unit (PICU) exposes children to stressful experiences with potential long-term psychological repercussions. However, current understanding of post-PICU psychological outcomes is incomplete. OBJECTIVE To systematically review and evaluate reported long-term psychological outcomes among children previously admitted to the PICU. DATA SOURCES A systematic search of the Cumulative Index to Nursing and Allied Health Literature, Embase, MEDLINE (PubMed), and PsycINFO was conducted from database inception to June 2021. Search terms included phrases related to intensive care (eg, intensive care units and critical care) and terms for psychological disorders (eg, posttraumatic stress disorder, depressive disorder, conduct disorder, and neurodevelopmental disorder) limited to the pediatric population. STUDY SELECTION This systematic review and meta-analysis included randomized clinical trials and observational studies reporting psychological disorders among children younger than 18 years who were admitted to the PICU with follow-up for at least 3 months. Psychological disorders were defined using the Diagnostic and Statistical Manual of Mental Disorders (Fifth Edition). Children were excluded if they were admitted to the PICU for primary brain conditions (eg, traumatic brain injury, meningoencephalitis, and brain tumors) or discharged to the home for palliative care. DATA EXTRACTION AND SYNTHESIS Titles and abstracts were independently screened by 2 reviewers, with data extraction conducted according to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) reporting guideline. Data were pooled using a random-effects model during meta-analysis. MAIN OUTCOMES AND MEASURES Age-corrected IQ scores and long-term psychological outcomes measured by scales such as the Child Behavior Checklist (higher scores indicate more behavioral problems) among children admitted to the PICU. RESULTS Of 9193 records identified, 31 independent studies (5 randomized clinical trials and 26 observational studies) involving 7786 children (mean age, 7.3 years [95% CI, 6.2-8.4 years]; 4267 boys [54.8%]; race and ethnicity were not reported by all studies) admitted to the PICU were included. Overall, 1 of 19 children (5.3%) to 14 of 16 children (88.0%) previously admitted to the PICU were reported to have at least 1 psychological disorder. Studies that examined posttraumatic stress disorder reported that 6 of 60 children (10.0%) to 31 of 102 children (30.4%) met the diagnostic criteria for the disorder at 3 to 6 months of follow-up. Compared with healthy children, those admitted to the PICU had lower IQ scores at 1 to 2 years of follow-up (mean, 89.40 points [95% CI, 88.33-90.47 points] vs 100.70 points [95% CI, 99.43-101.97 points]; P < .001) and 3 to 5 years of follow-up (mean, 88.54 points [95% CI, 83.92-93.16 points] vs 103.18 [95% CI, 100.36-105.99 points]; P < .001) and greater total emotional and behavioral problems at 4 years of follow-up (mean, 51.69 points [95% CI, 50.37-53.01 points] vs 46.66 points [95% CI, 45.20-48.13 points]; P < .001). CONCLUSIONS AND RELEVANCE This systematic review and meta-analysis found a high burden of psychological sequelae among children previously admitted to the PICU, suggesting that risk stratification and early interventions are needed for high-risk groups.
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Affiliation(s)
| | - Pei-Fen Poh
- Children’s Intensive Care Unit, KK Women’s and Children’s Hospital, Singapore
| | | | - Rehena Sultana
- Centre for Quantitative Medicine, Duke-NUS Medical School, Singapore
| | - Beverly Murphy
- Medical Center Library and Archives, Duke University, Durham, North Carolina
| | - Regina Wan Leng Ng
- Children’s Intensive Care Unit, KK Women’s and Children’s Hospital, Singapore
| | - Jan Hau Lee
- MD Programme, Duke-NUS Medical School, Singapore,Children’s Intensive Care Unit, KK Women’s and Children’s Hospital, Singapore
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6
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Deng L, Barton B, Lorenzo J, Rashid H, Dastouri F, Booy R. Longer term outcomes following serogroup B invasive meningococcal disease. J Paediatr Child Health 2021; 57:894-902. [PMID: 33460220 DOI: 10.1111/jpc.15350] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/19/2019] [Revised: 11/16/2020] [Accepted: 12/09/2020] [Indexed: 11/29/2022]
Abstract
AIM To characterise the physical, psychological, and quality of life burden associated with serogroup B invasive meningococcal disease (IMD) in children. METHODS Children aged up to 14 years at the time of serogroup B IMD, who were admitted to intensive care units of two tertiary paediatric hospitals in New South Wales, Australia between January 2009 and December 2013 were recruited. Children underwent clinical and neuropsychological assessments up to 6 years post-disease. RESULTS Eleven children were assessed, with a median age of 16 months (range 4-46 months) at time of disease. The median follow-up time was 50 months (range 10-67 months). Seven (63.6%) cases had one or more long-term sequelae involving permanent and evolving physical disability. Three cases had ongoing medical conditions including two with seizures and one with ataxia and hypermetropia. Five required ongoing medical and allied health care. Other complications identified included anxiety, speech delay, low average full-scale IQ score (median 85, interquartile range 89-103) and borderline memory impairment. CONCLUSIONS Serogroup B IMD is associated with significant long-term morbidity and burden on the child and family with substantial economic implications. The impact of this on the total cost of IMD needs to be further quantified, and better considered in vaccine cost-effectiveness analyses.
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Affiliation(s)
- Lucy Deng
- National Centre for Immunisation Research and Surveillance, The Children's Hospital at Westmead, Sydney, New South Wales, Australia.,Faculty of Medicine and Health, The University of Sydney, Camperdown, New South Wales, Australia
| | - Belinda Barton
- Faculty of Medicine and Health, The University of Sydney, Camperdown, New South Wales, Australia.,Children's Hospital Education Research Institute, The Children's Hospital at Westmead, Sydney, New South Wales, Australia
| | - Jennifer Lorenzo
- Kids Neuroscience Centre, The Children's Hospital at Westmead, Sydney, New South Wales, Australia
| | - Harunor Rashid
- National Centre for Immunisation Research and Surveillance, The Children's Hospital at Westmead, Sydney, New South Wales, Australia.,Faculty of Medicine and Health, The University of Sydney, Camperdown, New South Wales, Australia
| | - Fereshteh Dastouri
- Faculty of Medicine and Health, The University of Sydney, Camperdown, New South Wales, Australia
| | - Robert Booy
- National Centre for Immunisation Research and Surveillance, The Children's Hospital at Westmead, Sydney, New South Wales, Australia.,Faculty of Medicine and Health, The University of Sydney, Camperdown, New South Wales, Australia
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BOCCALINI SARA, PANATTO DONATELLA, MENNINI FRANCESCOSAVERIO, MARCELLUSI ANDREA, BINI CHIARA, AMICIZIA DANIELA, LAI PIEROLUIGI, MICALE ROSANNATINDARA, FRUMENTO DAVIDE, AZZARI CHIARA, RICCI SILVIA, BONITO BENEDETTA, DI PISA GIULIA, IOVINE MARIASILVIA, LODI LORENZO, GIOVANNINI MATTIA, MOSCADELLI ANDREA, PAOLI SONIA, PENNATI BEATRICEMARINA, PISANO LAURA, BECHINI ANGELA, BONANNI PAOLO. [ Health Technology Assessment (HTA) of the introduction of additional cohorts for anti-meningococcal vaccination with quadrivalent conjugate vaccines in Italy]. JOURNAL OF PREVENTIVE MEDICINE AND HYGIENE 2021; 62:E1-E128. [PMID: 34622076 PMCID: PMC8452280 DOI: 10.15167/2421-4248/jpmh2021.62.1s1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- SARA BOCCALINI
- Dipartimento di Scienze della Salute, Università degli Studi di Firenze
- Autore corrispondente: Sara Boccalini, Dipartimento di Scienze della Salute, Università degli Studi di Firenze, 50134 Firenze, Italia - Tel.: 055-2751084 E-mail:
| | - DONATELLA PANATTO
- Dipartimento di Scienze della Salute, Università degli Studi di Genova
| | - FRANCESCO SAVERIO MENNINI
- Economic Evaluation and HTA - CEIS (EEHTA - CEIS), Facoltà di Economia, Università di Roma "Tor Vergata"
- Institute for Leadership and Management in Health, Kingston University, London, UK
| | - ANDREA MARCELLUSI
- Economic Evaluation and HTA - CEIS (EEHTA - CEIS), Facoltà di Economia, Università di Roma "Tor Vergata"
| | - CHIARA BINI
- Economic Evaluation and HTA - CEIS (EEHTA - CEIS), Facoltà di Economia, Università di Roma "Tor Vergata"
| | - DANIELA AMICIZIA
- Dipartimento di Scienze della Salute, Università degli Studi di Genova
| | - PIERO LUIGI LAI
- Dipartimento di Scienze della Salute, Università degli Studi di Genova
| | | | - DAVIDE FRUMENTO
- Dipartimento di Scienze della Salute, Università degli Studi di Genova
| | - CHIARA AZZARI
- Immunologia, Clinica Pediatrica II, AOU Meyer, Dipartimento di Scienze della Salute, Università degli Studi di Firenze
| | - SILVIA RICCI
- Immunologia, Clinica Pediatrica II, AOU Meyer, Dipartimento di Scienze della Salute, Università degli Studi di Firenze
| | - BENEDETTA BONITO
- Dipartimento di Scienze della Salute, Università degli Studi di Firenze
| | - GIULIA DI PISA
- Dipartimento di Scienze della Salute, Università degli Studi di Firenze
| | | | - LORENZO LODI
- Immunologia, Clinica Pediatrica II, AOU Meyer, Dipartimento di Scienze della Salute, Università degli Studi di Firenze
| | - MATTIA GIOVANNINI
- Immunologia, Clinica Pediatrica II, AOU Meyer, Dipartimento di Scienze della Salute, Università degli Studi di Firenze
| | - ANDREA MOSCADELLI
- Dipartimento di Scienze della Salute, Università degli Studi di Firenze
| | - SONIA PAOLI
- Dipartimento di Scienze della Salute, Università degli Studi di Firenze
| | | | - LAURA PISANO
- Immunologia, Clinica Pediatrica II, AOU Meyer, Dipartimento di Scienze della Salute, Università degli Studi di Firenze
| | - ANGELA BECHINI
- Dipartimento di Scienze della Salute, Università degli Studi di Firenze
| | - PAOLO BONANNI
- Dipartimento di Scienze della Salute, Università degli Studi di Firenze
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8
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Long-Term Outcomes and the Post-Intensive Care Syndrome in Critically Ill Children: A North American Perspective. CHILDREN-BASEL 2021; 8:children8040254. [PMID: 33805106 PMCID: PMC8064072 DOI: 10.3390/children8040254] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/12/2021] [Revised: 03/17/2021] [Accepted: 03/20/2021] [Indexed: 12/14/2022]
Abstract
Advances in medical and surgical care for children in the pediatric intensive care unit (PICU) have led to vast reductions in mortality, but survivors often leave with newly acquired or worsened morbidity. Emerging evidence reveals that survivors of pediatric critical illness may experience a constellation of physical, emotional, cognitive, and social impairments, collectively known as the “post-intensive care syndrome in pediatrics” (PICs-P). The spectrum of PICs-P manifestations within each domain are heterogeneous. This is attributed to the wide age and developmental diversity of children admitted to PICUs and the high prevalence of chronic complex conditions. PICs-P recovery follows variable trajectories based on numerous patient, family, and environmental factors. Those who improve tend to do so within less than a year of discharge. A small proportion, however, may actually worsen over time. There are many gaps in our current understanding of PICs-P. A unified approach to screening, preventing, and treating PICs-P-related morbidity has been hindered by disparate research methodology. Initiatives are underway to harmonize clinical and research priorities, validate new and existing epidemiologic and patient-specific tools for the prediction or monitoring of outcomes, and define research priorities for investigators interested in long-term outcomes.
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9
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Stawasz A, Huang L, Kirby P, Bloom D. Health Technology Assessment for Vaccines Against Rare, Severe Infections: Properly Accounting for Serogroup B Meningococcal Vaccination's Full Social and Economic Benefits. Front Public Health 2020; 8:261. [PMID: 32754566 PMCID: PMC7366491 DOI: 10.3389/fpubh.2020.00261] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2019] [Accepted: 05/22/2020] [Indexed: 02/04/2023] Open
Abstract
The high price of new generations of vaccines relative to their predecessors has become an important consideration in debates over whether the benefits of the new vaccines justify their costs. An increasingly central line of inquiry in the literature on valuing vaccination surrounds accounting for the full social and economic benefits of vaccination. This paper applies this emerging perspective to the particular case of vaccination against serogroup B meningococcal disease (MenB). We explore key issues involved in health technology assessments of MenB vaccination, which have led to pronounced heterogeneity in evaluation methods and recommendation outcomes across countries such as France, Germany, the US, and the UK. Accounting for typically neglected sources of socioeconomic benefit could potentially impact recommendation and reimbursement decisions. We propose a taxonomy of such benefits built around four dimensions: (i) internalized health benefits, (ii) internalized non-health benefits, (iii) externalized health benefits, and (iv) externalized non-health benefits. This approach offers a systematic, comprehensive evaluation framework that can be used in future assessment of MenB vaccines as well as other health technologies.
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Affiliation(s)
- Andrew Stawasz
- Data for Decisions, LLC, Waltham, MA, United States.,Harvard Law School, Cambridge, MA, United States
| | | | - Paige Kirby
- Data for Decisions, LLC, Waltham, MA, United States
| | - David Bloom
- Data for Decisions, LLC, Waltham, MA, United States.,Harvard T.H. Chan School of Public Health, Boston, MA, United States
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Boccalini S, Bechini A, Sartor G, Paolini D, Innocenti M, Bonanni P, Panatto D, Lai PL, Zangrillo F, Marchini F, Lecini E, Iovine M, Amicizia D, Landa P. [Health Technology Assessment of meningococcal B vaccine (Trumenba ®) in adolescent in Italy]. JOURNAL OF PREVENTIVE MEDICINE AND HYGIENE 2019; 60:E1-E94. [PMID: 32047867 PMCID: PMC7007189 DOI: 10.15167/2421-4248/jpmh2019.60.3s2] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [MESH Headings] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Affiliation(s)
- S Boccalini
- Dipartimento di Scienze della Salute, Università degli Studi di Firenze
| | - A Bechini
- Dipartimento di Scienze della Salute, Università degli Studi di Firenze
| | - G Sartor
- Dipartimento di Scienze della Salute, Università degli Studi di Firenze
| | - D Paolini
- Dipartimento di Scienze della Salute, Università degli Studi di Firenze
| | - M Innocenti
- Dipartimento di Scienze della Salute, Università degli Studi di Firenze
| | - P Bonanni
- Dipartimento di Scienze della Salute, Università degli Studi di Firenze
| | - D Panatto
- Dipartimento di Scienze della Salute, Università degli Studi di Genova
| | - P L Lai
- Dipartimento di Scienze della Salute, Università degli Studi di Genova
| | - F Zangrillo
- Dipartimento di Scienze della Salute, Università degli Studi di Genova
| | - F Marchini
- Dipartimento di Scienze della Salute, Università degli Studi di Genova
| | - E Lecini
- Dipartimento di Scienze della Salute, Università degli Studi di Genova
| | - M Iovine
- Dipartimento di Scienze della Salute, Università degli Studi di Genova
| | - D Amicizia
- Dipartimento di Scienze della Salute, Università degli Studi di Genova
| | - P Landa
- Dipartimento di Economia, Università degli Studi di Genova
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Savioli K, Rouse C, Susi A, Gorman G, Hisle-Gorman E. Suspected or known neonatal sepsis and neurodevelopmental delay by 5 years. J Perinatol 2018; 38:1573-1580. [PMID: 30202045 DOI: 10.1038/s41372-018-0217-5] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/13/2018] [Revised: 08/13/2018] [Accepted: 08/20/2018] [Indexed: 11/09/2022]
Abstract
OBJECTIVE Evaluate impact of known and suspected neonatal sepsis in the term and preterm infant on neurodevelopmental delay by 5 years. STUDY DESIGN Included infants were born in 2009-2010 and followed for 5 years. Diagnostic codes and at least 5 days of antibiotic use identified suspected sepsis. Laboratory results confirmed known sepsis. Diagnostic codes stratified developmental delay by sub-type. Logistic regression analysis determined odds of developmental delay for sepsis and suspected sepsis. RESULTS Of 65,938 included infants, 190 had sepsis and 3449 had suspected sepsis. After adjustment for known developmental risk factors, sepsis and suspected sepsis were associated with increased risk for any developmental delay, (1.48 (1.05-2.09) and 1.09 (1.01-1.18)), respectively, and multiple developmental delay sub-types. CONCLUSION Neonatal sepsis and suspected sepsis are associated with neurodevelopmental delay by 5 years of age.
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Affiliation(s)
- Katrina Savioli
- Department of Pediatrics, Walter Reed National Military Medical Center, Bethesda, MD, USA.
| | - Christopher Rouse
- Department of Pediatrics, Walter Reed National Military Medical Center, Bethesda, MD, USA
| | - Apryl Susi
- Department of Pediatrics, Uniformed Services University of the Health Sciences, Bethesda, MD, USA
| | - Gregory Gorman
- Department of Pediatrics, Walter Reed National Military Medical Center, Bethesda, MD, USA
- Department of Pediatrics, Uniformed Services University of the Health Sciences, Bethesda, MD, USA
| | - Elizabeth Hisle-Gorman
- Department of Pediatrics, Uniformed Services University of the Health Sciences, Bethesda, MD, USA
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Systematic Review of Invasive Meningococcal Disease: Sequelae and Quality of Life Impact on Patients and Their Caregivers. Infect Dis Ther 2018; 7:421-438. [PMID: 30267220 PMCID: PMC6249177 DOI: 10.1007/s40121-018-0213-2] [Citation(s) in RCA: 71] [Impact Index Per Article: 11.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2018] [Indexed: 02/03/2023] Open
Abstract
Introduction Invasive meningococcal disease (IMD, septicaemia and/or meningitis) has a severe acute and long-term burden: 5–10% of patients die within 48 h, and long-term sequelae have been reported in 10–20% of survivors. Health-related quality of life (HRQoL) is increasingly but inconsistently assessed. Methods A systematic literature review on Neisseria meningitidis IMD sequelae and HRQoL in survivors of all ages and their caregivers, including family, was conducted for high-income countries from 2001 to 2016 (in Medline and Embase, following Cochrane and PRISMA guidelines). Results A total of 31 studies, mostly of childhood IMD cases, were included. A broad range of physical, neurological and psychological IMD sequelae were identified. The literature has evolved, with more types of sequelae reported in more recent studies; however, meningococcal disease-specific and sequelae-specific HRQoL data are lacking, and existing studies used a wide variety of instruments. Physical sequelae included: amputations (up to 8% of children, 3% adolescents/adults) and skin scars (up to 55% of children, 18% adolescents, 2% adults). Neurologic sequelae included: hearing loss (up to 19% of infants, 13% children, 12% adolescents, 8% adults). Psychological sequelae included: anxiety, learning difficulties, emotional and behavioural difficulties. IMD negatively affects HRQoL in patients and also in their family and close caregiver network, both in the short- and long-term. Even IMD survivors without sequelae experienced an adverse impact on HRQoL after many years, affecting self-esteem, physical, mental and psychosocial health, and HRQoL was worse in those with cognitive and behavioural sequelae. Conclusion A high proportion of IMD survivors are affected by a broad range of sequelae and reduced HRQoL that persists years after infection. Childhood IMD survivors had more sequelae and more severe sequelae compared with adult survivors. HRQoL was affected in patients and also in their families, caregivers and surrounding network over the long term. More research is needed to resolve data gaps and to standardise HRQoL assessment. Funding GlaxoSmithKline Biologicals SA (Rixensart, Belgium). Electronic supplementary material The online version of this article (10.1007/s40121-018-0213-2) contains supplementary material, which is available to authorized users.
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A Systematic Review of Risk Factors Associated With Cognitive Impairment After Pediatric Critical Illness. Pediatr Crit Care Med 2018; 19:e164-e171. [PMID: 29329164 DOI: 10.1097/pcc.0000000000001430] [Citation(s) in RCA: 52] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
OBJECTIVES To identify risk factors associated with cognitive impairment as assessed by neuropsychologic tests in neurotypical children after critical illness. DATA SOURCES For this systematic review, we searched the Cochrane Library, Scopus, PubMed, Ovid, Embase, and CINAHL databases from January 1960 to March 2017. STUDY SELECTION Included were studies with subjects 3-18 years old at the time of post PICU follow-up evaluation and use of an objective standardized neuropsychologic test with at least one cognitive functioning dimension. Excluded were studies featuring patients with a history of cardiac arrest, traumatic brain injury, or genetic anomalies associated with neurocognitive impairment. DATA EXTRACTION Twelve studies met the sampling criteria and were rated using the Newcastle-Ottawa Quality Assessment Scale. DATA SYNTHESIS Ten studies reported significantly lower scores in at least one cognitive domain as compared to healthy controls or normed population data; seven of these-four case-control and three prospective cohort studies-reported significant lower scores in more than one cognitive domain. Risk factors associated with post critical illness cognitive impairment included younger age at critical illness and/or older age at follow-up, low socioeconomic status, high oxygen requirements, and use of mechanical ventilation, sedation, and pain medications. CONCLUSIONS Identifying risk factors for poor cognitive outcomes post critical illness may help healthcare teams modify patient risk and/or provide follow-up services to improve long-term cognitive outcomes in high-risk children.
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Abstract
OBJECTIVE To summarize the epidemiology and outcomes of children with multiple organ dysfunction syndrome as part of the Eunice Kennedy Shriver National Institute of Child Health and Human Development multiple organ dysfunction syndrome workshop (March 26-27, 2015). DATA SOURCES Literature review, research data, and expert opinion. STUDY SELECTION Not applicable. DATA EXTRACTION Moderated by an experienced expert from the field, issues relevant to the epidemiology and outcomes of children with multiple organ dysfunction syndrome were presented, discussed, and debated with a focus on identifying knowledge gaps and research priorities. DATA SYNTHESIS Summary of presentations and discussion supported and supplemented by the relevant literature. CONCLUSIONS A full understanding the epidemiology and outcome of multiple organ dysfunction syndrome in children is limited by inconsistent definitions and populations studied. Nonetheless, pediatric multiple organ dysfunction syndrome is common among PICU patients, occurring in up to 57% depending on the population studied; sepsis remains its leading cause. Pediatric multiple organ dysfunction syndrome leads to considerable short-term morbidity and mortality. Long-term outcomes of multiple organ dysfunction syndrome in children have not been well studied; however, studies of adults and children with other critical illnesses suggest that the risk of long-term adverse sequelae is high. Characterization of the long-term outcomes of pediatric multiple organ dysfunction syndrome is crucial to identify opportunities for improved treatment and recovery strategies that will improve the quality of life of critically ill children and their families. The workshop identified important knowledge gaps and research priorities intended to promote the development of standard definitions and the identification of modifiable factors related to its occurrence and outcome.
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Deciphering the Burden of Meningococcal Disease: Conventional and Under-recognized Elements. J Adolesc Health 2016; 59:S12-20. [PMID: 27449145 DOI: 10.1016/j.jadohealth.2016.03.041] [Citation(s) in RCA: 66] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/12/2015] [Revised: 03/21/2016] [Accepted: 03/21/2016] [Indexed: 11/21/2022]
Abstract
Invasive meningococcal disease remains a substantial global public health burden despite being vaccine-preventable worldwide. More than one million cases are reported annually, with average fatality rates ranging from 10% to 40% depending on clinical presentation and geographic location. Survivors may suffer debilitating sequelae that reduce the quality of life for the patient and family members responsible for their care. Major financial burdens are associated with acute treatment and follow-up care, and outbreak management often places extensive financial strains on public health resources. Although the clinical and financial aspects of meningococcal disease burden are straightforward to quantify, other burdens such as lifelong cognitive deficits, psychological stress, adaptive measures for reintegration into society, familial impact, and legal costs are systematically overlooked. These and other facets of disease burden are therefore not systematically considered in cost-effectiveness analyses that public health authorities take into consideration when making decisions regarding vaccination programs. Changing the approach for measuring meningococcal disease burden is necessary to accurately understand the societal consequences of this devastating illness. In this article, the conventional and under-recognized burdens of meningococcal disease are presented and discussed.
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Briand C, Levy C, Baumie F, Joao L, Béchet S, Carbonnelle E, Grimprel E, Cohen R, Gaudelus J, de Pontual L. Outcomes of bacterial meningitis in children. Med Mal Infect 2016; 46:177-87. [PMID: 27020729 DOI: 10.1016/j.medmal.2016.02.009] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2015] [Revised: 12/02/2015] [Accepted: 02/22/2016] [Indexed: 10/22/2022]
Abstract
OBJECTIVE Pediatricians are well aware of the immediate risks of bacterial meningitis in children. However, the long-term outcome of the disease has not been extensively studied. We aimed: (i) to evaluate the duration and quality of the long-term follow-up of children diagnosed with bacterial meningitis in a general pediatric department, (ii) to estimate the incidence of sequelae at the various stages of follow-up, and (iii) to compare our data with that of other studies. METHODS We conducted a retrospective study and included 34 children (3 months-15 years) who had been hospitalized for bacterial meningitis in the pediatric department of a University Hospital between January 1st, 2001 and December 31st, 2013. RESULTS Overall, 32% of patients presented with sequelae and 15% with seizures. Only one patient presented with hearing loss, but 23.5% of patients did not have any hearing test performed. Seven patients had a neuropsychological assessment performed and no severe neuropsychological sequela was observed in this group. The average follow-up duration increased during the study period (from 23 to 49months). The long-term follow-up modalities observed in other studies were highly variable. Assessing the incidence and severity of sequelae was therefore difficult. CONCLUSION A standardized follow-up should be implemented by way of a national surveillance network of children presenting with bacterial meningitis.
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Affiliation(s)
- C Briand
- Service de pédiatrie, hôpital Jean-Verdier, université Paris 13, AP-HP, 93140 Bondy, France.
| | - C Levy
- Centre de recherche clinique, centre hospitalier intercommunal Créteil, 40, avenue de Verdun, 94000 Créteil, France; Association clinique et thérapeutique infantile du Val-de-Marne (ACTIV), 27, rue Inkermann, 94100 Saint-Maur-des-Fossés, France; Groupe de pathologie infectieuse pédiatrique, 57, avenue de la Californie, 06200 Nice, France
| | - F Baumie
- Service de pédiatrie, hôpital Jean-Verdier, université Paris 13, AP-HP, 93140 Bondy, France
| | - L Joao
- Service de pédiatrie, hôpital Jean-Verdier, université Paris 13, AP-HP, 93140 Bondy, France
| | - S Béchet
- Association clinique et thérapeutique infantile du Val-de-Marne (ACTIV), 27, rue Inkermann, 94100 Saint-Maur-des-Fossés, France
| | - E Carbonnelle
- Service de microbiologie, hôpital Jean-Verdier, université Paris 13, AP-HP, 93140 Bondy, France
| | - E Grimprel
- Service de pédiatrie, hôpital Trousseau, université Paris 6, AP-HP, 75012 Paris, France; Groupe de pathologie infectieuse pédiatrique, 57, avenue de la Californie, 06200 Nice, France
| | - R Cohen
- Association clinique et thérapeutique infantile du Val-de-Marne (ACTIV), 27, rue Inkermann, 94100 Saint-Maur-des-Fossés, France; Unité des petits nourrissons, service de pédiatrie, centre hospitalier intercommunal Créteil, 40, avenue Verdun, 94000 Créteil, France; Groupe de pathologie infectieuse pédiatrique, 57, avenue de la Californie, 06200 Nice, France
| | - J Gaudelus
- Service de pédiatrie, hôpital Jean-Verdier, université Paris 13, AP-HP, 93140 Bondy, France; Groupe de pathologie infectieuse pédiatrique, 57, avenue de la Californie, 06200 Nice, France
| | - L de Pontual
- Service de pédiatrie, hôpital Jean-Verdier, université Paris 13, AP-HP, 93140 Bondy, France; Groupe de pathologie infectieuse pédiatrique, 57, avenue de la Californie, 06200 Nice, France
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Sidhu N, Joffe AR, Doughty P, Vatanpour S, Dinu I, Alton G, Acton B, Robertson CMT. Sepsis After Cardiac Surgery Early in Infancy and Adverse 4.5-Year Neurocognitive Outcomes. J Am Heart Assoc 2015; 4:e001954. [PMID: 26251282 PMCID: PMC4599458 DOI: 10.1161/jaha.115.001954] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
Abstract
Background We aimed to determine whether sepsis is associated with neurocognitive outcomes 4.5 years after congenital heart disease surgery in early infancy. Methods and Results A secondary analysis from a prospective inception cohort included all children having congenital heart disease surgery done at ≤6 weeks of age with cardiopulmonary bypass at the Western Canadian referral center from 1996 to 2009. Follow-up at the referral center determined the primary outcomes at 4.5 years with full-scale, performance, and verbal intelligence quotients on the Wechsler Preschool and Primary Scale of Intelligence. Perioperative variables were collected prospectively, and confirmation of blood culture–positive sepsis was done retrospectively. Multiple linear regression models for neurocognitive outcomes and multiple Cox proportional hazards regression for mortality were determined. Sepsis occurred in 97 of 502 patients (19%) overall and in 76 of 396 survivors (19%) with 4.5-year follow-up. By 4.5 years, there were 91 (18%) deaths, and 396 of 411 survivors (96%) had follow-up completed. Extracorporeal membrane oxygenation was associated with worse scores on all neurocognitive outcomes on multivariable regression; the association between extracorporeal membrane oxygenation and full-scale intelligence quotient had a regression coefficient of −13.6 (95% CI −21.3 to −5.9; P =0.001). Sepsis perioperatively was associated with performance and verbal intelligence quotients, with a trend for full-scale intelligence quotient (P =0.058) on multivariable regression. The regression coefficient for sepsis was strongest for performance intelligence quotient (−5.31; 95% CI −9.84 to −0.78; P =0.022). Sepsis was not but extracorporeal membrane oxygenation was associated with mortality by 4.5 years. Conclusions Perioperative sepsis and extracorporeal membrane oxygenation were associated with adverse neurocognitive outcomes on multivariable regression. Quality improvement to prevent sepsis has the potential to improve long-term neurocognitive outcomes in infants after surgery for congenital heart disease.
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Affiliation(s)
- Naveen Sidhu
- Division of Pediatric Critical Care, Department of Pediatrics, University of Alberta and Stollery Children's Hospital, Edmonton, Alberta, Canada (N.S., A.R.J.)
| | - Ari R Joffe
- Division of Pediatric Critical Care, Department of Pediatrics, University of Alberta and Stollery Children's Hospital, Edmonton, Alberta, Canada (N.S., A.R.J.)
| | - Paul Doughty
- Division of Pediatric Critical Care, Department of Pediatrics, University of Calgary, Alberta, Canada (P.D.)
| | - Shabnam Vatanpour
- School of Public Health, University of Alberta, Edmonton, Alberta, Canada (S.V., I.D.)
| | - Irina Dinu
- School of Public Health, University of Alberta, Edmonton, Alberta, Canada (S.V., I.D.)
| | - Gwen Alton
- Glenrose Rehabilitation Hospital, Edmonton, Alberta, Canada (G.A.)
| | - Bryan Acton
- Department of Psychology, University of Saskatchewan, Saskatoon, Saskatchewan, Canada (B.A.)
| | - Charlene M T Robertson
- Pediatric Rehabilitation Outcomes Evaluation and Research Unit, Glenrose Rehabilitation Hospital, Edmonton, Alberta, Canada (C.T.R.)
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