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Lee JJ, Kim A, Jackson SS. Use of Sedative and Analgesic Agents in Pediatric Intensive Care Unit Patients: Pediatric Health Information System Database. J Neurosurg Anesthesiol 2025; 37:114-118. [PMID: 39882892 DOI: 10.1097/ana.0000000000000992] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2024] [Accepted: 08/12/2024] [Indexed: 01/31/2025]
Affiliation(s)
- Jennifer J Lee
- Department of Anesthesiology, Columbia University Irving Medical Center, New York, NY
| | - Ann Kim
- Department of Anesthesiology, Columbia University Irving Medical Center, New York, NY
| | - Shawn S Jackson
- Departments of Anesthesiology, Critical Care, and Pain Medicine, Boston Children's Hospital, Harvard Medical School, Boston, MA
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2
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Spénard S, Metras ME, Gélinas C, Shah V, Doré-Bergeron MJ, Dekoven K, Marquis MA, Trottier ED, Thibault C, Kleiber N. Morphine versus hydromorphone in pediatrics: a narrative review of latest indications and optimal use in neonates and children. Minerva Pediatr (Torino) 2024; 76:777-789. [PMID: 37672232 DOI: 10.23736/s2724-5276.23.07275-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/07/2023]
Abstract
The management of pain in pediatrics is multimodal and includes non-pharmacologic and pharmacologic approaches. Opioids, and particularly morphine and hydromorphone, are frequently used to treat moderate-to-severe pain. The goals of this review are to describe the pharmacological characteristics of both drugs, to cover the latest evidence of their respective indications, and to promote their safe use in pediatrics. Morphine is the most studied opioid in children and is known to be safe and effective. Morphine and hydromorphone can be used to manage acute pain and are usually avoided when treating chronic non-cancer pain. Current evidence suggests that both opioids have a similar efficacy and adverse effect profile. Hydromorphone has not been studied in neonates but in some centers, it has been used instead of morphine for certain patients. In palliative care, the use of opioids is often indicated and their benefits extend beyond analgesia; indications include treatment of central neuropathic pain in children with severe neurologic impairment and treatment of respiratory distress in the imminently dying patients. The longstanding belief that the use of well-titrated opioids hastens death should be abandoned as robust evidence has shown the opposite. With the current opioid crisis, a responsible use of opioids should be promoted, including limiting the opioid prescription to the patient's anticipated needs, optimizing a multimodal analgesic plan including the use of non-pharmacological measures and non-opioid medications, and providing information on safe storage and disposal to patients and families. More data is needed to better guide the use of morphine and hydromorphone in children.
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Affiliation(s)
- Sarah Spénard
- Division of Neonatology, Department of Pediatrics, The Hospital for Sick Children, University of Toronto, Toronto, ON, Canada
| | - Marie-Elaine Metras
- Division of Critical Care Medicine, Department of Pediatrics, CHU Sainte-Justine, University of Montreal, Montreal, QC, Canada
- Faculty of Pharmacy, University of Montreal, Montreal, QC, Canada
| | - Charles Gélinas
- Department of Anesthesia, Faculty of Medicine and Health Sciences, McGill University, Montreal, QC, Canada
| | - Vibhuti Shah
- Division of Neonatology, Department of Pediatrics, University of Toronto, Toronto, ON, Canada
- Department of Pediatrics, Sinai Health, Toronto, ON, Canada
| | - Marie-Joëlle Doré-Bergeron
- Division of General Pediatrics, Department of Pediatrics, CHU Sainte-Justine, University of Montreal, Montreal, QC, Canada
- Multidisciplinary Chronic Pain Clinic, CHU Sainte-Justine, University of Montreal, Montreal, QC, Canada
| | - Kathryn Dekoven
- Department of Anesthesia, CHU Sainte-Justine, University of Montreal, Montreal, QC, Canada
| | - Marc-Antoine Marquis
- Division of General Pediatrics, Department of Pediatrics, CHU Sainte-Justine, University of Montreal, Montreal, QC, Canada
- Pediatric Palliative Care, CHU Sainte-Justine, University of Montreal, Montreal, QC, Canada
| | - Evelyne D Trottier
- Pediatric Emergency Department, CHU Sainte-Justine, Montreal, QC, Canada
- Department of Pediatrics, University of Montreal, Montreal, QC, Canada
- Research Center, CHU Sainte-Justine, University of Montreal, Montreal, QC, Canada
| | - Céline Thibault
- Division of Critical Care Medicine, Department of Pediatrics, CHU Sainte-Justine, University of Montreal, Montreal, QC, Canada
- Research Center, CHU Sainte-Justine, University of Montreal, Montreal, QC, Canada
- Department of Pharmacology and Physiology, University of Montreal, Montreal, QC, Canada
| | - Niina Kleiber
- Division of General Pediatrics, Department of Pediatrics, CHU Sainte-Justine, University of Montreal, Montreal, QC, Canada -
- Research Center, CHU Sainte-Justine, University of Montreal, Montreal, QC, Canada
- Department of Pharmacology and Physiology, University of Montreal, Montreal, QC, Canada
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Johnson ED, Keppel K, McNamara L, Collaco JM, Boss RD. Continuous Neuromuscular Blockade for Bronchopulmonary Dysplasia. Am J Perinatol 2024; 41:1848-1857. [PMID: 38447952 DOI: 10.1055/s-0044-1782180] [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: 03/08/2024]
Abstract
OBJECTIVE Bronchopulmonary dysplasia (BPD) is the most common late morbidity for premature infants. Continuous neuromuscular blockade (CNMB) is suggested for the most unstable phase of BPD, despite no outcome data. We explored the association between duration of CNMB for severe BPD and mortality. DESIGN Medical record review of children <5 years old admitted from 2016 to 2022 with BPD and one or more course of CNMB for ≥14 days. RESULTS Twelve children received a total of 20 episodes of CNMB for ≥14 days (range 14-173 d) during their hospitalization. Most (10/12) were born at <28 weeks' gestation and most (11/12) with birth weight <1,000 g; 7/12 were of Black race/ethnicity. All were hospitalized since birth. Most (10/12) were initially transferred from an outside neonatal intensive care unit (ICU), typically after a >60-day hospitalization (9/12). Half (6/12) of them had a ≥60-day stay in our neonatal ICU before transferring to our pediatric ICU for, generally, ≥90 days (8/12). The primary study outcome was survival to discharge: 2/12 survived. Both had shorter courses of CNMB (19 and 25 d); only one child who died had a course ≤25 days. Just two infants had increasing length Z-scores during hospitalization; only one infant had a final length Z-score > - 2. CONCLUSION In this case series of infants with severe BPD, there were no survivors among those receiving ≥25 days of CNMB. Linear growth, an essential growth parameter for infants with BPD, decreased in most patients. These data do not support the use of ≥25 days of CNMB to prevent mortality in infants with severe BPD. KEY POINTS · This is a case series of neuromuscular blockade for severe BPD.. · Neuromuscular blockade did not improve linear growth.. · Ten out of 12 infants who were on prolonged neuromuscular blockade died..
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Affiliation(s)
- Emily D Johnson
- Department of Nursing, Johns Hopkins Hospital, Baltimore, Maryland
| | - Kristopher Keppel
- Department of Pediatrics, Johns Hopkins School of Medicine, Baltimore, Maryland
| | - LeAnn McNamara
- Department of Pharmacy, Johns Hopkins Hospital, Baltimore, Maryland
| | - Joseph M Collaco
- Department of Pediatrics, Johns Hopkins School of Medicine, Baltimore, Maryland
| | - Renee D Boss
- Department of Pediatrics, Johns Hopkins School of Medicine, Baltimore, Maryland
- Berman Institute of Bioethics, Baltimore, Maryland
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Groman A, Spyhalsky A, Michienzi K, Breuer R. Impact of Intravenous Methadone Dosing Schedule on Iatrogenic Withdrawal Syndrome in a Pediatric Intensive Care Unit. J Pediatr Pharmacol Ther 2024; 29:266-272. [PMID: 38863852 PMCID: PMC11163900 DOI: 10.5863/1551-6776-29.3.266] [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: 03/20/2023] [Accepted: 08/14/2023] [Indexed: 06/13/2024]
Abstract
OBJECTIVE To compare median Sophia Observation withdrawal Symptoms scale (SOS) scores between -intravenous methadone dosing scheduled every 6 hours or every 8 hours for iatrogenic withdrawal -syndrome (IWS). METHODS This single-center, retrospective chart review evaluated patients aged 4 weeks through 18 years treated with intravenous methadone for IWS. Children admitted to the pediatric intensive care unit (PICU) of a tertiary care children's hospital between August 2017 and July 2021 and treated for IWS for at least 48 hours were eligible for inclusion. Methadone dosing schedules were compared, with a primary outcome of median Sophia Observation withdrawal Symptoms (SOS) score during the first 24 hours after cessation of continuous fentanyl infusion. Secondary outcomes included PICU and general pediatric unit lengths of stay, extubation failure rates, and mortality. RESULTS Twenty patients met inclusion criteria, with 9 in the 6-hour dosing group. There was no difference in median SOS score, extubation failure, length of stay, or mortality between the 2 groups. CONCLUSIONS During the first 24 hours after cessation of continuous fentanyl, there appears to be no -difference in IWS severity, as determined by bedside nurse scoring, between patients treated with -intravenous methadone every 6 hours compared with every 8 hours.
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Affiliation(s)
- Aleah Groman
- Department of Pharmacy (AG, AS, KM), Kaleida Health John R. Oishei Children’s Hospital, Buffalo, NY
| | - Autumn Spyhalsky
- Department of Pharmacy (AG, AS, KM), Kaleida Health John R. Oishei Children’s Hospital, Buffalo, NY
- PharmD Candidate (AS), State University of New York at Buffalo, School of Pharmacy and Pharmaceutical Sciences, Buffalo, NY, anticipated graduation 2024
| | - Kelly Michienzi
- Department of Pharmacy (AG, AS, KM), Kaleida Health John R. Oishei Children’s Hospital, Buffalo, NY
| | - Ryan Breuer
- Department of Pediatrics (RB), UBMD Physicians Group, Buffalo, NY
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Benedetti GM, Guerriero RM, Press CA. Review of Noninvasive Neuromonitoring Modalities in Children II: EEG, qEEG. Neurocrit Care 2023; 39:618-638. [PMID: 36949358 PMCID: PMC10033183 DOI: 10.1007/s12028-023-01686-5] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2022] [Accepted: 01/30/2023] [Indexed: 03/24/2023]
Abstract
Critically ill children with acute neurologic dysfunction are at risk for a variety of complications that can be detected by noninvasive bedside neuromonitoring. Continuous electroencephalography (cEEG) is the most widely available and utilized form of neuromonitoring in the pediatric intensive care unit. In this article, we review the role of cEEG and the emerging role of quantitative EEG (qEEG) in this patient population. cEEG has long been established as the gold standard for detecting seizures in critically ill children and assessing treatment response, and its role in background assessment and neuroprognostication after brain injury is also discussed. We explore the emerging utility of both cEEG and qEEG as biomarkers of degree of cerebral dysfunction after specific injuries and their ability to detect both neurologic deterioration and improvement.
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Affiliation(s)
- Giulia M Benedetti
- Division of Pediatric Neurology, Department of Neurology, Seattle Children's Hospital and the University of Washington School of Medicine, Seattle, WA, USA.
- Division of Pediatric Neurology, Department of Pediatrics, C.S. Mott Children's Hospital and the University of Michigan, 1540 E Hospital Drive, Ann Arbor, MI, 48109-4279, USA.
| | - Rejéan M Guerriero
- Division of Pediatric and Developmental Neurology, Department of Neurology, Washington University School of Medicine, St. Louis, MO, USA
| | - Craig A Press
- Departments of Neurology and Pediatric, Children's Hospital of Philadelphia and Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
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Lisanti AJ, Vittner DJ, Peterson J, Van Bergen AH, Miller TA, Gordon EE, Negrin KA, Desai H, Willette S, Jones MB, Caprarola SD, Jones AJ, Helman SM, Smith J, Anton CM, Bear LM, Malik L, Russell SK, Mieczkowski DJ, Hamilton BO, McCoy M, Feldman Y, Steltzer M, Savoca ML, Spatz DL, Butler SC. Developmental care pathway for hospitalised infants with CHD: on behalf of the Cardiac Newborn Neuroprotective Network, a Special Interest Group of the Cardiac Neurodevelopmental Outcome Collaborative. Cardiol Young 2023; 33:2521-2538. [PMID: 36994672 PMCID: PMC10544686 DOI: 10.1017/s1047951123000525] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 03/31/2023]
Abstract
Infants and children born with CHD are at significant risk for neurodevelopmental delays and abnormalities. Individualised developmental care is widely recognised as best practice to support early neurodevelopment for medically fragile infants born premature or requiring surgical intervention after birth. However, wide variability in clinical practice is consistently demonstrated in units caring for infants with CHD. The Cardiac Newborn Neuroprotective Network, a Special Interest Group of the Cardiac Neurodevelopmental Outcome Collaborative, formed a working group of experts to create an evidence-based developmental care pathway to guide clinical practice in hospital settings caring for infants with CHD. The clinical pathway, "Developmental Care Pathway for Hospitalized Infants with Congenital Heart Disease," includes recommendations for standardised developmental assessment, parent mental health screening, and the implementation of a daily developmental care bundle, which incorporates individualised assessments and interventions tailored to meet the needs of this unique infant population and their families. Hospitals caring for infants with CHD are encouraged to adopt this developmental care pathway and track metrics and outcomes using a quality improvement framework.
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Affiliation(s)
- Amy J. Lisanti
- Department of Family and Community Health, University of Pennsylvania School of Nursing, Philadelphia, PA, USA, Research Institute, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
| | - Dorothy J. Vittner
- Egan School of Nursing and Health Studies, Fairfield University Fairfield, CT, USA, Connecticut Children’s, Hartford, CT, USA
| | | | - Andrew H. Van Bergen
- Advocate Children’s Heart Institute, Advocate Children’s Hospital, Oak Lawn, IL, USA
| | - Thomas A. Miller
- Department of Pediatrics, Maine Medical Center, Portland, ME, USA
| | - Erin E. Gordon
- DO, Inpatient Cardiac Neurodevelopment Program, Division of Critical Care Medicine, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Karli A Negrin
- Department of Therapeutic and Rehabilitative Services, Nemours Children Hospital, Wilmington, Delaware, USA
| | - Hema Desai
- Rehabilitation Services, CHOC Children’s Hospital, Orange, CA, USA
| | - Suzie Willette
- Department of Speech-Language Pathology, Ann & Robert H. Lurie Children’s Hospital of Chicago, Chicago, IL, USA
| | - Melissa B Jones
- Cardiac Critical Care, Children’s National Hospital, Washington DC USA
| | - Sherrill D. Caprarola
- Heart Institute, Children’s Hospital Colorado, University of Colorado, Aurora, CO, USA
| | - Anna J. Jones
- Office of Advanced Practice Providers, UT Southwestern Medical Center, Dallas, TX, USA, Heart Center, Children’s Health, Dallas, TX, USA
| | - Stephanie M. Helman
- Department of Acute and Tertiary Care, University of Pittsburgh School of Nursing, Pittsburgh, PA, USA
| | - Jodi Smith
- Parent Representative, The Mended Hearts, Inc., Program Director, Richmond, VA, USA
| | - Corinne M. Anton
- Department of Psychology and Psychiatry, University of Texas Southwestern Medical Center, Dallas, Texas, USA, Department of Cardiology, Children’s Health, Dallas, Texas, USA
| | - Laurel M. Bear
- Department of Pediatrics, Medical College of Wisconsin, Children’s Wisconsin, Milwaukee, WI, USA
| | - Lauren Malik
- Department of Acute Care Therapy Services, Primary Children’s Hospital, Salt Lake City, UT, USA
| | - Sarah K. Russell
- Department of Therapeutic and Rehabilitative Services, Nemours Children Hospital, Wilmington, DE, USA
| | - Dana J. Mieczkowski
- Department of Therapeutic and Rehabilitative Services, Nemours Children Hospital, Wilmington, DE, USA
| | - Bridy O. Hamilton
- Department of Therapeutic and Rehabilitative Services, Nemours Children Hospital, Wilmington, Delaware, USA
| | - Meghan McCoy
- Pediatric and Congenital Heart Center, Duke University Hospital, Durham, NC, USA
| | - Yvette Feldman
- Nursing & Patient Care Center of Excellence, St. Luke’s Health System, Boise, ID, USA
| | - Michelle Steltzer
- Single Ventricle Center of Excellence, Ann & Robert H. Lurie Children’s Hospital, Chicago, IL, USA
| | - Melanie L Savoca
- Department of Clinical Nutrition, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
| | - Diane L. Spatz
- Department of Family & Community Health, University of Pennsylvania School of Nursing, The Center for Pediatric Nursing Research and Evidence Based Practice, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
| | - Samantha C. Butler
- Department of Psychiatry (Psychology), Boston Children’s Hospital, Harvard Medical School, Boston, MA, USA
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Ray CC, Pollack MM, Gai J, Patel AK. The Association of the Lactate-Albumin Ratio With Mortality and Multiple Organ Dysfunction in PICU Patients. Pediatr Crit Care Med 2023; 24:760-766. [PMID: 37171215 PMCID: PMC10523881 DOI: 10.1097/pcc.0000000000003272] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 05/13/2023]
Abstract
OBJECTIVES To compare the relative associations of lactate, albumin, and the lactate-albumin ratio (LAR) measured early in disease course against mortality and prevalence of multiple organ dysfunction syndrome (MODS) in a general sample of critically ill pediatric patients. DESIGN Retrospective analysis of the Health Facts (Cerner Corporation, Kansas City, MO) national database. SETTING U.S. hospitals with PICUs. PATIENTS Children admitted to the ICU ( n = 648) from 2009 to 2018 who had lactate and albumin measured within 6 hours of admission. INTERVENTIONS None. MEASUREMENTS AND MAIN RESULTS A total of 648 admissions were included, with an overall mortality rate of 10.8% ( n = 70) and a MODS prevalence of 29.3% ( n = 190). Compared with survivors, deaths had higher initial lactates (7.3 mmol/L [2.6-11.7 mmol/L] vs 1.9 mmol/L [1.2-3.1 mmol/L]; p < 0.01), lower initial albumins (3.3 g/dL [2.7-3.8 g/dL] vs 4.2 g/dL [3.7-4.7 g/dL]; p < 0.01), and higher LARs (2.2 [1.0-4.2] vs 0.5 [0.3-0.8]; p < 0.01), with similar trends in patients with MODS versus those without MODS. LAR demonstrated a higher odds ratio (OR) for death than initial lactate alone (2.34 [1.93-2.85] vs 1.29 [1.22-1.38]) and a higher OR for MODS than initial lactate alone (2.10 [1.73-2.56] vs 1.22 [1.16-1.29]). Area under the receiver operating characteristic (AUROC) curve of LAR for mortality was greater than initial lactate (0.86 vs 0.82; p < 0.01). The LAR AUROC for MODS was greater than the lactate AUROC (0.71 vs 0.66; p < 0.01). Trends of lactate, albumin, and LAR for mortality were consistent across several diagnostic subgroups (trauma, primary respiratory failure, toxicology), but not all. CONCLUSIONS LAR measured early in the course of critical illness is significantly associated with mortality and development of MODS when compared with initial lactate or initial albumin alone in critically ill pediatric patients.
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Affiliation(s)
- Christopher C Ray
- Department of Pediatrics, Division of Critical Care Medicine, Children's National Health System, Washington, DC
| | - Murray M Pollack
- Department of Pediatrics, Division of Critical Care Medicine, Children's National Health System and George Washington University School of Medicine and Health Sciences, Washington, DC
| | - Jiaxiang Gai
- Department of Pediatrics, Children's National Health System, Washington, DC
| | - Anita K Patel
- Department of Pediatrics, Division of Critical Care Medicine, Children's National Health System and George Washington University School of Medicine and Health Sciences, Washington, DC
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Kimura S, Shimizu K, Matsuoka Y, Iwasaki T, Kanazawa T, Morimatsu H. An Assessment of the Practice of Neuromuscular Blockade and the Association Between Its Prophylactic Use and Outcomes Among Postoperative Pediatric Cardiac Patients. J Cardiothorac Vasc Anesth 2023; 37:980-987. [PMID: 36933990 DOI: 10.1053/j.jvca.2023.02.030] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/21/2022] [Revised: 02/13/2023] [Accepted: 02/17/2023] [Indexed: 02/24/2023]
Abstract
OBJECTIVES The authors investigated the management of neuromuscular blocking agents (NMBAs) for pediatric patients after cardiac surgery, and compared the outcomes of patients who received prophylactic NMBA (pNMBA) infusions and patients without pNMBA infusions. DESIGN A retrospective cohort study. SETTING At a tertiary teaching hospital. PARTICIPANTS Patients younger than 18, with congenital heart disease, who underwent cardiac surgery. INTERVENTIONS Commencement of NMBA infusion in the first 2 hours after surgery MEASUREMENTS AND MAIN RESULTS: The primary endpoint was a composite of one or more of the following major adverse events (MAEs) that occurred within 7 days after surgery: death from any cause, a circulatory collapse that needed cardiopulmonary resuscitation, and requirement for extracorporeal membrane oxygenation. The secondary endpoints included the total duration of mechanical ventilation for the first 30 days after surgery. A total of 566 patients were included in this study. The MAEs occurred in 13 patients (2.3%). An NMBA was commenced within 2 hours after surgery in 207 patients (36.6%). There were significant differences in the incidence of postoperative MAEs between the pNMBA group and the non-pNMBA group (5.3% v 0.6%; p < 0.001). In multivariate regression models, pNMBA infusion was not significantly associated with the incidence of MAEs (odds ratio: 1.79, 95% CI: 0.23-13.93, p = 0.58), but was significantly associated with prolonged mechanical ventilation by 3.85 days (p < 0.001). CONCLUSIONS Postoperative prophylactic neuromuscular blockade after cardiac surgery can be associated with prolonged mechanical ventilation, but has no association with MAEs among pediatric patients with congenital heart disease.
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Affiliation(s)
- Satoshi Kimura
- Department of Anesthesiology and Resuscitology, Okayama University Hospital, Shikata-cho, Kita-ku, Okayama, Japan.
| | - Kazuyoshi Shimizu
- Department of Anesthesiology and Resuscitology, Okayama University Hospital, Shikata-cho, Kita-ku, Okayama, Japan
| | - Yoshikazu Matsuoka
- Department of Anesthesiology and Resuscitology, Okayama University Hospital, Shikata-cho, Kita-ku, Okayama, Japan
| | - Tatsuo Iwasaki
- Department of Anesthesiology and Resuscitology, Okayama University Hospital, Shikata-cho, Kita-ku, Okayama, Japan
| | - Tomoyuki Kanazawa
- Department of Anesthesiology and Resuscitology, Okayama University Hospital, Shikata-cho, Kita-ku, Okayama, Japan
| | - Hiroshi Morimatsu
- Department of Anesthesiology and Resuscitology, Okayama University Hospital, Shikata-cho, Kita-ku, Okayama, Japan
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Trujillo Rivera EA, Chamberlain JM, Patel AK, Morizono H, Heneghan JA, Pollack MM. Dynamic Mortality Risk Predictions for Children in ICUs: Development and Validation of Machine Learning Models. Pediatr Crit Care Med 2022; 23:344-352. [PMID: 35190501 PMCID: PMC9117400 DOI: 10.1097/pcc.0000000000002910] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
OBJECTIVES Assess a machine learning method of serially updated mortality risk. DESIGN Retrospective analysis of a national database (Health Facts; Cerner Corporation, Kansas City, MO). SETTING Hospitals caring for children in ICUs. PATIENTS A total of 27,354 admissions cared for in ICUs from 2009 to 2018. INTERVENTIONS None. MAIN OUTCOME Hospital mortality risk estimates determined at 6-hour time periods during care in the ICU. Models were truncated at 180 hours due to decreased sample size secondary to discharges and deaths. MEASUREMENTS AND MAIN RESULTS The Criticality Index, based on physiology, therapy, and care intensity, was computed for each admission for each time period and calibrated to hospital mortality risk (Criticality Index-Mortality [CI-M]) at each of 29 time periods (initial assessment: 6 hr; last assessment: 180 hr). Performance metrics and clinical validity were determined from the held-out test sample (n = 3,453, 13%). Discrimination assessed with the area under the receiver operating characteristic curve was 0.852 (95% CI, 0.843-0.861) overall and greater than or equal to 0.80 for all individual time periods. Calibration assessed by the Hosmer-Lemeshow goodness-of-fit test showed good fit overall (p = 0.196) and was statistically not significant for 28 of the 29 time periods. Calibration plots for all models revealed the intercept ranged from--0.002 to 0.009, the slope ranged from 0.867 to 1.415, and the R2 ranged from 0.862 to 0.989. Clinical validity assessed using population trajectories and changes in the risk status of admissions (clinical volatility) revealed clinical trajectories consistent with clinical expectations and greater clinical volatility in deaths than survivors (p < 0.001). CONCLUSIONS Machine learning models incorporating physiology, therapy, and care intensity can track changes in hospital mortality risk during intensive care. The CI-M's framework and modeling method are potentially applicable to monitoring clinical improvement and deterioration in real time.
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Affiliation(s)
| | - James M Chamberlain
- Department of Pediatrics, Division of Emergency Medicine, Children's National Hospital and George Washington University School of Medicine and Health Sciences, Washington, DC
| | - Anita K Patel
- Department of Pediatrics, Division of Critical Care Medicine, Children's National Hospital and George Washington University School of Medicine and Health Sciences, Washington, DC
| | - Hiroki Morizono
- Children's National Research Institute, Associate Research Professor of Genomics and Precision Medicine, George Washington University School of Medicine and Health Sciences, Washington, DC
| | - Julia A Heneghan
- Department of Pediatrics, Division of Critical Care Medicine, Children's National Hospital and George Washington University School of Medicine and Health Sciences, Washington, DC
| | - Murray M Pollack
- Department of Pediatrics, Division of Critical Care Medicine, Children's National Hospital and George Washington University School of Medicine and Health Sciences, Washington, DC
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10
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MacDonald I, Perez MH, Amiet V, Trombert A, Ramelet AS. Quality of clinical practice guidelines and recommendations for the management of pain, sedation, delirium and iatrogenic withdrawal in pediatric intensive care: a systematic review protocol. BMJ Paediatr Open 2022; 6:10.1136/bmjpo-2021-001293. [PMID: 36053608 PMCID: PMC8852722 DOI: 10.1136/bmjpo-2021-001293] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/10/2021] [Accepted: 01/16/2022] [Indexed: 11/17/2022] Open
Abstract
INTRODUCTION Inadequate management of pain and sedation in critically ill children can cause unnecessary suffering and agitation, but also delirium and iatrogenic withdrawal. It is, therefore, important to address these four interrelated conditions together. Some clinical practice guidelines (CPGs) are available for the management of pain and sedation, and a few for delirium and iatrogenic withdrawal in the paediatric intensive care unit; none address the four conditions altogether. Critical appraisal of the quality of CPGs is necessary for their recommendations to be adopted into clinical practice. The aim of this systematic review is to identify and appraise the quality of CPGs and recommendations for management of either pain, sedation, delirium and iatrogenic withdrawal. METHODS AND ANALYSIS Researchers will conduct a systematic review in electronic databases (Medline ALL (Ovid), Embase.com, CINAHL with Full Text (EBSCO), JBI EBP Database (Ovid)), guideline repositories and websites of professional societies to identify CPGs published from 2010 to date. They will then combine index and free terms describing CPGs with pain, sedation, delirium and withdrawal. The researchers will include CPGs if they can be applied in the paediatric intensive care population (newborns to 18 years old) and include recommendation(s) for assessment of at least one of the four conditions. Two independent reviewers will screen for eligibility, complete data extraction and quality assessments using the Appraisal of Guidelines for Research and Evaluation (AGREE) II and the AGREE Recommendation Excellence instruments. Researchers will report characteristics, content and recommendations from CPGs in tabulated forms. ETHICS AND DISSEMINATION Ethical approval is not required for this systematic review. Results will be published in a peer-reviewed journal. PROSPERO REGISTRATION NUMBER CRD42021274364.
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Affiliation(s)
- Ibo MacDonald
- University Institute of Higher Education and Research in Healthcare, University of Lausanne Faculty of Biology and Medicine, Lausanne, Switzerland
| | - Marie-Hélène Perez
- Department of Woman Mother and Child, Lausanne University Hospital, Lausanne, Switzerland
| | - Vivianne Amiet
- Department of Woman Mother and Child, Lausanne University Hospital, Lausanne, Switzerland
| | - Alexia Trombert
- Medical Library, Lausanne University Hospital, Lausanne, Switzerland
| | - Anne-Sylvie Ramelet
- University Institute of Higher Education and Research in Healthcare, University of Lausanne Faculty of Biology and Medicine, Lausanne, Switzerland .,Department of Woman Mother and Child, Lausanne University Hospital, Lausanne, Switzerland
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Patel AK, Gai J, Trujillo-Rivera E, Faruqe F, Kim D, Bost JE, Pollack MM. Association of Intravenous Acetaminophen Administration With the Duration of Intravenous Opioid Use Among Hospitalized Pediatric Patients. JAMA Netw Open 2021; 4:e2138420. [PMID: 34932106 PMCID: PMC8693214 DOI: 10.1001/jamanetworkopen.2021.38420] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/19/2021] [Accepted: 10/17/2021] [Indexed: 11/14/2022] Open
Abstract
Importance Adoption of multimodal pain regimens that incorporate nonopioid analgesic medications to reduce inpatient opioid administration can prevent serious opioid-related adverse effects in children, including tolerance, withdrawal, delirium, and respiratory depression. Intravenous (IV) acetaminophen is in widespread pediatric use; however, its effectiveness as an opioid-sparing agent has not been evaluated in general pediatric inpatients. Objective To determine if IV acetaminophen administered prior to IV opioids is associated with a reduction in the total duration of IV opioids administered compared with IV opioids administered without IV acetaminophen in general pediatric inpatients. Design, Setting, and Participants This comparative effectiveness research study included data on pediatric inpatients from 274 US hospitals between January 2011 and June 2016 collected from a national database. Outcomes were compared with a propensity score-matched analysis of pediatric inpatients administered IV opioids without IV acetaminophen (control) and those administered IV acetaminophen prior to IV opioids (intervention). Data were analyzed from January 2020 through October 2021. Exposures Patients in the intervention group received IV acetaminophen prior to IV opioids. Patients in the control group received IV opioids without IV acetaminophen. Main Outcomes and Measures Total duration of all IV opioids administered during a patient's hospitalization. Results Of 893 293 pediatric inpatients, a total of 104 579 were included in analysis (median [IQR] age, 1.3 [0-14.7] years; 59 806 [57.2%] female; 21 485 [21.5%] African American, 56 309 [53.8%] White), of whom 18 197 (2.0%) received IV acetaminophen, and 287 504 (34.0%) received IV opioids. After applying exclusion criteria, among patients who received IV acetaminophen, 1739 (10.8%) received IV acetaminophen prior to IV opioids within a median (IQR) treatment time of 1.5 (0.02-7.3) hours. After propensity score matching produced comparable groups in the control and intervention groups (with 839 patients in each group), the multivariable model estimated a 15.5% shorter duration of IV opioid use in the intervention group, with an absolute IV opioid reduction of 7.5 hours (95% CI, 0.7-15.8 hours). Conclusions and Relevance In this comparative effectiveness study, IV acetaminophen administered prior to IV opioids was associated with a reduction in IV opioid duration by 15.5%. Multimodal pain regimens that use IV acetaminophen prior to IV opioids could reduce IV opioid duration.
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Affiliation(s)
- Anita K. Patel
- Division of Critical Care Medicine, Department of Pediatrics, Children’s National Health System and George Washington University School of Medicine and Health Sciences, Washington, DC
| | - Jiaxiang Gai
- Children’s National Health System and George Washington University School of Medicine and Health Sciences, Washington, DC
| | | | | | - Dongkyu Kim
- Department of Pediatrics, Children’s National Health System and George Washington University School of Medicine and Health Sciences, Washington, DC
| | - James E. Bost
- Children’s National Health System and George Washington University School of Medicine and Health Sciences, Washington, DC
| | - Murray M. Pollack
- Division of Critical Care Medicine, Department of Pediatrics, Children’s National Health System and George Washington University School of Medicine and Health Sciences, Washington, DC
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12
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Lee LA, Moss SJ, Martin DA, Rosgen BK, Wollny K, Gilfoyle E, Fiest KM. Comfort-holding in critically ill children: a scoping review. Can J Anaesth 2021; 68:1695-1704. [PMID: 34405358 PMCID: PMC8370455 DOI: 10.1007/s12630-021-02090-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2021] [Revised: 06/15/2021] [Accepted: 06/17/2021] [Indexed: 11/07/2022] Open
Abstract
PURPOSE To understand and summarize the breadth of knowledge on comfort-holding in pediatric intensive care units (PICUs). SOURCES This scoping review was conducted using PRISMA methodology. A literature search was conducted in MEDLINE, EMBASE, PsycINFO, CINAHL, and the Cochrane CENTRAL Register of Controlled Trials. Search strategies were developed with a medical librarian and revised through a peer review of electronic search strategies. All databases were searched from inception to 14 April 2020. Only full-text articles available in English were included. All identified articles were reviewed independently and in duplicate using predetermined criteria. All study designs were eligible if they reported on comfort-holding in a PICU. Data were extracted independently and in duplicate. PRINCIPAL FINDINGS Of 13,326 studies identified, 13 were included. Comfort-holding was studied in the context of end-of-life care, developmental care, mobilization, and as a unique intervention. Comfort-holding is common during end-of-life care with 77.8% of children held, but rare during acute management (51% of children < three years, < 5% of children ≥ three years). Commonly reported outcomes included child outcomes (e.g., physiologic measurements), safety outcomes (e.g., accidental line removal), parent outcomes (e.g., psychological symptoms), and frequency of holding. CONCLUSION There is a paucity of literature on comfort-holding in PICUs. This scoping review identifies significant gaps in the literature, including assessment of child-based outcomes of comfort-holding or safety assessment of comfort-holding, and highlights core outcomes to consider in future evaluations of this intervention including child-based outcomes, parent-based outcomes, and safety of the intervention.
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Affiliation(s)
- Laurie A Lee
- Department of Pediatrics, Cuming School of Medicine, University of Calgary, Calgary, AB, Canada.
- Faculty of Nursing, University of Calgary, Calgary, AB, Canada.
- Pediatric Intensive Care Unit, Alberta Children's Hospital Research Institute, University of Calgary, 28 Oki Drive, Calgary, AB, T3B 6A8, Canada.
| | - Stephana J Moss
- Department of Community Health Sciences, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
- Department of Critical Care Medicine, Alberta Health Services, Calgary, AB, Canada
- O'Brien Institute for Public Health, University of Calgary, Calgary, AB, Canada
- Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada
| | - Dori-Ann Martin
- Department of Pediatrics, Cuming School of Medicine, University of Calgary, Calgary, AB, Canada
- Pediatric Intensive Care Unit, Alberta Children's Hospital Research Institute, University of Calgary, 28 Oki Drive, Calgary, AB, T3B 6A8, Canada
| | - Brianna K Rosgen
- Department of Community Health Sciences, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
- Department of Critical Care Medicine, Alberta Health Services, Calgary, AB, Canada
- O'Brien Institute for Public Health, University of Calgary, Calgary, AB, Canada
- Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada
| | - Krista Wollny
- Faculty of Nursing, University of Calgary, Calgary, AB, Canada
- Department of Community Health Sciences, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
- O'Brien Institute for Public Health, University of Calgary, Calgary, AB, Canada
| | - Elaine Gilfoyle
- Department of Paediatrics, University of Toronto, Toronto, ON, Canada
| | - Kirsten M Fiest
- Department of Community Health Sciences, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
- Department of Critical Care Medicine, Alberta Health Services, Calgary, AB, Canada
- O'Brien Institute for Public Health, University of Calgary, Calgary, AB, Canada
- Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada
- Department of Psychiatry, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
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13
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Predicting Future Care Requirements Using Machine Learning for Pediatric Intensive and Routine Care Inpatients. Crit Care Explor 2021; 3:e0505. [PMID: 34396143 PMCID: PMC8357255 DOI: 10.1097/cce.0000000000000505] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022] Open
Abstract
Supplemental Digital Content is available in the text. OBJECTIVES: Develop and compare separate prediction models for ICU and non-ICU care for hospitalized children in four future time periods (6–12, 12–18, 18–24, and 24–30 hr) and assess these models in an independent cohort and simulated children’s hospital. DESIGN: Predictive modeling used cohorts from the Health Facts database (Cerner Corporation, Kansas City, MO). SETTING: Children hospitalized in ICUs. PATIENTS: Children with greater than or equal to one ICU admission (n = 20,014) and randomly selected routine care children without ICU admission (n = 20,130) from 2009 to 2016 were used for model development and validation. An independent 2017–2018 cohort consisted of 80,089 children. INTERVENTIONS: None. MEASUREMENT AND MAIN RESULTS: Initially, we undersampled non-ICU patients for development and comparison of the models. We randomly assigned 64% of patients for training, 8% for validation, and 28% for testing in both clinical groups. Two additional validation cohorts were tested: a simulated children’s hospitals and the 2017–2018 cohort. The main outcome was ICU care or non-ICU care in four future time periods based on physiology, therapy, and care intensity. Four independent, sequential, and fully connected neural networks were calibrated to risk of ICU care at each time period. Performance for all models in the test sample were comparable including sensitivity greater than or equal to 0.727, specificity greater than or equal to 0.885, accuracy greater than 0.850, area under the receiver operating characteristic curves greater than or equal to 0.917, and all had excellent calibration (all R2s > 0.98). Model performance in the 2017–2018 cohort was sensitivity greater than or equal to 0.545, specificity greater than or equal to 0.972, accuracy greater than or equal to 0.921, area under the receiver operating characteristic curves greater than or equal to 0.946, and R2s greater than or equal to 0.979. Performance metrics were comparable for the simulated children’s hospital and for hospitals stratified by teaching status, bed numbers, and geographic location. CONCLUSIONS: Machine learning models using physiology, therapy, and care intensity predicting future care needs had promising performance metrics. Notably, performance metrics were similar as the prediction time periods increased from 6–12 hours to 24–30 hours.
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Mauritz MD, Uhlenberg F, Vettorazzi E, Ebenebe CU, Singer D, Deindl P. Impact of Propofol Bolus Administration on the Nociceptive Flexion Reflex Threshold and Bispectral Index in Children—A Case Series. CHILDREN 2021; 8:children8080639. [PMID: 34438531 PMCID: PMC8393661 DOI: 10.3390/children8080639] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/08/2021] [Revised: 07/20/2021] [Accepted: 07/22/2021] [Indexed: 11/16/2022]
Abstract
We analyzed the impact of propofol administration during continuous sedation and analgesia on the nociceptive flexion reflex threshold (NFRT) and Bispectral Index (BIS) in ventilated children. We examined patients who received propofol before planned endotracheal suctioning. Patients were clinically assessed using the modified Face, Legs, Activity, Cry, Consolability (mFLACC) scale and COMFORT-B (Comfort Behavior) scale. We continuously recorded the NFRT and BIS. We recorded 23 propofol administrations in eight patients with an average age of 8.6 ± 3.5 years. The median (minimum-maximum) scores for the mFLACC scale and COMFORT-B scale were 0 (0–5) and 6 (6–17), respectively, before the bolus. The administration of a weight-adjusted propofol bolus of 1.03 ± 0.31 mg/kg resulted in an increase in NFRT and burst-suppression ratio; BIS and electromyogram values decreased. Changes from baseline (95% CI) after propofol bolus administration were BIS −23.9 (−30.8 to −17.1), EMG -10.5 dB (−13.3 to −7.7), SR 14.8 % (5.6 to 24.0) and NFRT 13.6 mA (5.5 to 21.7). Further studies are needed to determine whether sedated children may benefit from objective pain and sedation monitoring with BIS and NFRT.
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Affiliation(s)
- Maximilian David Mauritz
- Department of Neonatology and Pediatric Intensive Care Medicine, University Children’s Hospital, University Medical Center Hamburg-Eppendorf, 20251 Hamburg, Germany; (F.U.); (C.U.E.); (D.S.); (P.D.)
- Department of General Pediatrics and Adolescent Medicine, Children’s and Adolescents’ Hospital Datteln, Witten/Herdecke University, 45711 Datteln, Germany
- Correspondence: ; Tel.: +49-2363-9750
| | - Felix Uhlenberg
- Department of Neonatology and Pediatric Intensive Care Medicine, University Children’s Hospital, University Medical Center Hamburg-Eppendorf, 20251 Hamburg, Germany; (F.U.); (C.U.E.); (D.S.); (P.D.)
- Department of Pediatrics and Adolescent Medicine, Neonatology and Pediatric Intensive Care Medicine, Itzehoe Medical Center, 25524 Itzehoe, Germany
| | - Eik Vettorazzi
- Department of Medical Biometry and Epidemiology, University Medical Center Hamburg-Eppendorf, 20251 Hamburg, Germany;
| | - Chinedu Ulrich Ebenebe
- Department of Neonatology and Pediatric Intensive Care Medicine, University Children’s Hospital, University Medical Center Hamburg-Eppendorf, 20251 Hamburg, Germany; (F.U.); (C.U.E.); (D.S.); (P.D.)
| | - Dominique Singer
- Department of Neonatology and Pediatric Intensive Care Medicine, University Children’s Hospital, University Medical Center Hamburg-Eppendorf, 20251 Hamburg, Germany; (F.U.); (C.U.E.); (D.S.); (P.D.)
| | - Philipp Deindl
- Department of Neonatology and Pediatric Intensive Care Medicine, University Children’s Hospital, University Medical Center Hamburg-Eppendorf, 20251 Hamburg, Germany; (F.U.); (C.U.E.); (D.S.); (P.D.)
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15
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Egbuta C, Mason KP. Current State of Analgesia and Sedation in the Pediatric Intensive Care Unit. J Clin Med 2021; 10:1847. [PMID: 33922824 PMCID: PMC8122992 DOI: 10.3390/jcm10091847] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2021] [Revised: 04/16/2021] [Accepted: 04/20/2021] [Indexed: 12/15/2022] Open
Abstract
Critically ill pediatric patients often require complex medical procedures as well as invasive testing and monitoring which tend to be painful and anxiety-provoking, necessitating the provision of analgesia and sedation to reduce stress response. Achieving the optimal combination of adequate analgesia and appropriate sedation can be quite challenging in a patient population with a wide spectrum of ages, sizes, and developmental stages. The added complexities of critical illness in the pediatric population such as evolving pathophysiology, impaired organ function, as well as altered pharmacodynamics and pharmacokinetics must be considered. Undersedation leaves patients at risk of physical and psychological stress which may have significant long term consequences. Oversedation, on the other hand, leaves the patient at risk of needing prolonged respiratory, specifically mechanical ventilator, support, prolonged ICU stay and hospital admission, and higher risk of untoward effects of analgosedative agents. Both undersedation and oversedation put critically ill pediatric patients at high risk of developing PICU-acquired complications (PACs) like delirium, withdrawal syndrome, neuromuscular atrophy and weakness, post-traumatic stress disorder, and poor rehabilitation. Optimal analgesia and sedation is dependent on continuous patient assessment with appropriately validated tools that help guide the titration of analgosedative agents to effect. Bundled interventions that emphasize minimizing benzodiazepines, screening for delirium frequently, avoiding physical and chemical restraints thereby allowing for greater mobility, and promoting adequate and proper sleep will disrupt the PICU culture of immobility and reduce the incidence of PACs.
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Affiliation(s)
| | - Keira P. Mason
- Department of Anesthesiology, Critical Care and Pain Medicine, Harvard Medical School, Boston Children’s Hospital, 300 Longwood Ave., Boston, MA 02115, USA;
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Pollack MM, Chamberlain JM, Patel AK, Heneghan JA, Rivera EAT, Kim D, Bost JE. The Association of Laboratory Test Abnormalities With Mortality Risk in Pediatric Intensive Care. Pediatr Crit Care Med 2021; 22:147-160. [PMID: 33258574 PMCID: PMC7855885 DOI: 10.1097/pcc.0000000000002610] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/22/2023]
Abstract
OBJECTIVES To determine the bivariable associations between abnormalities of 28 common laboratory tests and hospital mortality and determine how mortality risks changes when the ranges are evaluated in the context of commonly used laboratory test panels. DESIGN A 2009-2016 cohort from the Health Facts (Cerner Corporation, Kansas City, MO) database. SETTING Hospitals caring for children in ICUs. PATIENTS Children cared for in ICUs with laboratory data. INTERVENTIONS None. MEASUREMENTS AND MAIN RESULTS There were 2,987,515 laboratory measurements in 71,563 children. The distribution of laboratory test values in 10 groups defined by population percentiles demonstrated the midrange of tests was within the normal range except for those measured predominantly when significant abnormalities are suspected. Logistic regression analysis at the patient level combined the population-based groups into ranges with nonoverlapping mortality odds ratios. The most deviant test ranges associated with increased mortality risk (mortality odds ratios > 5.0) included variables associated with acidosis, coagulation abnormalities and blood loss, immune function, liver function, nutritional status, and the basic metabolic profile. The test ranges most associated with survival included normal values for chloride, pH, and bicarbonate/total Co2. When the significant test ranges from bivariable analyses were combined in commonly used test panels, they generally remained significant but were reduced as risk was distributed among the tests. CONCLUSIONS The relative importance of laboratory test ranges vary widely, with some ranges strongly associated with mortality and others strongly associated with survival. When evaluated in the context of test panels rather than isolated tests, the mortality odds ratios for the test ranges decreased but generally remained significant as risk was distributed among the components of the test panels. These data are useful to develop critical values for children in ICUs, to identify risk factors previously underappreciated, for education and training, and for future risk score development.
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Affiliation(s)
- Murray M Pollack
- Department of Pediatrics, Division of Critical Care Medicine, Children's National Hospital and George Washington University School of Medicine and Health Sciences, Washington, DC
| | - James M Chamberlain
- Department of Pediatrics, Division of Emergency Medicine Children's National Hospital and George Washington University School of Medicine and Health Sciences, Washington, DC
| | - Anita K Patel
- Department of Pediatrics, Division of Critical Care Medicine, Children's National Hospital and George Washington University School of Medicine and Health Sciences, Washington, DC
| | - Julia A Heneghan
- Department of Pediatrics, Division of Critical Care Medicine, Children's National Hospital and George Washington University School of Medicine and Health Sciences, Washington, DC
| | - Eduardo A Trujillo Rivera
- Biomedical Informatics Center, George Washington University School of Medicine and Health Sciences, Washington, DC
| | - Dongkyu Kim
- Children's National Hospital and George Washington University School of Medicine and Health Sciences, Washington, DC
| | - James E Bost
- Children's National Hospital and George Washington University School of Medicine and Health Sciences, Washington, DC
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18
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Abstract
OBJECTIVE To examine medication administration records through electronic health record data to provide a broad description of the pharmaceutical exposure of critically ill children. DESIGN Retrospective cohort study using the Cerner Health Facts database. SETTING United States. PATIENTS A total of 43,374 children 7 days old to less than 22 years old receiving intensive care with available pharmacy data. INTERVENTIONS None. MEASUREMENTS AND MAIN RESULTS A total of 907,440 courses of 1,080 unique medications were prescribed with a median of nine medications (range, 1-99; 25-75th percentile, 5-16) per patient. The most common medications were acetaminophen, ondansetron, and morphine. Only 45 medications (4.2%) were prescribed to more than 5% of patients, and these accounted for 442,067 (48.7%) of the total courses of medications. Each additional medication was associated with increased univariate risk of mortality (odds ratio, 1.05; 95% CI, 1.05-1.06; p < 0.001). CONCLUSIONS Children receiving intensive care receive a median of nine medications per patient and one quarter are prescribed at least than 16 medications. Only 45 medications were prescribed to more than 5% of patients, but these accounted for almost half of all medication courses.
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