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1.
Pediatr Crit Care Med ; 25(5): 390-395, 2024 May 01.
Artigo em Inglês | MEDLINE | ID: mdl-38329377

RESUMO

OBJECTIVES: Mechanical ventilation (MV) is pervasive among critically ill children. We sought to validate a computerized physiologic equation to predict minute ventilation requirements in children and test its performance against clinician actions in an in silico trial. DESIGN: Retrospective, electronic medical record linkage, cohort study. SETTING: Quaternary PICU. PATIENTS: Patients undergoing invasive MV, serial arterial blood gas (ABG) analysis within 1-6 hours, and pharmacologic neuromuscular blockade (NMB). MEASUREMENTS AND MAIN RESULTS: ABG values were filtered to those occurring during periods of NMB. Simultaneous ABG and minute ventilation data were linked to predict serial Pa co2 and pH values using previously published physiologic equations. There were 15,121 included ABGs across 500 encounters among 484 patients, with a median (interquartile range [IQR]) of 20 (10-43) ABGs per encounter at a duration of 3.6 (2.1-4.2) hours. The median (IQR) Pa co2 prediction error was 0.00 (-3.07 to 3.00) mm Hg. In Bland-Altman analysis, the mean error was -0.10 mm Hg (95% CI, -0.21 to 0.01 mm Hg). A nested, in silico trial of ABGs meeting criteria for weaning (respiratory alkalosis) or escalation (respiratory acidosis), compared the performance of recommended ventilator changes versus clinician decisions. There were 1,499 of 15,121 ABGs (9.9%) among 278 of 644 (43.2%) encounters included in the trial. Calculated predictions were favorable to clinician actions in 1124 of 1499 ABGs (75.0%), equivalent to clinician choices in 26 of 1499 ABGs (1.7%), and worse than clinician decisions in 349 of 1499 ABGs (23.3%). Calculated recommendations were favorable to clinician decisions in sensitivity analyses limiting respiratory rate, analyzing only when clinicians made changes, excluding asthma, and excluding acute respiratory distress syndrome. CONCLUSIONS: A computerized equation to predict minute ventilation requirements outperformed clinicians' ventilator adjustments in 75% of ABGs from critically ill children in this retrospective analysis. Prospective validation studies are needed.


Assuntos
Gasometria , Estado Terminal , Unidades de Terapia Intensiva Pediátrica , Respiração Artificial , Humanos , Estudos Retrospectivos , Estado Terminal/terapia , Respiração Artificial/métodos , Feminino , Masculino , Pré-Escolar , Criança , Lactente , Adolescente , Bloqueio Neuromuscular/métodos , Dióxido de Carbono/sangue
2.
Neurocrit Care ; 38(1): 71-84, 2023 02.
Artigo em Inglês | MEDLINE | ID: mdl-36171518

RESUMO

BACKGROUND: Brain tissue hypoxia is an independent risk factor for unfavorable outcomes in traumatic brain injury (TBI); however, systemic hyperoxemia encountered in the prevention and/or response to brain tissue hypoxia may also impact risk of mortality. We aimed to identify temporal patterns of partial pressure of oxygen in brain tissue (PbtO2), partial pressure of arterial oxygen (PaO2), and PbtO2/PaO2 ratio associated with mortality in children with severe TBI. METHODS: Data were extracted from the electronic medical record of a quaternary care children's hospital with a level I trauma center for patients ≤ 18 years old with severe TBI and the presence of PbtO2 and/or intracranial pressure monitors. Temporal analyses were performed for the first 5 days of hospitalization by using locally estimated scatterplot smoothing for less than 1,000 observations and generalized additive models with integrated smoothness estimation for more than 1,000 observations. RESULTS: A total of 138 intracranial pressure-monitored patients with TBI (median 5.0 [1.9-12.8] years; 65% boys; admission Glasgow Coma Scale score 4 [3-7]; mortality 18%), 71 with PbtO2 monitors and 67 without PbtO2 monitors were included. Distinct patterns in PbtO2, PaO2, and PbtO2/PaO2 were evident between survivors and nonsurvivors over the first 5 days of hospitalization. Time-series analyses showed lower PbtO2 values on day 1 and days 3-5 and lower PbtO2/PaO2 ratios on days 1, 2, and 5 among patients who died. Analysis of receiver operating characteristics curves using Youden's index identified a PbtO2 of 30 mm Hg and a PbtO2/PaO2 ratio of 0.12 as the cut points for discriminating between survivors and nonsurvivors. Univariate logistic regression identified PbtO2 < 30 mm Hg, hyperoxemia (PaO2 ≥ 300 mm Hg), and PbtO2/PaO2 ratio < 0.12 to be independently associated with mortality. CONCLUSIONS: Lower PbtO2, higher PaO2, and lower PbtO2/PaO2 ratio, consistent with impaired oxygen diffusion into brain tissue, were associated with mortality in this cohort of children with severe TBI. These results corroborate our prior work that suggests targeting a higher PbtO2 threshold than recommended in current guidelines and highlight the potential use of the PbtO2/PaO2 ratio in the management of severe pediatric TBI.


Assuntos
Lesões Encefálicas Traumáticas , Lesões Encefálicas , Hipóxia Encefálica , Masculino , Humanos , Criança , Adolescente , Feminino , Encéfalo , Lesões Encefálicas Traumáticas/complicações , Lesões Encefálicas/complicações , Oxigênio/análise , Hipóxia Encefálica/complicações , Hipóxia , Pressão Intracraniana/fisiologia
3.
Pediatr Crit Care Med ; 22(10): 906-914, 2021 10 01.
Artigo em Inglês | MEDLINE | ID: mdl-34054117

RESUMO

OBJECTIVES: Neurologic complications, consisting of the acute development of a neurologic disorder, that is, not present at admission but develops during the course of illness, can be difficult to detect in the PICU due to sedation, neuromuscular blockade, and young age. We evaluated the direct relationships of serum biomarkers and clinical variables to the development of neurologic complications. Analysis was performed using mixed graphical models, a machine learning approach that allows inference of cause-effect associations from continuous and discrete data. DESIGN: Secondary analysis of a previous prospective observational study. SETTING: PICU, single quaternary-care center. PATIENTS: Individuals admitted to the PICU, younger than18 years old, with intravascular access via an indwelling catheter. INTERVENTIONS: None. MEASUREMENTS: About 101 patients were included in this analysis. Serum (days 1-7) was analyzed for glial fibrillary acidic protein, ubiquitin C-terminal hydrolase-L1, and alpha-II spectrin breakdown product 150 utilizing enzyme-linked immunosorbent assays. Serum levels of neuron-specific enolase, myelin basic protein, and S100 calcium binding protein B used in these models were reported previously. Demographic data, use of selected clinical therapies, lengths of stay, and ancillary neurologic testing (head CT, brain MRI, and electroencephalogram) results were recorded. The Mixed Graphical Model-Fast-Causal Inference-Maximum algorithm was applied to the dataset. MAIN RESULTS: About 13 of 101 patients developed a neurologic complication during their critical illness. The mixed graphical model identified peak levels of the neuronal biomarker neuron-specific enolase and ubiquitin C-terminal hydrolase-L1, and the astrocyte biomarker glial fibrillary acidic protein to be the direct causal determinants for the development of a neurologic complication; in contrast, clinical variables including age, sex, length of stay, and primary neurologic diagnosis were not direct causal determinants. CONCLUSIONS: Graphical models that include biomarkers in addition to clinical data are promising methods to evaluate direct relationships in the development of neurologic complications in critically ill children. Future work is required to validate and refine these models further, to determine if they can be used to predict which patients are at risk for/or with early neurologic complications.


Assuntos
Estado Terminal , Doenças do Sistema Nervoso , Adolescente , Biomarcadores , Criança , Proteína Glial Fibrilar Ácida , Humanos , Doenças do Sistema Nervoso/diagnóstico , Doenças do Sistema Nervoso/etiologia , Estudos Prospectivos
4.
Pediatr Crit Care Med ; 22(2): 135-146, 2021 02 01.
Artigo em Inglês | MEDLINE | ID: mdl-33229873

RESUMO

OBJECTIVES: Targets for treatment of raised intracranial pressure or decreased cerebral perfusion pressure in pediatric neurocritical care are not well defined. Current pediatric guidelines, based on traumatic brain injury, suggest an intracranial pressure target of less than 20 mm Hg and cerebral perfusion pressure minimum of 40-50 mm Hg, with possible age dependence of cerebral perfusion pressure. We sought to define intracranial pressure and cerebral perfusion pressure thresholds associated with inhospital mortality across a large single-center pediatric neurocritical care cohort. DESIGN: Retrospective chart review. SETTING: PICU, single quaternary-care center. PATIENTS: Individuals receiving intracranial pressure monitoring from January 2012 to December 2016. INTERVENTIONS: None. MEASUREMENTS AND MAIN RESULTS: Intracranial pressure and cerebral perfusion pressure measurements from 262 neurocritical care patients (87 traumatic brain injury and 175 nontraumatic brain injury; 63% male; 8.3 ± 5.8 yr; mortality 11.1%). Mean intracranial pressure and cerebral perfusion pressure had area under the receiver operating characteristic curves of 0.75 and 0.64, respectively, for association of inhospital mortality. Cerebral perfusion pressure cut points increased with age (< 2 yr = 47, 2 to < 8 yr = 58 mm Hg, ≥ 8 yr = 73 mm Hg). In the traumatic brain injury subset, mean intracranial pressure and cerebral perfusion pressure had area under the receiver operating characteristic curves of 0.70 and 0.78, respectively, for association of inhospital mortality. Traumatic brain injury cerebral perfusion pressure cut points increased with age (< 2 yr = 45, 2 to < 8 yr = 57, ≥ 8 yr = 68 mm Hg). Mean intracranial pressure greater than 15 mm Hg, male sex, and traumatic brain injury status were independently associated with inhospital mortality (odds ratio, 14.23 [5.55-36.46], 2.77 [1.04-7.39], and 2.57 [1.03-6.38], respectively; all p < 0.05). Mean cerebral perfusion pressure less than 67 mm Hg and traumatic brain injury status were independently associated with inhospital mortality (odds ratio, 5.16 [2.05-12.98] and 3.71 [1.55-8.91], respectively; both p < 0.01). In the nontraumatic brain injury subset, mean intracranial pressure had an area under the receiver operating characteristic curve 0.77 with an intracranial pressure cut point of 15 mm Hg, whereas mean cerebral perfusion pressure was not predictive of inhospital mortality. CONCLUSIONS: We identified mean intracranial pressure thresholds, utilizing receiver operating characteristic and regression analyses, associated with inhospital mortality that is below current guidelines-based treatment targets in both traumatic brain injury and nontraumatic brain injury patients, and age-dependent cerebral perfusion pressure thresholds associated with inhospital mortality that were above current guidelines-based targets in traumatic brain injury patients. Further study is warranted to identify data-driven intracranial pressure and cerebral perfusion pressure targets in children undergoing intracranial pressure monitoring, whether for traumatic brain injury or other indications.


Assuntos
Lesões Encefálicas Traumáticas , Lesões Encefálicas , Lesões Encefálicas Traumáticas/diagnóstico , Lesões Encefálicas Traumáticas/terapia , Circulação Cerebrovascular , Criança , Feminino , Mortalidade Hospitalar , Humanos , Pressão Intracraniana , Masculino , Estudos Retrospectivos
5.
Pediatr Crit Care Med ; 21(2): e129-e132, 2020 02.
Artigo em Inglês | MEDLINE | ID: mdl-31821205

RESUMO

OBJECTIVE: To identify whether a high PaO2 (hyperoxemia) at the time of presentation to the PICU is associated with in-hospital mortality. DESIGN: Single-center observational study. SETTING: Quaternary-care PICU. PATIENTS: Encounters admitted between January 1, 2009, and December 31, 2018. INTERVENTIONS: None. MEASUREMENTS AND MAIN RESULTS: Encounters with a measured PaO2 were included. To account for severity of illness upon presentation, we calculated a modified Pediatric Risk of Mortality IV score excluding PaO2 for each encounter, calibrated for institutional data. Logistic regression was used to determine whether hyperoxemia (PaO2 ≥ 300 torr [39.99 kPa]) in the 12 hours surrounding PICU admission was associated with in-hospital mortality. We reperformed our analysis using a cutoff for hyperoxemia obtained by comparisons of observed versus predicted mortality when encounters were classified by highest PaO2 in 50 torr (6.67 kPa) bins. Results are reported as adjusted odds ratios with 95% CIs. Of 23,719 encounters, 4,093 had a PaO2 recorded in the period -6 to +6 hours after admission. Two hundred seventy-four of 4,093 (6.7%) had in-hospital mortality. The prevalence of hyperoxemia increased with rising modified Pediatric Risk of Mortality IV and was not associated with mortality in multivariable models (adjusted odds ratio, 1.38; 95% CI, 0.98-1.93). When using a higher cutoff of hyperoxemia derived from comparison of observed versus predicted rates of mortality of greater than or equal to 550 torr (73.32 kPa), hyperoxemia was associated with mortality (adjusted odds ratio, 2.78; 95% CI, 2.54-3.05). CONCLUSIONS: A conventional threshold for hyperoxemia at presentation to the PICU was not associated with in-hospital mortality in a model using a calibrated acuity score. Extreme states of hyperoxemia (≥ 73.32 kPa) were significantly associated with in-hospital mortality. Prospective research is required to identify if hyperoxemia before and/or after PICU admission contributes to poor outcomes.


Assuntos
Estado Terminal/mortalidade , Mortalidade Hospitalar , Hiperóxia/diagnóstico , Adolescente , Gasometria , Criança , Pré-Escolar , Diagnóstico Precoce , Feminino , Humanos , Hiperóxia/mortalidade , Hipóxia/diagnóstico , Hipóxia/mortalidade , Unidades de Terapia Intensiva Pediátrica , Modelos Logísticos , Masculino , Avaliação de Resultados em Cuidados de Saúde , Oxigênio/sangue , Estudos Retrospectivos , Fatores de Risco , Índice de Gravidade de Doença
6.
Pediatr Crit Care Med ; 21(9): 804-810, 2020 09.
Artigo em Inglês | MEDLINE | ID: mdl-32343104

RESUMO

OBJECTIVES: Neurologic complications occur in up to 40% of adult abdominal solid organ transplant recipients and are associated with increased mortality. Comparable pediatric data are sparse. This study describes the occurrence of neurologic and behavioral complications (neurobehavioral complications) in pediatric abdominal solid organ transplant recipients. We examine the association of these complications with length of stay, mortality, and tacrolimus levels. DESIGN: The electronic health record was interrogated for inpatient readmissions of pediatric abdominal solid organ transplant recipients from 2009 to 2017. A computable composite definition of neurobehavioral complication, defined using structured electronic data for neurologic and/or behavioral phenotypes, was created. SETTING: Quaternary children's hospital with an active transplant program. PATIENTS: Pediatric abdominal solid organ transplant recipients. INTERVENTIONS: None. MEASUREMENTS AND MAIN RESULTS: Computable phenotypes demonstrated a specificity 98.7% and sensitivity of 63.0% for identifying neurobehavioral complications. There were 1,542 readmissions among 318 patients, with 65 (20.4%) having at least one admission with a neurobehavioral complication (total 109 admissions). Median time from transplant to admission with neurobehavioral complication was 1.2 years (interquartile range, 0.52-2.28 yr). Compared to encounters without an identified neurobehavioral complication, encounters with a neurobehavioral complication were more likely to experience ICU admission (odds ratio, 3.9; 2.41-6.64; p < 0.001), have longer ICU length of stay (median 10.3 vs 2.2 d; p < 0.001) and hospital length of stay (8.9 vs 4.3 d; p < 0.001), and demonstrate higher maximum tacrolimus level (12.3 vs 9.8 ng/mL; p = 0.001). Patients with a neurobehavioral complication admission were more likely to die (odds ratio, 5.04; 1.49-17.09; p = 0.009). In a multivariable analysis, type of transplant, ICU admission, and tacrolimus levels were independently associated with the presence of a neurobehavioral complication. CONCLUSIONS: Common electronic health record variables can be used to accurately identify neurobehavioral complications in the pediatric abdominal solid organ transplant population. Late neurobehavioral complications are associated with increased hospital resource utilization, mortality, and tacrolimus exposure. Additional studies are required to delineate the relationship between maximum tacrolimus level and neurobehavioral complications to guide therapeutic drug monitoring and dosing.


Assuntos
Transplante de Órgãos , Adulto , Criança , Recursos em Saúde , Hospitalização , Humanos , Razão de Chances , Transplante de Órgãos/efeitos adversos , Estudos Retrospectivos
8.
Pediatr Crit Care Med ; 20(8): e372-e379, 2019 08.
Artigo em Inglês | MEDLINE | ID: mdl-31397827

RESUMO

OBJECTIVES: Develop and test the performance of electronic version of the Children's Hospital of Pittsburgh Pediatric Risk of Mortality-IV and electronic version of the Children's Hospital of Pittsburgh Pediatric Logistic Organ Dysfunction-2 scores. DESIGN: Retrospective, single-center cohort derived from structured electronic health record data. SETTING: Large, quaternary PICU at a freestanding, university-affiliated children's hospital. PATIENTS: All encounters with a PICU admission between January 1, 2009, and December 31, 2017, identified using electronic definitions of inpatient encounter. INTERVENTIONS: None. MEASUREMENTS AND MAIN RESULTS: The main outcome was predictive validity of each score for hospital mortality, assessed as model discrimination and calibration. Discrimination was examined with the area under the receiver operating characteristics curve and the area under the precision-recall curve. Calibration was assessed with the Hosmer-Lemeshow goodness of fit test and calculation of a standardized mortality ratio. Models were recalibrated with new regression coefficients in a training subset of 75% of encounters selected randomly from all years of the cohort and the calibrated models were tested in the remaining 25% of the cohort. Content validity was assessed by examining correlation between electronic versions of the scores and prospectively calculated data (electronic version of the Children's Hospital of Pittsburgh Pediatric Risk of Mortality-IV) and an alternative informatics approach (Children's Hospital of Pittsburgh Pediatric Logistic Organ Dysfunction-2 score). The cohort included 21,335 encounters. Correlation coefficients indicated strong agreement between different methods of score calculation. Uncalibrated area under the receiver operating characteristics curves were 0.96 (95% CI, 0.95-0.97) for electronic version of the Children's Hospital of Pittsburgh Pediatric Logistic Organ Dysfunction-2 score and 0.87 (95% CI, 0.85-0.89) for electronic version of the Children's Hospital of Pittsburgh Pediatric Risk of Mortality-IV for inpatient mortality. The uncalibrated electronic version of the Children's Hospital of Pittsburgh Pediatric Risk of Mortality-IV standardized mortality ratio was 0.63 (0.59-0.66), demonstrating strong agreement with previous, prospective evaluation at the study center. The uncalibrated electronic version of the Children's Hospital of Pittsburgh Pediatric Logistic Organ Dysfunction-2 score standardized mortality ratio was 0.20 (0.18-0.21). All models required recalibrating (all Hosmer-Lemeshow goodness-of-fit, p < 0.001) and subsequently demonstrated acceptable goodness-of-fit when examined in a test subset (n = 5,334) of the cohort. CONCLUSIONS: Electronically derived intensive care acuity scores demonstrate very good to excellent discrimination and can be calibrated to institutional outcomes. This approach can facilitate both performance improvement and research initiatives and may offer a scalable strategy for comparison of interinstitutional PICU outcomes.


Assuntos
Mortalidade Hospitalar , Escores de Disfunção Orgânica , Adolescente , Criança , Pré-Escolar , Registros Eletrônicos de Saúde/estatística & dados numéricos , Humanos , Lactente , Unidades de Terapia Intensiva Pediátrica/estatística & dados numéricos , Valor Preditivo dos Testes , Estudos Retrospectivos , Medição de Risco
9.
Pediatr Diabetes ; 19(5): 985-992, 2018 08.
Artigo em Inglês | MEDLINE | ID: mdl-29573523

RESUMO

OBJECTIVE: This study examines temporal trends in treatment-related outcomes surrounding a diabetic ketoacidosis (DKA) performance improvement intervention consisting of mandated intensive care unit admission and implementation of a standardized management pathway, and identifies physical and biochemical characteristics associated with outcomes in this population. METHODS: A retrospective cohort of 1225 children with DKA were identified in the electronic health record by international classification of diseases codes and a minimum pH less than 7.3 during hospitalization at a quaternary children's hospital between April, 2009 and May, 2016. Multivariable regression examined predictors and trends of hypoglycemia, central venous line placement, severe hyperchloremia, head computed tomography (CT) utilization, treated cerebral edema and hospital length of stay (LOS). RESULTS: The incidence of severe hyperchloremia and head CT utilization decreased during the study period. Among patients with severe DKA (presenting pH < 7.1), the intervention was associated with decreasing LOS and less variability in LOS. Lower pH at presentation was independently associated with increased risk for all outcomes except hypoglycemia, which was associated with higher pH. Patients treated for cerebral edema had a lower presenting mean systolic blood pressure z score (0.58 [95% confidence interval (CI) -0.02-1.17] vs 1.23 [1.13-1.33]) and a higher maximum mean systolic blood pressure (SBP) z score during hospitalization (3.75 [3.19-4.31] vs 2.48 [2.38-2.58]) compared to patients not receiving cerebral edema treatment. Blood pressure and cerebral edema remained significantly associated after covariate adjustment. CONCLUSION: Treatment-related outcomes improved over the entire study period and following a performance improvement intervention. The association of SBP with cerebral edema warrants further study.


Assuntos
Cetoacidose Diabética/terapia , Adolescente , Pressão Sanguínea , Edema Encefálico/etiologia , Criança , Procedimentos Clínicos , Cetoacidose Diabética/complicações , Feminino , Humanos , Masculino , Estudos Retrospectivos , Resultado do Tratamento
10.
Neurocrit Care ; 28(1): 26-34, 2018 02.
Artigo em Inglês | MEDLINE | ID: mdl-28612133

RESUMO

BACKGROUND: Unexpected neurological morbidity in Pediatric Intensive Care Units (PICUs) remains high and is difficult to detect proactively. Brain-specific biomarkers represent a novel approach for early detection of neurological injury. We sought to determine whether serum concentrations of neuron-specific enolase (NSE), myelin basic protein (MBP), and S100B, specific for neurons, oligodendrocytes, and glia, respectively, were predictive of neurological morbidity in critically ill children. METHODS: Serum was prospectively collected on days 1-7 from diagnostically diverse PICU patients (n = 103). Unfavorable neurological outcome at hospital discharge was defined as Pediatric Cerebral Performance Category (PCPC) score of 3-6 with a deterioration from baseline. NSE, MBP, and S100B concentrations were measured by enzyme-linked immunosorbent assay. RESULTS: Peak biomarker levels were greater in patients with unfavorable versus favorable neurological outcome [NSE 39.4 ± 44.1 vs. 12.2 ± 22.9 ng/ml (P = 0.005), MBP 9.1 ± 11.5 vs. 0.6 ± 1.3 ng/ml (P = 0.003), S100B 130 ± 232 vs. 34 ± 70 pg/ml (P = 0.04), respectively; mean ± SD]. Peak levels were each independently associated with unfavorable neurological outcome when controlling for presence of primary neurologic admission diagnosis and poor baseline PCPC using logistic regression analysis (NSE, P = 0.04; MBP, P = 0.004; S100B, P = 0.04), and had the following receiver operating characteristics: NSE 0.75 (0.58, 0.92), MBP 0.81 (0.66, 0.94), and S100B 0.80 (0.67, 0.93) (area under the curve [95% confidence intervals]). CONCLUSIONS: Prospectively collected brain-specific serum biomarkers predict unfavorable neurological outcome in critically ill children. Serum biomarkers used in conjunction with clinical data could be used to generate models predicting early detection of neurological injury, allowing for more timely diagnostic and therapeutic interventions, potentially reducing neurological morbidity in the PICU.


Assuntos
Lesões Encefálicas/sangue , Lesões Encefálicas/diagnóstico , Unidades de Terapia Intensiva Pediátrica , Proteína Básica da Mielina/sangue , Fosfopiruvato Hidratase/sangue , Subunidade beta da Proteína Ligante de Cálcio S100/metabolismo , Biomarcadores/sangue , Criança , Pré-Escolar , Feminino , Humanos , Lactente , Masculino , Projetos Piloto , Estudos Prospectivos
11.
Curr Opin Neurol ; 30(6): 565-572, 2017 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-28938340

RESUMO

PURPOSE OF REVIEW: Traumatic brain injury (TBI) is a leading cause of death and disability in children. Prognostication of outcome following TBI is challenging in this population and likely requires complex, multimodal models to achieve clinically relevant accuracy. This review highlights injury characteristics, physiological indicators, biomarkers and neuromonitoring modalities predictive of outcome that may be integrated for future development of sensitive and specific prognostic models. RECENT FINDINGS: Paediatric TBI is responsible for physical, psychosocial and neurocognitive deficits that may significantly impact quality of life. Outcome prognostication can be difficult in the immature brain, but is aided by the identification of novel biomarkers (neuronal, astroglial, myelin, inflammatory, apoptotic and autophagic) and neuromonitoring techniques (electroencephalogram and MRI). Investigation in the future may focus on assessing the prognostic ability of combinations of biochemical, protein, neuroimaging and functional biomarkers and the use of mathematical models to develop multivariable predication tools to improve the prognostic ability following childhood TBI. SUMMARY: Prognostication of outcome following paediatric TBI is multidimensional, influenced by injury severity, age, physiological factors, biomarkers, electroencephalogram and neuroimaging. Further development, integration and validation of combinatorial prognostic algorithms are necessary to improve the accuracy and timeliness of prognosis in a meaningful fashion.


Assuntos
Lesões Encefálicas Traumáticas/diagnóstico , Criança , Humanos
12.
Pediatr Res ; 82(1): 29-35, 2017 07.
Artigo em Inglês | MEDLINE | ID: mdl-28388599

RESUMO

BackgroundThe gene ABCB1 encodes p-glycoprotein, a xenobiotic efflux pump capable of transporting certain opioids, including fentanyl. ABCB1 genotype has been previously associated with patient opioid requirements and may influence fentanyl dosing requirements in critically ill children.MethodsA diagnostically diverse cohort of 61 children who received a fentanyl infusion while admitted to the pediatric intensive care unit (PICU) were included in this study. We examined associations between fentanyl requirements, pain and sedation scores, serum fentanyl levels, and ABCB1 genotype.ResultsPatients with the AA allele at ABCB1 locus rs1045642 received less fentanyl compared with patients with the AG or GG allele. A multivariable model demonstrated that patients with the AA allele received 18.6 mcg/kg/day less fentanyl than patients with either the AG or GG allele (95% confidence interval -33.4 to -3.8 mcg/kg/day; P=0.014). Incorporating race in this model demonstrated a similar association, but did not reach the threshold for multiple testing.ConclusionABCB1 genotype rs1045642 AA is associated with fentanyl administration in this cohort of children admitted to the PICU, likely because of decreased expression and activity of p-glycoprotein. Prospective evaluation of the influence of ABCB1 in sedative-analgesia administration in critically ill children is warranted.


Assuntos
Analgésicos Opioides/administração & dosagem , Fentanila/administração & dosagem , Dor/tratamento farmacológico , Subfamília B de Transportador de Cassetes de Ligação de ATP/genética , Alelos , Criança , Pré-Escolar , Estado Terminal , Esquema de Medicação , Feminino , Frequência do Gene , Genótipo , Humanos , Lactente , Unidades de Terapia Intensiva Pediátrica , Masculino , Análise Multivariada , Manejo da Dor/métodos , Polimorfismo de Nucleotídeo Único , Estudos Prospectivos , Estudos Retrospectivos
14.
Neurocrit Care ; 26(3): 348-355, 2017 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-28000126

RESUMO

BACKGROUND: Autophagy is a process that recycles damaged proteins and organelles. Beclin 1 is involved in the nucleation phase, while p62 is consumed during the elongation phase. We hypothesized that these autophagy biomarkers are increased in cerebrospinal fluid (CSF) after traumatic brain injury (TBI) in children and associated with unfavorable outcome. METHODS: Thirty children with severe TBI had CSF collected on days 1, 3, and 7. Patients without TBI or meningoencephalitis served as controls. Beclin 1 and p62 were measured by ELISA. Outcome was assigned 6 months after injury (Glasgow Outcome Scale score; GOS). RESULTS: Mean and peak CSF beclin 1 and p62 levels were increased compared to controls (P < 0.05). Peak p62 levels were higher in patients with unfavorable versus favorable outcome (0.79 ± 1.03 vs. 0.17 ± 0.54 ng/ml, respectively; mean ± SD, P = 0.002) and were independently associated with outcome when controlling for age and initial Glasgow Coma Scale score (P = 0.019; AUC 0.88, 95% CI 0.76, 1.00). CONCLUSIONS: Beclin 1 and p62 are increased in CSF after TBI, suggesting increased autophagy with impairment of, and/or exceeding the capacity for, autophagic flux. The association of increased p62 with unfavorable outcome suggests that autophagy in excess of the capacity to clear degradation products may be deleterious after TBI.


Assuntos
Autofagia , Proteína Beclina-1/líquido cefalorraquidiano , Lesões Encefálicas Traumáticas/líquido cefalorraquidiano , Avaliação de Resultados em Cuidados de Saúde , Proteínas de Ligação a RNA/líquido cefalorraquidiano , Adolescente , Biomarcadores/líquido cefalorraquidiano , Criança , Pré-Escolar , Feminino , Humanos , Lactente , Masculino , Índice de Gravidade de Doença
15.
Biochim Biophys Acta ; 1852(9): 1902-11, 2015 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-26071643

RESUMO

Increased autophagy/mitophagy is thought to contribute to cerebellar dysfunction in Purkinje cell degeneration mice. Intriguingly, cerebellar Purkinje cells are highly vulnerable to hypoxia-ischemia (HI), related at least in part to their high metabolic activity. Whether or not excessive or supraphysiologic autophagy plays a role in Purkinje cell susceptibility to HI is unknown. Accordingly, we evaluated the role of autophagy in the cerebellum after global ischemia produced by asphyxial cardiac arrest in postnatal day (PND) 16-18 rats, using siRNA-targeted inhibition of Atg7, necessary for microtubule-associated protein light chain 3-II (LC3-II) and Atg12-Atg5 complex formation. Two days before a 9min asphyxial cardiac arrest or sham surgery, Atg7 or control siRNA was injected intracisternally to target the cerebellum. Treatment with Atg7 siRNA: 1) reduced Atg7 protein expression in the cerebellum by 56%; 2) prevented the typical ischemia-induced formation of LC3-II in the cerebellum 24h after asphyxial cardiac arrest; 3) improved performance on the beam-balance apparatus on days 1-5; and 4) increased calbindin-labeled Purkinje cell survival assessed on day 14. Improved Purkinje cell survival was more consistent in female vs. male rats, and improved beam-balance performance was only seen in female rats. Similar responses to Atg7 siRNA i.e. reduced autophagy and neurodegeneration vs. control siRNA were seen when exposing sex-segregated green fluorescent protein-LC3 tagged mouse primary cortical neurons to oxygen glucose deprivation in vitro. Thus, inhibition of autophagy after global ischemia in PND 16-18 rats leads to increased survival of Purkinje cells and improved motor performance in a sex-dependent manner.

16.
Trials ; 25(1): 484, 2024 Jul 16.
Artigo em Inglês | MEDLINE | ID: mdl-39014495

RESUMO

BACKGROUND: High flow nasal cannula (HFNC) has been increasingly adopted in the past 2 decades as a mode of respiratory support for children hospitalized with bronchiolitis. The growing use of HFNC despite a paucity of high-quality data regarding the therapy's efficacy has led to concerns about overutilization. We developed an electronic health record (EHR) embedded, quality improvement (QI) oriented clinical trial to determine whether standardized management of HFNC weaning guided by clinical decision support (CDS) results in a reduction in the duration of HFNC compared to usual care for children with bronchiolitis. METHODS: The design and summary of the statistical analysis plan for the REspiratory SupporT for Efficient and cost-Effective Care (REST EEC; "rest easy") trial are presented. The investigators hypothesize that CDS-coupled, standardized HFNC weaning will reduce the duration of HFNC, the trial's primary endpoint, for children with bronchiolitis compared to usual care. Data supporting trial design and eventual analyses are collected from the EHR and other real world data sources using existing informatics infrastructure and QI data sources. The trial workflow, including randomization and deployment of the intervention, is embedded within the EHR of a large children's hospital using existing vendor features. Trial simulations indicate that by assuming a true hazard ratio effect size of 1.27, equivalent to a 6-h reduction in the median duration of HFNC, and enrolling a maximum of 350 children, there will be a > 0.75 probability of declaring superiority (interim analysis posterior probability of intervention effect > 0.99 or final analysis posterior probability of intervention effect > 0.9) and a > 0.85 probability of declaring superiority or the CDS intervention showing promise (final analysis posterior probability of intervention effect > 0.8). Iterative plan-do-study-act cycles are used to monitor the trial and provide targeted education to the workforce. DISCUSSION: Through incorporation of the trial into usual care workflows, relying on QI tools and resources to support trial conduct, and relying on Bayesian inference to determine whether the intervention is superior to usual care, REST EEC is a learning health system intervention that blends health system operations with active evidence generation to optimize the use of HFNC and associated patient outcomes. TRIAL REGISTRATION: ClinicalTrials.gov NCT05909566. Registered on June 18, 2023.


Assuntos
Teorema de Bayes , Bronquiolite , Cânula , Sistemas de Apoio a Decisões Clínicas , Registros Eletrônicos de Saúde , Oxigenoterapia , Humanos , Bronquiolite/terapia , Oxigenoterapia/métodos , Lactente , Resultado do Tratamento , Ensaios Clínicos Pragmáticos como Assunto , Interpretação Estatística de Dados , Melhoria de Qualidade , Fatores de Tempo , Análise Custo-Benefício
17.
Front Sports Act Living ; 4: 860356, 2022.
Artigo em Inglês | MEDLINE | ID: mdl-35399599

RESUMO

Background: To combat historical underrepresentation of female participants in research, guidelines have been established to motivate equal participation by both sexes. However, the pervasiveness of female exclusion has not been examined in vascular exercise physiology research. The purpose of this study was to systematically quantify the sex-specific prevalence of human participants and identify the rationales for sex-specific inclusion/exclusion in research examining the impact of exercise on vascular endothelial function. Methods: A systematic search was conducted examining exercise/physical activity and vascular endothelial function, assessed via flow mediated dilation. Studies were categorized by sex: male-only, female-only, or mixed sex, including examination of the sample size of males and females. Analysis was performed examining sex-inclusion criteria in study design and reporting and rationale for inclusion/exclusion of participants on the basis of sex. Changes in proportion of female participants included in studies were examined over time in 5 year cohorts. Results: A total of 514 studies were identified, spanning 26 years (1996-2021). Of the total participants, 64% were male and 36% were female, and a male bias was identified (32% male-only vs. 12% female-only studies). Proportions of female participants in studies remained relatively constant in the last 20 years. Male-only studies were less likely to report sex in the title compared to female-only studies (27 vs. 78%, p < 0.001), report sex in the abstract (72 vs. 98%, p < 0.001) and justify exclusion on the basis of sex (15 vs. 55%, p < 0.001). Further, male-only studies were more likely to be conducted in healthy populations compared to female-only studies (p = 0.002). Qualitative analysis of justifications identified four themes: sex-specific rationale or gap in the literature, exclusion of females based on the hormonal cycle or sex-differences, maintaining congruence with the male norm, and challenges with recruitment, retention and resources. Conclusions: This systematic review provides the first analysis of sex-based inclusion/exclusion and rationale for sex-based decisions in human vascular exercise physiology research. These findings contribute to identifying the impact of research guidelines regarding inclusion of males and females and the perceived barriers to designing studies with equal sex participation, in an effort to increase female representation in vascular exercise physiology research. Systematic Review Registration: CRD42022300388.

18.
Artigo em Inglês | MEDLINE | ID: mdl-35252952

RESUMO

BACKGROUND: There are regional disparities in pediatric traumatic brain injury (TBI) mortality across the United States, but the factors underlying these differences are unclear. METHODS: We performed a retrospective cross-sectional analysis of the Pediatric Health Information System database including inpatient hospital encounters for children less than 18 years old with a primary diagnosis of TBI between 2010-2019. FINDINGS: Lower median family income was associated with pediatric TBI mortality. Encounters from zip-codes with a median family income of <$20,000 had a 3.1% (29/950) mortality, as opposed to 1.3% (29/2,267) mortality for zip-codes with a median family income of >$80,000 (p = 0.00096). In multivariable logistic regression, every $10,000 of income was associated with an odds ratio of mortality of 0.94 (95% confidence interval 0.90 - 0.98). 82.5% (397/481) of ballistic TBI injuries were caused by a firearm. Lower income was associated with a higher proportion of ballistic TBI injuries (2.5% [24/950] for <$20,000 versus 0.3% [7/2,267] for >$80,000, p < 0.0001). In multivariable logistic regression, ballistic TBI injuries were associated with an odds ratio of mortality of 5.19 (95% confidence interval 4.00 - 6.73). United States regional variation in pediatric TBI mortality was linearly associated with the percentage of ballistic TBI (adjusted r-squared 0.59, p = 0.0097). INTERPRETATION: Children from lower income zip-codes are more likely to sustain a ballistic TBI, and more likely to die. Further work is necessary to determine causal factors underlying these associations and to design interventions that prevent these injuries and/or improve outcomes.

19.
Resuscitation ; 172: 173-180, 2022 03.
Artigo em Inglês | MEDLINE | ID: mdl-34822938

RESUMO

OBJECTIVE: Fibroblast Growth Factor 21 (FGF21) and Growth Differentiation Factor-15 (GDF-15) are putative neuroprotective cold stress hormones (CSHs) provoked by cold exposure that may be age-dependent. We sought to characterize serum FGF21 and GDF-15 levels in pediatric cardiac arrest (CA) patients and their association with use of therapeutic hypothermia (TH). METHODS: Secondary analysis of serum samples from clinical trials. We measured FGF21 and GDF-15 levels in pediatric patients post-CA and compared levels to both pediatric intensive care (PICU) and healthy controls. Post-CA, we compared normothermia (NT) vs TH (33 °C for 72 h) treated cohorts at < 24 h, 24 h, 48 h, 72 h, and examined the change in CSHs over 72 h. We also assessed association between hospital mortality and initial levels. RESULTS: We assessed 144 samples from 68 patients (27 CA [14 TH, 13 NT], 9 PICU and 32 healthy controls). Median initial FGF21 levels were higher post-CA vs. healthy controls (392 vs. 40 pg/mL, respectively, P < 0.001). Median GDF-15 levels were higher post-CA vs. healthy controls (7,089 vs. 396 pg/mL, respectively, P < 0.001). In the CA group, the median change in FGF21 from PICU day 1-3 (after 72 h of temperature control), was higher in TH vs. NT (231 vs. -20 pg/mL, respectively, P < 0.05), with no difference in GDF-15 over time. Serum GDF-15 levels were higher in CA patients that died vs. survived (19,450 vs. 5,337 pg/mL, respectively, P < 0.05), whereas serum FGF21 levels were not associated with mortality. CONCLUSION: Serum levels of FGF21 and GDF-15 increased after pediatric CA, and FGF21 appears to be augmented by TH.


Assuntos
Parada Cardíaca , Hipotermia Induzida , Criança , Ensaios Clínicos como Assunto , Resposta ao Choque Frio , Fatores de Crescimento de Fibroblastos , Fator 15 de Diferenciação de Crescimento , Hormônios , Humanos , Hipotermia Induzida/efeitos adversos , Lactente
20.
Hosp Pediatr ; 12(11): 937-949, 2022 11 01.
Artigo em Inglês | MEDLINE | ID: mdl-36281706

RESUMO

OBJECTIVES: Healthcare utilization after bronchiolitis hospitalization is incompletely understood. We aimed to characterize readmissions and outpatient visits within 1 year after hospital discharge. METHODS: Retrospective multicenter observational cohort study of children under 24-months old admitted with bronchiolitis between January 1, 2010 and December 12, 2019 to the Pediatric Health Information Systems database. A single-center nested subset using linked electronic health records allowed analysis of outpatient visits. RESULTS: There were 308 306 admissions for bronchiolitis among 271 115 patients across 47 hospitals between 2010-2019. The percent of patients readmitted within 30 days after discharge was 6.0% (16 167 of 271 115), and 17.8% (48 332 of 271 115) of patients were readmitted within 1 year. 22.9% (16 919 of 74 001) of patients admitted to an ICU and 26.8% (7865 of 29 378) of patients undergoing mechanical ventilation were readmitted within 1 year. There were 1438 patients with outpatient healthcare data available. There were a median (interquartile range) of 9 (6-13) outpatient visits per patient within 1 year after discharge. Outpatient healthcare use increased for 4 months following bronchiolitis hospitalization compared with previously reported age-matched controls. Higher income, white race, commercial insurance, complex chronic conditions, ICU admission, and mechanical ventilation were associated with higher outpatient utilization. Higher quartiles of outpatient use were associated with readmission for bronchiolitis and all-cause readmissions. CONCLUSIONS: Readmissions in the year after bronchiolitis hospitalization are common, and outpatient healthcare use is increased for 4 months following discharge. Prospective study is needed to track long-term outcomes of infants with bronchiolitis.


Assuntos
Bronquiolite , Readmissão do Paciente , Lactente , Humanos , Criança , Pré-Escolar , Estudos Retrospectivos , Hospitalização , Bronquiolite/epidemiologia , Bronquiolite/terapia , Atenção à Saúde
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