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1.
medRxiv ; 2024 Jun 11.
Artigo em Inglês | MEDLINE | ID: mdl-38946991

RESUMO

Sepsis is the leading cause of death of hospitalized children worldwide. Despite the established link between immune dysregulation and mortality in pediatric sepsis, it remains unclear which host immune factors contribute causally to adverse sepsis outcomes. Identifying modifiable pathobiology is an essential first step to successful translation of biologic insights into precision therapeutics. We designed a prospective, longitudinal cohort study of 88 critically ill pediatric patients with multiple organ dysfunction syndrome (MODS), including patients with and without sepsis, to define subphenotypes associated with targetable mechanisms of immune dysregulation. We first assessed plasma proteomic profiles and identified shared features of immune dysregulation in MODS patients with and without sepsis. We then employed consensus clustering to define three subphenotypes based on protein expression at disease onset and identified a strong association between subphenotype and clinical outcome. We next identified differences in immune cell frequency and activation state by MODS subphenotype and determined the association between hyperinflammatory pathway activation and cellular immunophenotype. Using single cell transcriptomics, we demonstrated STAT3 hyperactivation in lymphocytes from the sickest MODS subgroup and then identified an association between STAT3 hyperactivation and T cell immunometabolic dysregulation. Finally, we compared proteomics findings between patients with MODS and patients with inborn errors of immunity that amplify cytokine signaling pathways to further assess the impact of STAT3 hyperactivation in the most severe patients with MODS. Overall, these results identify a potentially pathologic and targetable role for STAT3 hyperactivation in a subset of pediatric patients with MODS who have high severity of illness and poor prognosis.

3.
Pediatr Nephrol ; 39(7): 2217-2226, 2024 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-38396090

RESUMO

BACKGROUND: Acute kidney injury (AKI) is a common complication of critical illness and associated with high morbidity and mortality. Optimal timing of continuous kidney replacement therapy (CKRT) in children is unknown. We aimed to measure the association between timing of initiation and mortality. METHODS: This is a single-center retrospective cohort study of pediatric patients receiving CKRT from 2013 to 2019. The primary exposure, time to CKRT initiation, was measured from onset of stage 3 AKI during hospitalization (defined using Kidney Disease: Improving Global Outcomes creatinine and urine output criteria) and analyzed as both a continuous and categorical variable. The primary outcome was ICU mortality. RESULTS: Ninety-nine patients met criteria for analysis. Overall mortality was 39% (39/99). Median time from stage 3 AKI onset to CKRT initiation was 1.5 days in survivors and 5.5 days in nonsurvivors (p < 0.001). In multivariable analysis, increased time to CKRT initiation was independently associated with mortality [OR 1.02 per hour (95% CI 1.01-1.04), p < 0.001]. Longer time to CKRT initiation was associated with higher odds of mortality in ascending time intervals. Patients started on CKRT > 2 days compared to < 2 days after stage 3 AKI onset had higher mortality (65% vs. 5%, p < 0.001), longer median ICU length of stay (25 vs. 12 d, p < 0.001), longer median CKRT duration (11 vs. 5 d, p < 0.001), and fewer AKI-free days (0 vs. 14 d, p < 0.001). CONCLUSIONS: Longer time to initiation of CKRT after development of severe AKI is independently associated with mortality. Consideration of early CKRT in this high-risk population may be a strategy to reduce mortality and improve recovery of kidney function. However, there remains significant heterogeneity in the definition of early versus late initiation and the optimal timing of CKRT remains unknown.


Assuntos
Injúria Renal Aguda , Terapia de Substituição Renal Contínua , Estado Terminal , Tempo para o Tratamento , Humanos , Estudos Retrospectivos , Feminino , Masculino , Injúria Renal Aguda/mortalidade , Injúria Renal Aguda/terapia , Injúria Renal Aguda/etiologia , Estado Terminal/mortalidade , Estado Terminal/terapia , Criança , Pré-Escolar , Terapia de Substituição Renal Contínua/métodos , Lactente , Tempo para o Tratamento/estatística & dados numéricos , Adolescente , Mortalidade Hospitalar , Fatores de Tempo , Unidades de Terapia Intensiva Pediátrica/estatística & dados numéricos
4.
Pediatr Crit Care Med ; 24(7): 584-593, 2023 Jul 01.
Artigo em Inglês | MEDLINE | ID: mdl-37098779

RESUMO

OBJECTIVES: Mechanically ventilated children post-hematopoietic cell transplant (HCT) have increased morbidity and mortality compared with other mechanically ventilated critically ill children. Tracheal intubation-associated adverse events (TIAEs) and peri-intubation hypoxemia universally portend worse outcomes. We investigated whether adverse peri-intubation associated events occur at increased frequency in patients with HCT compared with non-HCT oncologic or other PICU patients and therefore might contribute to increased mortality. DESIGN: Retrospective cohort between 2014 and 2019. SETTING: Single-center academic noncardiac PICU. PATIENTS: Critically ill children who underwent tracheal intubation (TI). INTERVENTIONS: None. MEASUREMENTS AND MAIN RESULTS: Data from the local airway management quality improvement databases and Virtual Pediatric Systems were merged. These data were supplemented with a retrospective chart review for HCT-related data, including HCT indication, transplant-related comorbidity status, and patient condition at the time of TI procedure. The primary outcome was defined as the composite of hemodynamic TIAE (hypo/hypertension, arrhythmia, cardiac arrest) and/or peri-intubation hypoxemia (oxygen saturation < 80%) events. One thousand nine hundred thirty-one encounters underwent TI, of which 92 (4.8%) were post-HCT, while 319 (16.5%) had history of malignancy without HCT, and 1,520 (78.7%) had neither HCT nor malignancy. Children post-HCT were older more often had respiratory failure as an indication for intubation, use of catecholamine infusions peri-intubation, and use of noninvasive ventilation prior to intubation. Hemodynamic TIAE or peri-intubation hypoxemia were not different across three groups (HCT 16%, non-HCT with malignancy 10%, other 15). After adjusting for age, difficult airway feature, provider type, device, apneic oxygenation use, and indication for intubation, we did not identify an association between HCT status and the adverse TI outcome (odds ratio, 1.32 for HCT status vs other; 95% CI, 0.72-2.41; p = 0.37). CONCLUSIONS: In this single-center study, we did not identify an association between HCT status and hemodynamic TIAE or peri-intubation hypoxemia during TI.


Assuntos
Estado Terminal , Transplante de Células-Tronco Hematopoéticas , Criança , Humanos , Estudos Retrospectivos , Estado Terminal/terapia , Intubação Intratraqueal/efeitos adversos , Intubação Intratraqueal/métodos , Hipóxia/epidemiologia , Hipóxia/etiologia , Unidades de Terapia Intensiva Pediátrica
5.
Crit Care ; 27(1): 93, 2023 03 21.
Artigo em Inglês | MEDLINE | ID: mdl-36941659

RESUMO

This article is one of ten reviews selected from the Annual Update in Intensive Care and Emergency Medicine 2023. Other selected articles can be found online at https://www.biomedcentral.com/collections/annualupdate2023 . Further information about the Annual Update in Intensive Care and Emergency Medicine is available from https://link.springer.com/bookseries/8901 .


Assuntos
Medicina de Emergência , Sepse , Humanos , Cuidados Críticos , Imunidade , Unidades de Terapia Intensiva
6.
Crit Care Explor ; 5(1): e0844, 2023 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-36699254

RESUMO

Immunocompromised status, with and without stem cell transplant, confers a worse prognosis in pediatric acute respiratory distress syndrome. An improved understanding of the biochemical profile of immunocompromised children with acute respiratory distress syndrome would inform whether specific pathways are targetable, or merely bystanders, in order to improve outcomes in this high-risk subgroup. OBJECTIVES: We aimed to identify a biomarker profile of immunocompromised children, with and without stem cell transplant, independent of illness severity. DESIGN SETTINGS AND PARTICIPANTS: This was a secondary analysis of a prospective cohort study of intubated children with Berlin-defined acute respiratory distress syndrome with existing biomarker measurements conducted in a large academic PICU between 2014 and 2019. MAIN OUTCOMES AND MEASURES: Biomarker levels were compared between immunocompetent and immunocompromised children, with and without stem cell transplant, both prior to and after adjusting for severity of illness. RESULTS: In 333 children with acute respiratory distress syndrome, 84 were immunocompromised, of whom 39 had a stem cell transplant. Circulating neutrophil levels were strongly correlated with biomarkers, with 14 of 18 measured proteins differentially expressed in patients with versus without neutropenia. In order to identify biomarker levels independent of severity of illness, acute respiratory distress syndrome etiology, and neutrophil levels, we computed predicted (log-transformed) biomarker levels after adjusting for confounders using linear regression and then compared these severity-adjusted levels between immunocompetent and immunocompromised (with and without stem cell transplant) subjects using analyses of variance and post hoc Bonferroni. After multivariable adjustment, 11 biomarkers were higher in immunocompromised subjects without stem cell transplant, relative to immunocompetent, implicating endotheliopathy (angiopoietin-2), tissue damage (procollagen type III N-terminal peptide), and innate immunity. A single biomarker, C-C motif chemokine ligand 22, was lower in immunocompromised subjects with and without stem cell transplant. CONCLUSIONS AND RELEVANCE: Immunocompromised children with acute respiratory distress syndrome were characterized by elevations in pro-inflammatory and endothelial damage biomarkers. Our study provides insight into mechanisms underlying the molecular heterogeneity of this population and potentially identifies targetable pathways to mitigate their increased mortality risk.

7.
Clin Cancer Res ; 28(17): 3804-3813, 2022 09 01.
Artigo em Inglês | MEDLINE | ID: mdl-35705524

RESUMO

PURPOSE: To study the biology and identify markers of severe cytokine release syndrome (CRS) and immune effector cell-associated neurotoxicity syndrome (ICANS) in children after chimeric antigen receptor T-cell (CAR T) treatment. EXPERIMENTAL DESIGN: We used comprehensive proteomic profiling to measure over 1,400 serum proteins at multiple serial timepoints in a cohort of patients with B-cell acute lymphoblastic leukemia treated with the CD19-targeted CAR T CTL019 on two clinical trials. RESULTS: We identified fms-like tyrosine kinase 3 (FLT3) and mast cell immunoglobulin-like receptor 1 (MILR1) as preinfusion predictive biomarkers of severe CRS. We demonstrated that CRS is an IFNγ-driven process with a protein signature overlapping with hemophagocytic lymphohistiocytosis (HLH). We identified IL18 as a potentially targetable cytokine associated with the development of ICANS. CONCLUSIONS: We identified preinfusion biomarkers that can be used to predict severe CRS with a sensitivity, specificity, and accuracy superior to the current gold standard of disease burden. We demonstrated the fundamental role of the IFNγ pathway in driving CRS, suggesting CRS and carHLH are overlapping rather than distinct phenomena, an observation with important treatment implications. We identified IL18 as a possible targetable cytokine in ICANS, providing rationale for IL18 blocking therapies to be translated into clinical trials in ICANS.


Assuntos
Síndromes Neurotóxicas , Receptores de Antígenos Quiméricos , Biomarcadores , Criança , Síndrome da Liberação de Citocina/etiologia , Citocinas/metabolismo , Humanos , Imunoterapia Adotiva , Interleucina-18 , Síndromes Neurotóxicas/tratamento farmacológico , Síndromes Neurotóxicas/etiologia , Proteoma , Proteômica
8.
Shock ; 57(6): 191-199, 2022 06 01.
Artigo em Inglês | MEDLINE | ID: mdl-35759301

RESUMO

BACKGROUND: Sepsis is the leading cause of death in hospitalized children worldwide. Despite its hypothesized immune-mediated mechanism, targeted immunotherapy for sepsis is not available for clinical use. OBJECTIVE: To determine the association between longitudinal cytometric, proteomic, bioenergetic, and metabolomic markers of immunometabolic dysregulation and pathogen type in pediatric sepsis. METHODS: Serial peripheral blood mononuclear cell (PBMC) samples were obtained from 14 sepsis patients (34 total samples) and 7 control patients for this observational study. Flow cytometry was used to define immunophenotype, including T cell subset frequency and activation state, and assess intracellular cytokine production. Global immune dysfunction was assessed by tumor necrosis factor-α (TNF-α) production capacity and monocyte human leukocyte antigen DR (HLA-DR) expression. Mitochondrial function was assessed by bulk respirometry. Plasma cytokine levels were determined via Luminex assay. Metabolites were measured by liquid chromatography-mass spectrometry. Results were compared by timepoint and pathogen type. RESULTS: Sepsis patients were older (15.9 years vs. 10.4 years, P = 0.02) and had higher illness severity by PRISM-III (12.0 vs. 2.0, P < 0.001) compared to controls; demographics were otherwise similar, though control patients were predominately male. Compared to controls, sepsis patients at timepoint 1 demonstrated lower monocyte HLA-DR expression (75% vs. 92%, P = 0.02), loss of peripheral of non-naïve CD4+ T cells (62.4% vs. 77.6%, P = 0.04), and reduced PBMC mitochondrial spare residual capacity (SRC; 4.0 pmol/s/106 cells vs. 8.4 pmol/s/106 cells, P = 0.01). At sepsis onset, immunoparalysis (defined as TNF-α production capacity < 200 pg/mL) was present in 39% of sepsis patients and not identified among controls. Metabolomic findings in sepsis patients were most pronounced at sepsis onset and included elevated uridine and 2-dehydrogluconate and depleted citrulline. Loss of peripheral non-naïve CD4+ T cells was associated with immune dysfunction and reduced cytokine production despite increased T cell activation. CD4+ T cell differentiation and corresponding pro- and anti-inflammatory cytokines varied by pathogen. CONCLUSION: Pediatric sepsis patients exhibit a complex, dynamic physiologic state characterized by impaired T cell function and immunometabolic dysregulation which varies by pathogen type.


Assuntos
Leucócitos Mononucleares , Sepse , Criança , Citocinas/metabolismo , Antígenos HLA-DR/metabolismo , Humanos , Leucócitos Mononucleares/metabolismo , Linfócitos/metabolismo , Masculino , Estudos Prospectivos , Proteômica , Fator de Necrose Tumoral alfa
9.
Crit Care Med ; 50(7): 1127-1137, 2022 07 01.
Artigo em Inglês | MEDLINE | ID: mdl-35275593

RESUMO

OBJECTIVES: To determine the association between preintubation respiratory support and outcomes in patients with acute respiratory failure and to determine the impact of immunocompromised (IC) diagnoses on outcomes after adjustment for illness severity. DESIGN: Retrospective multicenter cohort study. SETTING: Eighty-two centers in the Virtual Pediatric Systems database. PATIENTS: Children 1 month to 17 years old intubated in the PICU who received invasive mechanical ventilation (IMV) for greater than or equal to 24 hours. INTERVENTIONS: None. MEASUREMENTS AND MAIN RESULTS: High-flow nasal cannula (HFNC) or noninvasive positive-pressure ventilation (NIPPV) or both were used prior to intubation in 1,825 (34%) of 5,348 PICU intubations across 82 centers. When stratified by IC status, 50% of patients had no IC diagnosis, whereas 41% were IC without prior hematopoietic cell transplant (HCT) and 9% had prior HCT. Compared with patients intubated without prior support, preintubation exposure to HFNC (adjusted odds ratio [aOR], 1.33; 95% CI, 1.10-1.62) or NIPPV (aOR, 1.44; 95% CI, 1.20-1.74) was associated with increased odds of PICU mortality. Within subgroups of IC status, preintubation respiratory support was associated with increased odds of PICU mortality in IC patients (HFNC: aOR, 1.50; 95% CI, 1.11-2.03; NIPPV: aOR, 1.76; 95% CI, 1.31-2.35) and HCT patients (HFNC: aOR, 1.75; 95% CI, 1.07-2.86; NIPPV: aOR, 1.85; 95% CI, 1.12-3.02) compared with IC/HCT patients intubated without prior respiratory support. Preintubation exposure to HFNC/NIPPV was not associated with mortality in patients without an IC diagnosis. Duration of HFNC/NIPPV greater than 6 hours was associated with increased mortality in IC HCT patients (HFNC: aOR, 2.41; 95% CI, 1.05-5.55; NIPPV: aOR, 2.53; 95% CI, 1.04-6.15) and patients compared HCT patients with less than 6-hour HFNC/NIPPV exposure. After adjustment for patient and center characteristics, both preintubation HFNC/NIPPV use (median, 15%; range, 0-63%) and PICU mortality varied by center. CONCLUSIONS: In IC pediatric patients, preintubation exposure to HFNC and/or NIPPV is associated with increased odds of PICU mortality, independent of illness severity. Longer duration of exposure to HFNC/NIPPV prior to IMV is associated with increased mortality in HCT patients.


Assuntos
Transplante de Células-Tronco Hematopoéticas , Ventilação não Invasiva , Síndrome do Desconforto Respiratório , Insuficiência Respiratória , Cânula , Criança , Estudos de Coortes , Humanos , Intubação Intratraqueal/efeitos adversos , Oxigenoterapia , Estudos Retrospectivos
10.
Shock ; 57(5): 630-638, 2022 05 01.
Artigo em Inglês | MEDLINE | ID: mdl-34966070

RESUMO

INTRODUCTION: Peripheral blood mononuclear cells (PBMCs) are commonly used to compare mitochondrial function in patients with versus without sepsis, but how these measurements in this mixed cell population vary by composition of immune cell subtypes is not known, especially in children. We determined the effect of changing immune cell composition on PBMC mitochondrial respiration and content in children with and without sepsis. METHODS: PBMC mitochondrial respiration and citrate synthase (CS) activity, a marker of mitochondrial content, were measured in 167 children with sepsis at three timepoints (day 1-2, 3-5, and 8-14) and once in 19 nonseptic controls. The proportion of lymphocytes and monocytes and T, B, and NK cells was measured using flow cytometry. More specific CD4+ and CD8+ T cell subsets were measured from 13 sepsis patients and 6 controls. Spearman's correlation and simple and mixed effects linear regression were used to determine the association of PBMC mitochondrial measures with proportion of immune cell subtypes. RESULTS: PBMC mitochondrial respiration and CS activity were correlated with proportion of monocytes, lymphocytes, T B, and NK cells in controls, but not in sepsis patients. PBMC mitochondrial respiration was correlated with CD4+ and CD8+ T cell subsets in both groups. After controlling for differences in immune cell composition between groups using linear regression models, PBMC respiration and CS activity remained lower in sepsis patients than controls. CONCLUSIONS: Mitochondrial measurements from PBMCs varied with changes in immune cell composition in children with and without sepsis. However, differences in PBMC mitochondrial measurements between sepsis patients and controls were at least partially attributable to the effects of sepsis rather than solely an epiphenomena of variable immune cell composition.


Assuntos
Leucócitos Mononucleares , Sepse , Criança , Humanos , Células Matadoras Naturais , Leucócitos Mononucleares/metabolismo , Mitocôndrias , Monócitos , Sepse/metabolismo
11.
Pediatr Pulmonol ; 57(1): 308-310, 2022 01.
Artigo em Inglês | MEDLINE | ID: mdl-34644455

RESUMO

Pulmonary alveolar proteinosis (PAP) describes the accumulation of surfactant in the alveolar space. Secondary PAP has been reported in a variety of diseases, and in rare cases has been associated with hematologic malignancy. Treatment for PAP is based on the underlying disease process, and may include whole lung lavage, inhaled or subcutaneous granulocyte-macrophage colony-stimulating factor, or statins. PAP secondary to hematologic malignancy has been reported to demonstrate poor response to whole lung lavage. We report a case of successful treatment of a pediatric patient with acute myeloid leukemia and secondary PAP using whole lung lavage.


Assuntos
Neoplasias Hematológicas , Inibidores de Hidroximetilglutaril-CoA Redutases , Proteinose Alveolar Pulmonar , Surfactantes Pulmonares , Lavagem Broncoalveolar , Criança , Neoplasias Hematológicas/complicações , Neoplasias Hematológicas/terapia , Humanos , Inibidores de Hidroximetilglutaril-CoA Redutases/uso terapêutico , Proteinose Alveolar Pulmonar/etiologia , Proteinose Alveolar Pulmonar/terapia , Surfactantes Pulmonares/uso terapêutico
12.
Front Pediatr ; 9: 719679, 2021.
Artigo em Inglês | MEDLINE | ID: mdl-34447731

RESUMO

Disseminated toxoplasmosis is an uncommon but highly lethal cause of hyperferritinemic sepsis after hematopoietic cell transplantation (HCT). We report two cases of disseminated toxoplasmosis from two centers in critically ill adolescents after HCT: a 19-year-old who developed fever and altered mental status on day +19 after HCT and a 20-year-old who developed fever and diarrhea on day +52 after HCT. Both patients developed hyperferritinemia with multiple organ dysfunction syndrome and profound immune dysregulation, which progressed to death despite maximal medical therapies. Because disseminated toxoplasmosis is both treatable and challenging to diagnose, it is imperative that intensivists maintain a high index of suspicion for Toxoplasma gondii infection when managing immunocompromised children, particularly in those with known positive T. gondii serologies.

14.
Pediatr Pulmonol ; 56(1): 162-170, 2021 01.
Artigo em Inglês | MEDLINE | ID: mdl-32970368

RESUMO

OBJECTIVE: Adolescent e-cigarette use has risen to epidemic levels in the US, revealing a new phenomenon of e-cigarette vaping-associated lung injury (EVALI). It is important to better characterize EVALI in critically ill adolescents as this is a vulnerable and rapidly growing demographic. METHODS: This was a retrospective case series of patients ≤21 years old with confirmed or probable EVALI (as defined by the Centers for Disease Control) that resulted in admission to the pediatric intensive care unit (PICU) of a large tertiary academic children's hospital between August 2019 and January 2020. RESULTS: There were six eligible patients, with a median age of 17 years. All patients reported tetrahydrocannabinol as well as nicotine e-cigarette use. Half of the patients had a preexisting diagnosis of asthma and four patients had mental health comorbidities. All patients presented with respiratory alkalosis and chest radiography showing diffuse bilateral infiltrates; two patients had pneumomediastinum, subcutaneous air and/or pneumothorax. The lowest documented ratio of oxygen saturation to inspired oxygen (SpO2:FiO2 or S/F ratio) ranged from 146 to 296. Two patients required an arterial line, with the lowest ratio of arterial oxygen to inspired oxygen (PaO2:FiO2 or P/F ratio) of 197 and 165. Two patients tested positive for rhinovirus and respiratory cultures were negative for all patients. Four patients underwent chest computed tomography imaging, which showed diffuse ground-glass opacities. Every patient required noninvasive positive pressure ventilation, with one progressing to invasive ventilation. All patients received broad-spectrum intravenous antibiotics and steroids, though there was considerable variability in dose, frequency, and duration of steroids. The hospital length of stay ranged from 5 to 16 days (median 8.3 days) with PICU length of stay ranging from 4 to 10 days (median 5.5 days). Four patients had pulmonary function testing before discharge, two of which showed decreased diffusing capacity of the lung for carbon monoxide. There were no patient deaths. CONCLUSIONS: This single-center case series describes the presentation, course, and treatment of EVALI in a pediatric intensive care unit setting. Our results show nuanced differences in the presentation and management of the critically ill adolescent, and raise many questions about the long term implications on lung health, morbidity, and mortality. Importantly, these cases illustrate the critical care consequences of a public health phenomenon and should spur further research and policy to address the negative health effects of vaping.


Assuntos
Sistemas Eletrônicos de Liberação de Nicotina , Lesão Pulmonar/diagnóstico por imagem , Vaping/efeitos adversos , Adolescente , Adulto , Asma/fisiopatologia , Criança , Cuidados Críticos , Epidemias , Feminino , Hospitalização , Humanos , Unidades de Terapia Intensiva Pediátrica , Pulmão/fisiopatologia , Masculino , Pneumotórax/epidemiologia , Radiografia , Testes de Função Respiratória , Estudos Retrospectivos , Tórax , Tomografia Computadorizada por Raios X , Vaping/epidemiologia , Adulto Jovem
15.
Pediatr Crit Care Med ; 21(9): e628-e634, 2020 09.
Artigo em Inglês | MEDLINE | ID: mdl-32511201

RESUMO

OBJECTIVES: To 1) probabilistically link two important pediatric data sources, Virtual Pediatric Systems and PEDSnet, 2) evaluate linkage accuracy overall and in patients with severe sepsis or septic shock, and 3) identify variables important to linkage accuracy. DESIGN: Retrospective linkage of prospectively collected datasets from Virtual Pediatrics Systems, Inc (Los Angeles, CA) and the PEDSnet consortium. SETTING: Single-center academic PICU. PATIENTS: All PICU encounters between January 1, 2012, and December 31, 2017, that were deterministically matched between the two datasets. INTERVENTIONS: None. MEASUREMENTS AND MAIN RESULTS: We abstracted records from Virtual Pediatric Systems and PEDSnet corresponding to PICU encounters and probabilistically linked using 44 features shared by the two datasets. We generated a gold standard deterministic linkage using protected health information elements, which were then removed from datasets. We then calculated candidate pair log-likelihood ratios for all pairs of subjects and selected optimal pairs in a two-stage algorithm. A total of 22,051 gold standard PICU encounter pairs were identified over the study period. The optimal linkage model demonstrated excellent discrimination (area under the receiver operating characteristic curve > 0.99); 19,801 cases (89.9%) were matched with 13 false positives. The addition of two protected health information dates (admission month, birth day-of-year) increased to 20,189 (91.6%) the cases matched, with three false positives. Restricting to patients with Virtual Pediatric Systems diagnosis of severe sepsis or septic shock (n = 1,340 [6.1%]) matched 1,250 cases (93.2%) with zero false positives. Increased number of laboratory values present in the first 12 hours of admission significantly increased log-likelihood ratios, suggesting stronger candidate pair matching. CONCLUSIONS: We demonstrated the use of probabilistic linkage to accurately join two complementary pediatric critical care datasets at a single academic PICU in the absence of protected health information. Combining datasets with curated diagnoses and granular measurements can validate patient acuity metrics and facilitate multicenter machine learning algorithms. We anticipate these methods will generalize to other common PICU diagnoses.


Assuntos
Pediatria , Sepse , Choque Séptico , Criança , Humanos , Lactente , Unidades de Terapia Intensiva Pediátrica , Los Angeles , Estudos Retrospectivos
17.
Crit Care Med ; 48(7): 1026-1033, 2020 07.
Artigo em Inglês | MEDLINE | ID: mdl-32301846

RESUMO

OBJECTIVES: To assess the prevalence of immunocompromised diagnoses among children with severe sepsis and septic shock, and to determine the association between immunocompromised diagnoses and clinical outcomes after adjustment for demographics and illness severity. DESIGN: Retrospective multicenter cohort study. SETTING: Eighty-three centers in the Virtual Pediatric Systems database. PATIENTS: Children with severe sepsis or septic shock admitted to a participating PICU between January 1, 2012, and December 31, 2016. INTERVENTIONS: None. MEASUREMENTS AND MAIN RESULTS: Across 83 centers, we identified 10,768 PICU admissions with an International Classification of Diseases, 9th Revision, Clinical Modification code for severe sepsis or septic shock; 3,021 of these patients (28%) had an immunocompromised diagnosis. To evaluate variation across centers and determine factors associated with PICU mortality, we used mixed-effect logistic regression models. Among patients without hematopoietic cell transplant, congenital immunodeficiency (adjusted odds ratio, 1.90; 95% CI, 1.24-2.92), multiple prior malignancies (adjusted odds ratio, 1.86; 95% CI, 1.15-2.99), and hemophagocytic lymphohistiocytosis (adjusted odds ratio, 3.09; 95% CI, 1.91-4.98) were associated with an increased odds of PICU mortality. Among patients with prior hematopoietic cell transplant, liquid malignancy (adjusted odds ratio, 3.15; 95% CI, 2.09-4.74), congenital immunodeficiency (adjusted odds ratio, 6.94; 95% CI, 3.84-12.53), multiple prior malignancies (adjusted odds ratio, 3.54; 95% CI, 1.80-6.95), and hemophagocytic lymphohistiocytosis (adjusted odds ratio, 2.79; 95% CI, 1.36-5.71) were associated with an increased odds of PICU mortality. PICU mortality varied significantly by center, and a higher mean number of sepsis patients per month in a center was associated with lower PICU mortality (adjusted odds ratio, 0.94; 95% CI, 0.90-0.98). PICU resource utilization varied by immunocompromised diagnosis and history of hematopoietic cell transplant, and among survivors immunocompromised patients have shorter median PICU length of stay compared with patients without immunocompromised diagnoses (p < 0.001). CONCLUSIONS: Immunocompromised diagnoses are present in 28% of children with severe sepsis or septic shock. Multiple prior malignancies, hemophagocytic lymphohistiocytosis, congenital immunodeficiency, and hematopoietic cell transplant are independently associated with an increased odds of PICU mortality in children with severe sepsis or septic shock. Significant variation exists in PICU mortality among centers despite adjustment for immunocompromised diagnoses, known risk factors for sepsis-related mortality, and center-level sepsis volume.


Assuntos
Hospedeiro Imunocomprometido , Sepse/mortalidade , Choque Séptico/mortalidade , Adolescente , Criança , Pré-Escolar , Feminino , Humanos , Lactente , Recém-Nascido , Unidades de Terapia Intensiva Pediátrica , Masculino , Estudos Retrospectivos , Fatores de Risco
18.
PLoS One ; 14(12): e0226493, 2019.
Artigo em Inglês | MEDLINE | ID: mdl-31830096

RESUMO

Duty hour monitoring is required in accredited training programs, however trainee self-reporting is onerous and vulnerable to bias. The objectives of this study were to use an automated, validated algorithm to measure duty hour violations of pediatric trainees over a full academic year and compare to self-reported violations. Duty hour violations calculated from electronic health record (EHR) logs varied significantly by trainee role and rotation. Block-by-block differences show 36.8% (222/603) of resident-blocks with more EHR-defined violations (EDV) compared to self-reported violations (SRV), demonstrating systematic under-reporting of duty hour violations. Automated duty hour tracking could provide real-time, objective assessment of the trainee work environment, allowing program directors and accrediting organizations to design and test interventions focused on improving educational quality.


Assuntos
Registros Eletrônicos de Saúde/estatística & dados numéricos , Internato e Residência/normas , Pediatria/educação , Admissão e Escalonamento de Pessoal/normas , Autorrelato , Apoio ao Desenvolvimento de Recursos Humanos/normas , Tolerância ao Trabalho Programado , Fidelidade a Diretrizes , Humanos , Internato e Residência/estatística & dados numéricos , Pediatria/normas , Melhoria de Qualidade , Inquéritos e Questionários
20.
Appl Clin Inform ; 10(1): 28-37, 2019 01.
Artigo em Inglês | MEDLINE | ID: mdl-30625502

RESUMO

OBJECTIVE: Excess physician work hours contribute to burnout and medical errors. Self-report of work hours is burdensome and often inaccurate. We aimed to validate a method that automatically determines provider shift duration based on electronic health record (EHR) timestamps across multiple inpatient settings within a single institution. METHODS: We developed an algorithm to calculate shift start and end times for inpatient providers based on EHR timestamps. We validated the algorithm based on overlap between calculated shifts and scheduled shifts. We then demonstrated a use case by calculating shifts for pediatric residents on inpatient rotations from July 1, 2015 through June 30, 2016, comparing hours worked and number of shifts by rotation and role. RESULTS: We collected 6.3 × 107 EHR timestamps for 144 residents on 771 inpatient rotations, yielding 14,678 EHR-calculated shifts. Validation on a subset of shifts demonstrated 100% shift match and 87.9 ± 0.3% overlap (mean ± standard error [SE]) with scheduled shifts. Senior residents functioning as front-line clinicians worked more hours per 4-week block (mean ± SE: 273.5 ± 1.7) than senior residents in supervisory roles (253 ± 2.3) and junior residents (241 ± 2.5). Junior residents worked more shifts per block (21 ± 0.1) than senior residents (18 ± 0.1). CONCLUSION: Automatic calculation of inpatient provider work hours is feasible using EHR timestamps. An algorithm to assess provider work hours demonstrated criterion validity via comparison with scheduled shifts. Differences between junior and senior residents in calculated mean hours worked and number of shifts per 4-week block were also consistent with differences in scheduled shifts and duty-hour restrictions.


Assuntos
Registros Eletrônicos de Saúde , Hospitais/estatística & dados numéricos , Médicos/estatística & dados numéricos , Carga de Trabalho/estatística & dados numéricos , Algoritmos , Automação , Esgotamento Profissional , Análise de Dados , Humanos , Pacientes Internados , Internato e Residência/estatística & dados numéricos , Médicos/psicologia , Jornada de Trabalho em Turnos/psicologia , Jornada de Trabalho em Turnos/estatística & dados numéricos , Fatores de Tempo
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