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1.
Pediatr Crit Care Med ; 25(4): 364-374, 2024 Apr 01.
Artigo em Inglês | MEDLINE | ID: mdl-38059732

RESUMO

OBJECTIVE: Perform a scoping review of supervised machine learning in pediatric critical care to identify published applications, methodologies, and implementation frequency to inform best practices for the development, validation, and reporting of predictive models in pediatric critical care. DESIGN: Scoping review and expert opinion. SETTING: We queried CINAHL Plus with Full Text (EBSCO), Cochrane Library (Wiley), Embase (Elsevier), Ovid Medline, and PubMed for articles published between 2000 and 2022 related to machine learning concepts and pediatric critical illness. Articles were excluded if the majority of patients were adults or neonates, if unsupervised machine learning was the primary methodology, or if information related to the development, validation, and/or implementation of the model was not reported. Article selection and data extraction were performed using dual review in the Covidence tool, with discrepancies resolved by consensus. SUBJECTS: Articles reporting on the development, validation, or implementation of supervised machine learning models in the field of pediatric critical care medicine. INTERVENTIONS: None. MEASUREMENTS AND MAIN RESULTS: Of 5075 identified studies, 141 articles were included. Studies were primarily (57%) performed at a single site. The majority took place in the United States (70%). Most were retrospective observational cohort studies. More than three-quarters of the articles were published between 2018 and 2022. The most common algorithms included logistic regression and random forest. Predicted events were most commonly death, transfer to ICU, and sepsis. Only 14% of articles reported external validation, and only a single model was implemented at publication. Reporting of validation methods, performance assessments, and implementation varied widely. Follow-up with authors suggests that implementation remains uncommon after model publication. CONCLUSIONS: Publication of supervised machine learning models to address clinical challenges in pediatric critical care medicine has increased dramatically in the last 5 years. While these approaches have the potential to benefit children with critical illness, the literature demonstrates incomplete reporting, absence of external validation, and infrequent clinical implementation.


Assuntos
Estado Terminal , Sepse , Adulto , Recém-Nascido , Humanos , Criança , Ciência de Dados , Estudos Retrospectivos , Cuidados Críticos , Sepse/diagnóstico , Sepse/terapia , Aprendizado de Máquina Supervisionado
2.
Pediatr Transplant ; 27(5): e14452, 2023 08.
Artigo em Inglês | MEDLINE | ID: mdl-36518025

RESUMO

BACKGROUND: Preliminary evidence suggests that non-lung organ donation from resolved, asymptomatic or mildly symptomatic SARS-CoV-2 infected adults may be safe. However, several biological aspects of SARS-CoV-2 infection differ in children and the risk for transmission and outcomes of recipients from pediatric donors with SARS-CoV-2 infection are not well described. METHODS: We report two unvaccinated asymptomatic pediatric non-lung organ deceased donors who tested positive for SARS-CoV-2 RNA by RT-PCR. Donor One unexpectedly had SARS-CoV-2 RNA detected in nasopharyngeal swab and plasma specimens at autopsy despite several negative tests (upper and lower respiratory tract) in the days prior to organ recovery. Donor Two had SARS-CoV- 2 RNA detected in multiple nasopharyngeal swabs but not lower respiratory tract specimens (endotracheal aspirate and bronchoalveolar lavage) during routine surveillance prior to organ recovery and was managed with remdesivir and monoclonal antibodies prior to organ recovery. RESULTS: Two hearts, two livers and four kidneys were successfully transplanted into seven recipients. No donor to recipient transmission of SARS-CoV-2 was observed and graft function of all organs has remained excellent for up to 7 months of followup. CONCLUSIONS: Due to the persistent gap between organ availability and the number of children waiting for transplants, deceased pediatric patients with non-disseminated SARS-CoV-2 infection, isolated to upper and/or lower respiratory tract, should be considered as potential non-lung organ donors.


Assuntos
COVID-19 , Transplante de Órgãos , Obtenção de Tecidos e Órgãos , Adulto , Humanos , Criança , COVID-19/diagnóstico , COVID-19/epidemiologia , SARS-CoV-2 , RNA Viral , Doadores de Tecidos
3.
Pediatr Crit Care Med ; 24(10): 795-806, 2023 Oct 01.
Artigo em Inglês | MEDLINE | ID: mdl-37272946

RESUMO

OBJECTIVES: Untangling the heterogeneity of sepsis in children and identifying clinically relevant phenotypes could lead to the development of targeted therapies. Our aim was to analyze the organ dysfunction trajectories of children with sepsis-associated multiple organ dysfunction syndrome (MODS) to identify reproducible and clinically relevant sepsis phenotypes and determine if they are associated with heterogeneity of treatment effect (HTE) to common therapies. DESIGN: Multicenter observational cohort study. SETTING: Thirteen PICUs in the United States. PATIENTS: Patients admitted with suspected infections to the PICU between 2012 and 2018. INTERVENTIONS: None. MEASUREMENTS AND MAIN RESULTS: We used subgraph-augmented nonnegative matrix factorization to identify candidate trajectory-based phenotypes based on the type, severity, and progression of organ dysfunction in the first 72 hours. We analyzed the candidate phenotypes to determine reproducibility as well as prognostic, therapeutic, and biological relevance. Overall, 38,732 children had suspected infection, of which 15,246 (39.4%) had sepsis-associated MODS with an in-hospital mortality of 10.1%. We identified an organ dysfunction trajectory-based phenotype (which we termed persistent hypoxemia, encephalopathy, and shock) that was highly reproducible, had features of systemic inflammation and coagulopathy, and was independently associated with higher mortality. In a propensity score-matched analysis, patients with persistent hypoxemia, encephalopathy, and shock phenotype appeared to have HTE and benefit from adjuvant therapy with hydrocortisone and albumin. When compared with other high-risk clinical syndromes, the persistent hypoxemia, encephalopathy, and shock phenotype only overlapped with 50%-60% of patients with septic shock, moderate-to-severe pediatric acute respiratory distress syndrome, or those in the top tier of organ dysfunction burden, suggesting that it represents a nonsynonymous clinical phenotype of sepsis-associated MODS. CONCLUSIONS: We derived and validated the persistent hypoxemia, encephalopathy, and shock phenotype, which is highly reproducible, clinically relevant, and associated with HTE to common adjuvant therapies in children with sepsis.


Assuntos
Encefalopatias , Sepse , Choque Séptico , Criança , Humanos , Insuficiência de Múltiplos Órgãos/etiologia , Relevância Clínica , Reprodutibilidade dos Testes , Fenótipo , Encefalopatias/complicações , Hipóxia/etiologia
4.
Pediatr Crit Care Med ; 21(1): 21-32, 2020 01.
Artigo em Inglês | MEDLINE | ID: mdl-31568239

RESUMO

OBJECTIVES: To determine risk factors and outcomes associated with delirium in PICU patients. DESIGN: Retrospective cohort study. SETTING: Thirty-two-bed PICU within a tertiary care academic children's hospital. PATIENTS: All children admitted to the PICU March 1, 2014, to October 1, 2016, with at least one Cornell Assessment of Pediatric Delirium score (n = 2,446). INTERVENTIONS: None. MEASUREMENTS AND MAIN RESULTS: Cornell Assessment of Pediatric Delirium score was performed twice daily as standard of care. We characterized delirium as: 1) presence of greater than or equal to 1 positive score (Cornell Assessment of Pediatric Delirium ≥ 9) and 2) number of days with a positive score. We built multivariable logistic and linear regression models using electronic medical records data. Many patients (n = 1,538; 63%) had a short length of stay (< 48 hr). Compared with patients with length of stay greater than or equal to 48 hours, fewer experienced delirium (30% vs 69%; p < 0.0001). Among 908 patients with length of stay greater than or equal to 48 hours, presence of delirium was independently associated with age less than 2 years old, baseline cognitive dysfunction, primary diagnosis, and duration of mechanical ventilation. Benzodiazepines demonstrated a dose-response effect (odds ratio for presence of delirium, 1.8 [p = 0.03], 3.4 [p < 0.001], and 9.7 [p = 0.005] for < 25th percentile, 25-75th percentile, and > 75th percentile of total dose, vs no exposure). In terms of outcomes, presence of delirium was independently associated with increased ICU length of stay (p < 0.001), whereas days of delirium were independently associated with decline in cognitive function from ICU admission to discharge (odds ratio, 1.06; p < 0.001), increased ICU (p < 0.001), and hospital length of stay (p < 0.001). Neither delirium presence nor total days were independently associated with mortality. CONCLUSIONS: Delirium is common in the PICU, particularly among patients with length of stay greater than or equal to 48 hours. It is independently associated with patient characteristics and PICU exposures, including benzodiazepines. The role of delirium as an independent causal factor in patient outcome requires further investigation.


Assuntos
Delírio/epidemiologia , Unidades de Terapia Intensiva Pediátrica , Benzodiazepinas/administração & dosagem , Criança , Pré-Escolar , Delírio/diagnóstico , Delírio/terapia , Feminino , Humanos , Hipnóticos e Sedativos/administração & dosagem , Lactente , Tempo de Internação , Masculino , Alta do Paciente , Respiração Artificial , Estudos Retrospectivos , Fatores de Risco , Centros de Atenção Terciária , Fatores de Tempo , Resultado do Tratamento
5.
J Clin Ultrasound ; 48(8): 443-451, 2020 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-32734612

RESUMO

PURPOSE: We sought to understand current POCUS practices and comfort as well as assess opinions about POCUS across our medical system via a survey to guide program development. METHODS: This study was conducted as a 19 question RedCap survey with multiple parts. Respondents were queried for demographics as well as experience with, attitudes toward, and clinical use of POCUS in common critical care scenarios. RESULTS: The survey was completed by 343 individuals, a response rate of 30%. Most respondents "agreed" that POCUS is a needed skill and helped them provide safer care (78% and 86% agreement). Most faculty and trainees reported some POCUS training (62% and 88%) and at least weekly use. Trainees rated themselves more comfortable than faculty for most exam types. The majority of faculty rated their POCUS education as inadequate while trainees had mixed responses. CONCLUSIONS: POCUS is a frequently used tool, yet users are less confident in their skills than expected. POCUS applications are viewed as needed for future practice but there is a substantial need for improved education among faculty and trainees. Pooling resources and sharing educational initiatives across multiple specialties may help improve POCUS implementation.


Assuntos
Sistemas Automatizados de Assistência Junto ao Leito/estatística & dados numéricos , Padrões de Prática Médica/estatística & dados numéricos , Ultrassonografia/estatística & dados numéricos , Cuidados Críticos , Feminino , Humanos , Masculino , Inquéritos e Questionários
6.
Pediatr Crit Care Med ; 20(10): 914-922, 2019 10.
Artigo em Inglês | MEDLINE | ID: mdl-31589198

RESUMO

OBJECTIVES: We sought to describe current outcomes of Multiple Organ Dysfunction Syndrome present on day 1 of PICU admission. DESIGN: Retrospective observational cohort study. SETTING: Virtual Pediatric Systems, LLC, database admissions, January 2014 and December 2015. PATIENTS: We analyzed 194,017 consecutive PICU admissions, (age 1 mo to 18 yr) from the 2014-2015 Virtual Pediatric Systems database. INTERVENTIONS: We identified day 1 Multiple Organ Dysfunction Syndrome by International Pediatric Sepsis Consensus Conference criteria with day 1 laboratory and vital sign values. Functional status was evaluated by Pediatric Overall Performance Category and Pediatric Cerebral Performance Category scores from PICU admission and discharge. MEASUREMENTS AND MAIN RESULTS: Overall, PICU mortality was 2.1%. We identified day 1 Multiple Organ Dysfunction Syndrome in 14.4% of admissions. Patients with Multiple Organ Dysfunction Syndrome had higher mortality than those without Multiple Organ Dysfunction Syndrome (10.3% vs 0.7%; p < 0.0001), and a higher percentage of survivors had greater than or equal to 2 category worsening in Pediatric Cerebral Performance Category score (3.6% vs 0.5%; p < 0.0001) or Pediatric Overall Performance Category score (6.0% vs 1.8%; p < 0.0001). The odds of death with day 1 Multiple Organ Dysfunction Syndrome was 14.3 (95% CI, 13-15.7), while the odds of death or discharge with Pediatric Overall Performance Category/Pediatric Cerebral Performance Category score greater than or equal to 3 (poor functional outcome) was 6.7 (95% CI, 6-7.4). In a subset of 148,188 patients from hospitals where limitation of support decisions were recorded, 5.8% patients with Multiple Organ Dysfunction Syndrome had limitation of support decisions in place, compared with 0.8% of patients without Multiple Organ Dysfunction Syndrome (p < 0.0001). Of day 1 Multiple Organ Dysfunction Syndrome patients who died, 43.1% had limitation of support decisions in place, and 41.6% had withdrawal of life-sustaining therapies (p < 0.0001). CONCLUSIONS: Multiple Organ Dysfunction Syndrome present on day 1 of admission continues to be a major source of morbidity and mortality in the PICU, but risk of poor neurologic outcome may be improved. Further research is needed to understand decisions regarding limitation of support and withdrawal of life-sustaining therapy decisions in patients admitted with day 1 Multiple Organ Dysfunction Syndrome.


Assuntos
Unidades de Terapia Intensiva Pediátrica , Insuficiência de Múltiplos Órgãos/epidemiologia , Adolescente , Criança , Pré-Escolar , Feminino , Mortalidade Hospitalar , Humanos , Lactente , Masculino , Insuficiência de Múltiplos Órgãos/mortalidade , Escores de Disfunção Orgânica , Avaliação de Resultados em Cuidados de Saúde , Admissão do Paciente , Estudos Retrospectivos , Fatores de Risco , Taxa de Sobrevida , Fatores de Tempo
7.
Pediatr Crit Care Med ; 20(6): 501-509, 2019 06.
Artigo em Inglês | MEDLINE | ID: mdl-30720672

RESUMO

OBJECTIVES: Mortality from pediatric sepsis has steadily declined over the past several decades; however, little is known about morbidity among survivors. We aimed to determine the prevalence of and risk factors for failure to recover to baseline health-related quality of life following community-acquired pediatric sepsis. DESIGN: Retrospective cohort study. SETTING: Seattle Children's Hospital. PATIENTS: Children aged 1 month to 21 years admitted to the inpatient wards or ICUs from 2012 to 2015 who met 2005 consensus sepsis criteria within 4 hours of hospitalization and were enrolled in the hospital's Outcomes Assessment Program with baseline, admission, and post-discharge health-related quality of life data available. INTERVENTIONS: None. MEASUREMENTS AND MAIN RESULTS: We assessed health-related quality of life with the Pediatric Quality of Life Inventory for pre-admission baseline, admission, and post-discharge (median, 31 d) status. We determined associations between patient and illness characteristics with failure to recover within 4.5 points of baseline at follow-up (the minimum clinically significant difference between two scores). Of 790 patients, 23.8% failed to recover to baseline health-related quality of life at follow-up. Factors associated with failure to recover were septic shock, older age, private insurance, complex chronic disease, immune compromise, CNS infection or bacteremia, ICU admission, and longer length of stay. On multivariable analysis controlling for time to follow-up, failure to recover was independently associated with septic shock (relative risk, 1.79; 95% CI, 1.24-2.58), older age (relative risk, 1.02/yr; 95% CI, 1.01-1.05), immune compromise (relative risk, 1.83; 95% CI, 1.40-2.40), and length of stay (relative risk, 1.03/d; 95% CI, 1.01-1.04). CONCLUSIONS: Nearly one-quarter of children surviving hospitalization for community-acquired sepsis experienced a clinically significant deterioration in health-related quality of life. We identify risk factors for poor outcomes following sepsis and highlight the need for ongoing evaluation and treatment by primary and specialty care providers for pediatric sepsis survivors after hospital discharge.


Assuntos
Qualidade de Vida , Sepse/fisiopatologia , Sobreviventes/estatística & dados numéricos , Adolescente , Fatores Etários , Criança , Pré-Escolar , Infecções Comunitárias Adquiridas , Comorbidade , Feminino , Humanos , Lactente , Unidades de Terapia Intensiva/estatística & dados numéricos , Tempo de Internação/estatística & dados numéricos , Masculino , Alta do Paciente , Estudos Retrospectivos , Choque Séptico/fisiopatologia , Fatores Socioeconômicos , Adulto Jovem
8.
Crit Care Med ; 45(4): 670-678, 2017 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-28291093

RESUMO

OBJECTIVES: Previous studies have suggested an association between nonwhite race and poor outcomes in small subsets of cardiac surgery patients who require extracorporeal life support. This study aims to examine the association of race/ethnicity with mortality in pediatric patients who receive extracorporeal life support for cardiac support. DESIGN: Retrospective analysis of registry data. SETTING: Prospectively collected multi-institutional registry data. SUBJECTS: Data from all North American pediatric patients in the Extracorporeal Life Support International Registry who received extracorporeal life support for cardiac support between 1998 and 2012 were analyzed. Multivariate regression models were constructed to examine the association between race/ethnicity and hospital mortality, adjusting for demographics, diagnosis, pre-extracorporeal life support care, extracorporeal life support variables, and extracorporeal life support-related complications. INTERVENTIONS: None. MEASUREMENTS AND MAIN RESULTS: Of 7,106 patients undergoing cardiac extracorporeal life support, the majority of patients were of white race (56.9%) with black race (16.7%), Hispanic ethnicity (15.8%), and Asian race (2.8%) comprising the other major race/ethnic groups. The mortality rate was 53.9% (n = 3,831). After adjusting for covariates, multivariate analysis identified black race (relative risk = 1.10; 95% CI, 1.04-1.16) and Hispanic ethnicity (relative risk = 1.08; 95% CI, 1.02-1.14) as independent risk factors for mortality. CONCLUSIONS: Black race and Hispanic ethnicity are independently associated with mortality in children who require cardiac extracorporeal life support.


Assuntos
Procedimentos Cirúrgicos Cardíacos/mortalidade , Oxigenação por Membrana Extracorpórea/mortalidade , Hispânico ou Latino/estatística & dados numéricos , Mortalidade Hospitalar/etnologia , Grupos Raciais/estatística & dados numéricos , Adolescente , Povo Asiático/estatística & dados numéricos , População Negra/estatística & dados numéricos , Criança , Pré-Escolar , Oxigenação por Membrana Extracorpórea/efeitos adversos , Feminino , Cardiopatias Congênitas/mortalidade , Cardiopatias Congênitas/cirurgia , Humanos , Lactente , Recém-Nascido , Masculino , Miocardite/mortalidade , Miocardite/cirurgia , América do Norte/epidemiologia , Estudos Retrospectivos , Fatores de Risco , Taxa de Sobrevida , População Branca/estatística & dados numéricos
9.
J Pediatr ; 177: 197-203.e1, 2016 10.
Artigo em Inglês | MEDLINE | ID: mdl-27453367

RESUMO

OBJECTIVES: To examine the proportionate use of critical care resources among children of differing medical complexity admitted to pediatric intensive care units (ICUs) in tertiary-care children's hospitals. STUDY DESIGN: This is a retrospective, cross-sectional study of all children (<19 years of age) admitted to a pediatric ICU between January 1, 2012, and December 31, 2013, in the Pediatric Health Information Systems database. Using the Pediatric Medical Complexity Algorithm, we assigned patients to 1 of 3 categories: no chronic disease, noncomplex chronic disease (NC-CD), or complex chronic disease (C-CD). Baseline demographics, hospital costs, and critical care resource use were stratified by these groups and summarized. RESULTS: Of 136 133 children with pediatric ICU admissions, 53.0% were categorized as having C-CD. At the individual-encounter level, ICU resource use was greatest among patients with C-CD compared with children with NC-CD and no chronic disease. At the hospital level, patients with C-CD accounted for more than 75% of all examined ICU resources, including ventilation days, ICU costs, extracorporeal membrane oxygenation runs, and arterial and central venous catheters. Children with a progressive condition accounted for one-half of all ICU resources. In contrast, patients with no chronic disease and NC-CD accounted for less than one-quarter of all ICU therapies. CONCLUSION: Children with medical complexity disproportionately use the majority of ICU resources in children's hospitals. Efforts to improve quality and provide cost-effective care should focus on this population.


Assuntos
Cuidados Críticos/estatística & dados numéricos , Estado Terminal/terapia , Adolescente , Algoritmos , Criança , Pré-Escolar , Estudos Transversais , Feminino , Recursos em Saúde/estatística & dados numéricos , Humanos , Lactente , Recém-Nascido , Unidades de Terapia Intensiva , Masculino , Estudos Retrospectivos
10.
J Pediatr ; 167(6): 1295-300.e4, 2015 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-26470685

RESUMO

OBJECTIVES: To evaluate accuracy of 2 established administrative methods of identifying children with sepsis using a medical record review reference standard. STUDY DESIGN: Multicenter retrospective study at 6 US children's hospitals. Subjects were children >60 days to <19 years of age and identified in 4 groups based on International Classification of Diseases, Ninth Revision, Clinical Modification codes: (1) severe sepsis/septic shock (sepsis codes); (2) infection plus organ dysfunction (combination codes); (3) subjects without codes for infection, organ dysfunction, or severe sepsis; and (4) infection but not severe sepsis or organ dysfunction. Combination codes were allowed, but not required within the sepsis codes group. We determined the presence of reference standard severe sepsis according to consensus criteria. Logistic regression was performed to determine whether addition of codes for sepsis therapies improved case identification. RESULTS: A total of 130 out of 432 subjects met reference SD of severe sepsis. Sepsis codes had sensitivity 73% (95% CI 70-86), specificity 92% (95% CI 87-95), and positive predictive value 79% (95% CI 70-86). Combination codes had sensitivity 15% (95% CI 9-22), specificity 71% (95% CI 65-76), and positive predictive value 18% (95% CI 11-27). Slight improvements in model characteristics were observed when codes for vasoactive medications and endotracheal intubation were added to sepsis codes (c-statistic 0.83 vs 0.87, P = .008). CONCLUSIONS: Sepsis specific International Classification of Diseases, Ninth Revision, Clinical Modification codes identify pediatric patients with severe sepsis in administrative data more accurately than a combination of codes for infection plus organ dysfunction.


Assuntos
Sepse/diagnóstico , Choque Séptico/diagnóstico , Adolescente , Criança , Pré-Escolar , Feminino , Humanos , Lactente , Classificação Internacional de Doenças , Masculino , Valor Preditivo dos Testes , Estudos Retrospectivos , Sensibilidade e Especificidade , Estados Unidos , Adulto Jovem
11.
J Intensive Care Med ; 30(7): 426-35, 2015 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-24756307

RESUMO

OBJECTIVE: End-tidal carbon dioxide (ETCO(2)) measurements during cardiopulmonary resuscitation (CPR) reflect variable cardiac output over time, and low values have been associated with decreased survival. The goals of this review are to confirm and quantify this relationship and to determine the mean ETCO(2) value among patients with return of spontaneous circulation (ROSC) as an initial step toward determining an appropriate target for intervention during resuscitation in the absence of prospective data. DATA SOURCES AND STUDY SELECTION: The PubMed database was searched for the key words "end-tidal carbon dioxide" or "capnometry" or "capnography" and "resuscitation" or "return of spontaneous circulation." Randomized controlled trials, cohort studies, or case-control studies that reported ETCO(2) values for participants with and without ROSC were included. DATA EXTRACTION AND SYNTHESIS: Twenty-seven studies met the inclusion criteria for qualitative synthesis. Twenty studies were included in determination of average ETCO(2) values. The mean ETCO(2) in participants with ROSC was 25.8 ± 9.8 mm Hg versus 13.1 ± 8.2 mm Hg (P = .001) in those without ROSC. Nineteen studies were included in a meta-analysis. The mean difference in ETCO(2) was 12.7 mm Hg (95% confidence interval: 10.3-15.1) between participants with and without ROSC (P < .001). The mean difference in ETCO(2) was not modified by the receipt of sodium bicarbonate, uncontrolled minute ventilation, or era of resuscitation guidelines. The overall quality of data by Grades of Recommendations, Assessment, Development and Evaluation criteria is very low, but no prospective data are currently available. CONCLUSIONS: Participants with ROSC after CPR have statistically higher levels of ETCO(2). The average ETCO(2) level of 25 mm Hg in participants with ROSC is notably higher than the threshold of 10 to 20 mm Hg to improve delivery of chest compressions. The ETCO(2) goals during resuscitation may be higher than previously suggested and further investigation into appropriate targets during resuscitation is needed to diminish morbidity and mortality after cardiorespiratory arrest.


Assuntos
Dióxido de Carbono/fisiologia , Reanimação Cardiopulmonar , Parada Cardíaca/fisiopatologia , Volume de Ventilação Pulmonar/fisiologia , Parada Cardíaca/mortalidade , Humanos , Estudos Prospectivos
12.
Pediatr Crit Care Med ; 15(9): 798-805, 2014 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-25162514

RESUMO

OBJECTIVES: To compare the prevalence, resource utilization, and mortality for pediatric severe sepsis identified using two established identification strategies. DESIGN: Observational cohort study from 2004 to 2012. SETTING: Forty-four pediatric hospitals contributing data to the Pediatric Health Information Systems database. PATIENTS: Children 18 years old or younger. MEASUREMENTS AND MAIN RESULTS: We identified patients with severe sepsis or septic shock by using two International Classification of Diseases, 9th edition, Clinical Modification-based coding strategies: 1) combinations of International Classification of Diseases, 9th edition, Clinical Modification codes for infection plus organ dysfunction (combination code cohort); 2) International Classification of Diseases, 9th edition, Clinical Modification codes for severe sepsis and septic shock (sepsis code cohort). Outcomes included prevalence of severe sepsis, as well as hospital and ICU length of stay, and mortality. Outcomes were compared between the two cohorts examining aggregate differences over the study period and trends over time. The combination code cohort identified 176,124 hospitalizations (3.1% of all hospitalizations), whereas the sepsis code cohort identified 25,236 hospitalizations (0.45%), a seven-fold difference. Between 2004 and 2012, the prevalence of sepsis increased from 3.7% to 4.4% using the combination code cohort and from 0.4% to 0.7% using the sepsis code cohort (p < 0.001 for trend in each cohort). Length of stay (hospital and ICU) and costs decreased in both cohorts over the study period (p < 0.001). Overall, hospital mortality was higher in the sepsis code cohort than the combination code cohort (21.2% [95% CI, 20.7-21.8] vs 8.2% [95% CI, 8.0-8.3]). Over the 9-year study period, there was an absolute reduction in mortality of 10.9% (p < 0.001) in the sepsis code cohort and 3.8% (p < 0.001) in the combination code cohort. CONCLUSIONS: Prevalence of pediatric severe sepsis increased in the studied U.S. children's hospitals over the past 9 years, whereas resource utilization and mortality decreased. Epidemiologic estimates of pediatric severe sepsis varied up to seven-fold depending on the strategy used for case ascertainment.


Assuntos
Hospitais Pediátricos/estatística & dados numéricos , Unidades de Terapia Intensiva Pediátrica/estatística & dados numéricos , Classificação Internacional de Doenças/estatística & dados numéricos , Sepse/epidemiologia , Adolescente , Criança , Pré-Escolar , Estudos de Coortes , Feminino , Mortalidade Hospitalar , Humanos , Lactente , Recém-Nascido , Tempo de Internação , Masculino , Prevalência , Estudos Retrospectivos , Sepse/mortalidade , Choque Séptico/epidemiologia
13.
Pediatr Crit Care Med ; 14(9): 835-42, 2013 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-24108117

RESUMO

OBJECTIVES: To evaluate risk factors for poor functional outcome in 28-day survivors after an episode of severe sepsis. DESIGN: Retrospective cohort study examining data from the Researching Severe Sepsis and Organ Dysfunction in Children: A Global Perspective trial (NCT00049764). SETTING: One hundred and four pediatric centers in 18 countries. SUBJECTS: Children with severe sepsis who required both vasoactive-inotropic infusions and mechanical ventilation and who survived to 28 days (n = 384). INTERVENTIONS: None. MEASUREMENTS AND MAIN RESULTS: Poor functional outcome was defined as a Pediatric Overall Performance Category score greater than or equal to 3 and an increase from baseline when measured 28 days after trial enrollment. Median Pediatric Overall Performance Category at enrollment was 1 (interquartile range, 1-2). Median Pediatric Overall Performance Category at 28 days was 2 (interquartile range, 1-4). Thirty-four percent of survivors had decline in their functional status at 28 days, and 18% were determined to have a "poor" functional outcome. Hispanic ethnicity was associated with poor functional outcome compared to the white referent group (risk ratio = 1.9; 95% CI: 1.0-3.0). Clinical factors associated with increased risk of poor outcome included CNS and intra-abdominal infection sources compared to the lung infection referent category (risk ratio = 3.3; 95% CI: 1.4-5.6 and 2.4; 95% CI: 1.0-4.5, respectively); a history of recent trauma (risk ratio = 3.9; 95% CI: 1.4-5.4); receipt of cardiopulmonary resuscitation prior to enrollment (risk ratio = 5.1; 95% CI: 2.9-5.7); and baseline Pediatric Risk of Mortality III score of 20-29 (risk ratio = 2.8; 95% CI: 1.2-5.2) and Pediatric Risk of Mortality III greater than or equal to 30 (risk ratio = 4.5; 95% CI: 1.6-8.0) compared to the referent group with Pediatric Risk of Mortality III scores of 0-9. CONCLUSIONS: In this sample of 28-day survivors of pediatric severe sepsis diminished functional status was common. This analysis provides evidence that particular patient characteristics and aspects of an individual's clinical course are associated with poor functional outcome 28 days after onset of severe sepsis. These characteristics may provide opportunity for intervention in order to improve functional outcome in pediatric patients with severe sepsis. Decline in functional status 28 days after onset of severe sepsis is a frequent and potentially clinically meaningful event. Utilization of functional status as the primary outcome in future pediatric sepsis clinical trials should be considered.


Assuntos
Escores de Disfunção Orgânica , Sepse/fisiopatologia , Sepse/terapia , Índice de Gravidade de Doença , Adolescente , Anticoagulantes/uso terapêutico , Povo Asiático , Cardiotônicos/uso terapêutico , Infecções do Sistema Nervoso Central/complicações , Criança , Pré-Escolar , Hispânico ou Latino , Humanos , Lactente , Recém-Nascido , Proteína C/uso terapêutico , Respiração Artificial , Infecções Respiratórias/complicações , Estudos Retrospectivos , Fatores de Risco , Sepse/etnologia , Resultado do Tratamento , População Branca
14.
Resuscitation ; 171: 8-14, 2022 02.
Artigo em Inglês | MEDLINE | ID: mdl-34906621

RESUMO

OBJECTIVE: To evaluate the association between hyperoxia in the first 24 hours after in-hospital pediatric cardiac arrest and mortality and poor neurological outcome. METHODS: This is a retrospective cohort study of inpatients in a freestanding children's hospital. We included all patients younger than 18 years of age with in-hospital cardiac arrest between December 2012 and December 2019, who achieved return of circulation (ROC) for longer than 20 minutes, survived at least 24 hours after cardiac arrest, and had documented PaO2 or SpO2 during the first 24 hours after ROC. Hyperoxia was defined as having at least one level of PaO2 above 200 mmHg in the first 24 hours after cardiac arrest. RESULTS: There were 187 patients who met eligibility criteria, of whom 48% had hyperoxia during the first 24 hours after cardiac arrest. In-hospital mortality was 41%, with similar mortality between oxygenation groups (hyperoxia 45% vs no hyperoxia 38%). We did not observe an association between hyperoxia and in-hospital mortality or poor neurological outcome after adjusting for confounders (odds ratio 1.2, 95% confidence interval 0.5-2.8). On sensitivity analysis using two additional cutoffs of PaO2 (>150 mmHg and > 300 mmHg), there was also no association with in-hospital mortality or poor neurological outcome after adjusting for confounders. Similarly, on multivariable logistic regression using SpO2 > 99% as the exposure, there was no difference in the frequency of death or poor neurological outcome at hospital discharge. CONCLUSION: Hyperoxia after pediatric cardiac arrest was common and was not associated with worse in-hospital outcomes.


Assuntos
Reanimação Cardiopulmonar , Parada Cardíaca , Hiperóxia , Gasometria , Reanimação Cardiopulmonar/efeitos adversos , Criança , Parada Cardíaca/terapia , Mortalidade Hospitalar , Humanos , Hiperóxia/complicações , Estudos Retrospectivos
15.
Pediatrics ; 149(1 Suppl 1): S103-S110, 2022 01 01.
Artigo em Inglês | MEDLINE | ID: mdl-34970678

RESUMO

OBJECTIVES: The goal of this study was to determine the incidence, prognostic performance, and generalizability of the Pediatric Organ Dysfunction Information Update Mandate (PODIUM) organ dysfunction criteria using electronic health record (EHR) data. Additionally, we sought to compare the performance of the PODIUM criteria with the organ dysfunction criteria proposed by the 2005 International Pediatric Sepsis Consensus Conference (IPSCC). METHODS: Retrospective observational cohort study of critically ill children at 2 medical centers in the United States between 2010 and 2018. We assessed prevalence of organ dysfunction based on the PODIUM and IPSCC criteria for each 24-hour period from admission to 28 days. We studied the prognostic performance of the criteria to discriminate in-hospital mortality. RESULTS: Overall, 22 427 PICU admissions met inclusion criteria, and in-hospital mortality was 2.3%. The cumulative incidence of each PODIUM organ dysfunction ranged from 15% to 30%, with an in-hospital mortality of 6% to 10% for most organ systems. The number of concurrent PODIUM organ dysfunctions demonstrated good-to-excellent discrimination for in-hospital mortality (area under the curve 0.87-0.93 for day 1 through 28) and compared favorably to the IPSCC criteria (area under the curve 0.84-0.92, P < .001 to P = .06). CONCLUSIONS: We present the first evaluation of the PODIUM organ dysfunction criteria in 2 EHR databases. The use of the PODIUM organ dysfunction criteria appears promising for epidemiologic and clinical research studies using EHR data. More studies are needed to evaluate the PODIUM criteria that are not routinely collected in structured format in EHR databases.


Assuntos
Insuficiência de Múltiplos Órgãos/diagnóstico , Escores de Disfunção Orgânica , Criança , Estado Terminal , Bases de Dados Factuais , Registros Eletrônicos de Saúde , Mortalidade Hospitalar , Humanos , Insuficiência de Múltiplos Órgãos/mortalidade , Insuficiência de Múltiplos Órgãos/fisiopatologia , Prognóstico , Estudos Retrospectivos , Fatores de Risco , Estados Unidos/epidemiologia
16.
Pediatrics ; 149(1 Suppl 1): S1-S12, 2022 01 01.
Artigo em Inglês | MEDLINE | ID: mdl-34970673

RESUMO

Prior criteria for organ dysfunction in critically ill children were based mainly on expert opinion. We convened the Pediatric Organ Dysfunction Information Update Mandate (PODIUM) expert panel to summarize data characterizing single and multiple organ dysfunction and to derive contemporary criteria for pediatric organ dysfunction. The panel was composed of 88 members representing 47 institutions and 7 countries. We conducted systematic reviews of the literature to derive evidence-based criteria for single organ dysfunction for neurologic, cardiovascular, respiratory, gastrointestinal, acute liver, renal, hematologic, coagulation, endocrine, endothelial, and immune system dysfunction. We searched PubMed and Embase from January 1992 to January 2020. Study identification was accomplished using a combination of medical subject headings terms and keywords related to concepts of pediatric organ dysfunction. Electronic searches were performed by medical librarians. Studies were eligible for inclusion if the authors reported original data collected in critically ill children; evaluated performance characteristics of scoring tools or clinical assessments for organ dysfunction; and assessed a patient-centered, clinically meaningful outcome. Data were abstracted from each included study into an electronic data extraction form. Risk of bias was assessed using the Quality in Prognosis Studies tool. Consensus was achieved for a final set of 43 criteria for pediatric organ dysfunction through iterative voting and discussion. Although the PODIUM criteria for organ dysfunction were limited by available evidence and will require validation, they provide a contemporary foundation for researchers to identify and study single and multiple organ dysfunction in critically ill children.


Assuntos
Insuficiência de Múltiplos Órgãos/diagnóstico , Escores de Disfunção Orgânica , Criança , Cuidados Críticos , Estado Terminal , Medicina Baseada em Evidências , Humanos , Insuficiência de Múltiplos Órgãos/terapia
17.
Pediatr Crit Care Med ; 12(6): e233-6, 2011 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-21263363

RESUMO

OBJECTIVE: To determine whether an elevated serum ferritin level is independently associated with mortality and receipt of critical care in pediatric patients. DESIGN: Retrospective cohort study, open population. SETTING: Seattle Children's Hospital, Seattle, WA, from September 2, 2003, to February 15, 2008. PATIENTS: All patients tested for serum ferritin level from September 2, 2003, to August 16, 2007, with a level ≥1000 ng/mL. INTERVENTIONS: None. MAIN ANALYSIS: Cox regression. MEASUREMENTS AND MAIN RESULTS: The predictor of interest was the patient-specific peak serum ferritin level, dichotomized a priori at 3000 ng/mL. The outcomes were mortality and intensive care unit admission. A total of 171 patients met the inclusion criteria. The observation time without death or intensive care unit admission ranged from 184 to 1621 days. The hazard ratio of death with peak ferritin of >3000 ng/mL was 4.32 (95% confidence interval 2.21-8.47, p < .001) compared to peak ferritin of 1000-3000 ng/mL. The hazard ratio of intensive care unit admission with peak ferritin of >3000 ng/mL was 2.49 (95% confidence interval 1.53-4.05, p < .001) compared to peak ferritin of 1000-3000 ng/mL. Both estimates were adjusted for bone marrow transplant, solid organ transplant, hemoglobinopathy, and existing rheumatologic disease. CONCLUSION: In this pediatric population, with serum ferritin levels of >3000 ng/mL, there was increased risk for both receipt of critical care and subsequent death.


Assuntos
Ferritinas/sangue , Mortalidade Hospitalar/tendências , Unidades de Terapia Intensiva Pediátrica , Adolescente , Criança , Pré-Escolar , Estado Terminal , Feminino , Ferritinas/efeitos adversos , Humanos , Masculino , Auditoria Médica , Modelos de Riscos Proporcionais , Estudos Retrospectivos , Washington/epidemiologia
19.
Respir Care ; 65(3): 333-340, 2020 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-31992672

RESUMO

BACKGROUND: There is evidence that ventilator weaning protocols provide benefit to children receiving mechanical ventilation, but many protocols do not include explicit instructions for decreasing ventilator support from maximal settings. We evaluated care provider opinions on ventilator weaning recommendations made by a computerized decision support tool. METHODS: Recommendations for ventilator adjustment were generated using a computerized decision support tool based on the ARDSNet protocol using data from children with acute hypoxemic respiratory failure admitted to the pediatric ICU (PICU). Attending physicians, fellows, nurse practitioners, and respiratory therapists (RTs) caring for these patients answered a brief survey to assess whether recommendations were reasonable and whether the practitioner believed they could be implemented. RESULTS: RTs completed 99 surveys and ICU providers completed 96 surveys based on data from 10 patients. RTs and ICU providers found 63.9% and 65.3% of recommendations reasonable, respectively. There were 5 instances of disagreement between RTs and ICU providers. The percent of recommendations that RTs thought could be implemented was 29.9%, whereas this figure for ICU providers was 26.3%, with 4 instances of disagreement. Free-text responses indicated that many RTs and ICU providers were concerned about disrupting current patient stability and low tidal volumes. CONCLUSIONS: On initial evaluation, the decision support tool did not appear to be highly acceptable to RTs and ICU providers in our setting because recommendations were rarely implemented. In addition, acceptability did not increase over time as patients generally improved. Most respondents preferred to make no ventilator changes and felt the recommendations were too aggressive. The notable barrier to use was a perception of potential patient instability with weaning.


Assuntos
Cuidados Críticos/métodos , Sistemas de Apoio a Decisões Clínicas , Pessoal de Saúde , Desmame do Respirador/métodos , Adolescente , Criança , Protocolos Clínicos , Estudos de Coortes , Feminino , Humanos , Unidades de Terapia Intensiva Pediátrica , Masculino , Estudos Prospectivos , Respiração Artificial , Insuficiência Respiratória/terapia , Inquéritos e Questionários , Volume de Ventilação Pulmonar , Ventiladores Mecânicos
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