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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.
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
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.
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
6.
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
7.
ASAIO J ; 65(7): 718-724, 2019.
Artigo em Inglês | MEDLINE | ID: mdl-30688696

RESUMO

Patients on extracorporeal life support (ECLS) are at risk for central nervous system (CNS) injury. One potentially modifiable risk factor is site of arterial cannulation in venoarterial (VA) ECLS, as in most cases one can choose the femoral or carotid artery. There is acute alteration in cerebral blood flow with carotid cannulation, potentially increasing the risk of stroke. Children may have lower risk of stroke with carotid cannulation compared with adults because of impaired cerebral circulation with aging. Our objective was to evaluate risk of stroke with carotid versus femoral cannulation and determine whether this differs between children and adults. Using the Extracorporeal Life Support Organization Registry, we evaluated patients 6-40 years old on VA ECLS during 2000-2012. We used multivariable logistic regression to estimate the relationship between location of arterial cannulation and stroke. We included an interaction term to assess whether this was modified by age. One thousand five hundred eighteen patients were included in the analysis. There was a fourfold increased odds of CNS infarct (odds ratio [OR]: 4.03; 95% CI: 2.17-7.46) with carotid cannulation. This estimate was not modified by age. There is increased likelihood of stroke with carotid cannulation in patients 6-40 years old in comparison with femoral cannulation during VA ECLS.


Assuntos
Oxigenação por Membrana Extracorpórea/efeitos adversos , Acidente Vascular Cerebral/etiologia , Adolescente , Adulto , Cateterismo/efeitos adversos , Circulação Cerebrovascular , Criança , Feminino , Humanos , Modelos Logísticos , Masculino , Estudos Retrospectivos , Fatores de Risco , 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
14.
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
15.
Pediatr Infect Dis J ; 31(10): 1036-41, 2012 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-22653486

RESUMO

BACKGROUND: Substantial care variation occurs in a number of pediatric diseases. METHODS: We evaluated the variability in healthcare resource utilization and its association with clinical outcomes among children, aged 1-18 years, hospitalized with community-acquired pneumonia (CAP). Each of 29 children's hospitals contributing data to the Pediatric Hospital Information System was ranked based on the proportion of CAP patients receiving each of 8 diagnostic tests. Primary outcome variable was length of stay (LOS), revisit to the emergency department or readmission within 14 days of discharge. RESULTS: Of 21,213 children hospitalized with nonsevere CAP, median age was 3 years (interquartile range: 1-6 years). Laboratory testing and antibiotic usage varied widely across hospitals; cephalosporins were the most commonly prescribed antibiotic. There were large differences in the processes of care by age categories. The median LOS was 2 days (interquartile range: 1-3 days) and differed across hospitals; 25% of hospitals had median LOS ≥ 3 days. Hospital-level variation occurred in 14-day emergency department visits and 14-day readmission, ranging from 0.9% to 4.9% and from 1.5% to 4.4%, respectively. Increased utilization of diagnostic testing was associated with longer hospital LOS (P = 0.036) but not with probability of 14-day readmission (Spearman ρ = 0.234; P = 0.225). There was an inverse correlation between LOS and 14-day revisit to the emergency department (ρ = -0.48; P = 0.013). CONCLUSIONS: Wide variability occurred in diagnostic testing for children hospitalized with CAP. Increased diagnostic testing was associated with a longer LOS. Earlier hospital discharge did not correlate with increased 14-day readmission. The precise interaction of increased use with longer LOS remains unclear.


Assuntos
Infecções Comunitárias Adquiridas/diagnóstico , Infecções Comunitárias Adquiridas/tratamento farmacológico , Serviços de Diagnóstico/estatística & dados numéricos , Hospitais Pediátricos/normas , Pneumonia/diagnóstico , Pneumonia/tratamento farmacológico , Padrão de Cuidado/estatística & dados numéricos , Adolescente , Criança , Pré-Escolar , Serviços de Diagnóstico/normas , Feminino , Pesquisa sobre Serviços de Saúde , Humanos , Lactente , Tempo de Internação/estatística & dados numéricos , Masculino , Readmissão do Paciente/estatística & dados numéricos , Padrão de Cuidado/normas , Resultado do Tratamento
16.
J Hosp Med ; 6(5): 256-63, 2011 May.
Artigo em Inglês | MEDLINE | ID: mdl-21374798

RESUMO

OBJECTIVE: To determine the comparative effectiveness of common pleural drainage procedures for treatment of pneumonia complicated by parapneumonic effusion (ie, complicated pneumonia). DESIGN: Multicenter retrospective cohort study. SETTING: Forty children's hospitals contributing data to the Pediatric Health Information System. PARTICIPANTS: Children with complicated pneumonia requiring pleural drainage. MAIN EXPOSURES: Initial drainage procedures were categorized as chest tube without fibrinolysis, chest tube with fibrinolysis, video-assisted thoracoscopic surgery (VATS), and thoracotomy. MAIN OUTCOME MEASURES: Length of stay (LOS), additional drainage procedures, readmission within 14 days of discharge, and hospital costs. RESULTS: Initial procedures among 3500 patients included chest tube without fibrinolysis (n = 1762), chest tube with fibrinolysis (n = 623), VATS (n = 408), and thoracotomy (n = 797). Median age was 4.1 years. Overall, 716 (20.5%) patients received an additional drainage procedure (range, 6.8-44.8% across individual hospitals). The median LOS was 10 days (range, 7-14 days across individual hospitals). The median readmission rate was 3.8% (range, 0.8%-33.3%). In multivariable analysis, differences in LOS by initial procedure type were not significant. Patients undergoing initial chest tube placement with or without fibrinolysis were more likely to require additional drainage procedures. However, initial chest tube without fibrinolysis was the least costly strategy. CONCLUSION: There is variability in the treatment and outcomes of children with complicated pneumonia. Outcomes were similar in patients undergoing initial chest tube placement with or without fibrinolysis. Those undergoing VATS received fewer additional drainage procedures but had no differences in LOS compared with other strategies.


Assuntos
Drenagem/métodos , Derrame Pleural/complicações , Derrame Pleural/terapia , Pneumonia/complicações , Pneumonia/terapia , Adolescente , Criança , Pré-Escolar , Estudos de Coortes , Feminino , Humanos , Lactente , Masculino , Derrame Pleural/fisiopatologia , Pneumonia/fisiopatologia , Estudos Retrospectivos , Resultado do Tratamento
17.
Arch Pediatr Adolesc Med ; 165(6): 506-12, 2011 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-21300649

RESUMO

OBJECTIVE: To determine the impact of influenza coinfection on outcomes for children with complicated pneumonia. DESIGN: Retrospective cohort study. SETTING: Forty children's hospitals that contribute data to the Pediatric Health Information System. PARTICIPANTS: Children discharged from participating hospitals between January 1, 2004, and June 30, 2009, with complicated pneumonia requiring a pleural drainage procedure. MAIN EXPOSURE: Influenza coinfection. MAIN OUTCOME MEASURES: Intensive care unit admission, receipt of mechanical ventilation, receipt of vasoactive infusions, receipt of blood product transfusions, in-hospital death, readmission within 14 days of hospital discharge, hospital length of stay, and cost of hospitalization. RESULTS: Overall, 3382 of 9680 children with complicated pneumonia underwent pleural fluid drainage; 105 patients (3.1%) undergoing pleural drainage had influenza coinfection. A bacterial pathogen was identified in 1201 cases (35.5%); the most commonly identified bacteria were Staphylococcus aureus in children with influenza coinfection (22.9% of cases) and Streptococcus pneumoniae in children without coinfection (20.0% of cases). In multivariable analysis, influenza coinfection was associated with higher odds of intensive care unit admission and receipt of mechanical ventilation, vasoactive infusions, and blood product transfusions as well as higher costs and a longer hospital stay. Children with influenza coinfection were less likely to require readmission, although there was a trend toward higher odds of mortality for patients with coinfection. In a subanalysis stratified by bacteria, outcomes remained worse for coinfected children in the subgroups of children with S aureus and with no specified bacteria. CONCLUSIONS: Influenza coinfection occurred in 3.1% of children with complicated pneumonia. Clinical outcomes for children with complicated pneumonia and influenza coinfection were more severe than for children without documented influenza coinfection.


Assuntos
Influenza Humana/diagnóstico , Influenza Humana/epidemiologia , Pneumonia Estafilocócica/diagnóstico , Pneumonia Estafilocócica/epidemiologia , Distribuição por Idade , Antibacterianos/uso terapêutico , Antivirais/uso terapêutico , Criança , Pré-Escolar , Estudos de Coortes , Comorbidade , Feminino , Seguimentos , Hospitalização/estatística & dados numéricos , Humanos , Incidência , Influenza Humana/tratamento farmacológico , Unidades de Terapia Intensiva/estatística & dados numéricos , Masculino , Análise Multivariada , Pneumonia Estafilocócica/tratamento farmacológico , Valores de Referência , Estudos Retrospectivos , Medição de Risco , Índice de Gravidade de Doença , Distribuição por Sexo , Resultado do Tratamento , Estados Unidos
18.
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
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