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1.
BMC Med Res Methodol ; 18(1): 25, 2018 03 07.
Artículo en Inglés | MEDLINE | ID: mdl-29514597

RESUMEN

BACKGROUND: Rigorous, informative meta-analyses rely on availability of appropriate summary statistics or individual participant data. For continuous outcomes, especially those with naturally skewed distributions, summary information on the mean or variability often goes unreported. While full reporting of original trial data is the ideal, we sought to identify methods for handling unreported mean or variability summary statistics in meta-analysis. METHODS: We undertook two systematic literature reviews to identify methodological approaches used to deal with missing mean or variability summary statistics. Five electronic databases were searched, in addition to the Cochrane Colloquium abstract books and the Cochrane Statistics Methods Group mailing list archive. We also conducted cited reference searching and emailed topic experts to identify recent methodological developments. Details recorded included the description of the method, the information required to implement the method, any underlying assumptions and whether the method could be readily applied in standard statistical software. We provided a summary description of the methods identified, illustrating selected methods in example meta-analysis scenarios. RESULTS: For missing standard deviations (SDs), following screening of 503 articles, fifteen methods were identified in addition to those reported in a previous review. These included Bayesian hierarchical modelling at the meta-analysis level; summary statistic level imputation based on observed SD values from other trials in the meta-analysis; a practical approximation based on the range; and algebraic estimation of the SD based on other summary statistics. Following screening of 1124 articles for methods estimating the mean, one approximate Bayesian computation approach and three papers based on alternative summary statistics were identified. Illustrative meta-analyses showed that when replacing a missing SD the approximation using the range minimised loss of precision and generally performed better than omitting trials. When estimating missing means, a formula using the median, lower quartile and upper quartile performed best in preserving the precision of the meta-analysis findings, although in some scenarios, omitting trials gave superior results. CONCLUSIONS: Methods based on summary statistics (minimum, maximum, lower quartile, upper quartile, median) reported in the literature facilitate more comprehensive inclusion of randomised controlled trials with missing mean or variability summary statistics within meta-analyses.


Asunto(s)
Algoritmos , Biometría/métodos , Metaanálisis como Asunto , Evaluación de Resultado en la Atención de Salud/métodos , Evaluación de Resultado en la Atención de Salud/estadística & datos numéricos , Teorema de Bayes , Ensayos Clínicos como Asunto/métodos , Ensayos Clínicos como Asunto/estadística & datos numéricos , Humanos
2.
Lancet ; 386(9998): 1041-8, 2015 Sep 12.
Artículo en Inglés | MEDLINE | ID: mdl-26382998

RESUMEN

BACKGROUND: The American Academy of Pediatrics recommends a permissive hypoxaemic target for an oxygen saturation of 90% for children with bronchiolitis, which is consistent with the WHO recommendations for targets in children with lower respiratory tract infections. No evidence exists to support this threshold. We aimed to assess whether the 90% or higher target for management of oxygen supplementation was equivalent to a normoxic 94% or higher target for infants admitted to hospital with viral bronchiolitis. METHODS: We did a parallel-group, randomised, controlled, equivalence trial of infants aged 6 weeks to 12 months of age with physician-diagnosed bronchiolitis newly admitted into eight paediatric hospital units in the UK (the Bronchiolitis of Infancy Discharge Study [BIDS]). A central computer randomly allocated (1:1) infants, in varying length blocks of four and six and without stratification, to be clipped to standard oximeters (patients treated with oxygen if pulse oxygen saturation [SpO2] <94%) or modified oximeters (displayed a measured value of 90% as 94%, therefore oxygen not given until SpO2 <90%). All parents, clinical staff, and outcome assessors were masked to allocation. The primary outcome was time to resolution of cough (prespecified equivalence limits of plus or minus 2 days) in the intention-to-treat population. This trial is registered with ISRCTN, number ISRCTN28405428. FINDINGS: Between Oct 3, and March 30, 2012, and Oct 1, and March 29, 2013, we randomly assigned 308 infants to standard oximeters and 307 infants to modified oximeters. Cough resolved by 15·0 days (median) in both groups (95% CI for difference -1 to 2) and so oxygen thresholds were equivalent. We recorded 35 serious adverse events in 32 infants in the standard care group and 25 serious adverse events in 24 infants in the modified care group. In the standard care group, eight infants transferred to a high-dependency unit, 23 were readmitted, and one had a prolonged hospital stay. In the modified care group, 12 infants were transferred to a high-dependency unit and 12 were readmitted to hospital. Recorded adverse events did not differ significantly. INTERPRETATION: Management of infants with bronchiolitis to an oxygen saturation target of 90% or higher is as safe and clinically effective as one of 94% or higher. Future research should assess the benefits and risks of different oxygen saturation targets in acute respiratory infection in older children, particularly in developing nations where resources are scarce. FUNDING: National Institute for Health Research, Health Technology Assessment programme.


Asunto(s)
Bronquiolitis Viral/sangre , Bronquiolitis Viral/terapia , Terapia por Inhalación de Oxígeno/métodos , Oxígeno/sangre , Bronquiolitis Viral/complicaciones , Tos/virología , Método Doble Ciego , Femenino , Hospitalización , Humanos , Lactante , Tiempo de Internación/estadística & datos numéricos , Masculino , Oximetría/métodos , Terapia por Inhalación de Oxígeno/efectos adversos , Presión Parcial , Resultado del Tratamiento
3.
Lancet ; 383(9918): 697-704, 2014 Feb 22.
Artículo en Inglés | MEDLINE | ID: mdl-24290406

RESUMEN

BACKGROUND: Paracetamol poisoning is common worldwide. It is treated with intravenous acetylcysteine, but the standard regimen is complex and associated with frequent adverse effects related to concentration, which can cause treatment interruption. We aimed to ascertain whether adverse effects could be reduced with either a shorter modified acetylcysteine schedule, antiemetic pretreatment, or both. METHODS: We undertook a double-blind, randomised factorial study at three UK hospitals, between Sept 6, 2010, and Dec 31, 2012. We randomly allocated patients with acute paracetamol overdose to either the standard intravenous acetylcysteine regimen (duration 20·25 h) or a shorter (12 h) modified protocol, with or without intravenous ondansetron pretreatment (4 mg). Masking was achieved by infusion of 5% dextrose (during acetylcysteine delivery) or saline (for antiemetic pretreatment). Randomisation was done via the internet and included a minimisation procedure by prognostic factors. The primary outcome was absence of vomiting, retching, or need for rescue antiemetic treatment at 2 h. Prespecified secondary outcomes included a greater than 50% increase in alanine aminotransferase activity over the admission value. Analysis was by intention to treat. This trial is registered with ClinicalTrials.gov (identifier NCT01050270). FINDINGS: Of 222 patients who underwent randomisation, 217 were assessable 2 h after the start of acetylcysteine treatment. Vomiting, retching, or need for rescue antiemetic treatment at 2 h was reported in 39 of 108 patients assigned to the shorter modified protocol compared with 71 of 109 allocated to the standard acetylcysteine regimen (adjusted odds ratio 0·26, 97·5% CI 0·13-0·52; p<0·0001), and in 45 of 109 patients who received ondansetron compared with 65 of 108 allocated placebo (0·41, 0·20-0·80; p=0·003). Severe anaphylactoid reactions were recorded in five patients assigned to the shorter modified acetylcysteine regimen versus 31 who were allocated to the standard protocol (adjusted common odds ratio 0·23, 97·5% CI 0·12-0·43; p<0·0001). The proportion of patients with a 50% increase in alanine aminotransferase activity did not differ between the standard (9/110) and shorter modified (13/112) regimens (adjusted odds ratio 0·60, 97·5% CI 0·20-1·83); however, the proportion was higher with ondansetron (16/111) than with placebo (6/111; 3·30, 1·01-10·72; p=0·024). INTERPRETATION: In patients with paracetamol poisoning, a 12 h modified acetylcysteine regimen resulted in less vomiting, fewer anaphylactoid reactions, and reduced need for treatment interruption. This study was not powered to detect non-inferiority of the shorter protocol versus the standard approach; therefore, further research is needed to confirm the efficacy of the 12 h modified acetylcysteine regimen. FUNDING: Chief Scientist Office of the Scottish Government.


Asunto(s)
Acetaminofén/antagonistas & inhibidores , Acetaminofén/envenenamiento , Acetilcisteína/efectos adversos , Alanina Transaminasa/metabolismo , Antieméticos/administración & dosificación , Ondansetrón/administración & dosificación , Vómitos/prevención & control , Acetilcisteína/administración & dosificación , Adulto , Anciano , Método Doble Ciego , Esquema de Medicación , Quimioterapia Combinada , Femenino , Humanos , Infusiones Intravenosas , Fallo Hepático Agudo/inducido químicamente , Fallo Hepático Agudo/prevención & control , Masculino , Persona de Mediana Edad , Náusea/prevención & control , Intoxicación/tratamiento farmacológico , Resultado del Tratamiento , Reino Unido , Vómitos/inducido químicamente
4.
Age Ageing ; 42(3): 306-11, 2013 May.
Artículo en Inglés | MEDLINE | ID: mdl-23302603

RESUMEN

BACKGROUND: the prevalence of all types of cognitive impairment, including dementia, is increasing but knowledge of aetiological factors is still evolving. OBJECTIVE: this study aimed to evaluate the association between cardiovascular risk factors and cognitive function in older persons. DESIGN, SETTING AND SUBJECTS: a population-based cohort design involving 2,312 men and women (aged 50-75) enrolled in the University of Edinburgh Aspirin for Asymptomatic Atherosclerosis trial. METHODS: cognitive tests included the Mill Hill Vocabulary Scale, auditory verbal learning test (AVLT), digit symbol test, verbal fluency test (VFT), Raven's Progressive Matrices and the trail making test. A 'g' score (measure of general intelligence) was computed for each subject. Regression analysis was used to evaluate the association between relevant variables. RESULTS: higher diastolic BP was negatively associated with AVLT (ß = -0.153, P < 0.01), and with an estimated decline on AVLT (ß = -0.125, P < 0.01). Smoking was negatively associated with all the cognitive variables except VFT. The total cholesterol level was not associated with cognitive function or estimated decline. CONCLUSIONS: smoking and elevated blood pressure may be risk factors for cognitive decline, and thus potential targets for preventive and therapeutic interventions.


Asunto(s)
Envejecimiento/psicología , Trastornos del Conocimiento/etiología , Cognición , Hipercolesterolemia/complicaciones , Hipertensión/complicaciones , Fumar/efectos adversos , Factores de Edad , Anciano , Antihipertensivos/uso terapéutico , Biomarcadores/sangre , Presión Sanguínea/efectos de los fármacos , Colesterol/sangre , Trastornos del Conocimiento/diagnóstico , Trastornos del Conocimiento/prevención & control , Trastornos del Conocimiento/psicología , Diástole , Femenino , Humanos , Hipercolesterolemia/sangre , Hipercolesterolemia/diagnóstico , Hipercolesterolemia/tratamiento farmacológico , Hipertensión/diagnóstico , Hipertensión/tratamiento farmacológico , Hipertensión/fisiopatología , Hipolipemiantes/uso terapéutico , Modelos Lineales , Masculino , Persona de Mediana Edad , Análisis Multivariante , Pruebas Neuropsicológicas , Estudios Prospectivos , Factores de Riesgo , Escocia
5.
Crit Care Med ; 40(5): 1609-17, 2012 May.
Artículo en Inglés | MEDLINE | ID: mdl-22511138

RESUMEN

OBJECTIVE: The International Mission on Prognosis and Analysis of Clinical Trials and Corticoid Randomisation After Significant Head injury prognostic models predict outcome after traumatic brain injury but have not been compared in large datasets. The objective of this is study is to validate externally and compare the International Mission on Prognosis and Analysis of Clinical Trials and Corticoid Randomisation after Significant Head injury prognostic models for prediction of outcome after moderate or severe traumatic brain injury. DESIGN: External validation study. PATIENTS: We considered five new datasets with a total of 9,036 patients, comprising three randomized trials and two observational series, containing prospectively collected individual traumatic brain injury patient data. MEASUREMENTS AND MAIN RESULTS: Outcomes were mortality and unfavorable outcome, based on the Glasgow Outcome Score at 6 months after injury. To assess performance, we studied the discrimination of the models (by area under the receiver operating characteristic curves), and calibration (by comparison of the mean observed to predicted outcomes and calibration slopes). The highest discrimination was found in the Trauma Audit and Research Network trauma registry (area under the receiver operating characteristic curves between 0.83 and 0.87), and the lowest discrimination in the Pharmos trial (area under the receiver operating characteristic curves between 0.65 and 0.71). Although differences in predictor effects between development and validation populations were found (calibration slopes varying between 0.58 and 1.53), the differences in discrimination were largely explained by differences in case mix in the validation studies. Calibration was good, the fraction of observed outcomes generally agreed well with the mean predicted outcome. No meaningful differences were noted in performance between the International Mission on Prognosis and Analysis of Clinical Trials and Corticoid Randomisation After Significant Head injury models. More complex models discriminated slightly better than simpler variants. CONCLUSIONS: Since both the International Mission on Prognosis and Analysis of Clinical Trials and the Corticoid Randomisation After Significant Head injury prognostic models show good generalizability to more recent data, they are valid instruments to quantify prognosis in traumatic brain injury.


Asunto(s)
Lesiones Encefálicas/diagnóstico , Apolipoproteínas E/genética , Lesiones Encefálicas/tratamiento farmacológico , Lesiones Encefálicas/mortalidad , Lesiones Encefálicas/terapia , Dronabinol/análogos & derivados , Dronabinol/uso terapéutico , Escala de Consecuencias de Glasgow , Guanidinas/uso terapéutico , Humanos , Hipotermia Inducida , Modelos Logísticos , Modelos Estadísticos , Fármacos Neuroprotectores/uso terapéutico , Pronóstico , Curva ROC , Sistema de Registros
6.
Psychosomatics ; 52(5): 424-7, 2011.
Artículo en Inglés | MEDLINE | ID: mdl-21907060

RESUMEN

BACKGROUND: Patients with serious medical illnesses, such as cancer, are at increased risk of suicide but are also often facing death. The Patient Health Questionnaire-9 (PHQ-9) is widely used to screen patients for depression. It includes an item that asks about thoughts of death and hurting yourself (Item-9). OBJECTIVE: To describe the nature of thoughts of death and suicide reported in clinical interviews carried out to further assess suicidal ideation of cancer outpatients who had endorsed the "suicidal thoughts item" (Item-9) of the PHQ-9 during routine depression screening. METHOD: Secondary analysis of anonymized service data (with ethical approval) derived from the routine clinical administration of self-report questionnaires and telephone interviews to outpatients attending a Cancer Centre in the UK. RESULTS: Complete data were available on 330/463 (71%) of patients who had endorsed Item-9. In a subsequent structured telephone interview, approximately one-third of these patients denied any thoughts that they would be better off dead, another third acknowledged having thoughts that they would be better off dead, but not of suicide, and the remaining third reported clear thoughts of committing suicide. CONCLUSION: Only one-third of cancer outpatients who endorse the "suicidal thoughts item" of the PHQ-9 report suicidal thoughts at a subsequent interview. Services planning to set up depression screening with the PHQ-9 need to carefully consider the relative benefits and burden to their service and patients of including Item-9 and interviewing all those who endorse it.


Asunto(s)
Actitud Frente a la Muerte , Depresión/diagnóstico , Neoplasias/psicología , Escalas de Valoración Psiquiátrica , Ideación Suicida , Adulto , Anciano , Anciano de 80 o más Años , Depresión/psicología , Femenino , Humanos , Masculino , Persona de Mediana Edad , Encuestas y Cuestionarios , Adulto Joven
7.
Clin Trials ; 7(1): 44-57, 2010 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-20156956

RESUMEN

BACKGROUND: Clinical trials in traumatic brain injury have a disappointing track record, with a long history of 'negative' Phase III trials. One contributor to this lack of success is almost certainly the low efficiency of the conventional approach to the analysis, which discards information by dichotomizing an ordinal outcome scale. PURPOSE: Our goal was to evaluate the potential efficiency gains, which can be achieved by using techniques, which extract additional information from ordinal outcome data - the proportional odds model and the sliding dichotomy. In addition, we evaluated the additional efficiency gains, which can be achieved through covariate adjustment. METHODS: The study was based on simulations, which were built around a database of patient-level data extracted from eight Phase III trials and three observational studies in traumatic brain injury. Two different putative treatment effects were explored, one which followed the proportional odds model, and the other which assumed that the effect of the intervention was to reduce the risk of death without changing the distribution of outcomes within survivors. The results are expressed as efficiency gains, reported as the percentage reduction in sample size that can be used with the ordinal analyses without loss of statistical power relative to the conventional binary analysis. RESULTS: The simulation results show substantial efficiency gains. Use of the sliding dichotomy allows sample sizes to be reduced by up to 40% without loss of statistical power. The proportional odds model gives modest additional gains over and above the gains achieved by use of the sliding dichotomy. LIMITATIONS: As with any simulation study, it is difficult to know how far the findings may be extrapolated beyond the actual situations that were modeled. CONCLUSIONS: Both ordinal techniques offer substantial efficiency gains relative to the conventional binary analysis. The choice between the two techniques involves subtle value judgments. In the situations examined, the proportional odds model gave efficiency gains over and above the sliding dichotomy, but arguably, the sliding dichotomy is more intuitive and clinically appealing.


Asunto(s)
Lesiones Encefálicas , Simulación por Computador , Ensayos Clínicos Controlados Aleatorios como Asunto , Estadística como Asunto/métodos , Lesiones Encefálicas/terapia , Humanos , Evaluación de Resultado en la Atención de Salud/estadística & datos numéricos , Modelos de Riesgos Proporcionales , Resultado del Tratamiento
8.
JAMA ; 303(9): 841-8, 2010 Mar 03.
Artículo en Inglés | MEDLINE | ID: mdl-20197530

RESUMEN

CONTEXT: A low ankle brachial index (ABI) indicates atherosclerosis and an increased risk of cardiovascular and cerebrovascular events. Screening for a low ABI can identify an asymptomatic higher risk group potentially amenable to preventive treatments. OBJECTIVE: To determine the effectiveness of aspirin in preventing events in people with a low ABI identified on screening the general population. DESIGN, SETTING, AND PARTICIPANTS: The Aspirin for Asymptomatic Atherosclerosis trial was an intention-to-treat double-blind randomized controlled trial conducted from April 1998 to October 2008, involving 28,980 men and women aged 50 to 75 years living in central Scotland, free of clinical cardiovascular disease, recruited from a community health registry, and had an ABI screening test. Of those, 3350 with a low ABI (< or = 0.95) were entered into the trial, which was powered to detect a 25% proportional risk reduction in events. INTERVENTIONS: Once daily 100 mg aspirin (enteric coated) or placebo. MAIN OUTCOME MEASURES: The primary end point was a composite of initial fatal or nonfatal coronary event or stroke or revascularization. Two secondary end points were (1) all initial vascular events defined as a composite of a primary end point event or angina, intermittent claudication, or transient ischemic attack; and (2) all-cause mortality. RESULTS: After a mean (SD) follow-up of 8.2 (1.6) years, 357 participants had a primary end point event (13.5 per 1000 person-years, 95% confidence interval [CI], 12.2-15.0). No statistically significant difference was found between groups (13.7 events per 1000 person-years in the aspirin group vs 13.3 in the placebo group; hazard ratio [HR], 1.03; 95% CI, 0.84-1.27). A vascular event comprising the secondary end point occurred in 578 participants (22.8 per 1000 person-years; 95% CI, 21.0-24.8) and no statistically significant difference between groups (22.8 events per 1000 person-years in the aspirin group vs 22.9 in the placebo group; HR, 1.00; 95% CI, 0.85-1.17). There was no significant difference in all-cause mortality between groups (176 vs 186 deaths, respectively; HR, 0.95; 95% CI, 0.77-1.16). An initial event of major hemorrhage requiring admission to hospital occurred in 34 participants (2.5 per 1000 person-years) in the aspirin group and 20 (1.5 per 1000 person-years) in the placebo group (HR, 1.71; 95% CI, 0.99-2.97). CONCLUSION: Among participants without clinical cardiovascular disease, identified with a low ABI based on screening a general population, the administration of aspirin compared with placebo did not result in a significant reduction in vascular events. TRIAL REGISTRATION: isrctn.org Identifier: ISRCTN66587262.


Asunto(s)
Aspirina/uso terapéutico , Arteria Braquial/fisiopatología , Enfermedades Cardiovasculares/prevención & control , Tamizaje Masivo/métodos , Inhibidores de Agregación Plaquetaria/uso terapéutico , Accidente Cerebrovascular/prevención & control , Anciano , Tobillo/irrigación sanguínea , Aterosclerosis/fisiopatología , Presión Sanguínea , Enfermedades Cardiovasculares/mortalidad , Método Doble Ciego , Femenino , Humanos , Masculino , Persona de Mediana Edad , Prevención Primaria , Riesgo , Escocia/epidemiología , Accidente Cerebrovascular/mortalidad
9.
Crit Care Med ; 37(10): 2683-90, 2009 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-19885979

RESUMEN

OBJECTIVE: Heterogeneity of patients is a common problem in randomized controlled trials (RCTs) in various fields of clinical research. We aimed to investigate the potential benefits of different approaches for dealing with heterogeneity in a case study on traumatic brain injury (TBI). DESIGN AND SETTING: Statistical modeling studies in three surveys and six randomized controlled trials. PATIENTS: Individual patient data (n = 8033) from the IMPACT database. INTERVENTIONS: We investigated the statistical power and efficiency of randomized controlled trials (RCTs) in relation to (1) selection according to baseline characteristics, (2) prognostic targeting (i.e., excluding those with a relatively extreme prognosis), and (3) covariate-adjusted analysis. Statistical power was expressed as the required sample size for obtaining 80% power and efficiency as the relative change in study duration, reflecting both gains in power and adverse effects on recruitment. Uniform and targeted treatment effects were simulated for 6 month unfavorable outcome. RESULTS: For a uniform treatment effect, selection resulted ina sample size reduction of 33% in the surveys and 5% in the RCTs, but decreased recruitment by 65% and 41%, respectively. Hence, the relative study duration was prolonged (surveys: 95%; RCTs: 60%). Prognostic targeting resulted in sample size reductions of 28% and 17%, and increased relative study duration by 5% in surveys and 11% in the RCTs. Covariate adjustment reduced sample sizes by 30% and 16%, respectively, and did not affect recruitment. For a targeted treatment effect, the sample size reductions by selection (surveys: 47%; RCTs: 20%) and prognostic targeting (surveys: 49%; RCTs: 41%) were larger and adverse effects on recruitment smaller. CONCLUSIONS: The benefits of selection and prognostic targeting in terms of statistical power are reversed by adverse effects on recruitment. Covariate adjusted analysis in a broadly selected group of patients is advisable if a uniform treatment effect is assumed, since there is no decrease in recruitment.


Asunto(s)
Análisis de Varianza , Cuidados Críticos/estadística & datos numéricos , Selección de Paciente , Ensayos Clínicos Controlados Aleatorios como Asunto/estadística & datos numéricos , Adulto , Factores de Edad , Sesgo , Lesiones Encefálicas/mortalidad , Lesiones Encefálicas/terapia , Simulación por Computador , Cuidados Críticos/métodos , Femenino , Escala de Coma de Glasgow , Mortalidad Hospitalaria , Humanos , Masculino , Persona de Mediana Edad , Estudios Multicéntricos como Asunto , Examen Neurológico/estadística & datos numéricos , Pronóstico , Reflejo Pupilar , Medición de Riesgo/estadística & datos numéricos , Tamaño de la Muestra , Adulto Joven
10.
PLoS Med ; 5(8): e165; discussion e165, 2008 Aug 05.
Artículo en Inglés | MEDLINE | ID: mdl-18684008

RESUMEN

BACKGROUND: Traumatic brain injury (TBI) is a leading cause of death and disability. A reliable prediction of outcome on admission is of great clinical relevance. We aimed to develop prognostic models with readily available traditional and novel predictors. METHODS AND FINDINGS: Prospectively collected individual patient data were analyzed from 11 studies. We considered predictors available at admission in logistic regression models to predict mortality and unfavorable outcome according to the Glasgow Outcome Scale at 6 mo after injury. Prognostic models were developed in 8,509 patients with severe or moderate TBI, with cross-validation by omission of each of the 11 studies in turn. External validation was on 6,681 patients from the recent Medical Research Council Corticosteroid Randomisation after Significant Head Injury (MRC CRASH) trial. We found that the strongest predictors of outcome were age, motor score, pupillary reactivity, and CT characteristics, including the presence of traumatic subarachnoid hemorrhage. A prognostic model that combined age, motor score, and pupillary reactivity had an area under the receiver operating characteristic curve (AUC) between 0.66 and 0.84 at cross-validation. This performance could be improved (AUC increased by approximately 0.05) by considering CT characteristics, secondary insults (hypotension and hypoxia), and laboratory parameters (glucose and hemoglobin). External validation confirmed that the discriminative ability of the model was adequate (AUC 0.80). Outcomes were systematically worse than predicted, but less so in 1,588 patients who were from high-income countries in the CRASH trial. CONCLUSIONS: Prognostic models using baseline characteristics provide adequate discrimination between patients with good and poor 6 mo outcomes after TBI, especially if CT and laboratory findings are considered in addition to traditional predictors. The model predictions may support clinical practice and research, including the design and analysis of randomized controlled trials.


Asunto(s)
Lesiones Encefálicas/diagnóstico , Lesiones Encefálicas/terapia , Admisión del Paciente , Índices de Gravedad del Trauma , Adulto , Lesiones Encefálicas/mortalidad , Ensayos Clínicos como Asunto , Humanos , Persona de Mediana Edad , Modelos Biológicos , Pronóstico , Reproducibilidad de los Resultados , Resultado del Tratamiento
11.
J Neurotrauma ; 25(6): 641-51, 2008 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-18578634

RESUMEN

The Glasgow Outcome Scale (GOS) is the primary endpoint for efficacy analysis of clinical trials in traumatic brain injury (TBI). Accurate and consistent assessment of outcome after TBI is essential to the evaluation of treatment results, particularly in the context of multicenter studies and trials. The inconsistent measurement or interobserver variation on GOS outcome, or for that matter, on any outcome scales, may adversely affect the sensitivity to detect treatment effects in clinical trial. The objective of this study is to examine effects of nondifferential misclassification of the widely used five-category GOS outcome scale and in particular to assess the impact of this misclassification on detecting a treatment effect and statistical power. We followed two approaches. First, outcome differences were analyzed before and after correction for misclassification using a dataset of 860 patients with severe brain injury randomly sampled from two TBI trials with known differences in outcome. Second, the effects of misclassification on outcome distribution and statistical power were analyzed in simulation studies on a hypothetical 800-patient dataset. Three potential patterns of nondifferential misclassification (random, upward and downward) on the dichotomous GOS outcome were analyzed, and the power of finding treatments differences was investigated in detail. All three patterns of misclassification reduce the power of detecting the true treatment effect and therefore lead to a reduced estimation of the true efficacy. The magnitude of such influence not only depends on the size of the misclassification, but also on the magnitude of the treatment effect. In conclusion, nondifferential misclassification directly reduces the power of finding the true treatment effect. An awareness of this procedural error and methods to reduce misclassification should be incorporated in TBI clinical trials.


Asunto(s)
Lesiones Encefálicas/clasificación , Ensayos Clínicos como Asunto/métodos , Ensayos Clínicos como Asunto/normas , Escala de Consecuencias de Glasgow/estadística & datos numéricos , Escala de Consecuencias de Glasgow/normas , Evaluación de Resultado en la Atención de Salud/estadística & datos numéricos , Actividades Cotidianas , Lesiones Encefálicas/diagnóstico , Lesiones Encefálicas/tratamiento farmacológico , Interpretación Estadística de Datos , Evaluación de la Discapacidad , Humanos , Variaciones Dependientes del Observador , Evaluación de Resultado en la Atención de Salud/normas , Recuperación de la Función , Proyectos de Investigación , Equivalencia Terapéutica , Índices de Gravedad del Trauma , Resultado del Tratamiento
12.
BMC Public Health ; 8: 53, 2008 Feb 08.
Artículo en Inglés | MEDLINE | ID: mdl-18261205

RESUMEN

BACKGROUND: Schools have the potential to influence their pupils' behaviour through the school's social organisation and culture, as well as through the formal curriculum. This paper provides the first attempt to explain the differences between schools in rates of reported heterosexual sexual experience amongst 15 and 16 year olds. It first examined whether variations in rates of sexual experience remained after controlling for the known predictors of sexual activity. It then examined whether these residuals, or 'school effects', were attributable to processes within the school, or were more likely to reflect characteristics of the neighbourhood. METHODS: Longitudinal survey data from 4,926 pupils in 24 Scottish schools were linked to qualitative and quantitative data on school processes including quality of relationships (staff-pupil, etc), classroom discipline, organisation of Personal and Social Education, school appearance and pupil morale. Multi-level modelling was used to test a range of models and the resulting 'school effects' were then interpreted using the process data. RESULTS: Overall, 42% of girls and 33% of boys reported experience of sexual intercourse, with rates by school ranging from 23% to 61%. When individual socio-economic and socio-cultural factors were taken into account the school variation dropped sharply, though pupils' attitudes and aspirations had little effect. There was very little correlation between boys' and girls' rates of sexual experience by school, after controlling for known predictors of sexual activity. Girls were more influenced by individual socio-economic factors than boys. School-level socio-economic factors were predictive even after taking account of individual socio-cultural factors, suggesting that the wider socio-economic environment further influenced young people's sexual experience. CONCLUSION: Importantly, school processes did not explain the variation between schools in sexual experience. Rather, the variation may have been due to neighbourhood culture.


Asunto(s)
Actitud Frente a la Salud , Instituciones Académicas , Conducta Sexual/estadística & datos numéricos , Adolescente , Coito , Cultura , Femenino , Encuestas Epidemiológicas , Humanos , Estudios Longitudinales , Masculino , Características de la Residencia , Instituciones Académicas/organización & administración , Escocia , Distribución por Sexo , Factores Socioeconómicos , Estudiantes
13.
J Neurotrauma ; 24(2): 239-50, 2007 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-17375988

RESUMEN

The objective of this report is to describe the design and content of the International Mission for Prognosis And Clinical Trial (IMPACT) database of traumatic brain injury which contains the complete dataset from most clinical trials and organized epidemiologic studies conducted over the past 20 years. This effort, funded by the U.S. National Institutes of Health, has led to the accumulation thus far of data from 9205 patients with severe and moderate brain injuries from eight randomized placebo controlled trials and three observational studies. Data relevant to the design and analysis of pragmatic Phase III clinical trials, including pre-hospital, admission, and post-resuscitation assessments, information on the acute management, and short- and long-term outcome were merged into a top priority data set (TPDS). The major emphasis during the first phase of study is on information from time of injury to post-resuscitation and outcome at 6 months thereby providing a unique resource for prognostic analysis and for studies aimed at optimizing the design and analysis of Phase III trials in traumatic brain injury.


Asunto(s)
Lesiones Encefálicas/diagnóstico , Lesiones Encefálicas/terapia , Bases de Datos Factuales , Investigación Empírica , Ensayos Clínicos Controlados Aleatorios como Asunto/estadística & datos numéricos , Humanos , Pronóstico , Proyectos de Investigación
14.
J Neurotrauma ; 24(2): 251-8, 2007 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-17375989

RESUMEN

The univariate prognostic analysis of the IMPACT database on traumatic brain injury (TBI) poses the formidable challenge of how best to summarize a highly complex set of data in a way which is accessible without being overly simplistic. In this paper, we describe and illustrate the battery of statistical methods that have been used. Boxplots, histograms, tabulations, and splines were used for initial data checking and in identifying appropriate transformations for more formal statistical modeling. Imputation techniques were used to minimize the problems associated with the analysis of incomplete data due to missing values. The associations between covariates and outcome (Glasgow Outcome Scale [GOS] assessed at 6 months) were expressed as odds ratios with supporting confidence intervals when the GOS was collapsed to a dichotomous scale. This was extended to use common odds ratios from proportional odds models to express associations over the full range of the GOS. Forest plots were used to illustrate the consistency of results from study to study within the IMPACT database. The overall prognostic strength of the prognostic factors was expressed as the proportion of variance explained (Nagelkerke's R(2) statistic). Many of our approaches are based on simple graphical displays of the data, but, where appropriate, we have also used methods that although established in the statistical literature are relatively novel in their application to TBI.


Asunto(s)
Lesiones Encefálicas/diagnóstico , Lesiones Encefálicas/terapia , Interpretación Estadística de Datos , Bases de Datos Factuales , Evaluación de Resultado en la Atención de Salud/estadística & datos numéricos , Escala de Consecuencias de Glasgow , Humanos , Pronóstico , Modelos de Riesgos Proporcionales
15.
J Neurotrauma ; 24(2): 259-69, 2007 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-17375990

RESUMEN

Outcome following traumatic brain injury (TBI) is not only dependent on the nature and severity of injury and subsequent treatment, but also on constituent characteristics of injured individuals. We aimed to describe and quantify the relationship between demographic characteristics and six month outcome assessed by the Glasgow Outcome Scale (GOS) after TBI. Individual patient data on age (n = 8719), gender (n = 8720), race (n = 5320), and education (n = 2201) were extracted from eight therapeutic Phase III randomized clinical trials and three surveys in moderate or severe TBI, contained in the IMPACT database. The strength of prognostic effects was analyzed with binary and proportional odds regression analysis and expressed as an odds ratio. Age was analyzed as a continuous variable with spline functions, and the odds ratio calculated over the difference between the 75 th and 25 th percentiles. Associations with other predictors were explored. Increasing age was strongly related to poorer outcome (OR 2.14; 95% CI 2.00-2.28) in a continuous fashion that could be approximated by a linear function. No gender differences in outcome were found (OR: 1.01; CI 0.92-1.11), and exploratory analysis failed to show any gender/age interaction. The studies included predominantly Caucasians (83%); outcome in black patients was poorer relative to this group (OR 1.30; CI 1.09-1.56). This relationship was sustained on adjusted analyses, and requires further study into mediating factors. Higher levels of education were weakly related to a better outcome (OR: 0.70; CI 0.52-0.94). On multivariable analysis adjusting for age, motor score, and pupils, the prognostic effect of race and education were sustained. We conclude that outcome following TBI is dependent on age, race, to a lesser extent on education, but not on gender.


Asunto(s)
Lesiones Encefálicas/epidemiología , Lesiones Encefálicas/terapia , Adolescente , Adulto , Factores de Edad , Bases de Datos Factuales , Escolaridad , Femenino , Humanos , Masculino , Persona de Mediana Edad , Oportunidad Relativa , Valor Predictivo de las Pruebas , Grupos Raciales/estadística & datos numéricos , Factores Sexuales , Resultado del Tratamiento
16.
J Neurotrauma ; 24(2): 270-80, 2007 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-17375991

RESUMEN

We studied the prognostic strength of the individual components of the Glasgow Coma Scale (GCS) and pupil reactivity to Glasgow Outcome Score (GOS) at 6 months post-injury. A total of 8721 moderate or severe traumatic brain injury (TBI) patient data from the IMPACT database on traumatic brain injury comprised the study cohort. The associations between motor score and pupil reactivity and 6-month GOS were analyzed by binary logistic regression and proportional odds methodology. The strength of prognostic effects were expressed as the unadjusted odds ratios presented for all individual studies as well as in meta-analysis. We found a consistent strong association between motor score and 6-month GOS across all studies (OR 1.74-7.48). The Eye and Verbal components were also strongly associated with GOS. In the pooled population, one or both un-reactive pupils and lower motor scores were significantly associated with unfavorable outcome (range 2.71-7.31). We also found a significant change in motor score from pre-hospital direct to study hospital enrollment ( p < 0.0001) and from the first in-hospital to study enrollment scores (p < 0.0001). Pupil reactivity was more robust between these time points. It is recommended that the study hospital enrollment GCS and pupil reactivity be used for prognostic analysis.


Asunto(s)
Lesiones Encefálicas/diagnóstico , Escala de Coma de Glasgow , Reflejo Pupilar , Lesiones Encefálicas/terapia , Estudios de Cohortes , Bases de Datos Factuales , Humanos , Oportunidad Relativa , Valor Predictivo de las Pruebas , Pronóstico , Modelos de Riesgos Proporcionales , Factores de Tiempo
17.
J Neurotrauma ; 24(2): 281-6, 2007 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-17375992

RESUMEN

We aimed to describe and quantify the relationship between cause of injury and final outcome following traumatic brain injury (TBI). Individual patient data (N = 8708) from eight therapeutic Phase III randomized clinical trials in moderate or severe TBI, and three TBI surveys were used to investigate the relationship between cause of injury and outcome, as assessed by the Glasgow Outcome Scale (GOS) at 6 months. Proportional odds methodology was applied to quantify the strength of the association and expressed as an odds ratio in a meta-analysis. Heterogeneity across studies was assessed and associations with other predictive factors explored. In a univariate analysis, a strong association between the cause of injury and long-term outcome in moderate to severe TBI patients was observed, with consistent results across the studies. Road traffic accidents (OR 0.66, 95% CI 0.60-0.73), assaults (OR 0.66, 95% CI 0.52-0.84), and injuries sustained during sporting or recreational activities (OR 0.45, 95% CI 0.28-0.71) were all associated with better outcomes than the reference category of falls. Falls were found to be associated with an older age and with a higher incidence of mass lesions. Following adjustment for age in the analysis, the relationship between cause of injury and outcome was lost.


Asunto(s)
Lesiones Encefálicas/diagnóstico , Lesiones Encefálicas/etiología , Accidentes , Adulto , Factores de Edad , Traumatismos en Atletas/complicaciones , Traumatismos en Atletas/diagnóstico , Bases de Datos Factuales , Escala de Consecuencias de Glasgow , Humanos , Persona de Mediana Edad , Valor Predictivo de las Pruebas , Pronóstico , Violencia
18.
J Neurotrauma ; 24(2): 287-93, 2007 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-17375993

RESUMEN

We determined the relationship between secondary insults (hypoxia, hypotension, and hypothermia) occurring prior to or on admission to hospital and 6-month outcome after traumatic brain injury (TBI). A meta-analysis of individual patient data, from seven Phase III randomized clinical trials (RCT) in moderate or severe TBI and three TBI population-based series, was performed to model outcome as measured by the Glasgow Outcome Scale (GOS). Proportional odds modeling was used to relate the probability of a poor outcome to hypoxia (N = 5661), hypotension ( N = 6629), and hypothermia ( N = 4195) separately. We additionally analyzed the combined effects of hypoxia and hypotension and performed exploratory analysis of associations with computerized tomography (CT) classification and month of injury. Having a pre-enrollment insult of hypoxia, hypotension or hypothermia is strongly associated with a poorer outcome (odds ratios of 2.1 95% CI [1.7-2.6], 2.7 95% CI [2.1-3.4], and 2.2 95% CI [1.6-3.2], respectively). Patients with both hypoxia and hypotension had poorer outcomes than those with either insult alone. Radiological signs of raised intracranial pressure (CT class III or IV) were more frequent in patients who had sustained hypoxia or hypotension. A significant association was observed between month of injury and hypothermia. The occurrence of secondary insults prior to or on admission to hospital in TBI patients is strongly related to poorer outcome and should therefore be a priority for emergency department personnel.


Asunto(s)
Lesiones Encefálicas/complicaciones , Lesiones Encefálicas/diagnóstico , Hipotensión/etiología , Hipotermia/etiología , Hipoxia/etiología , Lesiones Encefálicas/fisiopatología , Bases de Datos Factuales , Escala de Consecuencias de Glasgow , Humanos , Valor Predictivo de las Pruebas , Pronóstico , Modelos de Riesgos Proporcionales
19.
J Neurotrauma ; 24(2): 294-302, 2007 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-17375994

RESUMEN

Hypotension following traumatic brain injury (TBI) is recognized as an important secondary insult that is associated with adverse outcome. We aimed to describe the relationship between actual levels of admission blood pressure and Glasgow Outcome Scale (GOS) at 6 months. Individual patient data from the IMPACT database were available on systolic (N = 6801) and mean arterial (N = 6647) blood pressure. Regression models with restricted cubic spline functions were used to explore the shape of the relationships between blood pressure and outcome in unadjusted and adjusted analyses. Proportional odds methodology was applied to quantify the strength of the associations across the full range of the GOS. Analyses were performed to search for threshold values. A smooth U-shaped relationship was observed between systolic (SBP) and mean arterial (MABP) blood pressures and outcome, without any evidence of an abrupt threshold effect. Best outcomes were observed for values of SBP of the order of 135 mm Hg and for values of MABP of the order of 90 mm Hg. Both lower (OR 1.53; 95% CI: 1.31-1.80) and higher levels (OR 1.42; CI: 1.20-1.68) of SBP and lower (OR 1.30; CI 1.12-1.51) and higher levels of MABP (OR 1.45; CI 1.19-1.76) were associated with poorer outcome. These findings were consistent across studies. The relationship between high blood pressure level and poorer outcome largely disappeared on adjusted analysis. Current guidelines for the management of blood pressure in TBI focus on the avoidance of hypotension as defined by SBP < 90 mm Hg. Our finding of a smooth relationship with improving outcome as SBP increases up to 135 mm Hg, while not supporting a strong causal inference, does suggest that current guidelines need to be reconsidered.


Asunto(s)
Presión Sanguínea/fisiología , Lesiones Encefálicas/diagnóstico , Lesiones Encefálicas/fisiopatología , Lesiones Encefálicas/complicaciones , Bases de Datos Factuales , Escala de Consecuencias de Glasgow , Humanos , Oportunidad Relativa , Admisión del Paciente , Valor Predictivo de las Pruebas , Pronóstico , Modelos de Riesgos Proporcionales , Factores de Tiempo
20.
J Neurotrauma ; 24(2): 303-14, 2007 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-17375995

RESUMEN

Computerized tomography (CT) scanning provides an objective assessment of the structural damage to the brain following traumatic brain injury (TBI). We aimed to describe and quantify the relationship between CT characteristics and 6-month outcome, assessed by the Glasgow Outcome Scale (GOS). Individual patient data from the IMPACT database were available on CT classification (N = 5209), status of basal cisterns ( N = 3861), shift ( N = 4698), traumatic subarachnoid hemorrhage (tSAH) ( N = 7407), and intracranial lesions ( N = 7613). We used binary logistic and proportional odds regression for prognostic analyses. The CT classification was strongly related to outcome, with worst outcome for patients with diffuse injuries in CT class III (swelling; OR 2.50; CI 2.09-3.0) or CT class IV (shift; OR 3.03; CI 2.12-4.35). The prognosis in patients with mass lesions was better for patients with an epidural hematoma (OR 0.64; CI 0.56-0.72) and poorer for an acute subdural hematoma (OR 2.14; CI 1.87-2.45). Partial obliteration of the basal cisterns (OR 2.45; CI 1.88-3.20), tSAH (OR 2.64; CI 2.42-2.89), or midline shift (1-5 mm-OR 1.36; CI 1.09-1.68); >5 mm-OR 2.20; CI 1.64-2.96) were strongly related to poorer outcome. Discrepancies were found between the scoring of basal cisterns/shift and the CT classification, indicating observer variation. These were less marked in studies that had used a central review process. Multivariable analysis indicated that individual CT characteristics added substantially to the prognostic value of the CT classification alone. We conclude that both the CT classification and individual CT characteristics are important predictors of outcome in TBI. For clinical trials, a central review process is advocated to minimize observer variability in CT assessment.


Asunto(s)
Lesiones Encefálicas/diagnóstico , Tomografía Computarizada por Rayos X , Lesiones Encefálicas/complicaciones , Cisterna Magna/diagnóstico por imagen , Bases de Datos Factuales , Escala de Consecuencias de Glasgow , Humanos , Valor Predictivo de las Pruebas , Pronóstico , Análisis de Regresión , Hemorragia Subaracnoidea Traumática/diagnóstico por imagen , Hemorragia Subaracnoidea Traumática/etiología
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