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1.
Sports Med ; 2023 Nov 08.
Artigo em Inglês | MEDLINE | ID: mdl-37938533

RESUMO

BACKGROUND: Molecular-based approaches to understanding concussion pathophysiology provide complex biological information that can advance concussion research and identify potential diagnostic and/or prognostic biomarkers of injury. OBJECTIVE: The aim of this study was to identify gene expression changes in peripheral blood that are initiated following concussion and are relevant to concussion response and recovery. METHODS: We analyzed whole blood transcriptomes in a large cohort of concussed and control collegiate athletes who were participating in the multicenter prospective cohort Concussion Assessment, Research, and Education (CARE) Consortium study. Blood samples were collected from collegiate athletes at preseason (baseline), within 6 h of concussion injury, and at four additional prescribed time points spanning 24 h to 6 months post-injury. RNA sequencing was performed on samples from 230 concussed, 130 contact control, and 102 non-contact control athletes. Differential gene expression and deconvolution analysis were performed at each time point relative to baseline. RESULTS: Cytokine and immune response signaling pathways were activated immediately after concussion, but at later time points these pathways appeared to be suppressed relative to the contact control group. We also found that the proportion of neutrophils increased and natural killer cells decreased in the blood following concussion. CONCLUSIONS: Transcriptome signatures in the blood reflect the known pathophysiology of concussion and may be useful for defining the immediate biological response and the time course for recovery. In addition, the identified immune response pathways and changes in immune cell type proportions following a concussion may inform future treatment strategies.

2.
JAMA Netw Open ; 4(2): e2037731, 2021 02 01.
Artigo em Inglês | MEDLINE | ID: mdl-33616662

RESUMO

Importance: Validation of protein biomarkers for concussion diagnosis and management in military combative training is important, as these injuries occur outside of traditional health care settings and are generally difficult to diagnose. Objective: To investigate acute blood protein levels in military cadets after combative training-associated concussions. Design, Setting, and Participants: This multicenter prospective case-control study was part of a larger cohort study conducted by the National Collegiate Athletic Association and the US Department of Defense Concussion Assessment Research and Education (CARE) Consortium from February 20, 2015, to May 31, 2018. The study was performed among cadets from 2 CARE Consortium Advanced Research Core sites: the US Military Academy at West Point and the US Air Force Academy. Cadets who incurred concussions during combative training (concussion group) were compared with cadets who participated in the same combative training exercises but did not incur concussions (contact-control group). Clinical measures and blood sample collection occurred at baseline, the acute postinjury point (<6 hours), the 24- to 48-hour postinjury point, the asymptomatic postinjury point (defined as the point at which the cadet reported being asymptomatic and began the return-to-activity protocol), and 7 days after return to activity. Biomarker levels and estimated mean differences in biomarker levels were natural log (ln) transformed to decrease the skewness of their distributions. Data were collected from August 1, 2016, to May 31, 2018, and analyses were conducted from March 1, 2019, to January 14, 2020. Exposure: Concussion incurred during combative training. Main Outcomes and Measures: Proteins examined included glial fibrillary acidic protein, ubiquitin C-terminal hydrolase-L1, neurofilament light chain, and tau. Quantification was conducted using a multiplex assay (Simoa; Quanterix Corp). Clinical measures included the Sport Concussion Assessment Tool-Third Edition symptom severity evaluation, the Standardized Assessment of Concussion, the Balance Error Scoring System, and the 18-item Brief Symptom Inventory. Results: Among 103 military service academy cadets, 67 cadets incurred concussions during combative training, and 36 matched cadets who engaged in the same training exercises did not incur concussions. The mean (SD) age of cadets in the concussion group was 18.6 (1.3) years, and 40 cadets (59.7%) were male. The mean (SD) age of matched cadets in the contact-control group was 19.5 (1.3) years, and 25 cadets (69.4%) were male. Compared with cadets in the contact-control group, those in the concussion group had significant increases in glial fibrillary acidic protein (mean difference in ln values, 0.34; 95% CI, 0.18-0.50; P < .001) and ubiquitin C-terminal hydrolase-L1 (mean difference in ln values, 0.97; 95% CI, 0.44-1.50; P < .001) levels at the acute postinjury point. The glial fibrillary acidic protein level remained high in the concussion group compared with the contact-control group at the 24- to 48-hour postinjury point (mean difference in ln values, 0.22; 95% CI, 0.06-0.38; P = .007) and the asymptomatic postinjury point (mean difference in ln values, 0.21; 95% CI, 0.05-0.36; P = .01). The area under the curve for all biomarkers combined, which was used to differentiate cadets in the concussion and contact-control groups, was 0.80 (95% CI, 0.68-0.93; P < .001) at the acute postinjury point. Conclusions and Relevance: This study's findings indicate that blood biomarkers have potential for use as research tools to better understand the pathobiological changes associated with concussion and to assist with injury identification and recovery from combative training-associated concussions among military service academy cadets. These results extend the previous findings of studies of collegiate athletes with sport-associated concussions.


Assuntos
Concussão Encefálica/sangue , Proteína Glial Fibrilar Ácida/sangue , Militares , Proteínas de Neurofilamentos/sangue , Ubiquitina Tiolesterase/sangue , Proteínas tau/sangue , Adolescente , Traumatismos em Atletas/sangue , Traumatismos em Atletas/fisiopatologia , Concussão Encefálica/fisiopatologia , Estudos de Casos e Controles , Cognição , Feminino , Humanos , Masculino , Traumatismos Ocupacionais/sangue , Traumatismos Ocupacionais/fisiopatologia , Estudos Prospectivos , Estados Unidos , Universidades , Adulto Jovem
3.
JAMA Neurol ; 78(3): 346-350, 2021 03 01.
Artigo em Inglês | MEDLINE | ID: mdl-33523101

RESUMO

Importance: Concussion ranks among the most common injuries in football. Beyond the risks of concussion are growing concerns that repetitive head impact exposure (HIE) may increase risk for long-term neurologic health problems in football players. Objective: To investigate the pattern of concussion incidence and HIE across the football season in collegiate football players. Design, Setting, and Participants: In this observational cohort study conducted from 2015 to 2019 across 6 Division I National Collegiate Athletic Association (NCAA) football programs participating in the Concussion Assessment, Research, and Education (CARE) Consortium, a total of 658 collegiate football players were instrumented with the Head Impact Telemetry (HIT) System (46.5% of 1416 eligible football players enrolled in the CARE Advanced Research Core). Players were prioritized for instrumentation with the HIT System based on their level of participation (ie, starters prioritized over reserves). Exposure: Participation in collegiate football games and practices from 2015 to 2019. Main Outcomes and Measures: Incidence of diagnosed concussion and HIE from the HIT System. Results: Across 5 seasons, 528 684 head impacts recorded from 658 players (all male, mean age [SD], 19.02 [1.25] years) instrumented with the HIT System during football practices or games met quality standards for analysis. Players sustained a median of 415 (interquartile range [IQR], 190-727) recorded head impacts (ie, impacts) per season. Sixty-eight players sustained a diagnosed concussion. In total, 48.5% of concussions (n = 33) occurred during preseason training, despite preseason representing only 20.8% of the football season (0.059 preseason vs 0.016 regular-season concussions per team per day; mean difference, 0.042; 95% CI, 0.020-0.060; P = .001). Total HIE in the preseason occurred at twice the proportion of the regular season (324.9 vs 162.4 impacts per team per day; mean difference, 162.6; 95% CI, 110.9-214.3; P < .001). Every season, HIE per athlete was highest in August (preseason) (median, 146.0 impacts; IQR, 63.0-247.8) and lowest in November (median, 80.0 impacts; IQR, 35.0-148.0). Over 5 seasons, 72% of concussions (n = 49) (game proportion, 0.28; 95% CI, 0.18-0.40; P < .001) and 66.9% of HIE (262.4 practices vs 137.2 games impacts per player; mean difference, 125.3; 95% CI, 110.0-140.6; P < .001) occurred in practice. Even within the regular season, total HIE in practices (median, 175.0 impacts per player per season; IQR, 76.0-340.5) was 84.2% higher than in games (median, 95.0 impacts per player per season; IQR, 32.0-206.0). Conclusions and Relevance: Concussion incidence and HIE among college football players are disproportionately higher in the preseason than regular season, and most concussions and HIE occur during football practices, not games. These data point to a powerful opportunity for policy, education, and other prevention strategies to make the greatest overall reduction in concussion incidence and HIE in college football, particularly during preseason training and football practices throughout the season, without major modification to game play. Strategies to prevent concussion and HIE have important implications to protecting the safety and health of football players at all competitive levels.


Assuntos
Atletas , Pesquisa Biomédica/normas , Concussão Encefálica/epidemiologia , Concussão Encefálica/prevenção & controle , Futebol Americano/lesões , Universidades , Adolescente , Pesquisa Biomédica/métodos , Concussão Encefálica/diagnóstico por imagem , Estudos de Coortes , Humanos , Masculino , Adulto Jovem
4.
JAMA Netw Open ; 3(8): e2013191, 2020 08 03.
Artigo em Inglês | MEDLINE | ID: mdl-32852552

RESUMO

Importance: Identifying plasma biomarkers associated with the amount of time an athlete may need before they return to sport (RTS) following a sport-related concussion (SRC) is important because it may help to improve the health and safety of athletes. Objective: To examine whether plasma biomarkers can differentiate collegiate athletes who RTS in less than 14 days or 14 days or more following SRC. Design, Setting, and Participants: This multicenter prospective diagnostic study, conducted by the National Collegiate Athletics Association-Department of Defense Concussion Assessment, Research, and Education Consortium, included 127 male and female athletes who had sustained an SRC while enrolled at 6 Concussion Assessment, Research, and Education Consortium Advanced Research Core sites as well as 2 partial-Advanced Research Core military service academies. Data were collected between February 2015 and May 2018. Athletes with SRC completed clinical testing and blood collection at preseason (baseline), postinjury (0-21 hours), 24 to 48 hours postinjury, time of symptom resolution, and 7 days after unrestricted RTS. Main Outcomes and Measures: A total of 3 plasma biomarkers (ie, total tau protein, glial fibrillary acidic protein [GFAP], and neurofilament light chain protein [Nf-L]) were measured using an ultrasensitive single molecule array technology and were included in the final analysis. RTS was examined between athletes who took less than 14 days vs those who took 14 days or more to RTS following SRC. Linear mixed models were used to identify significant interactions between period by RTS group. Area under the receiver operating characteristic curve analyses were conducted to examine whether these plasma biomarkers could discriminate between RTS groups. Results: The 127 participants had a mean (SD) age of 18.9 (1.3) years, and 97 (76.4%) were men; 65 (51.2%) took less than 14 days to RTS, and 62 (48.8%) took 14 days or more to RTS. Linear mixed models identified significant associations for both mean (SE) plasma total tau (24-48 hours postinjury, <14 days RTS vs ≥14 days RTS: -0.65 [0.12] pg/mL vs -0.14 [0.14] pg/mL; P = .008) and GFAP (postinjury, 14 days RTS vs ≥14 days RTS: 4.72 [0.12] pg/mL vs 4.39 [0.11] pg/mL; P = .04). Total tau at the time of symptom resolution had acceptable discrimination power (area under the receiver operating characteristic curve, 0.75; 95% CI, 0.63-0.86; P < .001). We also examined a combined plasma biomarker panel that incorporated Nf-L, GFAP, and total tau at each period to discriminate RTS groups. Although the analyses did reach significance at each time period when combined, results indicated that they were poor at distinguishing the groups (area under the receiver operating characteristic curve, <0.7). Conclusions and Relevance: The findings of this study suggest that measures of total tau and GFAP may identify athletes who will require more time to RTS. However, further research is needed to improve our ability to determine recovery following an SRC.


Assuntos
Biomarcadores/sangue , Concussão Encefálica , Volta ao Esporte/estatística & dados numéricos , Adolescente , Adulto , Atletas , Concussão Encefálica/sangue , Concussão Encefálica/classificação , Concussão Encefálica/epidemiologia , Feminino , Humanos , Masculino , Estudos Prospectivos , Estudantes , Universidades , Adulto Jovem , Proteínas tau/sangue
5.
Sports Med ; 49(12): 1977-1987, 2019 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-31347086

RESUMO

BACKGROUND: Numerous medical organizations recommend a multifaceted approach to the assessment of concussion occurring during sporting events. A number of tools are available to clinicians, with a wide breadth of sensitivity and specificity; however, little work has been done to evaluate the combined efficiency of these tools in concussed male and female athletes from a broad array of collegiate sports and with variable time from the pre-season baseline evaluation. OBJECTIVE: The aim of this study was to optimize the concussion assessment battery for application within the first 72 h of injury, and to identify the necessary baseline retesting frequency. METHODS: Between 2014 and 2017, a total of 1458 National Collegiate Athletic Association (NCAA) athletes sustaining 1640 diagnosed concussions completed a baseline assessment each year of the investigation and were evaluated up to three times within the first 72 h of injury using a standardized assessment protocol. Classification and regression tree analyses were implemented to identify the most efficient multifaceted assessment pathway to quantify concussion-related outcomes. Results were optimized for assessments occurring within 1 h post-injury, 1-24 h post-injury, and 24-72 h post-injury when using the raw post-injury assessment performance, difference scores from baseline evaluations occurring in the same year, and difference scores from baseline evaluations occurring the year prior. RESULTS: At each of the assessment time points, the analyses indicated that alone or in combination, a symptom evaluation, Balance Error Scoring System (BESS) scores collected on the firm surface, and Standardized Assessment of Concussion (SAC) total score offered the best overall performance when compared with pre-morbid performance captured in the same season. Optimized sensitivity of the multifaceted approach was 61% within 1 h of injury, 67% at the 1-24 h interval, and 55% at the 24-72 h interval when difference scores from the same-season baseline were available. CONCLUSIONS: This investigation identified key concussion assessments in quantifying post-concussion performance among student athletes, that were maximized when same-season pre-morbid evaluations were available. Consistent with clinical recommendations, medical professionals should continue to focus on symptom reporting, postural control, and neurocognitive screening to support the clinical examination when making a concussion diagnosis.


Assuntos
Traumatismos em Atletas/diagnóstico , Concussão Encefálica/diagnóstico , Medicina Esportiva/métodos , Atletas , Feminino , Humanos , Masculino , Testes Neuropsicológicos , Equilíbrio Postural , Sensibilidade e Especificidade
6.
Sports Med ; 48(8): 1971-1985, 2018 08.
Artigo em Inglês | MEDLINE | ID: mdl-29498030

RESUMO

BACKGROUND: Sport-related concussion and repetitive head impact exposure in contact sports continue to receive increased attention in public and medical spheres. The Concussion Assessment, Research and Education (CARE) Consortium, a multicenter cooperative, was established to study the natural history of concussion in National Collegiate Athletic Association (NCAA) collegiate student-athletes across 29 colleges and universities in the United States. The purpose of this investigation is to provide normative data from the CARE Consortium and evaluate for differences between sport categories. METHODS: NCAA student-athletes were evaluated annually for general demographics and sport-specific characteristics before the start of the competitive season. We collected demographic and medical history information and evaluated each student-athlete's neurocognitive function, neurological status, postural stability, and self-reported symptoms. Sports were categorized by the amount of contact typically associated with the sport (i.e., contact, limited contact, non-contact). Comparisons between the three sport categories for the evaluated variables were made using linear or zero inflated negative binomial regression models adjusted for gender, concussion history, and household income. RESULTS: Over a 2-year period (August 2014-July 2016), 15,681 NCAA athletes completed preseason evaluations. Overall, 53% of the athletes were in the contact sport group, 31% were in the limited contact group and 17% were in the non-contact group. After adjusting for covariates, there were statistically significant differences found between athlete groups, although the differences and effect sizes were small and not clinically significant. The contact sport group had better scores on Immediate Post-Concussion Assessment Testing (ImPACT®) visual and verbal memory, Sport Concussion Assessment Tool (SCAT) symptom checklist, and Brief Symptom Inventory-18 (BSI-18), but slower ImPACT reaction time and worse scores on Standardized Assessment of Concussion (SAC). Further, the data indicate that some ImPACT score distributions were noticeably different from those presented in the technical manual. CONCLUSIONS: In this large, racially and socio-economically diverse cohort of male and female college athletes, we found no evidence that student-athletes participating in contact sports have clinically meaningful deficits in pre-season cognitive and balance testing. They also did not report significantly more symptoms of psychological distress when compared with student-athletes in non-contact or limited contact sports. In addition, the data suggest potential limitations when using published ImPACT norms when evaluating injured athletes.


Assuntos
Atletas , Traumatismos em Atletas/prevenção & controle , Concussão Encefálica/prevenção & controle , Feminino , Promoção da Saúde/métodos , Humanos , Masculino , Testes Neuropsicológicos , Estudantes , Universidades
7.
Brain Imaging Behav ; 12(4): 1121-1140, 2018 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-29064019

RESUMO

The NCAA-DoD Concussion Assessment, Research, and Education (CARE) consortium is performing a large-scale, comprehensive study of sport related concussions in college student-athletes and military service academy cadets. The CARE "Advanced Research Core" (ARC), is focused on executing a cutting-edge investigative protocol on a subset of the overall CARE athlete population. Here, we present the details of the CARE ARC MRI acquisition and processing protocol along with preliminary analyzes of within-subject, between-site, and between-subject stability across a variety of MRI biomarkers. Two experimental datasets were utilized for this analysis. First, two "human phantom" subjects were imaged multiple times at each of the four CARE ARC imaging sites, which utilize equipment from two imaging vendors. Additionally, a control cohort of healthy athletes participating in non-contact sports were enrolled in the study at each CARE ARC site and imaged at four time points. Multiple morphological image contrasts were acquired in each MRI exam; along with quantitative diffusion, functional, perfusion, and relaxometry imaging metrics. As expected, the imaging markers were found to have varying levels of stability throughout the brain. Importantly, between-subject variance was generally found to be greater than within-subject and between-site variance. These results lend support to the expectation that cross-site and cross-vendor advanced quantitative MRI metrics can be utilized to improve analytic power in assessing sensitive neurological variations; such as those effects hypothesized to occur in sports-related-concussion. This stability analysis provides a crucial foundation for further work utilizing this expansive dataset, which will ultimately be freely available through the Federal Interagency Traumatic Brain Injury Research Informatics System.


Assuntos
Concussão Encefálica/diagnóstico por imagem , Encéfalo/diagnóstico por imagem , Imageamento por Ressonância Magnética/métodos , Traumatismos em Atletas/diagnóstico por imagem , Traumatismos em Atletas/fisiopatologia , Encéfalo/fisiopatologia , Concussão Encefálica/etiologia , Concussão Encefálica/fisiopatologia , Feminino , Humanos , Processamento de Imagem Assistida por Computador , Estudos Longitudinais , Imageamento por Ressonância Magnética/instrumentação , Masculino , Militares , Dados Preliminares , Reprodutibilidade dos Testes , Descanso , Software , Estudantes , Universidades
8.
Stat Med ; 36(19): 3110-3120, 2017 Aug 30.
Artigo em Inglês | MEDLINE | ID: mdl-28470746

RESUMO

Autoregressive and cross-lagged models have been widely used to understand the relationship between bivariate commensurate outcomes in social and behavioral sciences, but not much work has been carried out in modeling bivariate non-commensurate (e.g., mixed binary and continuous) outcomes simultaneously. We develop a likelihood-based methodology combining ordinary autoregressive and cross-lagged models with a shared subject-specific random effect in the mixed-model framework to model two correlated longitudinal non-commensurate outcomes. The estimates of the cross-lagged and the autoregressive effects from our model are shown to be consistent with smaller mean-squared error than the estimates from the univariate generalized linear models. Inclusion of the subject-specific random effects in the proposed model accounts for between-subject variability arising from the omitted and/or unobservable, but possibly explanatory, subject-level predictors. Our model is not restricted to the case with equal number of events per subject, and it can be extended to different types of bivariate outcomes. We apply our model to an ecological momentary assessment study with complex dependence and sampling data structures. Specifically, we study the dependence between the condom use and sexual satisfaction based on the data reported in a longitudinal study of sexually transmitted infections. We find negative cross-lagged effect between these two outcomes and positive autoregressive effect within each outcome. Copyright © 2017 John Wiley & Sons, Ltd.


Assuntos
Pesquisa Comportamental/métodos , Funções Verossimilhança , Análise de Regressão , Adulto , Simulação por Computador , Feminino , Humanos , Indiana , Masculino , Método de Monte Carlo , Orgasmo , Infecções Sexualmente Transmissíveis/psicologia , Adulto Jovem
9.
Sports Med ; 47(7): 1437-1451, 2017 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-28281095

RESUMO

BACKGROUND: The natural history of mild traumatic brain injury (TBI) or concussion remains poorly defined and no objective biomarker of physiological recovery exists for clinical use. The National Collegiate Athletic Association (NCAA) and the US Department of Defense (DoD) established the Concussion Assessment, Research and Education (CARE) Consortium to study the natural history of clinical and neurobiological recovery after concussion in the service of improved injury prevention, safety and medical care for student-athletes and military personnel. OBJECTIVES: The objectives of this paper were to (i) describe the background and driving rationale for the CARE Consortium; (ii) outline the infrastructure of the Consortium policies, procedures, and governance; (iii) describe the longitudinal 6-month clinical and neurobiological study methodology; and (iv) characterize special considerations in the design and implementation of a multicenter trial. METHODS: Beginning Fall 2014, CARE Consortium institutions have recruited and enrolled 23,533 student-athletes and military service academy students (approximately 90% of eligible student-athletes and cadets; 64.6% male, 35.4% female). A total of 1174 concussions have been diagnosed in participating subjects, with both concussion and baseline cases deposited in the Federal Interagency Traumatic Brain Injury Research (FITBIR) database. CONCLUSIONS: Challenges have included coordinating regulatory issues across civilian and military institutions, operationalizing study procedures, neuroimaging protocol harmonization across sites and platforms, construction and maintenance of a relational database, and data quality and integrity monitoring. The NCAA-DoD CARE Consortium represents a comprehensive investigation of concussion in student-athletes and military service academy students. The richly characterized study sample and multidimensional approach provide an opportunity to advance the field of concussion science, not only among student athletes but in all populations at risk for mild TBI.


Assuntos
Atletas , Traumatismos em Atletas , Concussão Encefálica/diagnóstico , Militares , Estudantes , Universidades/organização & administração , Adolescente , Adulto , Concussão Encefálica/fisiopatologia , Feminino , Humanos , Masculino , Política Organizacional , Organizações , Medicina Esportiva
10.
J Correct Health Care ; 18(4): 274-84, 2012 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-22918659

RESUMO

The primary goal was to describe the health care coverage of detained youth. An exploratory second goal was to describe the possible relationship between redetention and coverage. Health care coverage status was abstracted from electronic detention center records for 1,614 adolescents in an urban detention center (October 2006 to December 2007). The majority of detained youth reported having Medicaid coverage (66%); 18% had private insurance and 17% had no insurance. Lack of insurance was more prevalent among older, male, and Hispanic youth. A substantial minority of detained youth were uninsured or had inconsistent coverage over time. While having insurance does not guarantee appropriate health care, lack of insurance is a barrier that should be addressed to facilitate coordination of medical and mental health care once the youth is released into the community.


Assuntos
Cobertura do Seguro/estatística & dados numéricos , Seguro Saúde/estatística & dados numéricos , Prisões/estatística & dados numéricos , Adolescente , Fatores Etários , Feminino , Humanos , Masculino , Medicaid/estatística & dados numéricos , Pessoas sem Cobertura de Seguro de Saúde/estatística & dados numéricos , Grupos Raciais , Fatores Sexuais , Estados Unidos , População Urbana/estatística & dados numéricos
11.
J Community Health ; 36(2): 300-6, 2011 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-20878215

RESUMO

Our objective was to understand the relationship between mental health screening results, health disparity, and STI risk among detained adolescents. In this 24-month cross-sectional study of 1,181 detainees (age 13-18 years), we examined associations between race, gender, mental health screening results (as measured by the Massachusetts Youth Screening Instrument-2nd Edition) and sexually transmitted infection rates (STI; chlamydia, gonorrhea, and trichomonas). Consistent with previous research, females and black youth were disproportionately affected by STI. Race and gender differences were also noted in mental health screening. The odds of having an STI increased by 23% (OR = 1.23, 95% CI = 1.06, 1.37) with each one-unit increase in the alcohol/drug subscale score for females. Gender-specific STI interventions for detained youth are warranted. For young women with substance abuse, specific interventions are necessary and may help reduce health disparity in this vulnerable population.


Assuntos
Disparidades nos Níveis de Saúde , Delinquência Juvenil , Programas de Rastreamento , Transtornos Mentais/diagnóstico , Prisioneiros/psicologia , Infecções Sexualmente Transmissíveis/diagnóstico , Adolescente , População Negra/estatística & dados numéricos , Infecções por Chlamydia/diagnóstico , Estudos Transversais , Feminino , Gonorreia/diagnóstico , Humanos , Masculino , Prisioneiros/estatística & dados numéricos , Fatores de Risco , Fatores Sexuais , Transtornos Relacionados ao Uso de Substâncias/diagnóstico , Tricomoníase/diagnóstico
12.
Bioinformatics ; 23(18): 2441-8, 2007 Sep 15.
Artigo em Inglês | MEDLINE | ID: mdl-17626063

RESUMO

MOTIVATION: Mass spectrometry (MS), such as the surface-enhanced laser desorption and ionization time-of-flight (SELDI-TOF) MS, provides a potentially promising proteomic technology for biomarker discovery. An important matter for such a technology to be used routinely is its reproducibility. It is of significant interest to develop quantitative measures to evaluate the quality and reliability of different experimental methods. RESULTS: We compare the quality of SELDI-TOF MS data using unfractionated, fractionated plasma samples and abundant protein depletion methods in terms of the numbers of detected peaks and reliability. Several statistical quality-control and quality-assessment techniques are proposed, including the Graeco-Latin square design for the sample allocation on a Protein chip, the use of the pairwise Pearson correlation coefficient as the similarity measure between the spectra in conjunction with multi-dimensional scaling (MDS) for graphically evaluating similarity of replicates and assessing outlier samples; and the use of the reliability ratio for evaluating reproducibility. Our results show that the number of peaks detected is similar among the three sample preparation technologies, and the use of the Sigma multi-removal kit does not improve peak detection. Fractionation of plasma samples introduces more experimental variability. The peaks detected using the unfractionated plasma samples have the highest reproducibility as determined by the reliability ratio. AVAILABILITY: Our algorithm for assessment of SELDI-TOF experiment quality is available at http://www.biostat.harvard.edu/~xlin. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.


Assuntos
Biomarcadores Tumorais/sangue , Análise Química do Sangue/métodos , Neoplasias Pulmonares/metabolismo , Proteínas de Neoplasias/sangue , Manejo de Espécimes/métodos , Espectrometria de Massas por Ionização por Electrospray/métodos , Espectrometria de Massas por Ionização e Dessorção a Laser Assistida por Matriz/métodos , Humanos , Masculino , Pessoa de Meia-Idade , Controle de Qualidade , Reprodutibilidade dos Testes , Sensibilidade e Especificidade
13.
Stat Med ; 22(9): 1465-75, 2003 May 15.
Artigo em Inglês | MEDLINE | ID: mdl-12704610

RESUMO

A significant source of missing data in longitudinal epidemiological studies on elderly individuals is death. Subjects in large scale community-based longitudinal dementia studies are usually evaluated for disease status in study waves, not under continuous surveillance as in traditional cohort studies. Therefore, for the deceased subjects, disease status prior to death cannot be ascertained. Statistical methods assuming deceased subjects to be missing at random may not be realistic in dementia studies and may lead to biased results. We propose a stochastic model approach to simultaneously estimate disease incidence and mortality rates. We set up a Markov chain model consisting of three states, non-diseased, diseased and dead, and estimate the transition hazard parameters using the maximum likelihood approach. Simulation results are presented indicating adequate performance of the proposed approach.


Assuntos
Demência/epidemiologia , Modelos Estatísticos , Processos Estocásticos , Idoso , Idoso de 80 Anos ou mais , Viés , Estudos de Coortes , Simulação por Computador , Demência/mortalidade , Humanos , Incidência , Estudos Longitudinais , Cadeias de Markov
14.
Seizure ; 11(3): 169-75, 2002 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-12018960

RESUMO

RATIONALE: Recent data suggest that children with new-onset seizures may be at increased risk for behaviour problems. Teachers are an excellent source of data about such problems. They do not have the potential bias that a parent worried about a new onset of seizures might have and, furthermore, they are accustomed to comparing performance of children and work in an environment in which the behavioural problems associated with epilepsy may be quite evident. We obtained teachers' reports of behaviour problems in children in the 2 months prior to their first recognized seizure. We also obtained similar data on children with new-onset, moderate severity asthma. In addition to comparing behavioural scores between children with seizures and children with asthma, we compared teachers' assessments of behaviour in children with no prior seizures to those of children with previously unrecognized seizures. METHODS: We evaluated 192 children with new-onset seizures, including 129 children with no prior episodes and 63 children with recognized prior seizure-like episodes. The comparison group consisted of 78 children with new-onset, moderate severity asthma. Behaviour was assessed by the teacher's report form (TRF) of the child behaviour checklist (CBCL) or the caregiver-teacher report form for ages 2-5 (C-TRF). Mean scores were compared by two-sample t -tests and analysis of variance (ANOVA). RESULTS: The children with new-onset seizures had more thought problems than children with asthma. In comparison to children with no prior seizures, the children with prior unrecognized seizures had higher scores in total behaviour problems, internalizing problems, somatic complaints, anxious/depressed, thought problems, and attention problems. CONCLUSIONS: In this sample, children with prior unrecognized seizures were already at increased risk of teacher-rated behaviour problems before starting medication and before any possible stigma effects related to seizures. This sequence suggests underlying neurological problems causing both behavioural problems and seizures.


Assuntos
Transtornos do Comportamento Infantil/psicologia , Epilepsia/psicologia , Docentes , Adolescente , Criança , Comportamento Infantil , Transtornos do Comportamento Infantil/epidemiologia , Comorbidade , Epilepsia/epidemiologia , Feminino , Humanos , Masculino , Fatores de Risco , Estudos de Amostragem , Fatores de Tempo
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