RESUMO
OBJECTIVE: To investigate community integration (CI) challenges following traumatic brain injury (TBI) through a gender lens. SETTING: Rehabilitation research-teaching hospital. PARTICIPANTS: Adult participants (22 men and 20 women) with a primary diagnosis of mild or moderate-severe TBI, in the acute or chronic stages after injury, were recruited using purposive sampling. DESIGN: Qualitative study. Data were collected through semistructured interviews, and thematic analysis was used to identify themes of CI challenges. RESULTS: Three overarching themes emerged: (1) lack of a "graduated home plan": difficulty enacting gendered roles and responsibilities at home, (2) "Something that I cannot handle": mismatch between occupational demands and abilities, and (3) "Slipping away": disrupted connections with self and others. Men consistently voiced struggles with and inability to fulfill household tasks, whereas women detailed ways of adapting domestic responsibilities because of postinjury limitations. Productivity challenges resonated with a substantial number of participants, and a gendered pattern was observed: More women reported an inability, whereas more men reported a limited ability to meet occupational demands. Both genders conveyed disruptions in recreational and leisure activities, although women predominantly discussed challenges relating to social activities and men a tendency to avoid social situations because of anticipated stigma and/or shame. Across all themes, a pervasive sense of diminished community contributions and disrupted identities was observed. CONCLUSION: The incongruence between preinjury roles and responsibilities and postinjury abilities resulted in difficulties across multiple CI domains for the study participants and did not go unnoticed by them. It is important for health care professionals to assist patients in addressing gendered challenges at home, work, and in the social circle for a smoother transition back into the community.
RESUMO
Evidence syntheses for advancing equitable traumatic brain injury (TBI) research, policy, and practice presents formidable challenges. Research and clinical frameworks are currently not specific to equity, diversity, and inclusion considerations, despite evidence that persons with TBI live in societies in which power imbalances and systems of social dominance may privilege some people and marginalize others. The present protocol outlines a strategy for a research program, supported by the Canadian Institutes of Health Research, that explores the integration of PROGRESS-Plus parameters in research with the goal of advancing open-science databases and tools to improve our understanding of equity in cognitive and brain health outcomes in TBI. PROGRESS-Plus is a framework outlining social, economic, and cultural parameters that may influence health opportunities and outcomes (e.g., place of residence, race, occupation, gender, etc.). A multistep research program is proposed to support three objectives: (1) organizing existing data on TBI-induced changes in cognition and brain health into a template to facilitate future research, including research using machine learning techniques; (2) updating published evidence with a more rigorous approach to the consideration of PROGRESS-Plus parameters; and (3) mobilizing knowledge on the current state of evidence that is relevant, equitable, and accessible. This program facilitates partnerships with knowledge users across clinical, research, academic, and community sectors to address the three research objectives through a unifying workflow of exchange, synthesis, and knowledge mobilization. We anticipate that this global collaboration between topic experts and community leaders in equity in brain health will add significant value to the field of TBI by promoting equity-transformative advancements in knowledge synthesis, policy, and practice.
Assuntos
Lesões Encefálicas Traumáticas , Cognição , Humanos , Lesões Encefálicas Traumáticas/terapia , Canadá/epidemiologia , Equidade em Saúde , Diversidade, Equidade, InclusãoRESUMO
OBJECTIVE: Existing studies, in mostly male samples such as veterans and athletes, show a strong association between traumatic brain injury (TBI) and mental illness. Yet, while an understanding of mental health before pregnancy is critical for informing preconception and perinatal supports, there are no data on the prevalence of active mental illness before pregnancy in females with TBI. We examined the prevalence of active mental illness ≤2 years before pregnancy (1) in a population with TBI, and (2) in subgroups defined by sociodemographic, health, and injury-related characteristics, all compared to those without TBI. METHOD: This population-based cross-sectional study was completed in Ontario, Canada, from 2012 to 2020. Modified Poisson regression generated adjusted prevalence ratios (aPRs) of active mental illness ≤2 years before pregnancy in 15,585 females with TBI versus 846,686 without TBI. We then used latent class analysis to identify subgroups with TBI according to sociodemographic, health, and injury-related characteristics and subsequently compared them to females without TBI on their outcome prevalence. RESULTS: Females with TBI had a higher prevalence of active mental illness ≤2 years before pregnancy than those without TBI (44.1% vs. 25.9%; aPR 1.46, 95% confidence interval, 1.43 to 1.49). There were 3 TBI subgroups, with Class 1 (low-income, past assault, recent TBI described as intentional and due to being struck by/against) having the highest outcome prevalence. CONCLUSIONS: Females with TBI, and especially those with a recent intentional TBI, have a high prevalence of mental illness before pregnancy. They may benefit from mental health screening and support in the post-injury, preconception, and perinatal periods. PLAIN LANGUAGE TITLE: Mental illness in the 2 years before pregnancy in a population with traumatic brain injury.
Research has shown a strong association between traumatic brain injury (TBI) and mental illness. Most previous studies have been conducted in primarily male samples, like veterans and professional athletes. Understanding mental health before pregnancy is important for deciding what supports people need before and during pregnancy. However, there are no studies on the frequency of mental illness in females with TBI before a pregnancy. We examined the frequency of mental illness 2 years before pregnancy in a population with TBI, and in subgroups defined by different social, health, and injury-related characteristics, compared to those without TBI. We undertook a population-wide study of all females with and without TBI in Ontario, Canada, with a birth in 20122020. We used statistical models to compare these groups on the presence of mental illness in the 2 years before pregnancy, before and after accounting for social and health characteristics. We also identified subgroups with TBI according to their social (e.g., poverty), health (e.g., chronic conditions), and injury-related characteristics (e.g., cause of injury) and subsequently compared them to females without TBI on their frequency of mental illness in the 2 years before pregnancy. Forty-four percent of females with TBI had mental illness in the 2 years before pregnancy compared to 25% of those without TBI. There were 3 TBI subgroups. Females with low-income, past assault, and injuries that were described as being intentional had the highest frequency of mental illness in the 2 years before pregnancy. Females with TBI may benefit from mental health screening and support post-injury and around the time of pregnancy.
Assuntos
Lesões Encefálicas Traumáticas , Transtornos Mentais , Humanos , Feminino , Lesões Encefálicas Traumáticas/epidemiologia , Estudos Transversais , Adulto , Transtornos Mentais/epidemiologia , Ontário/epidemiologia , Prevalência , Adulto Jovem , Gravidez , Adolescente , ComorbidadeRESUMO
BACKGROUND: Mild traumatic brain injury (mTBI) can cause persistent symptoms suggestive of oculomotor deficits. This research synthesized evidence on restitutive interventions for reducing oculomotor deficits in adults with mTBI to understand if these interventions have clinical utility for improving recovery. METHODS: Medline, EMBASE, CINHAL, PsychInfo, and Scopus, databases were searched for experimental studies published in English. We rated risk of bias (RoB) using recommended tools, and the certainty of the evidence according to GRADE guidelines. We conducted meta-analyses for similar outcomes reported in at least two studies. RESULTS: Out of 5,328 citations, 12 studies (seven case series and five crossover design), with a combined sample size of 354 participants; (43% males) met the inclusion criteria and were analyzed. The analysis revealed a trend toward improvement of oculomotor deficits and visual tasks in response to restitutive intervention. None of the studies addressed sex or gender effects. All studies had high RoB, suggesting low certainty in the reported results. DISCUSSION: Restitutive interventions may be beneficial for adults with oculomotor deficits after mTBI, however overall certainty of the evidence remains low. Future efforts must include enhancing attention to study methodology and reporting, sex and gender analyses, and reaching a consensus on outcome measures. PROSPERO REGISTRATION NUMBER: CRD42022352276.
Assuntos
Concussão Encefálica , Humanos , Concussão Encefálica/complicações , Transtornos da Motilidade Ocular/etiologia , Adulto , Resultado do Tratamento , MasculinoRESUMO
Understanding the factors associated with elevated risks and adverse consequences of traumatic brain injury (TBI) is an integral part of developing preventive measures for TBI. Brain injury outcomes differ based on one's sex (biological characteristics) and gender (social characteristics reflecting norms and relationships), however, whether it is sex or gender that drives differences in early (30-day) mortality and discharge location post-TBI is not well understood. In the absence of a gender variable in existing data, we developed a method for "measuring gender" in 276,812 residents of Ontario, Canada who entered the emergency department and acute care hospitals with a TBI diagnostic code between April 1st, 2002, and March 31st, 2020. We applied logistic regression to analyse differences in diagnostic codes between the sexes and to derive a gender score that reflected social dimensions. We used the derived gender score along with a sex variable to demonstrate how it can be used to separate the relationship between sex, gender and TBI outcomes after severe TBI. Sex had a significant effect on early mortality after severe TBI with a rate ratio (95% confidence interval (CI)) of 1.54 (1.24-1.91). Gender had a more significant effect than sex on discharge location. A person expressing more "woman-like" characteristics had lower odds of being discharged to rehabilitation versus home with odds ratio (95% CI) of 0.54 (0.32-0.88). The method we propose offers an opportunity to measure a gender effect independently of sex on TBI outcomes.
Assuntos
Lesões Encefálicas Traumáticas , Lesões Encefálicas , Feminino , Humanos , Estudos de Coortes , Lesões Encefálicas Traumáticas/diagnóstico , Lesões Encefálicas Traumáticas/epidemiologia , Lesões Encefálicas Traumáticas/complicações , Lesões Encefálicas/complicações , Alta do Paciente , Ontário/epidemiologia , Estudos RetrospectivosRESUMO
INTRODUCTION: Mild traumatic brain injury (mTBI) is the most common form of TBI with many individuals suffering from symptoms suggestive of deficits in oculomotor function. Although the symptoms are often experienced transiently, almost 50% of individuals will experience persistent symptoms. Oculomotor deficits can last months after injury and decrease function and the ability to participate in work, school and sport. To date, rehabilitation interventions targeting oculomotor deficits in mTBI have been reported on in several studies with varying study designs; however, the effectiveness of these interventions on measures of oculomotor function has not been established. The purpose of this paper is to present a protocol for a systematic review that aims to examine the effectiveness of rehabilitation interventions for improving function in adults with oculomotor deficits after mTBI. METHODS AND ANALYSIS: Systematic searches in Medline Ovid, EMBASE, PsycINFO, CINAHL and Scopus will be conducted to identify experimental studies published in English from each databases inception date to present, involving adult patients with mTBI and oculomotor deficits. Citations will be saved and managed in EndNote V.20. Two independent reviewers will identify eligible studies and perform data abstraction. Any discrepancies will be solved by discussion, and a third reviewer will be consulted if necessary. A meta-analysis will be conducted for outcomes reported in two or more studies. The Preferred Reporting Items for Systematic Review and Meta-Analysis Protocol guidelines will be followed for reporting. ETHICS AND DISSEMINATION: This study does not involve primary data collection; therefore, formal ethical approval by an institutional review board is not required. Final results will be disseminated through open-access peer-reviewed publications. Abstracts will be presented at suitable national and international conferences or workshops. Furthermore, important information will be shared with clinical authorities, clinicians and at affiliated research institution-based websites and relevant servers. PROSPERO REGISTRATION NUMBER: CRD42022352276.
Assuntos
Concussão Encefálica , Humanos , Adulto , Concussão Encefálica/complicações , Revisões Sistemáticas como Assunto , Metanálise como Assunto , Formação de Conceito , Coleta de DadosRESUMO
BACKGROUND: This research synthesized scientific evidence on the use of pharmacotherapy as intervention to reduce cognitive impairments in adult patients with primary central nervous system (CNS) infections. METHODS: We searched for experimental studies published in English prior to October 2021 in MEDLINE, Embase and Cochrane databases. We included non-randomized studies (NRS) and randomized control trials (RCT) of pharmacotherapy versus placebo, drug, or a combination of drugs in adults with primary CNS infection. The certainty of the evidence was rated according to GRADE guidelines. RESULTS: We included 8 RCTs and 1 NRS, involving a total of 805 patients (50.77% male patients; mean age 42.67 ± 10.58) with Lyme disease (LD), herpes simplex virus type 1 (HSV-1), or Creutzfeldt-Jakob disease (CJD) studying the efficacy of antibiotics, antiviral, and non-opioid analgesic drugs, respectively. In patients with LD, antibiotics alone or in combination with other drugs enhanced certain cognitive domains relative to placebo. In patients with HSV-1, the results were inconsistent. In patients with CJD, flupirtine maleate enhanced baseline cognitive scores. The quality of RCT studies was low, and the quality of NRS of intervention was very low, suggesting low and very low certainty in the reported results. CONCLUSION: There is limited evidence and low certainty regarding the efficacy of antimicrobials and analgesics in reducing cognitive impairments in patients with LD, HSV-1, and CJD. Future efforts must be aimed at enhancing attention to clinical trial methodology and reporting, as well as reaching a consensus on outcome measures and the endpoint of clinical trials relevant to patients.
Assuntos
Antibacterianos , Antivirais , Masculino , Adulto , Humanos , Pessoa de Meia-Idade , Feminino , Antivirais/uso terapêuticoRESUMO
BACKGROUND: People with high levels of neuroticism are greater users of health services. Similarly, people with dementia have a higher risk of hospitalization and medical visits. As a result, dementia and a high level of neuroticism increase healthcare use (HCU). However, how these joint factors impact the HCU at the population level is unknown. Similarly, no previous study has assessed the degree of generalization of such impacts, considering relevant variables including age, gender, socioeconomic, and country-level variability. OBJECTIVE: To examine how neuroticism and dementia interact in the HCU. METHODS: A cross-sectional study was performed on a sample of 76,561 people (2.4% with dementia) from 27 European countries and Israel. Data were analyzed with six steps multilevel non-binomial regression modeling, a statistical method that accounts for correlation in the data taken within the same participant. RESULTS: Both dementia (Incidence Rate Ratio (IRR): 1.537; α=â0.000) and neuroticism (IRR: 1.122; α=â0.000) increased the HCU. The effect of having dementia and the level of neuroticism increased the HCU: around 53.67% for the case of having dementia, and 12.05% for each increment in the level of neuroticism. Conversely, high levels of neuroticism in dementia decreased HCU (IRR: 0.962; α=â0.073). These results remained robust when controlling for age, gender, socioeconomic, and country-levels effects. CONCLUSION: Contrary to previous findings, neuroticism trait in people with dementia decreases the HCU across sociodemographic, socioeconomic, and country heterogeneity. These results, which take into account this personality trait among people with dementia, are relevant for the planning of health and social services.
Assuntos
Demência , Aposentadoria , Humanos , Neuroticismo , Estudos Transversais , Europa (Continente)/epidemiologia , Demência/epidemiologia , Envelhecimento , Atenção à SaúdeRESUMO
Introduction: We investigated the association between sleep disorders (SDs) and incident dementia in adults with traumatic brain injury (TBI). Methods: Adults with a TBI between 2003 and 2013 were followed until incident dementia. Sleep disorders at TBI were predictors in Cox regression models, controlling for other dementia risks. Results: Over 52 months, 4.6% of the 712,708 adults (59% male, median age 44, <1% with SD) developed dementia. An SD was associated with a 26% and a 23% of increased risk of dementia in male and female participants (hazard ratio [HR] 1.26, 95% confidence interval [CI] 1.11-1.42 and HR 1.23, 95% CI 1.09-1.40, respectively). In male participants, SD was associated with a 93% increased risk of early-onset dementia (HR 1.93, 95% CI 1.29-2.87); this did not hold in female participants (HR 1.38, 95% CI 0.78-2.44). Discussion: In a province-wide cohort, SDs at TBI were independently associated with incident dementia. Clinical trials testing sex-specific SD care after TBI for dementia prevention are timely. Highlights: TBI and sleep disorders are linked to each other, and to dementia.It is unclear if sleep disorders pose a sex-specific dementia risk in brain injury.In this study, presence of a sleep disorder increased dementia risk in both sexes.The risk differed by type of sleep disorder, which differed between the sexes.Sleep disorder awareness and care in persons with brain injury is vital for dementia prevention.
RESUMO
Background: Traumatic brain injury (TBI) outcomes are dependent on patients' biological sex (e.g., hormone levels) and sociocultural gender (e.g., norms, responsibilities). Informal caregivers additionally experience disruptions to identity and roles post-TBI. However, information on this topic remains largely unavailable to patients and caregivers. Purpose: This study aimed to determine the effectiveness of a one-time educational intervention on sex and gender influences in TBI for patients and informal caregivers. Materials and methods: We conducted a pilot pre-test/post-test randomized control-group design study. Groups (i.e., passive, active and control) consisted a total of 16 persons with TBI and caregivers (75% persons with TBI, 63% women). Individual and group learning gains, and group-average normalized gain, were computed for three learning domains: knowledge, attitude, and skill. An intervention with an average normalized gain of ≥30% was considered effective. Educational intervention evaluation and qualitative comments post-participation were summarized. Results: The passive group demonstrated the highest average normalized gain across the three learning domains, including 100% for knowledge, 40% and 61% for attitude, and 37% for skill. The remaining groups did not reach an average normalized gain of ≥30%, except for the attitude domain of the control group (33% and 32%). Two key categories were identified qualitatively: (1) gendered self-expectations post-injury and (2) implications of gender stereotypes in rehabilitation, including the need for rehabilitation treatment to look beyond sex and gender. The post-participation educational session evaluation conveyed high appraisal of content, organization, and usability of the intervention. Conclusion: A one-time passive educational intervention on sex and gender in TBI may improve knowledge, attitude, and skill on the topic of sex and gender among adults with TBI and caregivers. Obtaining knowledge and skill on sex and gender effects in TBI can potentially help persons with TBI and caregivers adapt to changes in roles and behaviours post-injury.
RESUMO
Understanding the factors associated with elevated risks and adverse consequences of traumatic brain injury (TBI) is an integral part of developing preventive measures for TBI. Brain injury outcomes differ based on one's sex (biological characteristics) and gender (social characteristics reflecting norms and relationships), however, whether it is sex or gender that drives differences in early (30-day) mortality and discharge location post-TBI event are unknown. In the absence of gender variable in existing data, we developed a method for "measuring gender" in 276,812 residents of Ontario, Canada who entered the emergency department and acute care hospitals with a TBI diagnostic code between April 1st, 2002 and March 31st, 2020. We analysed differences in diagnostic codes between the sexes to derive gender score that reflected social dimensions. Sex had a significant effect on early mortality after severe TBI with a rate ratio (95% confidence interval (CI)) of 1.54 (1.24-1.91). Gender had a more significant effect than sex on discharge location. A person expressing more female-like characteristics have lower odds of being discharged to rehabilitation versus home with odds ratio (95% CI) of 0.54 (0.32-0.88). The method we propose offers an opportunity to measure gender effect independently of sex on TBI outcomes.
RESUMO
BACKGROUND: Work-related traumatic brain injury (wr-TBI) is on the rise. The pre-injury period, a significant consideration for preventive initiatives, is largely unexplored. OBJECTIVES: To identify Person-Environment-Occupation (PEO) variables associated with wr-TBI to inform sex-specific primary prevention. METHODS: Retrospective chart review data were analyses. Two-tailed t-test and chi-squared tests were used to study sex differences. Multivariate logistic regression models of wr-TBI were fit with a priori defined PEO variables. RESULTS: The sample comprised 330 consecutive workers with wr-TBI (40.8 ± 11.1 years old, 71% male). Sex differences were observed across PEO variables. In multivariable logistic regression analyses the odds of sustaining a wr-TBI from a fall increased with the presence of a mood disorder and participation in non-labourer occupations (odds ratio (OR) 2.89 (95% CI 1.06-7.89) and OR 2.89 (95% CI 1.06-7.89), respectively) and decreased being a male (OR 0.31 (95% CI 0.17-0.54)). The odds of sustaining a wr-TBI from being striken by an object was greater in workers with prior head injury (OR 2.8 (95% CI 1.24-6.45)). None of the variables studied were associated with wr-TBI sustained from being striken against an object. CONCLUSIONS: Workers' health status pre-injury is associated with external causes of wr-TBI. Sex differences across PEO categories warrant further study.
Assuntos
Lesões Encefálicas Traumáticas , Humanos , Masculino , Feminino , Adulto , Pessoa de Meia-Idade , Estudos Retrospectivos , Lesões Encefálicas Traumáticas/epidemiologia , Lesões Encefálicas Traumáticas/etiologia , Ocupações , Transtornos do Humor , CausalidadeRESUMO
BACKGROUND: Traumatic brain injury (TBI) impacts an individual's workforce involvement post-injury. Support services and workplace accommodations that can help with work re-integration post-TBI may differ based on a person's sex and gender. The added impact of COVID-19 remains under-explored. OBJECTIVE: We aimed to investigate the support services and workplace accommodation needs and the impact of COVID-19 on work and mental health for persons with TBI, considering sex and gender. METHODS: A cross-sectional online survey was distributed. Descriptive and regression analyses were applied to uncover sex and gender differences, along with content analysis for open-ended responses. RESULTS: Thirty-two persons with TBI (62% women, 38% men) participated. Physiotherapy, occupational therapy, and counselling services were indicated as the most needed services by women and men. Modified hours/days and modified/different duties were the most needed workplace accommodations. Mental challenges impacting well-being was a highlighted concern for both men and women. Women scored poorer on the daily activity domain of the Quality of Life after Brain Injury - Overall Scale (pâ=â0.02). Assistance with daily activities was highlighted by women for a successful transition to work, including housekeeping and caregiving. Men were more likely than women to experience change in employment status because of COVID-19 (pâ=â0.02). Further, a higher percentage of men expressed concern about the inability to pay for living accommodations, losing their job, and not having future job prospects. CONCLUSION: Findings reveal important differences between men and women when transitioning to work post-TBI and emphasize the need for sex and gender considerations.
Assuntos
Lesões Encefálicas Traumáticas , COVID-19 , Masculino , Humanos , Feminino , Qualidade de Vida , Estudos Transversais , Emprego , Local de Trabalho , Lesões Encefálicas Traumáticas/complicaçõesRESUMO
PURPOSE: Research shows that patients' perceptions of themselves and others, in addition to their understanding of the concept of gender, changes after traumatic brain injury (TBI). Little is known about gendered experiences in TBI and care delivery. This study aims to explore perceptions of gender through life experiences and interactions between adult patients with TBI and their informal caregivers. MATERIALS AND METHODS: Seven patients with mild and moderate-severe TBI and eight informal caregivers were interviewed. Transcripts were coded and analysed according to Braun and Clarke's thematic analysis. The Consolidated Criteria for Reporting Qualitative Research guidelines were followed in reporting results. RESULTS: The participants described a transformation of their understanding and experiences of gender following the TBI event. Three themes were identified: (1) Gender designations of "man" and "woman";( 2) Post-injury performativity of gender; and (3) Gender in giving and receiving care. CONCLUSIONS: The findings emphasize the importance of raising awareness among researchers and practitioners on gender as a transformative process for patients with TBI and informal caregivers after the injury. The diversity of patient-caregiver experiences and critical needs based on gender call for intervention approaches that mitigate gender disparities in giving and receiving care. Implications for RehabilitationHistorically, rehabilitation of persons with traumatic brain injury has targeted physical and cognitive impairments, with little attention to their gendered demands in the lived environment.Gender prevails in the lived experiences of persons with traumatic brain injury, and their informal caregivers, and in giving and receiving quality care.A major challenge for clinicians is identifying harmful gendered roles, norms, and relations and the affective/behavioral problems they produce to alleviate enduring distress and reduce disability.Rehabilitation interventions focusing on flexible and adaptive responses to gendered demands in the lived environment of persons with traumatic brain injury are timely.
Assuntos
Lesões Encefálicas Traumáticas , Disfunção Cognitiva , Pessoas com Deficiência , Adulto , Humanos , Cuidadores/psicologia , Lesões Encefálicas Traumáticas/reabilitação , Pesquisa QualitativaRESUMO
This work aimed to identify pre-existing health conditions of patients with traumatic brain injury (TBI) and develop predictive models for the first TBI event and its external causes by employing a combination of unsupervised and supervised learning algorithms. We acquired up to five years of pre-injury diagnoses for 488,107 patients with TBI and 488,107 matched control patients who entered the emergency department or acute care hospitals between April 1st, 2002, and March 31st, 2020. Diagnoses were obtained from the Ontario Health Insurance Plan (OHIP) database which contains province-wide claims data by physicians in Ontario, Canada for inpatient and outpatient services. A screening process was conducted on the OHIP diagnostic codes to limit the subsequent analysis to codes that were predictive of TBI, which concluded that 314 codes were significantly associated with TBI. The Latent Dirichlet Allocation (LDA) model was applied to the diagnostic codes and generated an optimal number of 19 topics that concur with published literature but also suggest other unexplored areas. Estimated word-topic probabilities from the LDA model helped us detect pre-morbid conditions among patients with TBI by uncovering the underlying patterns of diagnoses, meanwhile estimated document-topic probabilities were utilized in variable creation as form of a dimension reduction. We created 19 topic scores for each patient in the cohort which were utilized along with socio-demographic factors for Random Forest binary classifier models. Test set performances evaluated using area under the receiver operating characteristic curve (AUC) were: TBI event (AUC = 0.85), external cause of injury: falls (AUC = 0.85), struck by/against (AUC = 0.83), cyclist collision (AUC = 0.76), motor vehicle collision (AUC = 0.83). Our analysis successfully demonstrated the feasibility of using machine learning to predict TBI due to various external causes and identified the most important factors that contribute to this prediction.
RESUMO
Brain health refers to the state of a person's brain function across various domains, including cognitive, behavioral and motor functions. Healthy brains are associated with better individual health, increased creativity, and enhanced productivity. A person's brain health is intricately connected to personal, social and environmental factors. Racial, ethnic, and social disparities affect brain health and on the global scale these disparities within and between regions present a hurdle to brain health. To overcome global disparities, greater collaboration between practitioners and healthcare providers and the people they serve is essential. This requires cultural humility driven by empathy. Empathy is a core prosocial value, a cognitive-emotional skill that helps us understand ourselves and others. This position paper aims to provide an overview of the vital roles of empathy, cooperation, and interdisciplinary partnerships. By consciously integrating this understanding in practice, leaders can better position themselves to address the diverse challenges faced by communities, promote inclusivity in policies and practices, and further more equitable solutions to the problem of global brain health.
RESUMO
Background: Multiple testing procedures (MTP) are gaining increasing popularity in various fields of biostatistics, especially in statistical genetics. However, in injury surveillance research utilizing the growing amount and complexity of health-administrative data encoded in the International Statistical Classification of Diseases and Related Health Problems 10th Revision (ICD-10), few studies involve MTP and discuss their applications and challenges. Objective: We aimed to apply MTP in the population-wide context of comorbidity preceding traumatic brain injury (TBI), one of the most disabling injuries, to find a subset of comorbidity that can be targeted in primary injury prevention. Methods: In total, 2,600 ICD-10 codes were used to assess the associations between TBI and comorbidity, with 235,003 TBI patients, on a matched data set of patients without TBI. McNemar tests were conducted on each 2,600 ICD-10 code, and appropriate multiple testing adjustments were applied using the Benjamini-Yekutieli procedure. To study the magnitude and direction of associations, odds ratios with 95% confidence intervals were constructed. Results: Benjamini-Yekutieli procedure captured 684 ICD-10 codes, out of 2,600, as codes positively associated with a TBI event, reducing the effective number of codes for subsequent analysis and comprehension. Conclusion: Our results illustrate the utility of MTP for data mining and dimension reduction in TBI research utilizing big health-administrative data to support injury surveillance research and generate ideas for injury prevention.
RESUMO
Biological and socio-cultural factors are known to impact health outcomes in traumatic brain injury (TBI). Disentangling their role requires both preclinical studies, investigating the mechanistic basis for differential outcomes, and a more diverse pool of clinical and behavioral data from affected individuals. Tailored approaches are essential to enhancing equity in TBI outcomes.
Assuntos
Lesões Encefálicas Traumáticas , Lesões Encefálicas Traumáticas/epidemiologia , Feminino , Identidade de Gênero , Serviços de Saúde , Humanos , Masculino , PolíticasRESUMO
For centuries, the study of traumatic brain injury (TBI) has been centred on historical observation and analyses of personal, social, and environmental processes, which have been examined separately. Today, computation implementation and vast patient data repositories can enable a concurrent analysis of personal, social, and environmental processes, providing insight into changes in health status transitions over time. We applied computational and data visualization techniques to categorize decade-long health records of 235,003 patients with TBI in Canada, from preceding injury to the injury event itself. Our results highlighted that health status transition patterns in TBI emerged along with the projection of comorbidity where many disorders, social and environmental adversities preceding injury are reflected in external causes of injury and injury severity. The strongest associations between health status preceding TBI and health status at the injury event were between multiple body system pathology and advanced age-related brain pathology networks. The interwoven aspects of health status on a time continuum can influence post-injury trajectories and should be considered in TBI risk analysis to improve prevention, diagnosis, and care.
Assuntos
Lesões Encefálicas Traumáticas , Lesões Encefálicas , Lesões Encefálicas Traumáticas/epidemiologia , Canadá/epidemiologia , Comorbidade , Nível de Saúde , HumanosRESUMO
BACKGROUND: The interplay of host, agent, and environment implicated in traumatic brain injury (TBI) events is difficult to account for in hypothesis-driven research. Data-driven analysis of injury data can enable insight into injury events in novel ways. This research dissected complex and multidimensional data at the time of the TBI event by exploiting data mining and information visualization methods. METHODS: We drew upon population-based decade-long health administrative data collected through the routine operation of the publicly funded health system in Ontario, Canada. We applied a computational approach to categorize health records of 235,003 patients with TBI versus the same number of reference patients without TBI, individually matched based on sex, age, place of residence, and neighbourhood income quantile. We adopted the basic concepts of the Haddon Matrix (host, agent, environment) to organize emerging factors significantly related to TBI versus non-TBI events. To explore sex differences, the data of male and female patients with TBI were plotted on heatmaps and clustered using hierarchical clustering algorithms. RESULTS: Based on detected similarities, the computational technique yielded 34 factors on which individual TBI-event codes were loaded, allowing observation of a set of definable patterns within the host, the agent, and the environment. Differences in the patterns of host, agent and environment were found between male and female patients with TBI, which are currently not identified based on data from injury surveillance databases. The results were internally validated. CONCLUSIONS: The study outlines novel areas for research relevant to TBI and offers insight into how computational and visual techniques can be applied to advance the understanding of TBI event. Results highlight unique aspects of sex differences of the host and agent at the injury event, as well as differences in exposure to adverse social and environmental circumstances, which can be a function of gender, aiding in future studies of injury prevention and gender-transformative care.