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2.
Lancet Psychiatry ; 9(7): 565-573, 2022 07.
Artigo em Inglês | MEDLINE | ID: mdl-35717966

RESUMO

BACKGROUND: Educational attainment is associated with wellbeing and health, but patients with schizophrenia achieve lower levels of education than people without. Several effective interventions can ameliorate this situation. However, the magnitude of the education gap in schizophrenia and its change over time are unclear. We aimed to reconstruct the trajectories of educational attainment in patients with schizophrenia and, if reported, their healthy comparator controls. METHODS: We did a systematic review and meta-analysis including all studies reporting on patients with schizophrenia (of mean age ≥18 years) and describing the number of years of education of the participants, with or without healthy controls. There were no other design constraints on studies. We excluded studies that included only patients with other schizophrenia spectrum disorders and studies that did not specify the number of years of education of the participants. 22 reviewers participated in retrieving data from a search in PubMed and PsycINFO (Jan 1, 1970, to Nov 24, 2020). We estimated the birth date of participants from their mean age and publication date, and meta-analysed these data using random-effects models, focusing on educational attainment, the education gap, and changes over time. The primary outcome was years of education. The protocol was registered on PROSPERO (CRD42020220546). FINDINGS: From 32 593 initial references, we included 3321 studies reporting on 318 632 patients alongside 138 675 healthy controls (170 941 women and 275 821 men from studies describing sex or gender; data on ethnicity were not collected). Patients' educational attainment increased over time, mirroring that of controls. However, patients with schizophrenia in high-income countries had 19 months less education than controls (-1·59 years, 95% CI -1·66 to -1·53; p<0·0001), which is equivalent to a Cohen's d of -0·56 (95% CI -0·58 to -0·54) and implies an odds ratio of 2·58 for not completing 12 years of education (ie, not completing secondary education) for patients compared with controls. This gap remained stable throughout the decades; the rate of change in number of total years of education in time was not significant (annual change: 0·0047 years, 95% CI -0·0005 to 0·0099; p=0·078). For patients in low-income and middle-income countries, the education gap was significantly smaller than in high-income countries (smaller by 0·72 years, 0·85 to 0·59; p<0·0001), yet there was evidence that this gap was widening over the years, approaching that of high-income countries (annual change: -0·024 years, -0·037 to -0·011; p=0·0002). INTERPRETATION: Patients with schizophrenia have faced persistent inequality in educational attainment in the last century, despite advances in psychosocial and pharmacological treatment. Reducing this gap should become a priority to improve their functional outcomes. FUNDING: Ciencia y Tecnología para el Desarrollo (CYTED) to the Latin American Network for the Study of Early Psychosis (ANDES).


Assuntos
Transtornos Psicóticos , Esquizofrenia , Adolescente , Escolaridade , Feminino , Humanos , Renda , Masculino , Pobreza , Esquizofrenia/terapia
3.
Braz. J. Psychiatry (São Paulo, 1999, Impr.) ; 44(1): 74-80, Jan.-Feb. 2022. graf
Artigo em Inglês | LILACS-Express | LILACS | ID: biblio-1360176

RESUMO

The notion that schizophrenia is a neuroprogressive disorder is based on clinical perception of cumulative impairments over time and is supported by neuroimaging and biomarker research. Nevertheless, increasing evidence has indicated that schizophrenia first emerges as a neurodevelopmental disorder that could follow various pathways, some of them neuroprogressive. The objective of this review is to revisit basic research on cognitive processes and neuroimaging findings in a search for candidate keys to the intricate connections between neurodevelopment and neuroprogression in schizophrenia. In the complete panorama, schizophrenia is a neurodevelopmental disorder, possibly associated with an additional burden over the course of the disease through pathologically accelerated aging, and cognitive heterogeneity may explain the different trajectories of each patient.

4.
Psychiatry Res ; 307: 114279, 2022 01.
Artigo em Inglês | MEDLINE | ID: mdl-34861423

RESUMO

Previous studies have suggested that subjects participating in schizophrenia research are not representative of the demographics of the global population of people with schizophrenia, particularly in terms of gender and geographical location. We here explored if this has evolved throughout the decades, examining changes in geographical location, gender and age of participants in studies of schizophrenia published in the last 50 years. We examined this using a meta-analytical approach on an existing database including over 3,000 studies collated for another project. We found that the proportion of studies and participants from low-and-middle income countries has significantly increased over time, with considerable input from studies from China. However, it is still low when compared to the global population they represent. Women have been historically under-represented in studies, and still are in high-income countries. However, a significantly higher proportion of female participants have been included in studies over time. The age of participants included has not changed significantly over time. Overall, there have been improvements in the geographical and gender representation of people with schizophrenia. However, there is still a long way to go so research can be representative of the global population of people with schizophrenia, particularly in geographical terms.


Assuntos
Esquizofrenia , China/epidemiologia , Feminino , Geografia , Humanos , Renda , Pessoa de Meia-Idade , Esquizofrenia/epidemiologia
5.
Braz J Psychiatry ; 44(1): 74-80, 2022.
Artigo em Inglês | MEDLINE | ID: mdl-33886948

RESUMO

OBJECTIVES: The notion that schizophrenia is a neuroprogressive disorder is based on clinical perception of cumulative impairments over time and is supported by neuroimaging and biomarker research. Nevertheless, increasing evidence has indicated that schizophrenia first emerges as a neurodevelopmental disorder that could follow various pathways, some of them neuroprogressive. The objective of this review is to revisit basic research on cognitive processes and neuroimaging findings in a search for candidate keys to the intricate connections between neurodevelopment and neuroprogression in schizophrenia. In the complete panorama, schizophrenia is a neurodevelopmental disorder, possibly associated with an additional burden over the course of the disease through pathologically accelerated aging, and cognitive heterogeneity may explain the different trajectories of each patient.


Assuntos
Transtornos do Neurodesenvolvimento , Esquizofrenia , Envelhecimento , Encéfalo/diagnóstico por imagem , Humanos , Neuroimagem
6.
Psicol. teor. prát ; 23(1): 1-19, Jan.-Apr. 2021. ilus
Artigo em Inglês | LILACS, Index Psicologia - Periódicos | ID: biblio-1250557

RESUMO

In a pandemic, it is necessary to understand who is at higher risk for psychological difficulties. Thus, we aim to investigate psychological symptoms in a Brazilian sample during the COVID-19 pandemic and their associations with sociodemographic, health, and pandemic-related variables. We included 1358 individuals assessed via an online survey through a questionnaire that included sociodemographic and other questions related to the pandemic and the SRQ-20. The results showed that younger adults and women were at a higher risk for minor mental disorders. An investigation about subgroups revealed three clusters representing symptom's severity. The cluster with most symptoms was younger people, had their income most impacted by the pandemic, and had more frequent diagnoses of mental disorders. The subgroups were discriminated mostly due to cognitive-emotional symptoms. We discussed the determinants that can contribute to mental health vulnerability and highlighted the need for state actions for those more vulnerable.


Em uma pandemia, é necessário entender quem possui maior risco de dificuldades psicológicas. O objetivo deste estudo foi investigar os sintomas psicológicos mais prevalentes em uma amostra brasileira, durante a pandemia da COVID-19 e associações com variáveis sociodemográficas, de saúde e pandêmicas. 1.358 indivíduos responderam a um survey online por meio de questionário, que incluiu questões sociodemográficas e relacionadas à pandemia, e o SRQ-20. Os resultados mostraram que mais jovens e mulheres estão em maior risco de transtornos mentais menores (MMD). Uma investigação sobre subgrupos revelou três grupos que representam a gravidade dos sintomas. O cluster com mais sintomas era mais jovem, teve sua renda mais impactada pela pandemia e tinha diagnósticos de transtornos mentais mais frequentemente. Os subgrupos foram discriminados principalmente devido a sintomas cognitivo-emocionais. Discutimos os determinantes que podem contribuir para a vulnerabilidade em saúde mental e destacamos a necessidade de ações estatais para os mais vulneráveis.


En una pandemia, es necesario comprender quién está en mayor riesgo de tener dificultades psicológicas. El objetivo fue investigar los síntomas psicológicos más prevalentes en una muestra brasileña, durante la pandemia de COVID-19, y las asociaciones con variables sociodemográficas, de salud y pandémicas. 1358 personas que fueron evaluadas a través de un cuestionario que incluía aspectos sociodemográficos y relacionados con la pandemia y el SRQ-20. Los resultados mostraron que más jóvenes y mujeres tienen un mayor riesgo de trastornos mentales menores. Una investigación en subgrupos reveló tres grupos que representan la gravedad de los síntomas. El grupo con más síntomas era más joven, sus ingresos se vieron más afectados por la pandemia y tenían más diagnósticos de trastornos mentales. Los subgrupos fueron discriminados principalmente por síntomas cognitivo-emocionales. Discutimos los determinantes que pueden contribuir a la vulnerabilidad en salud mental y resaltamos la necesidad de acciones estatales para los más vulnerables.


Assuntos
Humanos , Masculino , Feminino , Psicopatologia , Saúde Mental , COVID-19 , Transtornos Mentais , Brasil , Demografia , Inquéritos e Questionários , Fatores de Risco , Diagnóstico , Vulnerabilidade em Saúde , Pandemias
7.
Br J Psychiatry ; 218(2): 112-118, 2021 02.
Artigo em Inglês | MEDLINE | ID: mdl-32807243

RESUMO

BACKGROUND: Social and environmental factors such as poverty or violence modulate the risk and course of schizophrenia. However, how they affect the brain in patients with psychosis remains unclear. AIMS: We studied how environmental factors are related to brain structure in patients with schizophrenia and controls in Latin America, where these factors are large and unequally distributed. METHOD: This is a multicentre study of magnetic resonance imaging in patients with schizophrenia and controls from six Latin American cities. Total and voxel-level grey matter volumes, and their relationship with neighbourhood characteristics such as average income and homicide rates, were analysed with a general linear model. RESULTS: A total of 334 patients with schizophrenia and 262 controls were included. Income was differentially related to total grey matter volume in both groups (P = 0.006). Controls showed a positive correlation between total grey matter volume and income (R = 0.14, P = 0.02). Surprisingly, this relationship was not present in patients with schizophrenia (R = -0.076, P = 0.17). Voxel-level analysis confirmed that this interaction was widespread across the cortex. After adjusting for global brain changes, income was positively related to prefrontal cortex volumes only in controls. Conversely, the hippocampus in patients with schizophrenia, but not in controls, was relatively larger in affluent environments. There was no significant correlation between environmental violence and brain structure. CONCLUSIONS: Our results highlight the interplay between environment, particularly poverty, and individual characteristics in psychosis. This is particularly important for harsh environments such as low- and middle-income countries, where potentially less brain vulnerability (less grey matter loss) is sufficient to become unwell in adverse (poor) environments.


Assuntos
Esquizofrenia , Encéfalo/diagnóstico por imagem , Cidades , Substância Cinzenta , Humanos , América Latina/epidemiologia , Imageamento por Ressonância Magnética , Pobreza , Esquizofrenia/diagnóstico por imagem , Esquizofrenia/epidemiologia , Violência
8.
Trends psychiatry psychother. (Impr.) ; 40(4): 326-336, Oct.-Dec. 2018. tab, graf
Artigo em Inglês | LILACS | ID: biblio-979438

RESUMO

Abstract Introduction The Internet has seen rapid growth in the number of websites focusing on mental health content. Considering the increased need for access to accurate information about mental health treatment, it is important to understand the promotion of this information online. Objective To analyze BuzzFeed's Mental Health Week (BFMHW) interactions on its own website and in related social media platforms (Facebook, Twitter and YouTube) using metrics of information delivery in mental health topics. Methods We extracted social media metrics from the 20 posts with the highest number of BuzzFeed interactions on the BFMHW website and from 41 videos available on the BFMHW playlist created by the BuzzFeed Video profile on YouTube. We analyzed the format and content used in BuzzFeed's publishing methods as well as the following social media metrics: exposure (presence online, views and time online), influence (likes) and engagement (comments, shares, replies and BuzzFeed interactions). Results Analysis of the variables revealed that audience engagement is associated with the number of medias in which the content is published: views on YouTube and shares on Facebook (0.71, p<0.001), total interactions on Facebook (0.66, p<0.001) and BuzzFeed number of total interactions (0.56, p<0.001). Conclusions Our results suggest that videos on YouTube may be an important information channel, including activity and engagement on other medias such as Facebook. Information may be more effective in reaching the audience if it is delivered in more than one media and includes personal experiences, some humor in content and detailed information about treatment.


Resumo Introdução O número de sites com foco em conteúdo de saúde mental vem crescendo rapidamente. Considerando a necessidade crescente de acesso a informações precisas sobre tratamento em saúde mental, é importante entender a promoção dessas informações on-line. Objetivo Analisar as interações da Semana de Saúde Mental do BuzzFeed (BuzzFeed's Mental Health Week - BFMHW) em seu próprio site e em plataformas de mídia social relacionadas (Facebook, Twitter e YouTube) usando métricas de entrega de informações em tópicos de saúde mental. Métodos Extraímos métricas de mídias sociais das 20 postagens com o maior número de interações no site da BFMHW e de 41 vídeos disponíveis na playlist da BFMHW criada pelo perfil BuzzFeed Video no YouTube. Analisamos o formato e o conteúdo usados nos métodos de publicação do BuzzFeed, bem como as seguintes métricas de mídias sociais: exposição (presença on-line, visualizações e tempo on-line), influência (curtidas) e engajamento (comentários, compartilhamentos, respostas e interações do BuzzFeed). Resultados A análise das variáveis revelou que o envolvimento do público está associado ao número de mídias em que o conteúdo é publicado: visualizações no YouTube e compartilhamentos no Facebook (0,71, p <0,001), interações totais no Facebook (0,66, p <0,001) e número de interações totais no BuzzFeed (0,56, p <0,001). Conclusões Nossos resultados sugerem que o YouTube pode ser um importante canal de informações, incluindo atividades e envolvimento em outras mídias, como o Facebook. As informações podem alcançar o público de forma mais eficaz se forem exibidas em mais de uma mídia e incluírem experiências pessoais, algum humor no conteúdo e informações detalhadas sobre o tratamento.


Assuntos
Humanos , Saúde Mental , Mídias Sociais , Promoção da Saúde , Comunicação em Saúde , Filmes Cinematográficos
9.
Neuroimmunomodulation ; 25(5-6): 334-339, 2018.
Artigo em Inglês | MEDLINE | ID: mdl-30248668

RESUMO

BACKGROUND: Verbal memory impairment may be considered an endophenotype in schizophrenia (SZ), also affecting the siblings of SZ subjects. Furthermore, the immune-inflammatory system response has an important modulatory effect on brain processes, especially on memory circuits. OBJECTIVE: Investigating the relationship between TNF-α and IL-6 and memory performance in patients with SZ, their unaffected siblings (SB) and healthy controls (HC). METHODS: 35 subjects with SZ, 36 SB, and 47 HC underwent a neurocognitive assessment for verbal memory by means of the revised Hopkins Verbal Learning Test (HVLT-R) in addition to serum cytokines analyses. RESULTS: SZ patients performed worse in HVLT-R than SB and HC, but SB and HC were not different. Regarding the biomarker levels, we found significant results of TNF-α for both groups. However, we did not find differences between groups after multiple-comparisons analysis. There were no significant correlations between episodic verbal memory, TNF-α, and IL-6. CONCLUSION: The results are compatible with the hypothesis that deficits in verbal memory of individuals with SZ could be secondary to inadequate functioning of cognitive processing areas, such as proactive cognitive control.


Assuntos
Interleucina-6/sangue , Memória Episódica , Esquizofrenia/imunologia , Fator de Necrose Tumoral alfa/sangue , Aprendizagem Verbal/fisiologia , Adulto , Feminino , Humanos , Masculino , Transtornos da Memória/sangue , Transtornos da Memória/imunologia , Pessoa de Meia-Idade , Esquizofrenia/sangue , Irmãos
10.
Trends Psychiatry Psychother ; 40(4): 326-336, 2018.
Artigo em Inglês | MEDLINE | ID: mdl-30156651

RESUMO

INTRODUCTION: The Internet has seen rapid growth in the number of websites focusing on mental health content. Considering the increased need for access to accurate information about mental health treatment, it is important to understand the promotion of this information online. OBJECTIVE: To analyze BuzzFeed's Mental Health Week (BFMHW) interactions on its own website and in related social media platforms (Facebook, Twitter and YouTube) using metrics of information delivery in mental health topics. METHODS: We extracted social media metrics from the 20 posts with the highest number of BuzzFeed interactions on the BFMHW website and from 41 videos available on the BFMHW playlist created by the BuzzFeed Video profile on YouTube. We analyzed the format and content used in BuzzFeed's publishing methods as well as the following social media metrics: exposure (presence online, views and time online), influence (likes) and engagement (comments, shares, replies and BuzzFeed interactions). RESULTS: Analysis of the variables revealed that audience engagement is associated with the number of medias in which the content is published: views on YouTube and shares on Facebook (0.71, p<0.001), total interactions on Facebook (0.66, p<0.001) and BuzzFeed number of total interactions (0.56, p<0.001). CONCLUSIONS: Our results suggest that videos on YouTube may be an important information channel, including activity and engagement on other medias such as Facebook. Information may be more effective in reaching the audience if it is delivered in more than one media and includes personal experiences, some humor in content and detailed information about treatment.


Assuntos
Promoção da Saúde , Saúde Mental , Mídias Sociais , Comunicação em Saúde , Humanos , Filmes Cinematográficos
11.
Schizophr Res Cogn ; 12: 40-41, 2018 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-29928595

RESUMO

Clozapine is more efficacious than first-generation antipsychotics for positive and negative symptoms, although it is related with serious adverse effects. Because of this profile, it could also have an impact on cognition. Therefore, we evaluated learning ability of 31 treatment-resistant individuals with SZ using clozapine uninterruptedly for 18.23 ±â€¯4.71 years and 26 non-treatment-resistant using other antipsychotics that never used clozapine. Long-term treatment with clozapine did not improve verbal learning ability better than other antipsychotics. Although clozapine has a unique profile for reducing clinical symptoms, it may not have an additional benefit for cognition when started later on the course of schizophrenia.

12.
J Psychiatr Res ; 103: 237-243, 2018 08.
Artigo em Inglês | MEDLINE | ID: mdl-29894922

RESUMO

Neuroimaging studies have been steadily explored in Bipolar Disorder (BD) in the last decades. Neuroanatomical changes tend to be more pronounced in patients with repeated episodes. Although the role of such changes in cognition and memory is well established, daily-life functioning impairments bulge among the consequences of the proposed progression. The objective of this study was to analyze MRI volumetric modifications in BD and healthy controls (HC) as possible predictors of daily-life functioning through a machine learning approach. Ninety-four participants (35 DSM-IV BD type I and 59 HC) underwent clinical and functioning assessments, and structural MRI. Functioning was assessed using the Functioning Assessment Short Test (FAST). The machine learning analysis was used to identify possible candidates of regional brain volumes that could predict functioning status, through a support vector regression algorithm. Patients with BD and HC did not differ in age, education and marital status. There were significant differences between groups in gender, BMI, FAST score, and employment status. There was significant correlation between observed and predicted FAST score for patients with BD, but not for controls. According to the model, the brain structures volumes that could predict FAST scores were: left superior frontal cortex, left rostral medial frontal cortex, right white matter total volume and right lateral ventricle volume. The machine learning approach demonstrated that brain volume changes in MRI were predictors of FAST score in patients with BD and could identify specific brain areas related to functioning impairment.


Assuntos
Transtorno Bipolar/diagnóstico por imagem , Mapeamento Encefálico , Encéfalo/diagnóstico por imagem , Aprendizado de Máquina , Imageamento por Ressonância Magnética/métodos , Adulto , Correlação de Dados , Feminino , Humanos , Processamento de Imagem Assistida por Computador , Masculino , Pessoa de Meia-Idade , Escalas de Graduação Psiquiátrica , Estatísticas não Paramétricas
14.
Eur Neuropsychopharmacol ; 25(2): 169-75, 2015 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-25311898

RESUMO

Impairment on episodic memory (EM) has been strongly correlated with psychiatric disorders, including schizophrenia (SZ) and bipolar disorder (BD). Morevover, the effects of course and progression of the illness on cognitive functioning have not been well established. The aim of the present study is to assess performance of episodic memory in BD and SZ according to their clinical stages. Subjects who met DSM-IV criteria for bipolar disorder (n=43) and schizophrenia (31), on euthymia or clinical remission, were recruited from the outpatients facilities at Hospital de Clínicas de Porto Alegre (Brazil). They were classified into two clinical stages (early or late for BD, and recent onset or chronic for SZ) and compared to 54 healthy controls. Episodic memory performance was assessed by means the Hopkins Verbal Learning Test-Revised (HVLT-R) that measures verbal learning and episodic memory in both disorders. Our results showed that patients in early stage of BD (EBD) performed better performance on the total immediate free recall (p<0.0001, F=12.060) as well as in delayed free recall (p<0.0001, F=13.914) compared to late stage (LBD) and SZ groups. In the ability to retain words learned, LBD and chronic (CSZ) were more impaired than other groups. Furthermore, the variation of learning (i.e, learning effects) along the 3 trials of immediate free recall was similar between groups. In conclusion, we found a cognitive decline alongside with the progression of BD whereas such impairment was evident in the early of SZ. Despite this, both groups (BD and SZ) seem to maintain the ability to learn. It emphasizes the relevance of studying new therapeutic strategies, in particular, cognitive rehabilitation/remediation techniques as promissory treatment for psychiatric patients, even in those with moderate disabilities.


Assuntos
Transtorno Bipolar/psicologia , Memória Episódica , Psicologia do Esquizofrênico , Aprendizagem Verbal , Doença Aguda , Adulto , Transtorno Bipolar/tratamento farmacológico , Doença Crônica , Progressão da Doença , Feminino , Humanos , Masculino , Rememoração Mental , Pessoa de Meia-Idade , Pacientes Ambulatoriais , Escalas de Graduação Psiquiátrica , Testes Psicológicos , Esquizofrenia/tratamento farmacológico , Percepção da Fala , Adulto Jovem
15.
Schizophr Res ; 150(2-3): 580-2, 2013 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-24035560

RESUMO

Cognitive deficits have been recognized as a core feature of schizophrenia (SZ) and are present in most patients. Verbal memory (VM), working memory (WM), and executive function (EF) are domains commonly impaired in patients with SZ. These latter domains have been related to the genetic risk of the disorder characterizing as possible endophenotypes. In order to study neurocognitive endophenotypes in a Brazilian population with elevated genetic risks to develop SZ, we measured VM (Hopkins Verbal Learning Test Revised), WM (Letter-Number Sequencing and Digit Span) and EF (Stroop Test) in 90 subjects (45 unaffected siblings of patients with SZ and 45 matched healthy controls). No differences were found in EF and WM (Letter-Number Sequencing and Digit Span). However, in VM, siblings of patients performed worse than controls on the immediate recall and delayed recall. Our results suggest that VM impairment could be considered an endophenotype of SZ.


Assuntos
Transtornos da Memória/etiologia , Esquizofrenia/complicações , Psicologia do Esquizofrênico , Irmãos/psicologia , Aprendizagem Verbal/fisiologia , Adulto , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Testes Neuropsicológicos
16.
Neurosci Lett ; 544: 80-4, 2013 Jun 07.
Artigo em Inglês | MEDLINE | ID: mdl-23597759

RESUMO

A growing body of evidence suggests that crack cocaine misuse has widespread systemic and cognitive consequences, but little attention has been given to its systemic pathophysiology. We report here changes in inflammation markers, oxidative damage and brain derived neurotrophic factor in a sample of outpatients with crack cocaine use disorders. Fifty-three outpatients were recruited for this cross-sectional study and matched with fifty control subjects. The focus of this report is in between group differences in cytokines, oxidative damage and brain-derived neurotrophic factor (BDNF). Crack cocaine use was associated with higher BDNF levels when compared to controls, present only in those who used crack cocaine in the last month. Patients also had higher circulating levels of IL-1ß, TNF-α and IL-10 when compared to controls. There were no significant differences in oxidative damage between patients and controls. These results represent a first demonstration that crack cocaine use disorders entail an activation of the reward, immune and inflammatory systems.


Assuntos
Transtornos Relacionados ao Uso de Cocaína/sangue , Transtornos Relacionados ao Uso de Cocaína/epidemiologia , Cocaína Crack/toxicidade , Citocinas/sangue , Inflamação/sangue , Inflamação/epidemiologia , Adulto , Biomarcadores/sangue , Brasil/epidemiologia , Causalidade , Comorbidade , Feminino , Humanos , Masculino , Medição de Risco , Fatores de Risco
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