906 resultados para Exploratory statistical data analysis
Resumo:
Disease resistance is associated with a plant defense response that involves an integrated set of signal transduction pathways. Changes in the expression patterns of 2.375 selected genes were examined simultaneously by cDNA microarray analysis in Arabidopsis thaliana after inoculation with an incompatible fungal pathogen Alternaria brassicicola or treatment with the defense-related signaling molecules salicylic acid (SA), methyl jasmonate (MJ), or ethylene, Substantial changes (up- and down-regulation) in the steady-state abundance of 705 mRNAs were observed in response to one or more of the treatments, including known and putative defense-related genes and 106 genes with no previously described function or homology, In leaf tissue inoculated with A. brassicicola, the abundance of 168 mRNAs was increased more than 2.5-fold, whereas that of 39 mRNAs was reduced. Similarly, the abundance of 192, 221, and 55 mRNAs was highly (>2.5-fold) increased after treatment with SA, MJ, and ethylene, respectively. Data analysis revealed a surprising level of coordinated defense responses, including 169 mRNAs regulated by multiple treatments/defense pathways. The largest number of genes coinduced (one of four induced genes) and corepressed was found after treatments with SA and MJ. In addition, 50% of the genes induced by ethylene treatment were also induced by MJ treatment. These results indicated the existence of a substantial network of regulatory interactions and coordination occurring during plant defense among the different defense signaling pathways, notably between the salicylate and jasmonate pathways that were previously thought to act in an antagonistic fashion.
Resumo:
The stock market suffers uncertain relations throughout the entire negotiation process, with different variables exerting direct and indirect influence on stock prices. This study focuses on the analysis of certain aspects that may influence these values offered by the capital market, based on the Brazil Index of the Sao Paulo Stock Exchange (Bovespa), which selects 100 stocks among the most traded on Bovespa in terms of number of trades and financial volume. The selected variables are characterized by the companies` activity area and the business volume in the month of data collection, i.e. April/2007. This article proposes an analysis that joins the accounting view of the stock price variables that can be influenced with the use of multivariate qualitative data analysis. Data were explored through Correspondence Analysis (Anacor) and Homogeneity Analysis (Homals). According to the research, the selected variables are associated with the values presented by the stocks, which become an internal control instrument and a decision-making tool when it comes to choosing investments.
Resumo:
Objective: To compare rates of self-reported use of health services between rural, remote and urban South Australians. Methods: Secondary data analysis from a population-based survey to assess health and well-being, conducted in South Australia in 2000. In all, 2,454 adults were randomly selected and interviewed using the computer-assisted telephone interview (CATI) system. We analysed health service use by Accessibility and Remoteness Index of Australia (ARIA) category. Results: There was no statistically significant difference in the median number of uses of the four types of health services studied across ARIA categories. Significantly fewer residents of highly accessible areas reported never using primary care services (14.4% vs. 22.2% in very remote areas), and significantly more reported high use ( greater than or equal to6 visits, 29.3% vs. 21.5%). Fewer residents of remote areas reported never attending hospital (65.6% vs. 73.8% in highly accessible areas). Frequency of use of mental health services was not statistically significantly different across ARIA categories. Very remote residents were more likely to spend at least one night in a public hospital (15.8%) than were residents of other areas (e.g. 5.9% for highly accessible areas). Conclusion: The self-reported frequency of use of a range of health services in South Australia was broadly similar across ARIA categories. However, use of primary care services was higher among residents of highly accessible areas and public hospital use increased with increasing remoteness. There is no evidence for systematic rural disadvantage in terms of self-reported health service utilisation in this State.
Resumo:
We used an event related fMRI design to study the BOLD response in Huntington’s disease (HD) patients during performance of a Simon interference task. We hypothesised that HD patients will demonstrate significantly slower RTs than controls, and that there will be significant differences in the pattern of brain activation between groups. Seventeen HD patients and 15 age and sex matched controls were scanned using 3T GE scanner (FOV = 24 cm2; TE = 40 ms; TR = 3 s; FA = 60°; slice thickness = 6 mm; in-plane resolution = 1.88x1.88 mm2). The task involved two activation conditions, namely congruent (for example, left pointing arrow appearing on the left side of the screen) and incongruent (for example, left pointing arrow appearing on the right side of the screen), and a baseline condition. Each stimulus was presented for 2500 ms followed by a blank screen for 500 ms. Subjects were instructed to press a button using the same hand as indicated by the direction of the arrow head and were given 3000 ms to respond. Data analysis was performed using SPM2 with a random effects analysis model. For each subject parameter estimates for combined task conditions (congruent and incongruent combined) were calculated. Comparisons such as these, based on block designs, have superior statistical power for detecting subtle changes in the BOLD response anywhere in the brain. The activations reported are significant at PFDR_corr
Resumo:
Previous functional magnetic resonance imaging (fMRI) studies examined neural activity responses to emotive stimuli in healthy individuals after acute/subacute administration of antidepressants. We now report the effects of repeated use of the antidepressant clomipramine on fMRI data acquired during presentation of emotion-provoking and neutral stimuli on healthy volunteers. A total of 12 volunteers were evaluated with fMRI after receiving low doses of clomipramine for 4 weeks and again after 4 weeks of washout. Fear-, happiness-, anger-provoking and neutral pictures from the International Affective Picture System (IAPS) were used. Data analysis was performed with statistical parametric mapping (P < 0.05). Paired t-test comparisons for each condition between medicated and unmedicated states showed, to negative valence paradigms, decrease in brain activity in the amygdala when participants were medicated. We also demonstrated, across both positive and negative valence paradigms, consistent decreases in brain activity in the medicated state in the anterior cingulate gyrus and insula. This is the first report of modulatory effects of repeated antidepressant use on the central representation of somatic states in response to emotions of both negative and positive valences in healthy individuals. Also, our results corroborate findings of antidepressant-induced temporolimbic activity changes to emotion-provoking stimuli obtained in studies of subjects treated acutely with such agents.
Resumo:
Background: In Brazil hospital malnutrition is highly prevalent. physician awareness of malnutrition is low, and nutrition therapy is underprescribed. One alternative to approach this problem is to educate health care providers in clinical nutrition. The present study aims to evaluate the effect of an intensive education course given to health care professionals and students on the diagnosis ability concerning to hospital malnutrition. Materials and methods: An intervention study based on a clinical nutrition educational program, offered to medical and nursing students and professionals, was held in a hospital of the Amazon region. Participants were evaluated through improvement of diagnostic ability, according to agreement of malnutrition diagnosis using Subjective Global Assessment before and after the workshop, as compared to independent evaluations (Kappa Index, k). To evaluate the impact of the educational intervention on the hospital malnutrition diagnosis, medical records were reviewed for documentation of parameters associated with nutritional status of in-patients. The SPSS statistical software package was used for data analysis. Results: A total of 165 participants concluded the program. The majority (76.4%) were medical and nursing students. Malnutrition diagnosis improved after the course (before k = 0.5; after k = 0.64; p < 0.05). A reduction of false negatives from 50% to 33.3% was observed. During the course, concern of nutritional diagnosis was increased W = 17.57; p < 0.001) and even after the course, improvement on the height measurement was detected chi(2) 12.87;p < 0.001). Conclusions: Clinical nutrition education improved the ability of diagnosing malnutrition; however the primary impact was on medical and nursing students. To sustain diagnostic capacity a clinical nutrition program should be part of health professional curricula and be coupled with continuing education for health care providers.
Resumo:
Background: Drug-drug interactions (DDIs) are one of the main causes of adverse reactions related to medications, being responsible for up to 23% of hospital admissions. However, only a few studies have evaluated this problem in elderly Brazilians. Objectives: To determine the prevalence of potential DDIs (PDDIs) in community-dwelling elderly people in Brazil, analyse these interactions with regard to severity and clinical implications, and identify associated factors. Methods: A population-based cross-sectional study was carried out involving 2143 elderly (aged 60 years) residents of the metropolitan area of Sao Paulo, Brazil. Data were obtained from the SABE (Saude, Bem estar e Envelhecimento [Health, Well-Being, and Aging]) survey, which is a multicentre study carried out in seven countries of Latin America and the Caribbean, coordinated by the Pan-American Health Organization. PDDIs were analysed using a computerized program and categorized according to level of severity, onset, mechanism and documentation in the literature. The STATA software statistical package was used for data analysis, and logistic regression was conducted to determine whether variables were associated with PDDIs. Results: Analysis revealed that 568 (26.5%) of the elderly population included in the study were taking medications that could lead to a DDI. Almost two-thirds (64.4%) of the elderly population exposed to PDDIs were women, 50.7% were aged >= 75 years, 71.7% reported having fair or poor health and 65.8% took 2-5 medications. A total of 125 different PDDIs were identified; the treatment combination of an ACE inhibitor with a thiazide or loop diuretic (associated with hypotension) was the most frequent cause of PDDIs (n=322 patients; 56.7% of individuals with PDDIs). Analysis of the PDDIs revealed that 70.4% were of moderate severity, 64.8% were supported by good quality evidence and 56.8% were considered of delayed onset. The multivariate analysis showed that the risk of a PDDI was significantly increased among elderly individuals using six or more medications (odds ratio [OR] 3.37) and in patients with hypertension (OR 2.56), diabetes mellitus (OR 1.73) or heart problems (OR 3.36). Conclusions: Approximately one-quarter of the elderly population living in Sao Paulo could be taking two or more potentially interacting medicines. Polypharmacy predisposes elderly individuals to PDDIs. More than half of these drug combinations (57.6%, n = 72) were part of commonly employed treatment regimens and may be responsible for adverse reactions that compromise the safety of elderly individuals, especially at home. Educational initiatives are needed to avoid unnecessary risks.
Resumo:
The aim of the present study was to examine the efficacy and potential side effects of repeated doses of oral sucrose for pain relief during procedures in NICU. Thirty-three preterm neonates were randomly allocated in blind fashion into two groups, the sucrose group (SG = 17) and the control group (CG = 16). The responses of neonates to pain and distress were assessed during blood collection on four consecutive assessment (ass.) days. For the first assessment, the neonates did not receive any solution before the blood collection procedure. During the next three days, the SG received oral sucrose (25%; 0.5 ml/kg) and the CG received sterile water, 2 min before each minor acute painful procedure. The neonates were evaluated during blood collection each morning. The assessment was divided into five phases: Baseline (BL), Antisepsis (A), Puncture (P), Dressing (D), and Recovery (R). The neonates` facial activity (NFCS), behavioral state, and heart rate were evaluated. The data analysis used cut-off scores for painful and distressful responses. No side effects of using sucrose were detected. There were significantly fewer SG neonates with facial actions signaling pain than CG neonates in P (ass.2) and in A (ass.3). We found significantly fewer SG neonates in the awake state than CG neonates in P (ass.2 and ass.4). There were significantly fewer SG neonates crying during A (ass.2), P (ass.2 and ass.4), and D (ass.3). There was no statistical difference between-groups for physiological response. The efficacy of sucrose was maintained for pain relief in preterm neonates with no side effects. (C) 2007 International Association for the Study of Pain. Published by Elsevier B.V. All rights reserved.
Resumo:
Background and Purpose-Functional MRI is a powerful tool to investigate recovery of brain function in patients with stroke. An inherent assumption in functional MRI data analysis is that the blood oxygenation level-dependent (BOLD) signal is stable over the course of the examination. In this study, we evaluated the validity of such assumption in patients with chronic stroke. Methods-Fifteen patients performed a simple motor task with repeated epochs using the paretic and the unaffected hand in separate runs. The corresponding BOLD signal time courses were extracted from the primary and supplementary motor areas of both hemispheres. Statistical maps were obtained by the conventional General Linear Model and by a parametric General Linear Model. Results-Stable BOLD amplitude was observed when the task was executed with the unaffected hand. Conversely, the BOLD signal amplitude in both primary and supplementary motor areas was progressively attenuated in every patient when the task was executed with the paretic hand. The conventional General Linear Model analysis failed to detect brain activation during movement of the paretic hand. However, the proposed parametric General Linear Model corrected the misdetection problem and showed robust activation in both primary and supplementary motor areas. Conclusions-The use of data analysis tools that are built on the premise of a stable BOLD signal may lead to misdetection of functional regions and underestimation of brain activity in patients with stroke. The present data urge the use of caution when relying on the BOLD response as a marker of brain reorganization in patients with stroke. (Stroke. 2010; 41:1921-1926.)
Resumo:
Binning and truncation of data are common in data analysis and machine learning. This paper addresses the problem of fitting mixture densities to multivariate binned and truncated data. The EM approach proposed by McLachlan and Jones (Biometrics, 44: 2, 571-578, 1988) for the univariate case is generalized to multivariate measurements. The multivariate solution requires the evaluation of multidimensional integrals over each bin at each iteration of the EM procedure. Naive implementation of the procedure can lead to computationally inefficient results. To reduce the computational cost a number of straightforward numerical techniques are proposed. Results on simulated data indicate that the proposed methods can achieve significant computational gains with no loss in the accuracy of the final parameter estimates. Furthermore, experimental results suggest that with a sufficient number of bins and data points it is possible to estimate the true underlying density almost as well as if the data were not binned. The paper concludes with a brief description of an application of this approach to diagnosis of iron deficiency anemia, in the context of binned and truncated bivariate measurements of volume and hemoglobin concentration from an individual's red blood cells.
Resumo:
An increasing number of studies shows that the glycogen-accumulating organisms (GAOs) can survive and may indeed proliferate under the alternating anaerobic/aerobic conditions found in EBPR systems, thus forming a strong competitor of the polyphosphate-accumulating organisms (PAOs). Understanding their behaviors in a mixed PAO and GAO culture under various operational conditions is essential for developing operating strategies that disadvantage the growth of this group of unwanted organisms. A model-based data analysis method is developed in this paper for the study of the anaerobic PAO and GAO activities in a mixed PAO and GAO culture. The method primarily makes use of the hydrogen ion production rate and the carbon dioxide transfer rate resulting from the acetate uptake processes by PAOs and GAOs, measured with a recently developed titration and off-gas analysis (TOGA) sensor. The method is demonstrated using the data from a laboratory-scale sequencing batch reactor (SBR) operated under alternating anaerobic and aerobic conditions. The data analysis using the proposed method strongly indicates a coexistence of PAOs and GAOs in the system, which was independently confirmed by fluorescent in situ hybridization (FISH) measurement. The model-based analysis also allowed the identification of the respective acetate uptake rates by PAOs and GAOs, along with a number of kinetic and stoichiometric parameters involved in the PAO and GAO models. The excellent fit between the model predictions and the experimental data not involved in parameter identification shows that the parameter values found are reliable and accurate. It also demonstrates that the current anaerobic PAO and GAO models are able to accurately characterize the PAO/GAO mixed culture obtained in this study. This is of major importance as no pure culture of either PAOs or GAOs has been reported to date, and hence the current PAO and GAO models were developed for the interpretation of experimental results of mixed cultures. The proposed method is readily applicable for detailed investigations of the competition between PAOs and GAOs in enriched cultures. However, the fermentation of organic substrates carried out by ordinary heterotrophs needs to be accounted for when the method is applied to the study of PAO and GAO competition in full-scale sludges. (C) 2003 Wiley Periodicals, Inc.
Resumo:
Este estudo aborda o tema orçamento como ferramenta de controle gerencial em uma Instituição Federal de Ensino Superior (IFES), cujo objetivo da pesquisa foi investigar, descrever e analisar os fatores que inibem a institucionalização do orçamento como ferramenta de controle gerencial em uma IFES. A questão de pesquisa é quais os fatores que inibem a institucionalização do orçamento como ferramenta de controle gerencial em uma IFES? Desta forma, a compreensão do problema norteou a opção por um estudo de caso, com uma abordagem qualitativa, com objetivos descritivo e exploratório, utilizando como procedimentos técnicos de coleta de dados a observação não participante, entrevista semi estruturada e analise documental. O levantamento dos dados deu-se nos meses de dezembro de 2013 a março de 2014. Como técnica de análise de dados foi utilizada a técnica de Análise de Conteúdo de Bardin (1977, 2004) desenvolvida nos meses abril a junho de 2014. A pesquisa teve como referenciais teóricos, a literatura de Orçamento com trabalhos de Frezatti et al., (2008) e Covaleski et al., (2003) e a Teoria Institucional com a contribuição de trabalhos de autores como Burns e Scapens (2000) e Dimaggio e Powell, (1983, 2007). Entretanto, cabe destacar que a literatura principal utilizada foi a de Frezatti et al., (2011) onde foram analisadas oito categorias impactantes ao processo orçamentário. Na análise dos dados, foi analisado o processo orçamentário nos planos teórico e real, foi verificado os estágios de institucionalização das etapas e funções do processo orçamentário e foi observado oito categorias de análise com 27 fatores impactantes a institucionalização do orçamento. Como conclusão, foi verificado 16 fatores inibidores, tais como: Comunicação Top Down, Dados Históricos, Impessoalidade e que o orçamento na IFES ainda não foi institucionalizado como ferramenta de controle gerencial. É apenas um “critério cerimonial de valor” que estabiliza e legitima a gestão da universidade frente à comunidade acadêmica e aos órgãos de controle externo.
Resumo:
A associação entre experiências adversas na infância e o desencadeamento de depressão ou dor crônica na vida adulta tem sido documentada, assim como a relação entre os sintomas de dor crônica e depressão. No entanto, há poucos estudos avaliando o papel da exposição a experiências adversas na infância na ocorrência dessa comorbidade. O objetivo deste trabalho é avaliar a influência da exposição a experiências adversas na infância na ocorrência de dor crônica, de depressão e na comorbidade dor crônica e depressão na vida adulta, em uma amostra da população geral adulta (maiores de 18 anos) residente na Região metropolitana de São Paulo, Brasil. Os dados são resultantes do Estudo Epidemiológicos dos Transtornos Mentais São Paulo Megacity. Os respondentes foram avaliados usando a versão desenvolvida para o Estudo Mundial de Saúde Mental do Composite International Diagnostic Interview da Organização Mundial da Saúde (WMH-CIDI), que é composto por módulos clínicos e nãoclínicos provendo diagnósticos de acordo com os critérios do Manual Diagnóstico e Estatístico dos Transtornos Mentais 4ª edição (DSM-IV). Um total de 5.037 indivíduos foi entrevistado, com uma taxa global de resposta de 81,3%. Foram realizadas análises descritivas para médias e proporções, e associações (Razões de Chances – OR) entre experiências adversas na infância, dor crônica e depressão através de regressão logística. Todas as análises foram realizadas através do programa estatístico Data Analysis and Statistical Software versão 12.0 (STATA 12.0), com testes bi-caudais com nível de significância de 5%. Uma elevada taxa de prevalência de dor crônica (31%, Erro Padrão [ER]=0.8) foi encontrada, Dor Crônica esteve associada aos transtornos de ansiedade (OR=2,3; 95% IC=1,9 – 3,0), transtornos de humor (OR=3,3; IC=2,6 – 4,4) em qualquer transtorno mental (OR=2,7; 95% IC=2,3 – 3,3). As adversidades na infância estiveram fortemente associadas aos respondentes com dor crônica e depressão concomitante, principalmente quanto ao abuso físico (OR=2,7; 95% IC=2,1 – 3,5) e sexual (OR=7,4; 95% IC=3,4 – 16,1).
Resumo:
Visando a proteção da propriedade industrial advinda de uma região demarcada, surgiu a Indicação Geográfica (IG). O registro da IG é conferido aos produtos ou serviços característicos de seu local de origem, apresentando qualidades únicas em função dos recursos naturais. Além disso, a IG é responsável por distinguir estes produtos em relação aos disponíveis no mercado. Neste contexto, entidades como Sebrae, MAPA e INPI, têm promovido ações estratégicas com o objetivo de apoiar a proteção do saber fazer e consequentemente, os produtos tradicionais das regiões. Tais entidades são responsáveis por promover a sustentabilidade do processo juntos aos produtores, assim como disseminar o selo para os consumidores. Assim, iniciativas como esta precisam ser apoiadas a fim de entregar resultados significativos para o desenvolvimento das regiões e seus respectivos produtos com o selo de IG. O Plano de Apoio à Gestão da Indicação Geográfica desenvolvido pelo Sebrae/ES tem três pilares: melhoria do processo de produção, promoção do produto e a sustentabilidade do processo. A presente pesquisa, baseando-se nas teorias sobre estratégia e implementação de estratégias, analisa os fatores intervenientes que contribuem para o sucesso da implementação do Plano de Apoio à Gestão da indicação geográfica das Panelas de Barro de Goiabeiras, bairro do município de Vitória, capital do Espírito Santo. A pesquisa é um estudo de caso de natureza qualitativa, exploratória e descritiva ex-post-facto. Os dados foram coletados nos documentos (plano de ação do Sebrae/ES, Livro dos Saberes e relatórios desenvolvidos por consultores especializados) e por meio de entrevistas com seis agentes de políticas públicas e cinco paneleiras, envolvidos na elaboração e implementação do plano de ação. Para a análise dos dados, adotou-se a metodologia de análise de conteúdo com index definido a posteriori. Do Plano de Apoio à Gestão da IG das Paneleiras de Goiabeiras, foram agrupadas três ações estratégicas buscando identificar em que medida os fatores intervenientes afetaram a implementação de cada ação estudada: Ação1: fortalecimento dos aspectos culturais do produto, Ação 2: fortalecimento dos aspectos sociais do produto e Ação 3: fortalecimento dos aspectos econômicos associados à diferenciação por IG. Os resultados mostraram que na Ação 1 o fator interveniente liderança superou as expectativas na implementação das estratégias. Já os aspectos políticos, o acompanhamento de resultados e a estrutura organizacional desenvolveram as ações conforme o planejado, enquanto os fatores intervenientes cultura e clareza nas estratégias apresentaram oportunidades de melhorias. Na Ação 2 somente os fatores intervenientes recursos, cultura e clareza nas estratégias apresentaram-se de acordo com o proposto, enquanto a liderança e a estrutura organizacional mostraram-se como pontos de oportunidades de melhoria. Por fim, na Ação 3 nenhum fator interveniente foi destaque como uma oportunidade de melhoria. A estrutura organizacional e os aspectos políticos apresentaram-se de acordo, enquanto os recursos e a liderança superaram as expectativas.
Resumo:
RESUMO: Com a globalização e as mudanças provenientes da mesma, o ser humano vem sofrendo com o estresse ao tentar se adaptar e acompanhar tais acontecimentos seja no âmbito familiar, social, afetivo e profissional. Para desempenhar as funções docentes do ensino superior, são exigidas diversas condições, e o professor sofre um desgaste físico e psicológico ao tentar suprir determinadas demandas, o que em muitos casos, ocasiona o estresse ocupacional. Com o propósito de aprofundar conhecimentos sobre a relação existente entre o estresse e a atividade docente, fizemos o seguinte questionamento: quais os sintomas de estresse apresentados em professores do ensino superior? Com Objetivo geral de estudar os sintomas e níveis de estresse, relacionando-os à carreira docente do ensino superior, com as variáveis: regime de trabalho, vínculo institucional, idade, sexo, tempo de trabalho, tipo de IES, em uma população específica pertencente a duas Instituições de Ensino Superior -IES da cidade de Teresina, Estado do Piauí- Brasil, sendo uma pública e uma privada. Visando atingir os objetivos propostos, utilizamos da metodologia de caráter exploratório e descritivo, com abordagem quantitativa dos dados recorrendo à estatística descritiva. O instrumento de coleta de dados utilizado foi o “Inventário de Sintomas de Stress Lipp – ISSL” da autora Marilda Lipp (2000), aplicado em uma amostra de cem (100) professores, com idade entre 22 e 55 anos de idade. Mediante a análise dos dados, pode-se verificar que apesar das diferenças existentes entre IES públicas e privadas, a maioria dos resultados foram semelhantes. Em ambas as IES houve presença de estresse nos docentes, prevalecendo a fase de alerta, logo após a fase de resistência, em seguida a fase de quase-exaustão,Houve um predomínio de sintomas psicológicos, onde na IES privada se destacam: aumento súbito de motivação e entusiasmo súbito. E como sintomas físicos: boca seca e nó no estômago. Na IES públicas os sintomas psicológicos foram: entusiasmo súbito e aumento súbito de motivação. E físicos: tensão muscular e nó no estômago. Em relação as co-variáveis que apresentaram maior relação com o estresse pode-se apresentar na IES privada o sexo masculino e feminino possuem a mesma representatividade, a faixa etária de 31 a 39 anos, estado civil casado, tempo de serviço de 7 a 13 anos, jornada de trabalho integral e vínculo efetivo. Já na IES pública verifica-se relação com o sexo feminino, idade variando de 31 a 39 anos, estado civil solteiro, tempo de serviço de 7 a 13 anos, jornada de trabalho parcial e vínculo substituto. De acordo com o que foi analisado, percebe-se que os docentes do ensino superior, independente do tipo de IES ao qual estão vinculados, estão sujeitos ao estresse e que estes não devem ser responsabilizados pelo mesmo, nem por adoção de medidas preventivas, visto que toda a IES sofre as conseqüências, e tem condições de auxiliar o professor com situações preventivas, de controle a partir do conhecimento, interpretação e mudança de hábitos do professor no ambiente universitário. ABSTRACT: With globalization and its changes, the human being has suffered from stress while trying to adapt and monitor such events, within family, social, emotional or professional scope. To play as teacher in higher education, they are required various conditions and the teacher suffers physical and psychological wear trying to meet certain demands, which in many cases leads to occupational stress.Aiming to deepen knowledge about the relationship between stress and teaching activities, we made the following question: what are the symptoms of stress presented by higher education teachers? With the general objective of study the symptoms and the stress levels, linking them to the teaching career in higher education, using the following variables: working regime, institutional link, age, sex, working time, type of HEI, in a specific population belongs to two Higher Education Institutions HEI - of Teresina, Piauí, Brazil, one public and one private. Aiming to achieve the proposed objectives, we used a exploratory - descriptive study, with quantitative approach of data using graphs and tables. The data collection instrument used was the "Lipp Stress Symptoms Inventory - ISSL" by the author Marilda Lipp (2000), applied to a sample of a hundred (100) teachers, between 22 and 55 years of age. Through data analysis, despite the differences between public and private HEIs, we can see that the most results were similar. In both HEIs, the results revealed that the alert phase of stress had prevailed, followed by resistance and almost-exhaustion phases. A small number presented stress in exhaustion phase and another group did not present stress. There was a predominance of psychological symptoms, which in private HEIs stands out: increase of motivation and enthusiasm suddenly. And as physical symptoms: dry mouth and stomached. In public HEI, psychological symptoms were sudden enthusiasm and increse of motivation. And physical symptoms: muscle tension and stomached. In relation to the co-variables that showed a greater relationship with stress, in private HEIs males and females have the same representation, between 31-39 years, married, working time of 7-13 years, full working day and effective link. Already in public HEIs, female, between 31-39 years, unmarried, working time of 7-13 years, partial working day and substitute link had prevailed. According to analysis, we find that teachers in higher education, regardless of the HEI to which they are linked, are subject to stress. And they should not be blamed for the onset of stress, neither by adopting preventive measures, since all the HEI suffers the consequences, and it is able to help teachers with preventive measures based on the knowledge, interpretation and change habits of the teacher in the university environment.