Long-term survivor mixture model with random effects: application to a multi-centre clinical trial of carcinoma

A mixture model incorporating long-term survivors has been adopted in the field of biostatistics where some individuals may never experience the failure event under study. The surviving fractions may be considered as cured. In most applications, the survival times are assumed to be independent. However, when the survival data are obtained from a multi-centre clinical trial, it is conceived that the environ mental conditions and facilities shared within clinic affects the proportion cured as well as the failure risk for the uncured individuals. It necessitates a long-term survivor mixture model with random effects. In this paper, the long-term survivor mixture model is extended for the analysis of multivariate failure time data using the generalized linear mixed model (GLMM) approach. The proposed model is applied to analyse a numerical data set from a multi-centre clinical trial of carcinoma as an illustration. Some simulation experiments are performed to assess the applicability of the model based on the average biases of the estimates formed. Copyright (C) 2001 John Wiley & Sons, Ltd.

A DNA fingerprinting procedure for ultra high-throughput genetic analysis of insects

Existing procedures for the generation of polymorphic DNA markers are not optimal for insect studies in which the organisms are often tiny and background molecular Information is often non-existent. We have used a new high throughput DNA marker generation protocol called randomly amplified DNA fingerprints (RAF) to analyse the genetic variability In three separate strains of the stored grain pest, Rhyzopertha dominica. This protocol is quick, robust and reliable even though it requires minimal sample preparation, minute amounts of DNA and no prior molecular analysis of the organism. Arbitrarily selected oligonucleotide primers routinely produced similar to 50 scoreable polymorphic DNA markers, between individuals of three Independent field isolates of R. dominica. Multivariate cluster analysis using forty-nine arbitrarily selected polymorphisms generated from a single primer reliably separated individuals into three clades corresponding to their geographical origin. The resulting clades were quite distinct, with an average genetic difference of 37.5 +/- 6.0% between clades and of 21.0 +/- 7.1% between individuals within clades. As a prelude to future gene mapping efforts, we have also assessed the performance of RAF under conditions commonly used in gene mapping. In this analysis, fingerprints from pooled DNA samples accurately and reproducibly reflected RAF profiles obtained from Individual DNA samples that had been combined to create the bulked samples.

A microbiological study of Papillon-LeFevre syndrome in two patients

Aim-To analyse the microflora of subgingival plaque from patients with Papillon-Lefevre syndrome (PLS), which is a very rare disease characterised by palmar-plantar hyperkeratosis with precocious periodontal destruction. Methods-Bacterial isolates were identified using a combination of commercial identification kits, traditional laboratory tests, and gas liquid chromatography. Some isolates were also subjected to partial 16S rDNA sequencing. Plaque samples were also assayed for the presence of Porphyromonas gingivalis, Prevotella intermedia, and Actinobacillus actinomycetemcomitans in a quantitative enzyme linked immunosorbent assay (ELISA) using monoclonal antibodies. Results-The culture results showed that most isolates were capnophilic and facultatively anaerobic species-mainly Capnocytophaga spp and Streptococcus spp. The latter included S constellatus, S oralis, and S sanguis. Other facultative bacteria belonged to the genera gemella, kingella, leuconostoc, and stomatococcus. The aerobic bacteria isolated were species of neisseria and bacillus. Anaerobic species included Prevotella intermedia, P melaninogenica, and P nigrescens, as well as Peptostreptococcus spp. ELISA detected P gingivalis in one patient in all sites sampled, whereas A actinomycetemcomitans was detected in only one site from the other patient. Prevotella intermedia was present in low numbers. Conclusions-Patients with PLS have a very complex subgingival flora including recognised periodontal pathogens. However, no particular periodontopathogen is invariably associated with PLS.

Maximum Likelihood Estimation of Mixture Densities for Binned and Truncated Multivariate Data

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.

Simultaneous selection in progenies of yellow passion fruit using selection indices

This study aimed to evaluate the efficiency of simultaneous selection (selection indices) using estimated genetic gains in yellow passion fruit and to make a comparison between the methodologies of Mulamba & Mock and Elston. The study was conducted with 26 sib progenies of yellow passion fruit for intrinsic production characteristics including fruit number, fruit mass, fruit length and diameter, and for the fruit characteristics skin thickness, soluble solids and acidity. Two methodologies were applied: first, in the joint analysis of fruit characteristics and of intrinsic production characteristics in a single phase of selection; and second, in the analysis in two phases, in which priority was given to the intrinsic production characteristics in the first phase, and later, in the second phase, the best fruit characteristics were chosen among the progenies of the first phase. The analysis of variance was applied to the data to detect genetic variability among progenies. The Elston's selection indice was unable to provide distribution of genetic gains consistent with the purposes of the study, as it selected a single progeny of passion fruit. However, the index based on the sum of ranks of Mulamba & Mock was more suitable, as it provided a balanced distribution of gains, selecting a larger number of progenies. The methodology of selection using indices is advantageous in passion fruit, since it contributes to higher genetic gains for all the traits evaluated, and the selection in a single phase was proved efficient for progeny selection.

Disclosure of Intangible Assets: an Empirical Study of Financial Corporations in the Iberian Peninsula

The purpose of this paper is to analyse, firstly, to what extent intangible assets in the consolidated accounts of seven Portuguese banks and seven Spanish banks between 2006 and 2009 are disclosed and, secondly, to analyse what the most influential factors are in the above mentioned disclosure. In order to do this, before reviewing the existing literature and on the basis of other studies on this topic, a disclosure index has been created based on the requirements related to the intangible assets as stated in IAS 38. Then, two statistical analyses have been made: a univariate one for each of the explanatory variables and a multivariate one, in which all variables have been analysed. Both analyses led to the conclusion that the disclosure index of intangible assets is 0.96, where the bank dimension and the internationalization degree are the variables that are considered explanatory of the variation of the disclosure index in the regression analysis.

A method to analyse the alignment of core values in collaborative networked organisations

Since collaborative networked organisations are usually formed by independent and heterogeneous entities, it is natural that each member holds his own set of values, and that conflicts among partners might emerge because of some misalignment of values. In contrast, it is often stated in literature that the alignment between the value systems of members involved in collaborative processes is a prerequisite for successful co-working. As a result, the issue of core value alignment in collaborative networks started to attract attention. However, methods to analyse such alignment are lacking mainly because the concept of 'alignment' in this context is still ill defined and shows a multifaceted nature. As a contribution to the area, this article introduces an approach based on causal models and graph theory for the analysis of core value alignment in collaborative networks. The potential application of the approach is then discussed in the virtual organisations' breeding environment context.

Estudo da qualidade organizacional da unidade de rastreio da retinopatia diabética do Alentejo central: projecto de intervenção comunitária em saúde

Mestrado em Intervenção Sócio-Organizacional na Saúde - Área de especialização: Políticas de Gestão e Administração dos Serviços de Saúde.

Compreender os atributos da qualidade percebida pelos clientes/utentes do Grupo CUF: o caso de três serviços de imagiologia da Região de Lisboa

Mestrado em Intervenção Sócio-Organizacional na Saúde - Área de especialização: Qualidade e Tecnologias da Saúde.

Fungos endofíticos em Eugenia brasiliensis: prospecção química, biológica, enzimática e avaliação do co-cultivo e epigenética em Xylaria cubensis, Diaporthe sp. e Colletotrichum sp.

Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq)

Activités d’écriture approchée et entrée dans l’écrit des jeunes enfants: analyse comparative de démarches didactiques en première primaire en france

Nous présentons le suivi d’une cohorte d’élèves, de la grande section (troisième année de maternelle en France -5 ans) à la fin du CE1 (deuxième année de primaire –7/8 ans). La population est constituée d’un groupe contrôle et d’un groupe expérimental pratiquant des séances hebdomadaires d’écriture approchée, observées et filmées à différentes périodes de l’année (octobre, mars et juin). Dans notre contribution, nous analysons les séances filmées en fin de CP (première primaire), dans une perspective essentiellement comparatiste. L’objectif est de décrire la démarche didactique mise en œuvre par les enseignantes lors de séances d’enseignement de l’écriture. L'analyse des productions d'écrit et des verbalisations des élèves nous permet également d'évaluer ces démarches d’enseignement et de caractériser celle qui semble le plus propice au développement de compétences métalinguistiques des apprentis scripteurs

Analyse paléoécologique des formations récifales du golfe de Skoura (bordure méridionale du sillon Sud rifain; SE de Fés; Maroc). Implications paléogéographiques: communications Atlantique - Méditerranée au Miocène Terminal

The reef levels of the gulf of Skoura belong to the reef formation of the Upper Miocene of the South-Rifan straits. A detailed analysis of the vertical distribution of various forms of colonies has led to the establishment of precise coral morphologies zonation. This palaeoecological approach leads us to distinguish between two environments in the Skoura gulf, probably corresponding to two reef episodes. The palaeogeographical implications (relationships between the Atlantic ocean and the Mediterranean sea) will be pointed out.

Contributo para o estudo da influência do stress na resposta imunitária à vacina contra a gripe em profissionais de saúde

Resumo: Os profissionais de saúde podem estar expostos a vários factores indutores de stress crónico nomeadamente de natureza profissional destacando-se, entre os seus possíveis efeitos, a diminuição da resposta de anticorpos após administração de vacinas, entre as quais, a vacina contra a gripe. Uma vez que os trabalhadores da saúde estão expostos a factores indutores de stress e, simultaneamente, a agentes biológicos cujos efeitos poderão ser prevenidos pela vacinação, é pertinente estudar a influência do stress na resposta imunitária à vacina contra a gripe em enfermeiros. Constituíram objectivos deste trabalho: (1) estudar a associação entre a presença de stress crónico em enfermeiros hospitalares e a “insuficiente” resposta imunitária à vacina contra a gripe, avaliada um mês após a vacinação (T1); (2) estudar a associação entre a presença de stress crónico em enfermeiros hospitalares e a redução dos títulos de anticorpos dirigidos às hemaglutininas seis meses após a vacinação (T6) e (3) identificar algumas características das unidades de internamento e do trabalho dos participantes que possam estar associadas à presença de stress crónico e estudar a sua possível associação com a resposta imunitária à vacina contra a gripe. Realizou-se um estudo caso-controlo incorporado num estudo de coortes e a amostra em estudo foi constituída por 136 enfermeiros saudáveis (83,8% sexo feminino; média de idades de 33anos) de um hospital universitário. Realizaram-se entrevistas individuais e aplicaram-se as versões portuguesas dos questionários The General Health Questionnaire (GHQ12) e Maslach Burnout Inventory – Human Services Survey (MBI-HSS) para determinação da presença de stress crónico pelo método da triangulação, no início do estudo (T0) e realizou-se a recolha de dados relativos à caracterização de elementos de trabalho nas unidades de internamento. Foi administrada a vacina contra a gripe e determinou-se os títulos de anticorpos dirigidos às hemaglutininas de cada estirpe componentes da vacina contra a gripe utilizada em 2007, antes da vacinação, um mês e seis meses após a vacinação. Não se encontrou associação, ao nível de significância de 5%, entre a presença de stress e a “insuficiente” resposta à vacina contra a gripe, avaliada pela taxa de indivíduos que apresentaram um aumento, ao fim de um mês, inferior a quatro vezes os títulos de anticorpos antes da vacinação. No entanto, encontrou-se uma maior proporção de indivíduos com stress no grupo de participantes em que ocorreu uma diminuição do título de anticorpos dirigidos à hemaglutinina AH1 (ac AH1) em T6, quando comparado com o respectivo grupo controlo. A diferença entre grupos foi estatisticamente significativa, quando se avaliou a presença de stress pelo método da triangulação usando a entrevista (p=0,006), pelo método da triangulação usando o GHQ12 (p=0,045) e ainda usando a combinação dos três critérios (p=0,001). Após análise multivariada, verificou-se que a associação entre a presença de XXVI stress e a redução dos ac AH1 em T6 manteve significado estatístico (respectivamente, p= 0,010, p= 0,042 e p=0,002) e apresentou odds ratio ajustados, em função de cada um dos métodos de avaliação da presença de stress, de 3,643, de 2,733 e de 5,223. A quantidade de trabalho percepcionada como sobrecarga constituiu o factor indutor de stress mais vezes referido (58,8% da amostra e 61,8% dos enfermeiros de unidades de internamento), seguida dos conflitos entre profissionais. O contacto com o sofrimento e a morte de doentes foram identificados em quarto lugar pela amostra, mas em segundo pelos enfermeiros de unidades de internamento. Nesses, verificou-se uma associação positiva entre trabalhar em Serviços onde o número de doentes falecidos foi muito elevado e a presença de stress, medido pelo método da triangulação usando a entrevista (p=0,039), usando o GHQ12 (p=0,019), usando a escala de exaustão emocional do MBI-HSS (p=0,012) e pela combinação dos três métodos (p=0,014). Verificou-se também uma associação positiva entre a presença de stress, identificada pelo método da triangulação usando a escala de exaustão emocional do MBI-HSS, e o trabalho em serviços de internamento onde a percentagem de doentes idosos (p=0,025) e a taxa de letalidade (p=0,036) foram elevadas. Contudo, não se encontrou associação entre a exposição muito frequente ao sofrimento e à morte de doentes e a redução do título de ac AH1 em T6. Possivelmente, a exposição a esse factor indutor de stress, apesar de estar relacionada com a presença de stress nos enfermeiros de serviços de internamento, não foi suficientemente intenso para, por si só, estar associada à redução do título de ac AH1 em T6. A associação encontrada entre a presença de stress crónico e a redução do título de anticorpos AH1 em T6 vem apoiar a resposta à questão de investigação inicialmente colocada de que o stress poderá influenciar negativamente a manutenção dos títulos de anticorpos, mesmo em indivíduos adultos não idosos. Assim, o risco de um enfermeiro com stress apresentar redução do título de anticorpos dirigidos à hemaglutinina da estirpe AH1N1 – A/Solomon Islands/3/2006 ao fim dos seis meses do estudo, foi 3,6, 2,7 ou 5,2 vezes superior ao de um enfermeiro sem stress, consoante o critério de stress ter sido determinado, respectivamente, pelo método da triangulação usando a entrevista, pelo método da triangulação utilizando o GHQ12 ou pela combinação dos três critérios. Summary: Health workers may be exposed to various factors causing chronic stress namely those related directly to their activity, in particular the decrease in the capacity of the response of antibodies after the administration of the vaccines, amongst others the Influenza vaccine. Since health workers are exposed to factors causing stress and at the same time biological agents, whose effects may be prevented through vaccination, it is important to study the influence of stress in the immunity response to the Influenza vaccine on nurses. The aims of this study are: (1) to examine the relation between chronic stress in hospital nurses and the “insufficient” immunity response to the Influenza vaccine, assessed at one month after vaccination (T1); (2) to examine the relation between chronic stress in hospital nurses and the decrease of the hemagglutinin titles of antibodies six months after vaccination (T6); (3) to identify some characteristics of internment units and the work of the participants that may be related to the presence of chronic stress and to study its possible relation with the immunity response to the Influenza vaccine. A control-case study, integrated in a coortes study, was carried out and the sample under analysis consisted of 136 healthy nurses (83,8% female; average age 33 years old) from a university hospital. Several individual interviews were conducted and the portuguese versions of General Health Questionnaire (GHQ12) and Maslach Burnout Inventory – Human Services Survey (MBI-HSS) was applied in order to determine the presence of chronic stress, using the triangulation method at the beginning of the study (T0). Data concerning the particular features of the internment units was collected. The Influenza vaccine was administered and the titles of hemagglutinin antibodies of each strain composing the Influenza vaccine used in 2007, before vaccination, and a month and six months after vaccination, were determined. There was no statistically relevant (5%) relation between stress and the “insufficient” immune response to the Influenza vaccine, according to the rate of individuals that showed, after a month, a level of antibodies concentration lower than four times the level prior to the vaccination. Nevertheless, there was a greater number of individuals with stress in the group of participants in which there was a decrease of the hemagglutinin titles of antibodies AH1 (ac AH1) in T6, when compared to the control group under study. The difference between groups was statistically relevant when assessing the presence of stress by triangulation method using the interview (p=0,006), by triangulation method using the GHQ12 (p=0,045) and by the combination of the three criteria (p=0,001). After multivariate analysis, it was verified that the XXVIII relation between the presence of stress and the reduction of the ac AH1 in T6 was statistically relevant (respectively, p= 0,010, p= 0,042 and p=0,002) and the odds ratio were, according to each of the methods used to assess the presence of stress, 3,643, 2,733 and 5,223. Overwork was the most emphasised stress-causing factor (58,8% of the sample and 61,8% of the nurses working in the Internment Units), followed by conflicts arousing among co-workers. Witnessing the suffering and death of patients was ranked as the fourth cause of stress, but the second by the nurses of the internment units. The former revealed a positive connection between working in the services, where there was a high rate of deaths, and the presence of stress, when assessing the presence of stress by triangulation method using the interview (p=0,039), the GHQ12 (p=0,019), the MBI-HSS emotional exhaustion scale (p=0,012) and by the combination of the three criteria (p=0,014).There was also a connection between the presence of stress, identified by the method of triangulation using the MBI-HSS emotional exhaustion scale, and working in the internment units, where the percentage of elderly people (p=0,025) and the mortality rate (p=0,036) were high. However, there was no connection between frequent exposure to suffering and death in patients and the reduction of ac AH1 titles, in T6. Although one can establish a connection between stress in nurses working in the internment units and the aforementioned stress-causing factor, the exposure to that factor was not, per se, intense enough to reduce the ac AH1 title in T6. The relation found between the presence of chronic stress and the reduction of AH1 antibodies titles in T6, corroborates the hypothesis that stress can negatively influence the title of antibodies, even in non-elderly adults. Thus, and according to the criteria used to define stress, by the triangulation method using the interview, by the triangulation method using the GHQ12 or the combination of the three criteria respectively, the risk of a nurse suffering from stress showing a reduction in the title of hemagglutinin antibodies for the strain AH1N1 – A/Solomon Islands/3/2006 six-month after Influenza vaccine was 3,6, 2,7 or 5,2 times greater than on a nurse suffering from no stress at all. Résumé: Les professionnels de la santé peuvent être exposés à différents facteurs inducteurs de stress chronique de nature professionnelle. On remarque, parmi les effets possibles, une baisse de la réponse des anticorps après l´administration de vaccins, comme en particulier, le vaccin de la grippe. Lorsque les professionnels de la santé ont été exposés à des facteurs inducteurs de stress, et de manière simultanée, à des agents biologiques dont les effets pourront être prévenus par la vaccination, il est pertinent d´étudier l´influence du stress dans la réponse immunitaire au vaccin de la grippe chez les infirmiers. Ils ont constitué des objectifs d´études et de discussion : (1) étudier l´association entre la présence de stress chronique chez les infirmiers, en milieu hospitalier, et la “insuffisant” réponse immunitaire au vaccin de la grippe, vérifiée à un mois après la vaccination (T1); (2) étudier l´association entre la présence de stress chronique chez les infirmiers, en milieu hospitalier, et la réduction de la teneur des anticorps dirigé à la hémaglutinina six mois après la vaccination (T6) (3) identifier certaines caractéristiques des unités d´internement, et étudier les aspects du travail des participants, qui puissent être associée à la présence de stress chronique et étudier sa possible association avec la réponse immunitaire au vaccin de la grippe. Une étude cas-contrôle incorporée dans une étude de groupe a été réalisée et un échantillon, pour étude, a été constitué par 136 infirmiers sains (83,8% de sexe féminin, âge moyen 33 ans) travaillant dans un hôpital universitaire. Des entretiens individuels ont été réalisés et les versions portugaises des questionnaires de General Health Questionnaire (GHQ12) et Maslach Burnout Inventory- Human Service Survey (MBI-HSS) ont été utilisés pour déterminer la présence de stress chronique grâce à la méthode de triangulation, au début de l´étude (T0) et un relevé de données relatives à la caractérisation d´éléments de travail dans les unités d´internement a été fait. Le vaccin de la grippe a été administré et les teneurs en anticorps dirigés aux hémaglutininas de chaque composant du vaccin de la grippe pour 2007 ont été déterminés, avant la vaccination et un mois et six mois après. On n´a pas trouvé d´association, à un niveau significatif de au moins 5%, entre la présence de stress et la “insuffisant” réponse au vaccin de la grippe, évaluée par le taux d´individus qui ont présenté une augmentation, à la fin du mois, inférieur à quatre fois la teneur des anticorps par rapport à avant la vaccination. Cependant , on a trouvé une plus grande proportion d´individus victimes de stress dans le groupe des participants où il y a eu une baisse de la teneur des anticorps dirigé à la hémaglutinina AH1 (ac AH1) en T6, après comparaison avec le respectif groupe de contrôle. La différence entre les groupes a été statistiquement significative lorsqu´on a vérifié la présence de stress grâce à la méthode de triangulation, en utilisant l´entretien (p=0,006), par la méthode de triangulation en utilisant le GHQ12 (p=0,045) et en utilisant aussi la combinaison des trois critères (p=0,001). Après une analyse XXX multivariée, on a vérifié que l´association entre la présence de stress et la réduction des ac AH1 en T6 a conservé un signifié statistique (respectivement, p=0,010, p=0,042 et p=0,002) et a présenté des odds ratio ajustés, en fonction de chacune des méthodes de vérification de la présence de stress de 3,643, de 2,733 et de 5,223. La quantité de travail perçue comme une surcharge constitue le facteur inducteur de stress le plus souvent cité (58,8% de l´échantillon et 61,8% des infirmiers des unités d´internement), suivi par les conflits entre professionnels. Le contact avec la souffrance et la mort des patients a été placé en quatrième position par l´échantillon, mais en deuxième position par les infirmiers des unités d´internement. Dans ces cas, on a vérifié une association évidente entre le fait de travailler dans des services où le nombre de patients décédés a été très élevé et la présence de stress, identifiée par la méthode de triangulation, en utilisant l´entretien (p=0,039), le GHQ12 (p=0,019), l´échelle de fatigue émotionnelle du MBI-HSS (p=0,012) et en utilisant aussi la combinaison des trois critères (p=0,014). On a aussi vérifié une association positive entre la présence de stress, identifiée par la méthode de triangulation, en utilisant l´échelle de fatigue émotionnelle du MBI-HSS et le travail dans des services d´internement où le pourcentage de malade âgés (p=0,025) et le taux de mortalité ont été élevés (p=0,036). Malgré tout, on n´a pas trouvé d´association entre l´exposition très fréquente à la souffrance et à la mort des patients et la réduction de la teneur de ac AH1 en T6. Probablement l´exposition à ce facteur inducteur de stress, bien qu´elle soit liée à la présence de stress chez les infirmiers des services d´internement, n´a pas été suffisamment intense pour, en elle-même, être associée à la réduction de la teneur ac AH1 enT6. L´association trouvée entre la présence de stress chronique et la réduction de la teneur des anticorps AH1 en T6 vient renforcer l´hypothèse que le stress pourra influencer négativement la manutention des teneurs en anticorps même chez les individus adultes jeunes. Donc le risque qu´un infirmier stressé présente une réduction de la teneur en anticorps dirigés à la hémaglutinina de le composant AH1N1-A/Solomon Island/3/2006 à la fin des six mois d´études a été 3,6, 2,7 ou 5,2 fois supérieure à celui d´un infirmier sans stress, après avoir déterminé le critère de stress, respectivement par la méthode de triangulation utilisant l´entretien, par la méthode de triangulation utilisant le GHQ12 ou par la combinaison des trois critères.

A multivariate analysis of socio-demographic factors, water contact patterns and Schistosoma mansoni infection in an endemic area in Brazil

Associations between socio-demographic factors, water contact patterns and Schistosoma mansoni infection were investigated in 506 individuals (87% of inhabitants over 1 year of age) in an endemic area in Brazil (Divino), aiming at determining priorities for public health measures to prevent the infection. Those who eliminated S. mansoni eggs (n = 198) were compared to those without eggs in the stools (n = 308). The following explanatory variables were considered: age, sex, color, previous treatment with schistosomicide, place of birth, quality of the houses, water supply for the household, distance from houses to stream, and frequency and reasons for water contact. Factors found to be independently associated with the infection were age (10-19 and > 20 yrs old), and water contact for agricultural activities, fishing, and swimming or bathing (Adjusted relative odds = 5.0, 2.4, 3.2, 2.1 and 2.0, respectively). This suggests the need for public health measures to prevent the infection, emphasizing water contact for leisure and agricultural activities in this endemic area.