Data mining languages for business intelligence

Doctoral Thesis in Information Systems and Technologies Area of Engineering and Manag ement Information Systems

Using data mining with time series data in short-term stocks prediction

Data Mining (DM) methods are being increasingly used in prediction with time series data, in addition to traditional statistical approaches. This paper presents a literature review of the use of DM with time series data, focusing on short- time stocks prediction. This is an area that has been attracting a great deal of attention from researchers in the field. The main contribution of this paper is to provide an outline of the use of DM with time series data, using mainly examples related with short-term stocks prediction. This is important to a better understanding of the field. Some of the main trends and open issues will also be introduced.

Hidratos de carbono: actualización de su papel en la diabetes mellitus y la enfermedad metabólica.

BACKGROUND: There is a prevalence of diabetes mellitus (DM), unknown DM and stress hyperglycemia among hospital patients, and the nutritional treatment is a key part of care, where carbohydrates (CH) intake is a controversial issue. There is also a discussion on the increase of prevalence for DM, obesity and metabolic disease with refined CH or sugar. OBJECTIVES: This review examines the recommendations from different scientific societies about the percentage of CH in the total calorie intake of the diabetic patient, the CH value in the glycemic index and glycemic load, the new CH included in enteral formulae and the association of refined CH with the high prevalence of DM and metabolic disease. METHODS: Systematic review of literature using the electronic scientific databases Pubmed, Science Direct, Scielo, Scopus and Medline. CONCLUSIONS: Scientific societies are flexible about the CH intake in the diet of diabetic patients, suggesting to customize it according to each metabolic profile. Using the glycemic index and glycemic load can provide an extra benefit in the postprandial glycemic control. The new diabetes-specific enteral formulae, with fructooligosaccharides, resistant maltodextrins and fructose-free show efficacy in improving the glycemic control, although more controlled and long-term studies are needed. There is still some controversy about the links between sugar intake and DM, obesity and metabolic disease, although this relationship would be more linked to an increase of the total calorie intake than to a specific nutrient. .

Novel pathogenic pathways in diabetic neuropathy.

Diabetic peripheral neuropathy (DPN) is a common complication affecting more than one third of diabetes mellitus (DM) patients. Although all cellular components participating in peripheral nerve function are exposed to and affected by the metabolic consequences of DM, nodal regions, areas of intense interactions between Schwann cells and axons, may be particularly sensitive to DM-induced alterations. Nodes are enriched in insulin receptors, glucose transporters, Na(+) and K(+) channels, and mitochondria, all implicated in the development and progression of DPN. Latest results particularly reinforce the idea that changes in ion-channel function and energy metabolism, both of which depend on axon-glia crosstalk, are among the important contributors to DPN. These insights provide a basis for new therapeutic approaches aimed at delaying or reversing DPN.

Multiple sclerosis decreases explicit counterfactual processing and risk taking in decision making.

INTRODUCTION: Deficits in decision making (DM) are commonly associated with prefrontal cortical damage, but may occur with multiple sclerosis (MS). There are no data concerning the impact of MS on tasks evaluating DM under explicit risk, where different emotional and cognitive components can be distinguished. METHODS: We assessed 72 relapsing-remitting MS (RRMS) patients with mild to moderate disease and 38 healthy controls in two DM tasks involving risk with explicit rules: (1) The Wheel of Fortune (WOF), which probes the anticipated affects of decisions outcomes on future choices; and (2) The Cambridge Gamble Task (CGT) which measures risk taking. Participants also underwent a neuropsychological and emotional assessment, and skin conductance responses (SCRs) were recorded. RESULTS: In the WOF, RRMS patients showed deficits in integrating positive counterfactual information (p<0.005) and greater risk aversion (p<0.001). They reported less negative affect than controls (disappointment: p = 0.007; regret: p = 0.01), although their implicit emotional reactions as measured by post-choice SCRs did not differ. In the CGT, RRMS patients differed from controls in quality of DM (p = 0.01) and deliberation time (p = 0.0002), the latter difference being correlated with attention scores. Such changes did not result in overall decreases in performance (total gains). CONCLUSIONS: The quality of DM under risk was modified by MS in both tasks. The reduction in the expression of disappointment coexisted with an increased risk aversion in the WOF and alexithymia features. These concomitant emotional alterations may have implications for better understanding the components of explicit DM and for the clinical support of MS patients.

Entalpia reticular, entalpia de fusão e temperatura de fusão de adutos: algumas correlações empíricas utilizando DSC

By using DSC data is shown that there are empirical correlations between lattice enthalpy, melting enthalpy and the temperature of melting for adducts, and that is possible, using only a single DSC curve, estimate the value of DM Hmq.

Pituitary-thyroid axis in short- and long-term experimental diabetes mellitus

Short-term experimental diabetes mellitus (DM) produces a significant decrease in serum thyroid hormones, a decreased or normal serum thyroid-stimulating hormone (TSH) and a reduction in hepatic and renal T4-5'-deiodination. However, little is known about the effects of chronic diabetes mellitus on the pituitary-thyroid axis function. We evaluated the changes induced by very short-term (6 days), short-term (15 days) and chronic (6 months) streptozotocin-induced diabetes mellitus in 3-month old female Dutch-Miranda rat serum T4, serum TSH and T4-5'-deiodinase activity in the thyroid and pituitary glands. Serum hormones were determined by specific radioimmunoassays. Iodothyronine-5'-deiodinase activities were assayed in the thyroid and pituitary microsomal fractions using 2 µM T4 as substrate. Mean serum T4 was significantly decreased from 3.3 to 2.0 µg/dl 6 days after diabetes mellitus induction, and from 2.2 to 1.5 µg/dl after 15 days of DM, with no significant changes in serum TSH, indicating a decreased pituitary TSH responsiveness to the diminished suppression by T4, even though pituitary T4-5'-deiodinase activity was unchanged. Thyroid T4-5'-deiodinase was unchanged after 6 days of diabetes mellitus, but was significantly increased from 20.6 to 37.0 pmol T3/mg protein after 15 days. Six months after diabetes mellitus induction, both serum T4 and thyroid T4-5'-deiodinase returned to normal ranges and serum TSH was unchanged, although pituitary T4-5'-deiodinase was now significantly decreased from 2.7 to 1.7 pmol T3/mg protein. These findings indicate that some kind of adaptation to chronic insulinopenia may occur at the thyroid level, but this does not seem to be true for the pituitary

Autoradiographic thyroid evaluation in short-term experimental diabetes mellitus

Previous studies have shown that in vitro thyroid peroxidase (TPO) iodide oxidation activity is decreased and thyroid T4-5'-deiodinase activity is increased 15 days after induction of experimental diabetes mellitus (DM). In the present study we used thyroid histoautoradiography, an indirect assay of in vivo TPO activity, to determine the possible parallelism between the in vitro and in vivo changes induced by experimental DM. DM was induced in male Wistar rats (about 250 g body weight) by a single ip streptozotocin injection (45 mg/kg), while control (C) animals received a single injection of the vehicle. Seven and 30 days after diabetes induction, each diabetic and control animal was given ip a tracer dose of 125I (2 µCi), 2.5 h before thyroid excision. The glands were counted, weighed, fixed in Bouin's solution, embedded in paraffin and cut. The sections were stained with HE and exposed to NTB-2 emulsion (Kodak). The autohistograms were developed and the quantitative distribution of silver grains was evaluated with a computerized image analyzer system. Thyroid radioiodine uptake was significantly decreased only after 30 days of DM (C: 0.38 ± 0.05 vs DM: 0.20 ± 0.04%/mg thyroid, P<0.05) while in vivo TPO activity was significantly decreased 7 and 30 days after DM induction (C: 5.3 and 4.5 grains/100 µm2 vs DM: 2.9 and 1.6 grains/100 µm2, respectively, P<0.05 ). These data suggest that insulin deficiency first reduces in vivo TPO activity during short-term experimental diabetes mellitus

Caractérisation structurale de la molécule HLA-DO

Les molécules classiques du CMH de classe II présentent des peptides antigéniques aux lymphocytes T CD4+. Cette présentation est régulée par deux molécules non classiques : HLA-DM catalyse la relâche de CLIP et le chargement de peptides et HLA-DO module l’activité de DM. Une expression insuffisante en cellules d’insectes empêche les expériences de cristallisation de DO, probablement en raison de sa conformation, rendant DO instable et inapte à sortir du réticulum endoplasmique (RE). DM corrige la conformation de DO et permet sa sortie du RE. Aussi, par ses ponts disulfures uniques, DM adopte une conformation stable et peut sortir du RE sans lier d’autre molécule. Nous avons tenté de corriger la conformation de DO en introduisant des cystéines pour établir des ponts homologues à ceux de DM. La conformation de DO ne fut pas corrigée. Par ailleurs, nous avons augmenté l’expression de DO en introduisant une séquence partielle de Kozak. Nous avons aussi étudié l’effet de DM sur l’expression de DO. DM a favorisé l’expression de DO, probablement en diminuant sa dégradation. Chaque chaîne du dimère DMαβ est impliquée dans l’oxydation de sa chaîne partenaire. La conformation non-optimale de DO pourrait traduire une incapacité des chaînes α ou β à favoriser l’oxydation de sa partenaire; DM corrigerait ce problème. Notre analyse d’immunobuvardage de type Western a toutefois démontré que DM ne modifie pas l’état d’oxydation de DOα et DOβ. Finalement, nous avons étudié l’interaction DO-DM. L’acide aminé DOαE41 est impliqué dans cette liaison. Certains des acides aminés entre α80 et α84 pourraient être impliqués. Nous avons muté des acides aminés de cette région de DOα. Les résidus testés ne semblent pas impliqués dans la liaison DO-DM. L’obtention de la structure tridimensionnelle de DO et la caractérisation de son état oxydatif et de sa liaison à DM permettront de mieux comprendre son rôle.

Régulation des chaperons de la présentation antigénique par ubiquitination

La chaîne invariante forme un complexe nonamérique avec les molécules classiques du CMH de classe II. HLA-DM et HLA-DO, des molécules non-classiques de classe II, sont aussi impliquées dans la présentation des peptides antigéniques aux lymphocytes T. Ces molécules chaperones de la présentation antigénique modulent la capacité d’une cellule à présenter des antigènes par les moloécules classiques du CMH de classe II. La régulation transcriptionnelle des molécules chaperones, tout comme celle des autres molécules du CMH de classe II, est assurée par le transactivateur CIITA. La molécule HLA-DR peut être régulée négativement de manière post-traductionnelle par ubiquitination grâce à l’enzyme E3 ubiquitine ligase MARCH1. Celle-ci est induite par l’interleukine-10 dans les monocytes. L’objectif de ce projet était de déterminer si l’ubiquitination par MARCH1 peut aussi réguler l’expression des molécules chaperones de la présentation antigénique. Les expériences furent réalisées dans le contexte de co-transfections en cellules HEK293T. L’expression des molécules fut évaluée par immunomarquages et cytométrie de flux. Il a été montré que l’isoforme p33 de la chaîne invariante est régulé négativement en présence de MARCH1 à partir de la surface cellulaire, causant ainsi sa dégradation. Tel que démontré par l’utilisation d’un mutant dépourvu de queue cytoplasmique, cette dernière région n’est pas indispensable à ce phénomène. Une hypothèse est qu’une molécule non-identifiée, associée à Ii, serait ubiquitinée par MARCH1, l’entraînant dans sa régulation négative. Il fut déterminer que cette molécule n’était pas CXCR2, un récepteur pouvant être impliqué, avec la chaîne invariante et CD44, en tant que récepteur de MIF (Macrophage Inhibitory Factor). Il fut aussi montré que HLA-DO peut être ciblé par MARCH1 mais ceci ne semble pas être un phénomène dominant; l’expression des complexes DO/DM n’étant pas affectée bien qu’ils entrent en interaction avec MARCH1. L’expression de HLA-DM n’est pas affectée par MARCH1. Il n’a toutefois pas été déterminé hors de tout doute si MARCH1 peut modifier DM; des résultats obtenus avec une queue cytoplasmique de DM possédant une lysine laissant suggérer qu’il est possible que MARCH1 interagisse avec DM. Dans l’ensemble, les travaux démontrent que l’ubiquitination par MARCH1 joue un rôle dans la régulation post-transcriptionnelle de la chaîne invariante p33 mais pas HLA-DO et HLA-DM.

Enforcing dendritic cell vaccines by manipulating the MHC II antigen presentation pathway

Les vaccins à base de cellules dendritiques (DCs) constituent une avenue très populaire en immunothérapie du cancer. Alors que ces cellules peuvent présenter des peptides exogènes ajoutés au milieu, l’efficacité de chargement de ces peptides au le complexe majeur d'histocompatibilité (CMH) de classe II est limitée. En effet, la majorité des molécules du CMH II à la surface des DCs sont très stable et l’échange de peptide spontané est minime. Confinée aux vésicules endosomales, HLA-DM (DM) retire les peptides des molécules du CMH II en plus de leur accorder une conformation réceptive au chargement de peptides. Il est possible, cependant, de muter le signal de rétention de DM de façon à ce que la protéine s’accumule en surface. Nous avons émis l’hypothèse que ce mutant de DM (DMY) sera aussi fonctionnel à la surface que dans la voie endosomale et qu’il favorisera le chargement de peptides exogènes aux DCs. Nous avons utilisé un vecteur adénoviral pour exprimer DMY dans des DCs et avons montrer que la molécule augmente le chargement de peptides. L’augmentation du chargement peptidique par DMY est autant qualitatif que quantitatif. DMY améliore la réponse T auxiliaire (Th) du coté Th1, ce qui favorise l’immunité anti-cancer. Du côté qualitatif, le chargement de peptides résulte en des complexes peptide-CMHII (pCMH) d’une conformation supérieure (conformère). Ce conformère (Type A) est le préféré pour la vaccination et DMY édite avec succès les complexes pCMH à la surface en éliminant ceux de type B, lesquels sont indésirables. La fonction de DM est régulée par HLA-DO (DO). Ce dernier inhibe l’habilité de DM à échanger le peptide CLIP (peptide dérivée de la chaîne invariante) en fonction du pH, donc dans les endosomes tardifs. Mes résultats indiquent que la surexpression de DO influence la présentation des superantigènes (SAgs) dépendants de la nature du peptide. Il est probable que DO améliore indirectement la liaison de ces SAgs au pCMH dû à l’accumulation de complexe CLIP-CMH, d’autant plus qu’il neutralise la polarisation Th2 normalement observée par CLIP. Ensemble, ces résultats indiquent que DMY est un outil intéressant pour renforcer le chargement de peptides exogènes sur les DCs et ainsi générer des vaccins efficaces. Un effet inattendu de DO sur la présentation de certains SAgs a aussi été observé. Davantage de recherche est nécessaire afin de résoudre comment DMY et DO influence la polarisation des lymphocytes T auxiliaires. Cela conduira à une meilleure compréhension de la présentation antigénique et de son étroite collaboration avec le système immunitaire.

Digital image analysis as a tool to estimate legume contributions in legume-grass swards

Summary: Productivity and forage quality of legume-grass swards are important factors for successful arable farming in both organic and conventional farming systems. For these objectives the botanical composition of the swards is of particular importance, especially, the content of legumes due to their ability to fix airborne nitrogen. As it can vary considerably within a field, a non-destructive detection method while doing other tasks would facilitate a more targeted sward management and could predict the nitrogen supply of the soil for the subsequent crop. This study was undertaken to explore the potential of digital image analysis (DIA) for a non destructive prediction of legume dry matter (DM) contribution of legume-grass mixtures. For this purpose an experiment was conducted in a greenhouse, comprising a sample size of 64 experimental swards such as pure swards of red clover (Trifolium pratense L.), white clover (Trifolium repens L.) and lucerne (Medicago sativa L.) as well as binary mixtures of each legume with perennial ryegrass (Lolium perenne L.). Growth stages ranged from tillering to heading and the proportion of legumes from 0 to 80 %. Based on digital sward images three steps were considered in order to estimate the legume contribution (% of DM): i) The development of a digital image analysis (DIA) procedure in order to estimate legume coverage (% of area). ii) The description of the relationship between legume coverage (% area) and legume contribution (% of DM) derived from digital analysis of legume coverage related to the green area in a digital image. iii) The estimation of the legume DM contribution with the findings of i) and ii). i) In order to evaluate the most suitable approach for the estimation of legume coverage by means of DIA different tools were tested. Morphological operators such as erode and dilate support the differentiation of objects of different shape by shrinking and dilating objects (Soille, 1999). When applied to digital images of legume-grass mixtures thin grass leaves were removed whereas rounder clover leaves were left. After this process legume leaves were identified by threshold segmentation. The segmentation of greyscale images turned out to be not applicable since the segmentation between legumes and bare soil failed. The advanced procedure comprising morphological operators and HSL colour information could determine bare soil areas in young and open swards very accurately. Also legume specific HSL thresholds allowed for precise estimations of legume coverage across a wide range from 11.8 - 72.4 %. Based on this legume specific DIA procedure estimated legume coverage showed good correlations with the measured values across the whole range of sward ages (R2 0.96, SE 4.7 %). A wide range of form parameters (i.e. size, breadth, rectangularity, and circularity of areas) was tested across all sward types, but none did improve prediction accuracy of legume coverage significantly. ii) Using measured reference data of legume coverage and contribution, in a first approach a common relationship based on all three legumes and sward ages of 35, 49 and 63 days was found with R2 0.90. This relationship was improved by a legume-specific approach of only 49- and 63-d old swards (R2 0.94, 0.96 and 0.97 for red clover, white clover, and lucerne, respectively) since differing structural attributes of the legume species influence the relationship between these two parameters. In a second approach biomass was included in the model in order to allow for different structures of swards of different ages. Hence, a model was developed, providing a close look on the relationship between legume coverage in binary legume-ryegrass communities and the legume contribution: At the same level of legume coverage, legume contribution decreased with increased total biomass. This phenomenon may be caused by more non-leguminous biomass covered by legume leaves at high levels of total biomass. Additionally, values of legume contribution and coverage were transformed to the logit-scale in order to avoid problems with heteroscedasticity and negative predictions. The resulting relationships between the measured legume contribution and the calculated legume contribution indicated a high model accuracy for all legume species (R2 0.93, 0.97, 0.98 with SE 4.81, 3.22, 3.07 % of DM for red clover, white clover, and lucerne swards, respectively). The validation of the model by using digital images collected over field grown swards with biomass ranges considering the scope of the model shows, that the model is able to predict legume contribution for most common legume-grass swards (Frame, 1992; Ledgard and Steele, 1992; Loges, 1998). iii) An advanced procedure for the determination of legume DM contribution by DIA is suggested, which comprises the inclusion of morphological operators and HSL colour information in the analysis of images and which applies an advanced function to predict legume DM contribution from legume coverage by considering total sward biomass. Low residuals between measured and calculated values of legume dry matter contribution were found for the separate legume species (R2 0.90, 0.94, 0.93 with SE 5.89, 4.31, 5.52 % of DM for red clover, white clover, and lucerne swards, respectively). The introduced DIA procedure provides a rapid and precise estimation of legume DM contribution for different legume species across a wide range of sward ages. Further research is needed in order to adapt the procedure to field scale, dealing with differing light effects and potentially higher swards. The integration of total biomass into the model for determining legume contribution does not necessarily reduce its applicability in practice as a combined estimation of total biomass and legume coverage by field spectroscopy (Biewer et al. 2009) and DIA, respectively, may allow for an accurate prediction of the legume contribution in legume-grass mixtures.

Potranskrypcyjna regulacja ekspresji genu CELF1 - wpływ na patomechanizm dystrofii miotonicznej

Wydział Biologii: Instytut Biologii Molekularnej i Biotechnologii

Fatores associados ao controle metabólico em pacientes com diabetes melito tipo 2 não usuários de insulina

Introdução: a obtenção de um bom controle metabólico é essencial para a prevenção das complicações crônicas do Diabetes Melito (DM). O tratamento é complexo e depende da implementação efetiva das diferentes estratégias terapêuticas disponíveis. Para que isso seja possível, é necessário que o paciente entenda os princípios terapêuticos e consiga executá-los. A precária educação em diabetes é percebida como um dos obstáculos para o alcance das metas terapêuticas. Objetivo: analisar, os fatores associados ao controle metabólico, em pacientes com DM tipo 2 (DM2) não usuários de insulina. Métodos: foi realizado um estudo transversal em pacientes com DM2 não usuários de insulina, selecionados ao acaso entre aqueles que consultavam nos ambulatórios de Medicina Interna, Endocrinologia e Enfermagem do Hospital de Clínicas de Porto Alegre. Os pacientes foram submetidos à avaliação clínica, laboratorial e responderam um questionário que incluía o tipo de tratamento realizado para DM, outros medicamentos e co-morbidades, pesquisa de complicações em ano prévio e avaliação do conhecimento sobre DM. Os pacientes foram classificados em dois grupos, com bom ou mau controle glicêmico, de acordo com o valor da glico-hemoglobina de 1 ponto % acima do limite superior do método utilizado. As comparações entre variáveis contínuas, com distribuição normal, foram analisadas pelo teste t de Student para amostras não-pareadas e para as variáveis de distribuição assimétrica ou com variância heterogênea o teste U de Mann-Whitney. A comparação entre percentagem foi feita pelo teste de qui-quadrado ou exato de Fisher. Foi realizada uma análise logística múltipla para identificar os fatores mais relevantes associados ao controle metabólico (variável dependente). As variáveis independentes com um nível de significância de P < 0,1 na análise bivariada, foram incluídas no modelo. Resultados: foram avaliados 143 pacientes com DM2, idade de 59,3 ± 10,1 anos, duração conhecida do DM 7,5 ± 6,3 anos, índice de massa corporal (IMC) de 29,7 ± 5,2 kg/m².Destes, 94 pacientes (65,73%) apresentavam bom controle glicêmico. Os pacientes com mau controle glicêmico usavam mais anti-hiperglicemiantes orais como monoterapia (OR = 9,37; IC = 2,60-33,81; P=0,004) ou associados (OR = 31,08; IC = 7,42-130,15; P < 0,001). Da mesma maneira, não fizeram dieta em dias de festa (OR = 3,29; IC = 1,51-7,16; P = 0,012). A inclusão do conhecimento sobre diabetes não foi diferente entre os pacientes com bom ou mau controle glicêmico (OR = 1,08; IC = 0,97 - 1,21; P = 0,219). A análise multivariada demonstrou que a consulta com a enfermeira educadora (OR = 0,24; IC = 0,108-0,534; P = 0,003), com o endocrinologista (OR = 0,15 ; IC = 0,063-0,373; P = 0,001) e o uso de hipolipemiantes (OR = 0,10; IC = 0,016 - 0,72; P = 0,054) foram associados ao bom controle glicêmico, ajustados para a não realização de dieta em festas, uso de anti-hiperglicemiantes orais e conhecimento sobre diabetes. Conclusão: o controle metabólico em pacientes DM2 é influenciado pelas atividades de educação com enfermeira e endocrinologista. O tratamento do DM2 deve incluir atividades de educação de forma sistemática.

Diabetes mellitus : magnitude das hospitalizações na rede pública do Brasil, 1999-2001

Contexto: O diabetes mellitus (DM) é uma causa importante de morbimortalidade nas sociedades ocidentais devido à carga de sofrimento, incapacidade, perda de produtividade e morte prematura que provoca. No Brasil, seu impacto econômico é desconhecido. Objetivos: Dimensionar a participação do DM nas hospitalizações da rede pública brasileira (1999-2001), colaborando na avaliação dos custos diretos. Especificamente, analisar as hospitalizações (327.800) e os óbitos hospitalares (17.760) por DM como diagnóstico principal (CID-10 E10-E14 e procedimento realizado) e estimar as hospitalizações atribuíveis ao DM, incluindo as anteriores e aquelas por complicações crônicas (CC) e condições médicas gerais (CMG). Métodos: A partir de dados do Sistema de Informação Hospitalar do Sistema Único de Saúde (SIH/SUS) (37 milhões de hospitalizações), foram calculados indicadores por região de residência do paciente e sexo (ajustados por idade pelo método direto, com intervalos de confiança de 95%), faixas etárias, médias de permanência e de gastos por internação e populacional em US$. Realizou-se regressão logística múltipla para o desfecho óbito. As prevalências de DM foram combinadas aos riscos relativos de hospitalização por CC e CMG (metodologia do risco atribuível) e somadas às internações por DM como diagnóstico principal. Utilizou-se análise de sensibilidade para diferentes prevalências e riscos relativos. Resultados: Os coeficientes de hospitalizações e de óbitos hospitalares e a letalidade por DM como diagnóstico principal atingiram respectivamente 6,4/104hab., 34,9/106hab. e 5,4%. As mulheres apresentaram os coeficientes mais elevados, porém os homens predominaram na letalidade em todas as regiões. O gasto médio (US$ 150,59) diferiu significativamente entre as internações com e sem óbito, mas a média de permanência (6,4 dias) foi semelhante. O gasto populacional equivaleu a US$ 969,09/104hab. As razões de chances de óbito foram maiores para homens, pacientes ≥75 anos, e habitantes das regiões Nordeste e Sudeste. As hospitalizações atribuíveis ao DM foram estimadas em 836,3 mil/ano (49,3/104hab.), atingindo US$ 243,9 milhões/ano (US$ 14,4 mil/104hab.). DM como diagnóstico principal (13,1%), CC (41,5%) e CMG (45,4%) responderam por 6,7%, 51,4% e 41,9% respectivamente dos gastos. O valor médio das internações atribuíveis (US$ 292) situou-se 36% acima das não-atribuíveis. As doenças vasculares periféricas apresentaram a maior diferença no valor médio entre hospitalizações atribuíveis e não-atribuíveis (24%), porém as cardiovasculares destacaram-se em quantidade (27%) e envolveram os maiores gastos (37%). Os homens internaram menos (48%) que as mulheres, porém com gasto total maior (53%). As internações de pacientes entre 45-64 anos constituíram o maior grupo (45%) e gastos (48%) enquanto os pacientes com ≥75, os maiores coeficientes de hospitalização (350/104hab.) e de despesa (US$ 93,4 mil/104hab.). As regiões mais desenvolvidas gastaram o dobro (/104hab.) em relação às demais. Considerações Finais e Recomendações: As configurações no consumo de serviços hospitalares foram semelhantes às de países mais desenvolvidos, com importantes desigualdades regionais e de sexo. O gasto governamental exclusivamente com hospitalizações atribuíveis ao DM foi expressivo (2,2% do orçamento do Ministério da Saúde). A ampliação de atividades preventivas poderia diminuir a incidência do DM, reduzir a necessidade de internações, minimizar as complicações e minorar a severidade de outras condições médicas mais gerais.