Introdução à análise de dados em saúde com Python / Introduction to healthcare data analysis with Python

Este eBook foi elaborado no contexto do curso de capacitação Introdução à Análise de Dados em Saúde com Python ofertado pelo Centro de Inovação em Inteligência Artificial para Saúde. O curso tem como objetivo introduzir o estudo exploratório de bases de dados de saúde, com a utilização do Python. Neste eBook, procura-se apresentar uma abordagem preliminar à Ciência de Dados, que explora e descreve um conjunto de dados com técnicas da estatística descritiva e inferencial por meio da linguagem de programação Python. O público alvo que pretende-se atingir caracteriza-se por profissionais de saúde, alunos de graduação e pós-graduação, docentes e pesquisadores da área das ciências da saúde, exatas ou demais interessados em utilizar os recursos computacionais para análise de bases de dados em saúde. A linguagem Python tem se destacado como uma ferramenta poderosa para análise de dados em saúde, possuindo uma ampla gama de bibliotecas e recursos, o Python pode ser usado para limpar, processar, analisar e visualizar dados de saúde. Além disso, a comunidade de utilizadores da linguagem Python é muito colaborativa, com muitos recursos disponíveis, incluindo documentação, tutoriais e fóruns de suporte. O conteúdo foi agrupado em conceitos iniciais sobre a utilização dos dados em saúde, introdução ao Python para utilização de dados, conceitos de limpeza e tratamento de dados, aplicação da estatística descritiva com os sumários estatísticos e gráficos, técnicas de amostragens, aplicação da estatística inferencial com os testes de hipótese, de associação, de médias, de medianas e correlações, além de explorar a estilização de gráficos.

Chagas disease and SARS-CoV-2 coinfection does not lead to worse in-hospital outcomes.

Chagas disease (CD) continues to be a major public health burden in Latina America. Information on the interplay between COVID-19 and CD is lacking. Our aim was to assess clinical characteristics and in-hospital outcomes of patients with CD and COVID-19, and to compare it to non-CD patients. Consecutive patients with confirmed COVID-19 were included from March to September 2020. Genetic matching for sex, age, hypertension, diabetes mellitus and hospital was performed in a 4:1 ratio. Of the 7018 patients who had confirmed COVID-19, 31 patients with CD and 124 matched controls were included (median age 72 (64-80) years-old, 44.5% were male). At baseline, heart failure (25.8% vs. 9.7%) and atrial fibrillation (29.0% vs. 5.6%) were more frequent in CD patients than in the controls (p < 0.05). C-reactive protein levels were lower in CD patients compared with the controls (55.5 [35.7, 85.0] vs. 94.3 [50.7, 167.5] mg/dL). In-hospital management, outcomes and complications were similar between the groups. In this large Brazilian COVID-19 Registry, CD patients had a higher prevalence of atrial fibrillation and chronic heart failure compared with non-CD controls, with no differences in-hospital outcomes. The lower C-reactive protein levels in CD patients require further investigation.

A Mobile Serious Game About the Pandemic (COVID-19 - Did You Know?): Design and Evaluation Study.

BACKGROUND: No treatment for COVID-19 is yet available; therefore, providing access to information about SARS-CoV-2, the transmission route of the virus, and ways to prevent the spread of infection is a critical sanitary measure worldwide. Serious games have advantages in the dissemination of reliable information during the pandemic; they can provide qualified content while offering interactivity to the user, and they have great reach over the internet. OBJECTIVE: This study aimed to develop a serious game with the purpose of providing science-based information on the prevention of COVID-19 and personal care during the pandemic while assessing players' knowledge about COVID-19-related topics. METHODS: The study was conducted with the interdisciplinary collaboration of specialists in health sciences, computing, and design at the Federal University of Minas Gerais, Brazil. The health recommendations were grouped into six thematic blocks, presented in a quiz format. The software languages were based on the progressive web app development methodology with the Ionic framework, JavaScript, HTML5, cascading style sheets, and TypeScript (Angular). Open data reports of how users interact with the serious game were obtained using the Google Analytics application programming interface. The visual identity, logo, infographics, and icons were carefully developed by considering a selection of colors, typography, sounds, and images that are suitable for young audiences. Cards with cartoon characters were introduced at the end of each thematic topic to interact with the player, reinforcing their correct answers or alerting them to the need to learn more about the disease. The players' performance was assessed by the rate of incorrect and correct answers and analyzed by linear correlation coefficient over 7 weeks. The agile SCRUM development methodology enabled quick and daily interactions of developers through a webchat and sequential team meetings. RESULTS: The game "COVID-19-Did You Know?" was made available for free on a public university website on April 1, 2020. The game had been accessed 17,571 times as of September 2020. Dissemination actions such as reports on social media and television showed a temporal correspondence with the access number. The players' error rate in the topic "Mask" showed a negative trend (r=-.83; P=.01) over the weeks of follow-up. The other topics showed no significant trend over the weeks. CONCLUSIONS: The gamification strategy for health education content on the theme of COVID-19 reached a young audience, which is considered to be a priority in the strategy of orientation toward social distancing. Specific educational reinforcement measures were proposed and implemented based on the players' performance. The improvement in the users' performance on the topic about the use of masks may reflect an increase in information about or adherence to mask use over time.

Spatial distribution and control levels of Anastrepha spp. (Diptera: Tephritidae) in guava orchards.

This study aimed to know the patterns of spatial distribution of Anastrepha spp. and establish a criterion for determining the appropriate time for pest control. For this, 90 McPhail traps were used as Sampling Units (SU) divided into three commercial orchards of Novo Milênio guava with a total area of 14 ha. Traps were interspersed between the rows of plants, systematically in the orchards, hung and baited with 5% hydrolyzed corn protein with weekly collections. We caught 8,170 Anastrepha spp. in 840 SU. The mean infestation index was compared to the three types of distribution: random, uniform, aggregate, and fit by the theoretical frequency distributions of Poisson, negative binomial and positive binomial. The populations of Anastrepha presented aggregate distribution according to the mean variance method (I), tested by distance from randomness. The economic damage risk potential of Anastrepha spp. was associated with the aggregate distribution behavior. The most appropriate moment for the use of control techniques is when reaching 20 flies by the negative binomial. On the other hand, number of fruit fly adults per trap per day (FTD), underestimates population index, which will allow population growth, leading to risk of crop production loss.

Pregnant Users' Perceptions of the Birth Plan Interface in the "My Prenatal Care" App: Observational Validation Study.

BACKGROUND: Birth plans are meant to be a declaration of the expectations and preferences of pregnant woman regarding childbirth. The My Prenatal Care app engages pregnant women in an educational intervention for a healthy pregnancy. We hypothesized that users' positive perception of an in-app birth plan is a relevant step for establishing direct communication between pregnant women and the health care team, based on an online report available on the app. OBJECTIVE: This study aimed to evaluate pregnant women's perception about the communicability of birth-plan preparation using a mobile app. METHODS: This was an observational, exploratory, descriptive study. The methodology was user centered, and both qualitative and quantitative approaches were employed. The tools of the communicability evaluation method were applied. Overall, 11 pregnant women evaluated their experience of using a birth-plan prototype interface. The evaluation was performed in a controlled environment, with authorized video recording. There were 8 task-oriented interactions proposed to evaluate interface communicability with users when using the Birth Plan menu. For evaluating perceptions and experiences, a survey with structured and open-ended questions in addition to the free expression of participants was conducted. The primary outcomes assessed were interface communicability and user's perception of the Birth Plan prototype interface in the My Prenatal Care mobile app. Secondarily, we involved users in the prototyping phase of the interface to identify bottlenecks for making improvements in the app. RESULTS: Regarding users' performance in accomplishing previously prepared tasks, we found that 10 of 11 (91%) women were capable of completing at least 6 of 8 (75%) tasks. A positive relationship was found between the number of communicability problems and the success of completing the tasks. An analysis of the records revealed three communicability breakdowns related to the data entry, save, and scrollbar functions. The participants freely expressed suggestions for improvements such as for the save function and the process of sharing the birth-plan form upon completion. CONCLUSIONS: Users had a positive perception of the Birth Plan menu of the My Prenatal Care app. This user-centered validation enabled the identification of solutions for problems, resulting in improvements in the app.

Sequential sampling plan for fruit fly species of the Genus Anastrepha (Diptera: Tephritidae) in guava orchards.

This study aimed to elaborate a sequential sampling plan for Anastrepha species in commercial orchards of guava Psidium guajava Novo Milênio cultivar. Samplings were carried out in three orchards in the State of Mato Grosso do Sul. Fruit flies were sampled for 23 weeks. Data were subjected to the sequential probability ratio test. We adopted the mean of 0.3 Anastrepha individuals for the safety level and 0.7 for the control level and the observed frequency was adjusted to the negative binomial expected frequency (Bn) for the equation of the line. The condition of adopting a control method recommended by S1 = 6.5554 + 0.5362n was observed in the upper line. In turn, the lower line, which does not require the use of a control method, is defined by So = -2.8229 + 0.5362n. The sequential sampling plan predicted the expected maximum number of 37 sampling units to decide whether or not to use control method(s). This sequential plan was defined with mean number of 0.54 adults for each McPhail trap unit (sample). The sequential plan generated is unprecedented and will contribute to the rapid and safe decision making in the control of Anastrepha species of economic importance in guava farming.

Standardization of Information about Birth in the Obstetric Discharge Summary.

Clinical information about the birth composes an important set of data to the documentation about the care provided during childbirth. Formalized in the document Obstetric Impatient Discharge Summary (OIDS), such information are essential for continuity of mother and child attention, in the health care network. The main paper's objective is to propose an Information Model for this document based on ISO Standard 13606 for interoperability between health information systems in Minas Gerais, Brazil.

Cardiac auscultation simulator embedded in virtual learning environment to support medical teaching.

Heart auscultation remains as an important clinical tool in heart disease diagnostics. A prototype was developed, using an existing database of clinical and cardiac sounds of pregnant women [1]. The context for virtual learning is cardiac disease during pregnancy (Partum and Post Partum situations). Based on real histories, cardiac sounds, and complementary exams, this pilot presents the most frequent diagnosis of cardiac diseases during pregnancy.

Análise dos fatores de risco cardiovascular em pacientes com doença de chagas aguda / Analysis of cardiovascular risk factors in patients with acute chagas disease

Na avaliação inicial dos pacientes com doença de Chagas não se pode ignorar a identificação dos fatores de risco cardiovascular, principalmente na fase aguda da doença. Oobjetivo foi analisar os fatores de risco cardiovascular em pacientes com doença de chagas aguda. Trata-se de um estudo retrospectivo, observacional, transversal, de fontes secundárias, em que foram revisados 160 prontuários de pacientes atendidos em dois hospitais públicos de ensino e pesquisa no período de 2009 a 2011. Dentre os 160pacientes, 89 (55,63%) eram homens, a média de idade foi de 41,59± 13,17anos. Osfatores de risco identificados como mais frequentes foram: dislipidemia 80,0%, hereditariedade 70,0%, hipertensão arterial 46,8%, IMC elevado 45,0%, diabetes 40,6%, tabagismo 45,0% e etilismo 62,5%. Oprincipal fator de risco para doença cardiovascular foi a dislipidemia, associada com a hipertensão arterial sistêmica, diabetes mellitus, obesidade e sedentarismo. Osautores concluem que os pacientes com doença de Chagas aguda compartilham os mesmos fatores de risco observados na população geral.

In the initial evaluation of patients with Chagas' disease can not ignore the identification of cardiovascular risk factors, especially in the acute phase of the disease. The objective was to analyze the cardiovascular risk factors in patients with acute Chagas disease. This is a retrospective, observational, cross-sectional study of secondary sources, which were reviewed 160 medical records of patients treated at two hospitals for teaching and research from 2009 to 2011. Among the 160patients, 89 (55.63%) were men, the average age was 41.59± 13.17years. The risk factors identified as most frequent were: dyslipidemia 80.0%, 70.0% heredity, high blood pressure 46.8%, high BMI 45.0%, 40.6% diabetes, smoking and alcohol consumption 45.0% 62 5%. The main risk factor for cardiovascular disease was the dyslipidemia associated with hypertension, diabetes mellitus, obesity and sedentary lifestyle. The authors conclude that patients with acute Chagas disease share the same risk factors observed in the general population.

Effect of female weight on reproductive potential of the predator Brontocoris tabidus (Signoret, 1852) (Heteroptera: Pentatomidae)

Este trabalho apresenta a fecundidade de fêmeas do predador Brontocoris tabidus (Signoret) (Heteroptera: Pentatomidae) de duas classes de peso, objetivando avaliar qual delas apresenta melhor produtividade em criações mantidas em laboratório. Machos e fêmeas foram alimentadas, desde o estádio ninfal, com pupas do besouro Tenebrio molitor L. (Coleoptera: Tenebrionidae). Fêmeas de B. tabidus pesando entre 95 e 150 mg e entre 160 e 220 mg constituíram as duas classes de peso. O período de oviposição e os números de posturas, de ovos e ninfas por fêmea de B. tabidus foram maiores naquelas fêmeas pertencentes à classe mais pesada, enquanto os períodos de pré-oviposição, entre posturas, incubação dos ovos e número de ovos por postura, bem como a percentagem de eclosão de ninfas e a longevidade dos adultos foram semelhantes entre ambas as classes de peso. Fêmeas mais pesadas de B. tabidus apresentaram maior número de ovos por fêmea e por esta razão devem ser utilizadas em programas de criação massal deste predador.

[Weight gain of the predator Podisus distinctus (Heteroptera: Pentatomidae) with combinations of the preys Tenebrio molitor (Coleoptera: Tenebrionidae) and Musca domestica (Diptera: Muscidae)]. / Ganancia de peso del depredador Podisus distinctus (Heteroptera: Pentatomidae) en combinaciones de las presas Tenebrio molitor (Coleoptera: Tenebrionidae) y Musca domestica (Diptera: Muscidae).

Little is known about Podisus distinctus (Stal) (Heteroptera: Pentatomidae) one of the Asopinae species with good possibilities for mass rearing and releasing against defoliator caterpillars in eucalyptus reforested areas in Brazil. We evaluated the impact of prey combinations on weight of nymphs and adults of P. distinctus. The prey were Musca domestica L. (Diptera: Muscidae) and Tenebrio molitor L. (Coleoptera: Tenebrionidae). The experiment was developed under 25 +/- 0.5 degrees C, 60 +/- 10% R.H. and photophase of 14 hr, with nymphs of P. distinctus individualized in Petri dishes and fed as: T1-larvae of M. domestica during its whole nymphal phase: T2-larvae of M. domestica during its II instar and of T. molitor during the other instars: T3-larvae of M. domestica during II and III instars and of T. molitor during the other instars: T4-larvae of M. domestica during II, III and IV instars and of T. molitor during the V instar; T5- larvae of T. molitor during all instars. P. distinctus presents lower weight when fed with larvae of M. domestica. For this reason it is recommended to feed P. distinctus with T. molitor during its whole nymphal phase or with larvae of M. domestica only during II and III instars and T. molitor during IV and V instars.

Biodiversity of frugivorous flies (Diptera: Tephritoidea) captured in citrus groves, Mato Grosso do Sul, Brazil / Biodiversidade das moscas frugívoras (Diptera: Tephritoidea) capturadas em pomares de citros, Mato Grosso do Sul

This paper presents a faunistic analysis of the frugivorous species of Tephritoidea (Diptera) captured in three citrus groves in the municipalities of Anastácio (Chácara Laranjal, 20º 31' 36'' S, 55º 50' 12'' W, 170 m) and Terenos (Chácara Suzuki, 20º 26' 12" S, 55º 04' 54'' W, 308m), MS, Brazil, during a 25 month period. McPhail traps with 5 percent hydrolyzed corn protein were hung in Citrus sinensis (L.) and C. reticulata (L.) trees, spaced 30 m apart. The Tephritidae species caught were: Anastrepha alveatoides Blanchard, A. bezzii Lima, A. castanea Norrbom, A. daciformis Bezzi, A. dissimilis Stone, A. distincta Greene, A. fraterculus (Wied.), A. grandis (Macquart), A. haywardi Blanchard, A. leptozona Hendel, A. macrura Hendel, A. montei Lima, A. obliqua (Macquart), A. pickeli Lima, A. punctata Hendel, A. rheediae Stone, A. serpentina (Wied.), A. sororcula Zucchi, A. striata Schiner, A. turpiniae Stone, A. undosa Stone, A. zenildae Zucchi, three undescribed species - Anastrepha sp.1, Anastrepha sp.2; Anastrepha sp.3 and Ceratitis capitata (Wied.). The frugivorous Lonchaeidae caught were: Dasiops sp.; D. inedulis Steyskal, Lonchaea sp. and Neosilba spp. The Mediterranean Fruit Fly, C. capitata, was the most abundant and frequent, being the dominant species in the groves of both municipalities. In the Citrus grove in Anastácio the most abundant species were: Anastrepha daciformis, A. obliqua, A. pickeli, A. punctata, A. sororcula and A. fraterculus. In the Citrus groves in Terenos, A. dissimilis, A. punctata, A. sororcula, A. daciformis, A. striata and A. pickeli were the most abundant species.

Este trabalho apresenta uma análise faunística das espécies frugívoras de Tephritoidea (Diptera), capturadas em três pomares de citros dos municípios de Anastácio e Terenos-MS, durante 25 meses. Armadilhas plásticas McPhail com proteína hidrolisada de milho a 5 por cento foram penduradas em plantas de Citrus sinensis (L.) e C. reticulata (L.) a 1,70 m do nível do solo e espaçadas a 30 m. As espécies de Tephritidae capturadas foram: Anastrepha alveatoides Blanchard, A. bezzii Lima, A. castanea Norrbom, A. daciformis Bezzi, A. dissimilis Stone, A. distincta Greene, A. fraterculus (Wied.), A. grandis (Macquart), A. haywardi Blanchard, A. leptozona Hendel, A. macrura Hendel, A. montei Lima, A. obliqua (Macquart), A. pickeli Lima, A. punctata Hendel, A. rheediae Stone, A. serpentina (Wied.), A. sororcula Zucchi, A. striata Schiner, A. turpiniae Stone, A. undosa Stone, A. zenildae Zucchi; três espécies não-descritas - Anastrepha sp.1, Anastrepha sp.2, Anastrepha sp.3 e Ceratitis capitata (Wied.). Os Lonchaeidae capturados foram: Dasiops sp.; D. inedulis Steyskal, Lonchaea sp. e Neosilba spp. A mosca-do-mediterrâneo, C. capitata foi a espécie mais abundante e freqüente, sendo dominante nos pomares de ambos os municípios. No pomar do município de Anastácio, as espécies mais abundantes foram: Anastrepha daciformis, A. obliqua, A. pickeli, A. punctata, A. sororcula e A. fraterculus. Nos pomares de Terenos, A. dissimilis, A. punctata, A. sororcula, A. daciformis, A. striata e A. pickeli foram as espécies mais abundantes.

Reproductive potential of the predator Supputius cincticeps (Heteroptera: Pentatomidae) affected by female body weight - DOI: 10.4025/actascibiolsci.v25i1.2081 / Potencial reprodutivo de Supputius cincticeps (Stal) (Heteroptera: Pentatomidae) influenciado pelo peso do corpo da fêmea - DOI: 10.4025/actascibiolsci.v25i1.2081

The reproductive potential of Supputius cincticeps (Stal) (Heteroptera: Pentatomidae) females of two weight classes was evaluated with males and females of this predator obtained from nymphs fed on Tenebrio molitor L. (Coleoptera: Tenebrionidae) pupae. Females of S. cincticeps weighing less than 45 mg (light females) and more than 60 mg (heavy females) constituted the treatments. Pre-oviposition, oviposition and post-oviposition periods besides adult longevity were similar between treatments while number of egg masses, eggs, eggs/egg mass and number of nymphs hatched were higher for heavier females. Periods between egg mass laying and egg incubation were shorter for insects of the last treatment. These results are discussed in relation to the use of heavier females of S. cincticeps to improve mass rearing of this predator in laboratory

O potencial reprodutivo de fêmeas de Supputius cincticeps (Stal) (Heteroptera: Pentatomidae) de duas classes de peso foi avaliado. Machos e fêmeas desse predador foram obtidos de ninfas alimentadas com pupas de Tenebrio molitor L. (Coleoptera: Tenebrionidae). Foram analisadas fêmeas com peso inferior a 45 mg (fêmeas leves) e superior a 60 mg (fêmeas pesadas). A longevidade e os períodos de pré-oviposição, oviposição e pós-oviposição foram semelhantes entre fêmeas das duas classes de peso, enquanto aquelas mais pesadas apresentaram maior número de posturas, ovos, ovos/postura e ninfas. Períodos entre posturas e de incubação dos ovos foram menores para fêmeas com peso superior a 60mg. Esses resultados são discutidos em relação ao uso de fêmeas mais pesadas de S. cincticeps para aumentar a produção em criação massal desse predador

Populational fluctuation of frugivorous flies (Diptera: Tephritoidea) in two orange groves in the State of Mato Grosso do Sul, Brazil / Flutuação populacional de moscas frugívoras (Diptera: Tephritoidea) em dois pomares de laranjas do Estado de Mato Grosso do Sul

This paper evaluated the capture of frugivorous flies (Tephritidae and Lonchaeidae) with plastic McPhail traps, in two commercial citrus groves, located in the municipalities of Anastácio and Terenos, in the state of Mato Grosso do Sul, Brazil. The aim of this work was to determine the populational fluctuation of adult frugivorous flies, and to study its relationship with the damaged fruits in the groves. The traps were placed about 30 m apart over the entire area in both groves, hung up approximately 1.70 m high from soil, in the canopy of the citrus plants. Eight traps were installed (two traps/ha) at Anastácio and 21 traps in Terenos (one trap/ha). The traps were baited with the hydrolyzed corn protein (5 percent) TephritidTM (food bait). Evaluations were carried out from March 22, 1994 to March 23, 1996. Ceratitis capitata (Wiedemann) and 25 species of Anastrepha were caught during several months in both orange groves, but no fruit fly species were found infesting oranges. Neosilba sp. was caught from the traps during all the experiment and was also reared from the damaged oranges, thus suggesting that that fly can be a pest. The predominant species of frugivorous flies caught in the traps were: Neosilba sp., C. capitata, Anastrepha punctata Hendel and A. sororcula Zucchi. There was no correlation between adult frugivorous flies caught in the traps and the number of larvae and adult flies reared from the infested oranges collected in the groves.

Este trabalho avaliou a captura de moscas frugívoras (Tephritidae e Lonchaeidae) com armadilhas plásticas McPhail, em dois pomares comerciais de citros, localizados nos municípios de Anastácio e Terenos, Estado de Mato Grosso do Sul. Os objetivos foram estudar a flutuação populacional dos adultos capturados nas armadilhas e verificar qual a relação entre as espécies amostradas nas armadilhas com os frutos danificados. As armadilhas foram distanciadas cerca de 30 m entre si sobre toda a área, penduradas a aproximadamente 1,70 m de altura, na copa das plantas de citros. Foram instaladas oito armadilhas (duas armadilhas/ha) no pomar em Anastácio e 21 armadilhas em Terenos (uma armadilha/ha). As armadilhas foram iscadas com a proteína hidrolizada de milho (5 por cento) TephritidMR (atrativo alimentar). As avaliações foram feitas no período de 22 de março de 1994 a 23 de março de 1996. A mosca-do-mediterrâneo Ceratitis capitata (Wiedemann) e 25 espécies de Anastrepha foram capturadas em vários meses nas armadilhas, mas não infestaram laranjas. Neosilba sp. foi capturada ininterruptamente durante os 25 meses e foi encontrada, também, nos frutos danificados amostrados nos pomares. Isso sugere que Neosilba sp. pode ter importância econômica em citros. As espécies de moscas frugívoras predominantes foram Neosilba sp., C. capitata, Anastrepha punctata Hendel e A. sororcula Zucchi. Não houve correlação entre o número de adultos de moscas frugívoras capturadas nas armadilhas com o número de larvas e de adultos criados das laranjas infestadas colhidas nos pomares.

Larval endoparasitoids (Hymenoptera) of frugivorous flies (Diptera, Tephritoidea) reared from fruits of the cerrado of the State of Mato Grosso do Sul, Brazil

This paper presents a five years survey of endoparasitoids obtained from the larvae of frugivorous Tephritidae and Lonchaeidae flies. The insects were reared from cultivated and wild fruits collected in areas of the cerrado in the State of Mato Grosso do Sul, Brazil. The flies obtained from 14 host fruit species were eight Anastrepha species, Ceratitis capitata (Wiedemann, 1824) (Tephritidae); Dasiops sp. and Neosilba spp. (Lonchaeidae). Eleven parasitoid species were collected: Braconidae - Asobara anastrephae (Muesebek, 1958), Doryctobracon areolatus (Szépligeti, 1911), D. fluminensis (Costa Lima, 1938), Opius bellus Gahan, 1930 and Utetes anastrephae (Viereck, 1913); Figitidae - Aganaspis nordlanderi Wharton, 1998, Lopheucoila anastrephae (Rhower, 1919), Odontosema anastrephae (Borgmeier, 1935) and Trybliographa infuscata Gallardo, Díaz & Uchôa-Fernandes, 2000 and, Pteromalidae - Spalangia gemina Boucek, 1963 and S. endius Walker, 1839. In all cases only one parasitoid emerged per puparium. D. areolatus was the most abundant and frequent parasitoid of fruit fly species, as was L. anastrephae in Neosilba spp. larvae. This is the first record of A. nordlanderi in the midwestern Brazilian region

Species Diversity of Frugivorous Flies (Diptera: Tephritoidea) from Hosts in the Cerrado of the State of Mato Grosso do Sul, Brazil / Diversidade de Espécies de Moscas Frugívoras (Diptera: Tephritoidea) em Hospedeiros do Cerrado do Estado de Mato Grosso do Sul

Neste trabalho foram amostradas 35 espécies de frutos do cerrado em sete municípios do estado de Mato Grosso do Sul (janeiro de 1993 a março de 1997) para avaliar a infestação por moscas frugívoras. Ocorreram espécies de seis gêneros de Tephritoidea - Anastrepha Schiner, Ceratitis MacLeay (Tephritidae); Dasiops Rondani, Lonchaea Fallén, Neosilba McAlpine (Lonchaeidae) e Notogramma Loew (Otitidae), em 29 espécies de frutos. As moscas-das-frutas (Tephritidae) colonizaram 19 hospedeiros e foram representadas por 11 espécies: Anastrepha fraterculus (Wied.), A. grandis (Macquart), A. montei Lima, A. obliqua (Macquart), A. pickeli Lima, A. sororcula Zucchi, A. striata Schiner, A. turpiniae Stone, A. zenildae Zucchi, Anastrepha sp. n. e Ceratitis capitata (Wied.). De Lonchaeidae foram obtidos: Dasiops inedulis Steyskal, Dasiops spp., Lonchaea spp., Neosilba zadolicha McAlpine e Neosilba spp. As espécies de Neosilba foram as mais abundantes moscas frugívoras, ocorrendo em 22 hospedeiros. Notogramma foi o único gênero de Otitidae obtido. É discutida a associação entre moscas frugívoras e frutos hospedeiros.

Thirty-five fruit species were sampled in seven municipalities located in the cerrado of the state of Mato Grosso do Sul (January 1993 to March 1997) in a study to evaluate the infestation by frugivorous flies. Species of six genera of Tephritoidea were reared from 29 host fruits: Anastrepha Schiner, Ceratitis MacLeay (Tephritidae); Dasiops Rondani, Lonchaea Fallén, Neosilba McAlpine, (Lonchaeidae) and Notogramma Loew (Otitidae). Fruit flies (Tephritidae) were found in 19 host fruits and were represented by 11 species: Anastrepha fraterculus (Wied.), A. grandis (Macquart), A. montei Lima, A. obliqua (Macquart), A. pickeli Lima, A. sororcula Zucchi, A. striata Schiner, A. turpiniae Stone, A. zenildae Zucchi, Anastrepha n. sp. and Ceratitis capitata (Wied.). From Lonchaeidae were reared: Dasiops inedulis Steyskal, Dasiops spp., Lonchaea spp., Neosilba zadolicha McAlpine and Neosilba spp. The species of Neosilba were the most abundant, occourring in 22 host fruits. Notogramma was the only genus of Otitidae obtained. The association between frugivorous flies and the fruit species is discussed.