Predicting type of delivery by identification of obstetric risk factors through data mining

In Maternity Care, a quick decision has to be made about the most suitable delivery type for the current patient. Guidelines are followed by physicians to support that decision; however, those practice recommendations are limited and underused. In the last years, caesarean delivery has been pursued in over 28% of pregnancies, and other operative techniques regarding specific problems have also been excessively employed. This study identifies obstetric and pregnancy factors that can be used to predict the most appropriate delivery technique, through the induction of data mining models using real data gathered in the perinatal and maternal care unit of Centro Hospitalar of Oporto (CHP). Predicting the type of birth envisions high-quality services, increased safety and effectiveness of specific practices to help guide maternity care decisions and facilitate optimal outcomes in mother and child. In this work was possible to acquire good results, achieving sensitivity and specificity values of 90.11% and 80.05%, respectively, providing the CHP with a model capable of correctly identify caesarean sections and vaginal deliveries.

Transtornos alimentares e gestação: uma revisão

OBJETIVO: Estudar o impacto dos transtornos alimentares nas funções reprodutivas, problemas na gestação e puerpério, e dificuldades com a alimentação dos filhos. MÉTODOS: Realizou-se revisão da literatura nos últimos 28 anos nos bancos de dados MedLine e Lilacs. Combinaram-se os descritores anorexia nervosa, bulimia nervosa, transtornos alimentares e gestação. RESULTADOS: Os estudos de revisão, estudos de caso e pesquisas realizadas com gestantes apontam uma associação entre TA e uma variedade de complicações na gestação, no parto, para o feto, com aumentado risco de morbidade perinatal, além de complicações na alimentação futura da criança. CONCLUSÕES: Observa-se uma maior necessidade de acompanhamento especializado, principalmente no pré-natal, em relação aos hábitos alimentares e preocupação com peso e forma corporais - especialmente nas mulheres que apresentam ganho ponderal inadequado, hiperêmese gravídica, picacismo, entre outros.

Macroscopic and histopathological study of the placenta: an essential resource in litigation processes

The pathological study of the placenta is of upmost importance in cases of unexplained fetal/perinatal loss and often these carry litigation implications. Integrating pathological findings and the underlying pathophysiological processes, leading to placental lesions, is fundamental for the evaluation of poor fetal and perinatal outcomes and to distinguish from cases of true negligence.

Plataforma de apoio à decisão nos cuidados de ginecologia e obstetrícia

Dissertação de mestrado integrado em Engenharia Biomédica (área de especialização em Informática Médica)

Ebstein's anomaly with imperforate tricuspid valve. Prenatal diagnosis

Ebstein's anomaly is an uncommon congenital heart defect, with a prevalence of 0.3-0.5%. Its association with an imperforate tricuspid valve is an even more rare situation (less than 10% of cases). Prenatal diagnosis of this association by means of fetal echocardiography has not been reported. We describe here this association diagnosed before birth and confirmed after birth. The diagnostic potential and importance of fetal echocardiography during prenatal evaluation of cardiac malformations allows for adequate perinatal planning and management, with an obvious impact on morbidity and mortality.

Screening for depression and anxiety disorders from pregnancy to postpartum with the EPDS and STAI

The Edinburgh Postnatal Depression Scale (EPDS) and the State Anxiety Inventory (STAI-S) are widely used self-report measures that still need to be further validated for the perinatal period. The aim of this study was to examine the screening performance of the EPDS and the STAI-S in detecting depressive and anxiety disorders at pregnancy and postpartum. Women screening positive on EPDS (EPDS ≥ 9) or STAI-S (STAI-S ≥ 45) during pregnancy (n = 90), as well as matched controls (n = 58) were selected from a larger study. At 3 months postpartum, 99 of these women were reassessed. At a second stage, women were administered a clinical interview to establish a DSM-IV-TR diagnosis. Receiver operator characteristics (ROC) analysis yielded areas under the curve higher than .80 and .70 for EPDS and STAI-S, respectively. EPDS and STAI-S optimal cut-offs were found to be lower at postpartum (EDPS = 7; STAI-S = 34) than during pregnancy (EPDS = 9; STAI-S = 40). EPDS and STAI-S are reasonably valid screening tools during pregnancy and the postpartum.

Predicting triage waiting time in maternity emergency care by means of data mining

Healthcare organizations often benefit from information technologies as well as embedded decision support systems, which improve the quality of services and help preventing complications and adverse events. In Centro Materno Infantil do Norte (CMIN), the maternal and perinatal care unit of Centro Hospitalar of Oporto (CHP), an intelligent pre-triage system is implemented, aiming to prioritize patients in need of gynaecology and obstetrics care in two classes: urgent and consultation. The system is designed to evade emergency problems such as incorrect triage outcomes and extensive triage waiting times. The current study intends to improve the triage system, and therefore, optimize the patient workflow through the emergency room, by predicting the triage waiting time comprised between the patient triage and their medical admission. For this purpose, data mining (DM) techniques are induced in selected information provided by the information technologies implemented in CMIN. The DM models achieved accuracy values of approximately 94% with a five range target distribution, which not only allow obtaining confident prediction models, but also identify the variables that stand as direct inducers to the triage waiting times.

Predicting pre-triage waiting time in a maternity emergency room through data mining

An unsuitable patient flow as well as prolonged waiting lists in the emergency room of a maternity unit, regarding gynecology and obstetrics care, can affect the mother and child’s health, leading to adverse events and consequences regarding their safety and satisfaction. Predicting the patients’ waiting time in the emergency room is a means to avoid this problem. This study aims to predict the pre-triage waiting time in the emergency care of gynecology and obstetrics of Centro Materno Infantil do Norte (CMIN), the maternal and perinatal care unit of Centro Hospitalar of Oporto, situated in the north of Portugal. Data mining techniques were induced using information collected from the information systems and technologies available in CMIN. The models developed presented good results reaching accuracy and specificity values of approximately 74% and 94%, respectively. Additionally, the number of patients and triage professionals working in the emergency room, as well as some temporal variables were identified as direct enhancers to the pre-triage waiting time. The imp lementation of the attained knowledge in the decision support system and business intelligence platform, deployed in CMIN, leads to the optimization of the patient flow through the emergency room and improving the quality of services.

Rastreamento populacional de anormalidades cardíacas fetais por ecocardiografia pré-natal em gestações de baixo risco no município de Porto Alegre

OBJETIVO: Estudar as anormalidades morfo-funcionais do sistema cardiovascular fetal detectáveis por ultra-sonografia. MÉTODOS: Foram submetidos 3.980 fetos de gestantes sem risco obstétrico ou cardiológico, do município de Porto Alegre, de julho/1996 a novembro/2000, ao ecocardiograma de rastreamento para malformações cardiovasculares através dos cortes de quatro câmaras e vias de saída dos ventrículos direito e esquerdo. RESULTADOS: Houve 103 diagnósticos de anormalidades cardiovasculares fetais, correspondendo a 2,5% (103/3.980) da população estudada, ou 25,8/1000, sendo que 47 referiam-se a alterações morfo-funcionais do coração fetal, prevalência global de 11,8/1000 (47/3.980), e 56 exibiam alterações na refringência (golf ball). Três falso-negativos e nenhum falso-positivo elevaram a prevalência global para 12.5/1000 (50/3.980), ou 26,6/1000 (106/3.980), quando incluídas também as alterações de refringência. CONCLUSÃO: A detecção das malformações cardiovasculares ainda no período intra-uterino, visando planejamento perinatal é possível, confirmando a experiência internacional. É sugerida implantação do rastreamento de malformações cardiovasculares, aninhada em rede de atenção rotineira de ultra-sonografia obstétrica.

Detección de drogas de abuso en meconio

El consumo de sustancias está aumentando en todos los lugares del mundo. Un grupo especialmente vulnerable, es el que sufre los efectos de la exposición prenatal a drogas de abuso. Si bien no se conocen exactamente los mismos, existe evidencia científica que demuestra que tienen mayores tasas de prematurez, retraso del crecimiento intrauterino, disminución del perímetro cefálico, malformaciones cerebrales, cardíacas, esqueléticas, gastrointestinales y genitourinarias, complicaciones obstétricas, muerte súbita, retardo psicomotor y trastornos en el desarrollo neurológico y neuroconductual. La identificación de estos pacientes brinda por una parte, la oportunidad de un seguimiento acorde, así como la detección de madres que podrían insertarse en programas de recuperación. Como dato orientador, basta con indicar que en el año 1994 se calculaba que en las zonas urbanas de EEUU entre un 10-15% de los recién nacidos habían estado expuestos a cocaína intra-útero. En Argentina el primer Estudio Nacional sobre Uso de Drogas – 1999 – realizado por la Secretaría de Programación para la prevención de la Drogadicción y la Lucha contra el Narcotráfico (SEDRONAR) arrojó, como dato principal, que tres de cada diez personas mayores de 16 años consumen sustancias ilegales en Argentina, lo que representa más de 600 mil personas en todo el país. A la misma cifra, arribó el estudio realizado por un grupo de investigadores del Programa de Epidemiología Psiquiátrica del CONICET en el año 2000. A la luz de la información presente, la dimensión del abuso hace necesario reevaluar el foco de atención sanitaria puesto casi exclusivamente en la problemática de adicción, para empezar a recabar datos respecto a la exposición prenatal a drogas. Diversas metodologías han sido utilizadas como método de pesquisa de exposición prenatal a drogas. La entrevista materna y los diferentes dosajes de drogas en sangre, orina, cabello y meconio han sido las más utilizadas y, más recientemente, el estudio en líquido amniótico y aspirado gástrico. De estos procedimientos, la detección de drogas de abuso en meconio es el método ideal para la detección perinatal de drogas por su elevada sensibilidad y la facilidad para recogerlo. Su principal limitación reside en el hecho de que sólo se detecta a partir del primer trimestre de embarazo, ya que la formación de meconio empieza en la semana doce. Por las razones previamente señaladas, es que decidimos utilizar esta metodología de pesquisa para estudiar la prevalencia de uso prenatal de drogas de abuso en la ciudad de Córdoba.

Fatores preditivos de hipertensão gestacional em adolescentes primíparas: análise do pré-natal, da MAPA e da microalbuminúria

OBJETIVO: Quantificar a prevalência de HG em adolescentes primíparas; definir fatores de preditividade para a ocorrência de HG e sua repercussão nos recém-nascidos. MÉTODOS: Foram acompanhadas 29 adolescentes primíparas durante o pré-natal até a 12ª semana de puerpério, com idade média de dezesseis anos, do ambulatório do Serviço de Adolescentes da Maternidade Escola Assis Chateaubriand (MEAC) da Universidade Federal do Ceará (Fortaleza). As gestantes foram dividas em dois grupos; ou seja, nas que permaneceram normotensas (Grupo I) e naquelas que desenvolveram hipertensão gestacional -HG - (Grupo II). As variáveis investigadas na avaliação de valor de preditividade no desenvolvimento de HG foram valores antropométricos, aspectos socioeconômicos, o hábito de fumar, a hereditariedade para HAS (pai/mãe), os exames do pré-natal solicitados na primeira consulta do pré-natal e a microalbuminúria e a monitorização ambulatorial da pressão arterial (MAPA) na 28ª semana de gestação. As gestantes foram acompanhadas no parto e no puerpério tardio (12ª semana de puerpério). Os recém-nascidos das mães do nosso estudo foram avaliados ao nascer pelos índices de APGAR e de Capurro, peso, estatura e pela presença de hipóxia perinatal. RESULTADOS: A prevalência de HG foi de 51,7% . A hereditariedade para HAS apresentou-se com o maior valor de preditividade para HG com odds ratio de 10,99. A pressão arterial diastólica maior ou igual a 70 mmHg, na idade média gestacional de 35 semanas, apresentou significância estatística como valor de preditividade para HG. Na MAPA encontramos valor de preditividade para HG: carga pressórica diastólica em vigília, carga pressórica sistólica e diastólica no sono noturno, variabilidade pressórica e pressão máxima diastólica no sono. Especificamente a pressão arterial diastólica (PAD) máxima na MAPA no período do sono noturno ³64 mmHg apresentou odds ratio de 6 para HG com sensibilidade de 80% e especificidade de 60% para o desenvolvimento de HG. CONCLUSÃO: A pesquisa de fatores de preditividade de HG em adolescentes primíparas se demonstrou de fácil aplicabilidade e útil para estratificar gestantes de alto risco no desenvolvimento de HG.

Sensibilización a Anfetamina y Cocaína: Mecanismos Neurobiológicos involucrados y factores ambientales que la modulan. Amphetamine and cocaine sensitization: neurobiological mechanisms involved and modulation by environmental factors.

La exposición a drogas de abuso, estrés o noxas perinatales puede producir una respuesta sensibilizada a las propiedades estimulantes y reforzantes de la droga. Este proceso de sensibilización, que comparte muchas de las características de otras formas de plasticidad neural, ha sido asociado con etapas tempranas de la adicción o reincidencia a la misma. El objetivo primario de este proyecto es identificar si los mecanismos neurobiológicos que median la sensibilización inducida por cocaína también ocurren en un modelo de sensibilización inducido por estrés de inmovilización y una noxa perinatal tal como la exposición a plomo, y determinar la relevancia de estas adaptaciones mediante intervenciones farmacológicas o manipulación de los productos génicos. Se estudiaran neuroadaptaciones identificadas en un modelo de sensibilización inducido por cocaína, en núcleos específicos del cerebro relevantes para el proceso de sensibilización, Núcleo Accumbens (NAc) y Corteza prefrontal (CPf). Neuropéptidos como met-encefalina y el sistema renina-angiotensina (RAS), interactúan con dopamina (DA) y glutamato (GLU) en este circuito. Considerando que la liberación de GLU, la expresión de receptores AMPA (GluR1) y los metabotrópicos mGluR2/3 como cambios en el remodelado del citoesqueleto de actina de NAc y CPf, han sido afectados por la administración repetida de cocaína en forma no contingente o por autoadministración, determinaremos los niveles o el estado de fosforilación proteínas y de GLU, en los distintos modelos de sensibilización. Además, la participación de RAS cerebral ser evaluada en el desarrollo y expresión del fenómeno de sensibilización a anfetamina y cocaína. Se utilizarán técnicas de inmunoblotting, inmunoprecipitación y de microdiálisis, y pruebas conductuales para determinar las propiedades estimulantes y reforzantes de las drogas. Encontrar un paralelo en los mecanismos neurobiológicos que median la sensibilización inducida por estrés, drogas o noxas perinatales es muy relevante para entender como redes celulares comunes pueden ejercer un rol en la adicción. La identificación de nuevas moléculas que modulen la sensibilización abre una perspectiva sumamente interesante para el estudio de futuros blancos terapéuticos a ser probados para el tratamiento de la adicción a sicoestimulantes.

Infant Mortality in Novo Hamburgo: Associated Factors and Cardiovascular Causes

Background: Infant mortality has decreased in Brazil, but remains high as compared to that of other developing countries. In 2010, the Rio Grande do Sul state had the lowest infant mortality rate in Brazil. However, the municipality of Novo Hamburgo had the highest infant mortality rate in the Porto Alegre metropolitan region. Objective: To describe the causes of infant mortality in the municipality of Novo Hamburgo from 2007 to 2010, identifying which causes were related to heart diseases and if they were diagnosed in the prenatal period, and to assess the access to healthcare services. Methods: This study assessed infants of the municipality of Novo Hamburgo, who died, and whose data were collected from the infant death investigation records. Results: Of the 157 deaths in that period, 35.3% were reducible through diagnosis and early treatment, 25% were reducible through partnership with other sectors, 19.2% were non-preventable, 11.5% were reducible by means of appropriate pregnancy monitoring, 5.1% were reducible through appropriate delivery care, and 3.8% were ill defined. The major cause of death related to heart disease (13.4%), which was significantly associated with the variables ‘age at death’, ‘gestational age’ and ‘birth weight’. Regarding access to healthcare services, 60.9% of the pregnant women had a maximum of six prenatal visits. Conclusion: It is mandatory to enhance prenatal care and newborn care at hospitals and basic healthcare units to prevent infant mortality.

Rare chromosome abnormalities, prevalence and prenatal diagnosis rates from population-based congenital anomaly registers in Europe.

The aim of this study is to quantify the prevalence and types of rare chromosome abnormalities (RCAs) in Europe for 2000-2006 inclusive, and to describe prenatal diagnosis rates and pregnancy outcome. Data held by the European Surveillance of Congenital Anomalies database were analysed on all the cases from 16 population-based registries in 11 European countries diagnosed prenatally or before 1 year of age, and delivered between 2000 and 2006. Cases were all unbalanced chromosome abnormalities and included live births, fetal deaths from 20 weeks gestation and terminations of pregnancy for fetal anomaly. There were 10,323 cases with a chromosome abnormality, giving a total birth prevalence rate of 43.8/10,000 births. Of these, 7335 cases had trisomy 21,18 or 13, giving individual prevalence rates of 23.0, 5.9 and 2.3/10,000 births, respectively (53, 13 and 5% of all reported chromosome errors, respectively). In all, 473 cases (5%) had a sex chromosome trisomy, and 778 (8%) had 45,X, giving prevalence rates of 2.0 and 3.3/10,000 births, respectively. There were 1,737 RCA cases (17%), giving a prevalence of 7.4/10,000 births. These included triploidy, other trisomies, marker chromosomes, unbalanced translocations, deletions and duplications. There was a wide variation between the registers in both the overall prenatal diagnosis rate of RCA, an average of 65% (range 5-92%) and the prevalence of RCA (range 2.4-12.9/10,000 births). In all, 49% were liveborn. The data provide the prevalence of families currently requiring specialised genetic counselling services in the perinatal period for these conditions and, for some, long-term care.

Paper 2: EUROCAT public health indicators for congenital anomalies in Europe.

OBJECTIVE: The purpose of this article is to present the specific public health indicators recently developed by EUROCAT that aim to summarize important aspects of the public health impact of congenital anomalies in a few quantitative measures. METHODS: The six indicators are: (1) congenital anomaly perinatal mortality, (2) congenital anomaly prenatal diagnosis prevalence, (3) congenital anomaly termination of pregnancy, (4) Down syndrome livebirth prevalence, (5) congenital anomaly pediatric surgery, and (6) neural tube defects (NTD) total prevalence. Data presented for this report pertained to all cases (livebirths, fetal deaths, or stillbirths after 20 weeks of gestation and terminations of pregnancy for fetal anomaly [TOPFA]) of congenital anomaly from 27 full member registries of EUROCAT that could provide data for at least 3 years during the period 2004 to 2008. Prevalence of anomalies, prenatal diagnosis, TOPFA, pediatric surgery, and perinatal mortality were calculated per 1000 births. RESULTS: The overall perinatal mortality was approximately 1.0 per 1000 births for EUROCAT registries with almost half due to fetal and the other half due to first week deaths. There were wide variations in perinatal mortality across the registries with the highest rates observed in Dublin and Malta, registries in countries where TOPFA are illegal, and in Ukraine. The overall perinatal mortality across EUROCAT registries slightly decreased between 2004 and 2008 due to a decrease in first week deaths. The prevalence of TOPFA was fairly stable at about 4 per 1000 births. There were variations in livebirth prevalence of cases typically requiring surgery across the registries; however, for most registries this prevalence was between 3 and 5 per 1000 births. Prevalence of NTD decreased by about 10% from 1.05 in 2004 to 0.94 per 1000 in 2008. CONCLUSION: It is hoped that by publishing the data on EUROCAT indicators, the public health importance of congenital anomalies can be clearly summarized to policy makers, the need for accurate data from registries emphasized, the need for primary prevention and treatment services highlighted, and the impact of current services measured.