Real-Time decision support using data mining to predict blood pressure critical events in intensive medicine patients

Patient blood pressure is an important vital signal to the physicians take a decision and to better understand the patient condition. In Intensive Care Units is possible monitoring the blood pressure due the fact of the patient being in continuous monitoring through bedside monitors and the use of sensors. The intensivist only have access to vital signs values when they look to the monitor or consult the values hourly collected. Most important is the sequence of the values collected, i.e., a set of highest or lowest values can signify a critical event and bring future complications to a patient as is Hypotension or Hypertension. This complications can leverage a set of dangerous diseases and side-effects. The main goal of this work is to predict the probability of a patient has a blood pressure critical event in the next hours by combining a set of patient data collected in real-time and using Data Mining classification techniques. As output the models indicate the probability (%) of a patient has a Blood Pressure Critical Event in the next hour. The achieved results showed to be very promising, presenting sensitivity around of 95%.

A Real-Time intelligent system for tracking patient condition

Hospitals have multiple data sources, such as embedded systems, monitors and sensors. The number of data available is increasing and the information are used not only to care the patient but also to assist the decision processes. The introduction of intelligent environments in health care institutions has been adopted due their ability to provide useful information for health professionals, either in helping to identify prognosis or also to understand patient condition. Behind of this concept arises this Intelligent System to track patient condition (e.g. critic events) in health care. This system has the great advantage of being adaptable to the environment and user needs. The system is focused in identifying critic events from data streaming (e.g. vital signs and ventilation) which is particularly valuable for understanding the patient’s condition. This work aims to demonstrate the process of creating an intelligent system capable of operating in a real environment using streaming data provided by ventilators and vital signs monitors. Its development is important to the physician because becomes possible crossing multiple variables in real-time by analyzing if a value is critic or not and if their variation has or not clinical importance.

EVALUACIÓN DE FITOREMEDIACIÓN DE SUELOS CONTAMINADOS CON PLOMO POR ACTIVIDAD INDUSTRIAL UTILIZANDO RYE GRASS EN DIVERSOS MEDIOS DE CULTIVO.

El desarrollo de actividades industriales, contribuye cada vez más a la generación de residuos con elementos potencialmente tóxicos que en concentraciones altas (fijadas por ley nacional 24051) pueden tener efectos nocivos a la salud de la población y afectaciones al equilibrio ecológico y el ambiente. Hoy existen estudios tendientes a resolver la contaminación originada por metales pesados en suelos, mediante estrategias basadas en el uso de plantas que tienen la propiedad de acumular metales pesados; proceso denominado “fitoremediación” que consiste en la remoción, transferencia, estabilización y/o degradación y neutralización de compuestos orgánicos, inorgánicos y radioactivos que resultan tóxicos en suelos y agua. Esta novedosa tecnología tiene como objetivo degradar y/o asimilar, los metales pesados, presentes en el suelo, lo cual tiene muchas ventajas con respecto a los métodos convencionales de tratamientos de lugares contaminados; en 1º lugar es una tecnología económica, de bajo costo, en 2º lugar posee un impacto regenerativo en lugares en donde se aplica y en 3º lugar su capacidad extractiva se mantiene debido al crecimiento vegetal (Harvey et al., 2002). La fitoremediación no es un remedio para todos los suelos contaminados y antes que esta tecnología pueda volverse técnicamente eficiente y económicamente viable, hay algunas limitaciones que necesitan ser superadas como por ejemplo la falta de pruebas a escala industrial (Freitas et al., 2004). Para la realización del trabajo se utilizarán las instalaciones de la empresa FACSA S.A ubicada en Avda. De las Quintas y De los Hornos de barrio villa Esquiú de Córdoba, empresa operadora de residuos de plomo autorizada por la Secretaría de Ambiente de la Provincia de Córdoba. Se utilizarán dos hectáreas de terreno de la empresa en la que se acumulará un máximo 1 metro cúbico por cada metro cuadrado de superficie. Previamente al deposito de suelo contaminado, el terreno será impermeabilizado con suelo cemento y cal para evitar lixiviaciones de plomo y luego se cercará para evitar ingreso de personal no autorizado. En las hectáreas preparadas se aplicarán capas sucesivas de suelo contaminado con suelo natural en la mitad del terreno y en la otra mitad capaz sucesivas de suelo contaminado y suelo fertilizado con lombricompuesto, ambos sectores serán sembrados con pasto Rye Grass. Durante el proceso se medirá la concentración de Pb por FRX cada tres meses, en tres profundidades para cada preparados de campo. Las muestras serán compuestas y se corresponderán a un mínimo de 5 puntos para cada profundidad. Lo mismo se realizará para medir la concentración de Pb en el pasto. Las cosechas o cortes de pasto serán trimestrales y el pasto cortado se recogerá, secará e incinerará en el propio horno de FACSA S.A. Se evaluarán las siguientes variables. Salinidad: Se realizará antes y al final del año, tomando muestras compuestas de 100g de suelo c/u a las cuales se le agregarán 100 ml de agua destilada, se deja reposar y luego se toma la lectura con la ayuda de un conductímetro calibrado. Acumulación de Pb en tejido vegetal: Se considerará como variable principal la acumulación de Pb en tejido vegetal, ya que integra tanto el grado de absorción del metal por las plantas, así como el efecto negativo que las concentraciones excesivas del metal sobre la producción de materia seca. Para el estudio de esta variable, se captarán y prepararán muestras trimestrales. Secado y protocolo para el análisis de Pb por FRX. Pb en Suelo:Esta variable se examinará trimestralmente, mediante mezcla compuesta de cada sector tomada como mínimo en cinco puntos. Se tomarán muestras a tres profundidades distintas. Ph en Suelo:Se tomarán partes de las muestras para análsis de ph. El experimento culminará a los dos años con análisis de las 9 tandas de mediciones (La 1º corresponde a la determinación de la línea de base). Se realizará la prospección para determinar el momento de perfecta recuperación del suelo.

Efficiency and quality in local government management: the case of Spanish local authorities

This study analyses efficiency levels in Spanish local governments and their determining factors through the application of DEA (Data Envelopment Analysis) methodology. It aims to find out to what extent inefficiency arises from external factors beyond the control of the entity, or on the other hand, how much it is due to inadequate management of productive resources. The results show that on the whole, there is still a wide margin within which managers could increase local government efficiency levels, although it is revealed that a great deal of inefficiency is due to exogenous factors. It is specifically found that the size of the entity, per capita tax revenue, the per capita grants or the amount of commercial activity are some of the factors determining local government inefficiency.

Riesgo vascular : proceso asistencial integrado

Publicado en la página web de la Consejería de Igualdad, Salud y Políticas Sociales: www.juntadeandalucia.es/salud (Consejería de Igualdad, Salud y Políticas Sociales/ Profesionales / Nuestro Compromiso por la Calidad / Procesos Asistenciales Integrados)

Analgesic efficacy of zoledronic acid and its effect on functional status of prostate cancer patients with metastasis

Objectives: A multi-centered observational study evaluated the efficacy of zoledronic acid for improving pain and mobility, and preventing skeletal-related events (SRE) (fracture, spinal compression, pain-relieving radiotherapy), in patients with prostate cancer and bone metastasis. Materials and Methods: Males (n = 218) with prostate cancer and bone metastasis undergoing oncologic therapy received zoledronic acid (4 mg iv/month) for 6 months. Parameters evaluated were: 1) pain and movement after 2 consecutive doses; 2) quality of life; 3) SRE incidence and time-to-appearance. Medication tolerance and treatment satisfaction were assessed using a questionnaire. Results: A total of 170 that matched all the inclusion criteria (78%) out of 218 were evaluable for efficacy. There was a measurable statistically significant reduction in pain at rest and on movement as well as an improvement in the quality of life compared with baseline. Best results were obtained with early treatment. Overall incidence of bone events was 11.2%. Of the 212 patients (97.2%) evaluable for safety, 16% suffered adverse events and 66% expressed satisfaction with the treatment Discussion: Zoledronic acid is effective for reducing pain, improving mobility, and increasing the quality of life in patients with prostate cancer with bone metastasis. Its easy administration and good tolerability make zoledronic acid one of the principal therapeutic tools in the management of patients with pain associated with bone metastasis from prostate cancer.

Comprehensive tobacco action plan for Andalusia 2005-2010 [Recurso electrónico] : Andalusian Public Health System

Es versión en inglés del Plan Integral de Tabaquismo de Andalucía. Publicado en la página web de la Consejería de Salud: www.juntadeandalucia.es/salud (Consejería de Salud / Ciudadanía / Quiénes somos / Planes y Estrategias)

Análisis de la actividad realizada por hospitales concertados 2005 - 2007

Libro y tablas

Hipertrofia benigna de próstata : cáncer de próstata : proceso asistencial integrado. 3ª ed

Publicado en la página web de la Consejería de Salud y Bienestar Social: www.juntadeandalucia.es/salud (Consejería de Salud y Bienestar Social / Profesionales / Nuestro Compromiso por la Calidad / Procesos Asistenciales Integrados)

Guía de consejo dietético intensivo en atención primaria

Destinado a personal sanitario de Atención Primaria, principalmente personal de enfermería. Publicado en la página web de la Consejería de Salud y Bienestar social: www.juntadeandalucia.es/salud (Consejería de Salud y Bienestar Social / profesionales / Salud Pública / Promoción de la Salud / Actividad Física y Alimentación Equilibrada / Materiales) y (Consejería de Salud y Bienestar Social / Ciudadanía / Nuestra Salud / Vida sana)

Decreased STAMP2 expression in association with visceral adipose tissue dysfunction.

CONTEXT Six-transmembrane protein of prostate 2 (STAMP2) is a counter-regulator of inflammation and insulin resistance according to findings in mice. However, there have been contradictory reports in humans. OBJECTIVE We aimed to explore STAMP2 in association with inflammatory and metabolic status of human obesity. DESIGN, PATIENTS, AND METHODS STAMP2 gene expression was analyzed in adipose tissue samples (171 visceral and 67 sc depots) and during human preadipocyte differentiation. Human adipocytes were treated with macrophage-conditioned medium, TNF-α, and rosiglitazone. RESULTS In visceral adipose tissue, STAMP2 gene expression was significantly decreased in obese subjects, mainly in obese subjects with type 2 diabetes. STAMP2 gene expression and protein were significantly and inversely associated with obesity phenotype measures (body mass index, waist, hip, and fat mass) and obesity-associated metabolic disturbances (systolic blood pressure and fasting glucose). In addition, STAMP2 gene expression was positively associated with lipogenic (FASN, ACC1, SREBP1, THRSP14, TRα, and TRα1), CAV1, IRS1, GLUT4, and CD206 gene expression. In sc adipose tissue, STAMP2 gene expression was not associated with metabolic parameters. In both fat depots, STAMP2 gene expression in stromovascular cells was significantly higher than in mature adipocytes. STAMP2 gene expression was significantly increased during the differentiation process in parallel to adipogenic genes, being increased in preadipocytes derived from lean subjects. Macrophage-conditioned medium (25%) and TNF-α (100 ng/ml) administration increased whereas rosiglitazone (2 μM) decreased significantly STAMP2 gene expression in human differentiated adipocytes. CONCLUSIONS Decreased STAMP2 expression (mRNA and protein) might reflect visceral adipose dysfunction in subjects with obesity and type 2 diabetes.

Thin healthy women have a similar low bone mass to women with anorexia nervosa.

An association between anorexia nerviosa (AN) and low bone mass has been demonstrated. Bone loss associated with AN involves hormonal and nutritional impairments, though their exact contribution is not clearly established. We compared bone mass in AN patients with women of similar weight with no criteria for AN, and a third group of healthy, normal-weight, age-matched women. The study included forty-eight patients with AN, twenty-two healthy eumenorrhoeic women with low weight (LW group; BMI < 18.5 kg/m2) and twenty healthy women with BMI >18.5 kg/m2 (control group), all of similar age. We measured lean body mass, percentage fat mass, total bone mineral content (BMC) and bone mineral density in lumbar spine (BMD LS) and in total (tBMD). We measured anthropometric parameters, leptin and growth hormone. The control group had greater tBMD and BMD LS than the other groups, with no differences between the AN and LW groups. No differences were found in tBMD, BMD LS and total BMC between the restrictive (n 25) and binge-purge type (n 23) in AN patients. In AN, minimum weight (P = 0.002) and percentage fat mass (P = 0.02) explained BMD LS variation (r2 0.48) and minimum weight (r2 0.42; P = 0.002) for tBMD in stepwise regression analyses. In the LW group, BMI explained BMD LS (r2 0.72; P = 0.01) and tBMD (r2 0.57; P = 0.04). We concluded that patients with AN had similar BMD to healthy thin women. Anthropometric parameters could contribute more significantly than oestrogen deficiency in the achievement of peak bone mass in AN patients.