Parallel workflows to personalize clinical guidelines recommendations: application to gestational diabetes mellitus

The MobiGuide system provides patients with personalized decision support tools, based on computerized clinical guidelines, in a mobile environment. The generic capabilities of the system will be demonstrated applied to the clinical domain of Gestational Diabetes (GD). This paper presents a methodology to identify personalized recommendations, obtained from the analysis of the GD guideline. We added a conceptual parallel part to the formalization of the GD guideline called "parallel workflow" that allows considering patient?s personal context and preferences. As a result of analysing the GD guideline and eliciting medical knowledge, we identified three different types of personalized advices (therapy, measurements and upcoming events) that will be implemented to perform patients? guiding at home, supported by the MobiGuide system. These results will be essential to determine the distribution of functionalities between mobile and server decision support capabilities.

Automatic blood glucose classification for gestational diabetes with feature selection: decision trees vs neural networks

Automatic blood glucose classification may help specialists to provide a better interpretation of blood glucose data, downloaded directly from patients glucose meter and will contribute in the development of decision support systems for gestational diabetes. This paper presents an automatic blood glucose classifier for gestational diabetes that compares 6 different feature selection methods for two machine learning algorithms: neural networks and decision trees. Three searching algorithms, Greedy, Best First and Genetic, were combined with two different evaluators, CSF and Wrapper, for the feature selection. The study has been made with 6080 blood glucose measurements from 25 patients. Decision trees with a feature set selected with the Wrapper evaluator and the Best first search algorithm obtained the best accuracy: 95.92%.

Exercise during pregnancy and gestational diabetes related adverse effects: a randomized controlled trial

Ejercicio, embarazo y diabetes

Exercise-based intervention to prevent excessive gestational

El ejercicio en el embarazo.

Could excessive gestational weight gain be prevented by exercise?

La ganancia de peso en el embarazo puede prevenirse mediante un programa de ejercicio físico.

Patient-oriented computerized clinical guidelines for mobile decision support in gestational diabetes

The risks associated with gestational diabetes (GD) can be reduced with an active treatment able to improve glycemic control. Advances in mobile health can provide new patient-centric models for GD to create personalized health care services, increase patient independence and improve patients’ self-management capabilities, and potentially improve their treatment compliance. In these models, decision-support functions play an essential role. The telemedicine system MobiGuide provides personalized medical decision support for GD patients that is based on computerized clinical guidelines and adapted to a mobile environment. The patient’s access to the system is supported by a smartphone-based application that enhances the efficiency and ease of use of the system. We formalized the GD guideline into a computer-interpretable guideline (CIG). We identified several workflows that provide decision-support functionalities to patients and 4 types of personalized advice to be delivered through a mobile application at home, which is a preliminary step to providing decision-support tools in a telemedicine system: (1) therapy, to help patients to comply with medical prescriptions; (2) monitoring, to help patients to comply with monitoring instructions; (3) clinical assessment, to inform patients about their health conditions; and (4) upcoming events, to deal with patients’ personal context or special events. The whole process to specify patient-oriented decision support functionalities ensures that it is based on the knowledge contained in the GD clinical guideline and thus follows evidence-based recommendations but at the same time is patient-oriented, which could enhance clinical outcomes and patients’ acceptance of the whole system.

Design evaluation of a prototype user interface to support a guideline-based decision support system in gestational diabetes

Gestational Diabetes (GD) has increased over the last 20 years, affecting up to 15% of pregnant women worldwide. The complications associated can be reduced with the appropriate glycemic control during the pregnancy.

Diabetes gestacional : el rol del ejercicio físico en su prevención

Introducción. La prevalencia de la Diabetes Gestacional (DG) varía en todo el mundo, así como entre los grupos raciales y étnicos del mismo país. Hasta la fecha actual, no se ha llegado a un consenso en el criterio diagnóstico, y eso dificulta una estimación veraz de prevalencia entre países. A pesar de ello, es ineludible obviar el incremento en la incidencia de esta complicación en todo el mundo, y la trascendencia de sus riesgos a la salud pública. En España, según los criterios clásicos –del National Diabetes Data Group- existe una alta prevalencia en un 8,8 % de DG en gestantes. Es importante encontrar la mejor vía para la prevención de la DG y, uno de los factores de riesgo parece ser el aumento excesivo de peso durante el embarazo. El ejercicio es un elemento fundamental para el control del metabolismo de la glucosa y para reducir los niveles de hiperlipidemia. Sin embargo, existe controversia para definir el tipo de sesiones, duración e intensidad que puedan contribuir a su prevención. Objetivo. Conocer en qué medida el ejercicio físico programado durante el embarazo, combinado en agua y tierra, con ejercicios aeróbicos y de tonificación muscular, puede actuar como un factor de prevención de la DG. Al mismo tiempo, valorar si exceder las recomendaciones de peso puede influir el diagnóstico de la DG. Material y Métodos. Este estudio se desarrolló mediante una colaboración entre la Universidad Politécnica de Madrid y los Servicios de Ginecología y Obstetricia del Hospital Universitario de Puerta de Hierro, el Hospital Universitario de Torrelodones y el Centro de Salud de Torrelodones. Se obtuvo la aprobación del Comité Ético de Investigación Clínica (CEIC). Se realizó un ensayo clínico, aleatorizado, controlado, no enmascarado. 272 mujeres gestantes sanas dieron su consentimiento informado para la inclusión en el estudio. De las cuáles, finalmente 257 (edad= 33,2±4,4 años) fueron analizadas, 101 de ellas correspondientes al grupo intervención (GI, n=101) y 156 al grupo control (GC, n=156). El inicio del programa correspondió a la semana 10-14 del embarazo hasta el final, la 38-40. Con una frecuencia de 3 sesiones semanales y una duración de 60 y 50 minutos, en tierra y agua, respectivamente. Resultados. Se halló diferencias significativas en los valores en los 180 min del test de tolerancia oral a la glucosa [GI: 98,00±29,48 mg/dl vs. GC: 116,25±29,90 mg/dl (t64= 2,37; p= 0,021)] y, de igual modo, el GI mostró menor prevalencia de la DG [GI: 1 %, Ejercicio y DG n= 1 vs. GC: 8,8 %, n= 13 (2 1= 6,84; p= 0,009)] y una estimación de riesgo significativa (OR= 9,604; 95 % CI: 1,23-74,66). La excesiva ganancia de peso fue menor en el GI [GI: 22,8 %, n= 23 vs. GC: 34,9 %, n= 53 (2 1= 4,22; p= 0,040)], pero no existió una correlación con la incidencia de DG (ϕ= -0,007; p= 0,910). Conclusiones. El programa de ejercicio desarrollado durante el embarazo mostró efectividad en la reducción de la prevalencia de la DG, preservó la tolerancia a la glucosa y redujo la excesiva ganancia de peso materno. Background. The prevalence of Gestational Diabetes (GD) varies around the world, as well as between racial and ethnic groups within the same country. Currently, there is not a consensus about the diagnostic criteria, and that makes it difficult to obtain accurate estimates of prevalence between countries. The increased trend in the prevalence across the globe and the risks for public health cannot be ignored. In Spain, according to the diagnostic criteria of National Diabetes Data Group, there is a prevalence of 8.8 % for GD in pregnant women. It is important to look for the best way to prevent GD and one of the risk factors seems to be excessive weight gained during pregnancy. Exercise is an essential element for glucose metabolic control and reducing hyperlipidemia levels. However, there is controversy to define the type of activity, duration and intensity to prevent GD. Objective. To assess the effectiveness of an exercise programme carried out during pregnancy (land/aquatic activities), both aerobic and muscular conditioning can help to the prevent GD. Also, to assess if excessive maternal weight gain influences the GD diagnosis. Material and methods. Collaboration between the Technical University of Madrid and the Gynecology and Obstetrics Department of Puerta de Hierro University Hospital, Torrelodones University Hospital and Health Center of Torrelodones supported the study. It was approved by the Clinical Research Ethics Committee (CEIC). A clinical, randomized controlled trial recruited 272 pregnant women without obstetric contraindications and gave informed consent for inclusion in the study. Of these women, 257 were studied (age= 33,2±4,4 years), 101 in intervention group (IG, n= 101) and 156 in control group (CG, n= 156). A physical exercise program three times per week during pregnancy was developed. The duration of the sessions was 60 minutes and 50 minutes in land and water, respectively. Results. The IG showed lower maternal values in the Oral Glucose Tolerance Test (OGTT) at 180 minutes [IG: 98,00±29,48 mg/dl vs. CG: 116,25±29,90 mg/dl (t64= 2,37; p= 0,021)] and the IG reduced the prevalence of GD [IG: 1%, n= 1 vs. CG: 8,8 %, n= 13 (2 1= 6,84; p= 0,009)] with a significance risk estimate (OR= 9,604; 95 % CI: 1,23- 74,66). Excessive maternal weight gain was less in the IG [IG: 22,8 %, n= 23 vs. CG: Exercise and GD 34,9 %, n= 53 (2 1= 4,22; p= 0,040)] but there was no correlation with the prevalence of GD (ϕ= -0,007; p= 0,910). Conclusions. The exercise programme performed during pregnancy reduced the prevalence of GD, preserved glucose tolerance and reduced excessive maternal weight gain.

Exercise during pregnancy improves maternal glucose screen at 24-28 weeks: a randomised controlled trial

Objective. The influence of an exercise programme performed by healthy pregnant women on maternal glucose tolerance was studied. Study design. A physical activity (PA, land/aquatic activities) programme during the entire pregnancy (three sessions per week) was conducted by a qualified instructor. 83 healthy pregnant women were randomly assigned to either an exercise group (EG, n=40) or a control (CG, n=43) group. 50 g maternal glucose screen (MGS), maternal weight gain and several pregnancy outcomes were recorded. Results. Significant differences were found between study groups on the 50 g MGS. Values corresponding to the EG (103.8±20.4 mg/dl) were better than those of the CG (126.9±29.5 mg/dl), p=0.000. In addition, no differences in maternal weight gain and no cases of gestational diabetes in EG versus 3 in CG (7%) (p>0.05) were found. Conclusion. A moderate PA programme performed during pregnancy improves levels of maternal glucose tolerance.