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Gestational Diabetes Mellitus (GDM) is a hyperglycemia state that impairs maternal and offspring health, short and long-term. It is usually diagnosed at 24-28 weeks of pregnancy (WP), but at that time the fetal phenotype is already altered. Machine learning (ML)-based models have emerged as an auspicious alternative to predict this pathology earlier, however, they must be validated in different populations before their implementation in routine clinical practice. This review aims to give an overview of the ML-based models that have been proposed to predict GDM before 24-28 WP, with special emphasis on their current validation state and predictive performance. Articles were searched in PubMed. Manuscripts written in English and published before January 1, 2022, were considered. 109 original research studies were selected, and categorized according to the type of variables that their models involved: medical, i.e. clinical and/or biochemical parameters; alternative, i.e. metabolites, peptides or proteins, micro-ribonucleic acid molecules, microbiota genera, or other variables that did not fit into the first category; or mixed, i.e. both medical and alternative data. Only 8.3 % of the reviewed models have had validation in independent studies, with low or moderate performance for GDM prediction. In contrast, several models that lack of independent validation have shown a very high predictive power. The evaluation of these promising models in future independent validation studies would allow to assess their performance on different populations, and continue their way towards clinical implementation. Once settled, ML-based models would help to predict GDM earlier, initiate its treatment timely and prevent its negative consequences on maternal and offspring health.

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There is evidence about a possible relationship between thyroid abnormalities and gestational diabetes mellitus (GDM). However, there is still no conclusive data on this dependence, since no strong correlation has been proved. In this work, we used machine learning to determine whether there is a correlation between maternal thyroid profile in first and second trimester of pregnancy and GDM. Using principal component analysis, it was possible to find an evident correlation between both, which could be used as a complement for a more sensitive GDM diagnosis.

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INTRODUCTION: Dyslipidemias are a key cardiovascular risk factor, and are increased since early childhood. The objective of this study was to describe the prevalence, characteristics of dyslipidemias and associated factors in a population of Chilean children. METHODS: Cross-sectional study done in school-age children from Santiago, Chile (2009-2011). Parents answered questions about family medical history and children answered questions about physical activity. Anthropometry was performed and in a blood sample (12 hours fast) lipid profile, glycemia and insulinemia were measured. RESULTS: We recruited 2900 euglycemic children, 11.4 ± 0.97 years old, 52% girls. According to BMI, 22.5% were overweight and 15,3% had obesity. Considering recommended cut-off points for lipids, 69.3% were in acceptable range, 19.2% at risk and 11.5% at high cardiovascular risk. In total, 32% of the population had any clinical form of dyslipidemia: Isolated hypertriglyceridemia (9.4%), low HDL-C (7.6%), isolated hypercholesterolemia (4.9%), atherogenic dyslipidemia (6.24%) and mixed dyslipidemia (3.9%). Except for isolated hypercholesterolemia, dyslipidemias were more frequent in girls (globally 36.2% vs. 27.4%, p<0.0001). Low HDL-C was associated with sedentary lifestyle. In multiple logistic regression analysis, nutritional status was the most important associated factor, with less influence of age, sex, central obesity, insulin resistance and history of parental cardiovascular risk factors. CONCLUSIONS: In this population of Chilean school-age children, we found a high prevalence of dyslipidemia, and the principal determinant was weight excess.

Introducción: Las dislipidemias son un factor de riesgo cardiovascular clave, en aumento ya desde la niñez. El objetivo de este estudio fue describir la prevalencia, tipo de dislipidemias y factores asociados, en una población de niños chilenos. Métodos: Estudio transversal en escolares de Santiago de Chile (2009-2011). Se realizó antropometría, encuesta de antecedentes familiares a los padres y de actividad física a los niños. En muestra sanguínea de ayunas se midió perfil lipídico, glicemia e insulinemia. Resultados: Se reclutaron 2900 escolares de 11,42±0,97 años de edad, 52% mujeres, todos euglicémicos. Según IMC, 22,5% tenía sobrepeso y 15,3% obesidad. Al considerar los límites recomendados para cada lípido, 69,3% se encontraba en rango aceptable, 19,2% en riesgo y 11,5% en alto riesgo cardiovascular. En total, 32% de la población presentó alguna forma clínica de dislipidemia: Hipertrigliceridemia aislada (9,4%), Bajo C-HDL (7,6%), Hipercolesterolemia aislada (4,9%), Dislipidemia aterogénica (6,24%) y Dislipidemia mixta (3,9%). Excepto la hipercolesterolemia aislada, las demás dislipidemias fueron más frecuentes en las niñas (36,2% vs. 27,4%, p.

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Adverse microenvironmental stimuli can trigger the endoplasmic reticulum (ER) stress pathway, which initiates the unfolded protein response (UPR), to restore protein-folding homeostasis. Several studies show induction of ER stress during obesity. Chronic UPR has been linked to different mechanisms of disease in obese and diabetic individuals, including insulin resistance (IR) and impaired angiogenesis. Endothelial cell (EC) migration is an initial step for angiogenesis, which is associated with remodeling of existing blood vessels. EC migration occurs according to the leader-follower model, involving coordinated processes of chemotaxis, haptotaxis, and mechanotaxis. Thus, a fine-tuning of EC migration is necessary to provide the right timing to form the required vessels during angiogenesis. ER stress modulates EC migration at different levels, usually impairing migration and angiogenesis, although different effects may be observed depending on the tissue and/or microenvironment. In the context of pregnancy, maternal obesity (MO) induces IR in the offspring. Interestingly, several proteins associated with obesity-induced IR are also involved in EC migration, providing a potential link with the ER stress-dependent alterations observed in obese individuals. Different signaling cascades that converge on cytoskeleton regulation directly impact EC migration, including the Akt and/or RhoA pathways. In addition, ER is the main intracellular reservoir for Ca(2+), which plays a pivotal role during EC migration. Therefore, ER stress-related alterations in Ca(2+) signaling or Ca(2+) levels might also produce distorted EC migration. However, the above findings have been studied in the context of adult obesity, and no information has been reported regarding the effect of MO on fetal EC migration. Here we summarize the state of knowledge about the possible mechanisms by which ER stress and IR might impact EC migration and angiogenesis in fetal endothelium exposed to MO during pregnancy.

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Las causas de la transición nutricional en nuestro país provienen por un lado de la reducción significativa del número de personas con desnutrición, y por otro del aumento explosivo de la proporción de sobrepeso y obesidad en todos los grupos etarios. No es de extrañar que más de la mitad de las mujeres embarazadas chilenas presenten sobrepeso y obesidad al iniciar el control prenatal y con ello, una tendencia prácticamente inevitable a tener una ganancia de peso gestacional excesiva. El objetivo de este trabajo es revisar los efectos adversos del exceso de peso materno sobre la mujer y su descendencia, así como los potenciales beneficios de las intervenciones orientadas al control nutricional en este ámbito. Múltiples estudios poblacionales y experimentales han evidenciado un riesgo dos a tres veces mayor de presentar complicaciones maternas y perinatales en las embarazadas con sobrepeso y obesidad en comparación a las mujeres con estado nutricional normal. Dado que el período gestacional es considerado una etapa crítica para el desarrollo de un individuo, las alteraciones metabólicas identificadas a nivel de nutrientes, hormonas y mediadores inflamatorios podrían explicar muchos de los resultados adversos descritos a mediano y largo plazo en los hijos de madres con exceso de peso durante el embarazo. Las distintas estrategias de intervención planteadas no han demostrado efectos significativos sobre el peso al nacer. Sin embargo, tanto las intervenciones dietéticas como aquellas que incluyen actividad física controlada durante el embarazo han comprobado que es posible restringir la ganancia de peso gestacional total. Esto permite sostener que es factible seguir evaluando potenciales diferencias clínicamente significativas, tanto a nivel de mecanismos de daño metabólico materno-fetal durante el embarazo, como en la vida posterior de las mujeres y sus niños.

The causes of the nutritional transition in our country can be accounted for by the reduction in the number of malnourished people, on the one hand, and the explosive increase in the proportion of overweight and obesity in all age groups, on the other. It comes as no surprise then that more than half of Chilean pregnant women are overweight and obese at their first prenatal visit and thus have an almost inevitable tendency to gain excess gestational weight. The purpose of this article is to review the adverse effects of maternal overweight on women and their offspring, and the potential benefits of nutritional interventions in this area. Multiple population and experimental studies have demonstrated a two to three times greater likelihood of developing maternal and perinatal complications in pregnant women with overweight and obesity compared to women with normal nutritional status. Since the gestational period is critical for the development of an individual, metabolic changes in nutrients, hormones and inflammatory mediators could explain many of the adverse outcomes described in the medium and long term in children of mothers with excess weight during pregnancy. No significant effects on birth weight have been seen after employing various interventional strategies. However, both dietary interventions and those involving controlled physical activity during pregnancy have been found to limit total gestational weight gain. In consequence, it appears to be feasible to further evaluate potentially clinically significant differences, both at the maternal-fetal metabolic injury level during pregnancy, as well as later on in life in mothers and their offspring.

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Se revisan aspectos actuales de la operación cesárea en términos de su incremento en todos los países del mundo, especialmente en Chile. Se analizan frecuencias, causas e indicaciones, así como las recomendaciones vigentes en términos de frecuencia esperada. Se recuerdan los indicadores chilenos de salud materno-infantil y se analizan, de acuerdo a la mejor evidencia disponible, las ventajas y desventajas de ambas vías de parto: operación cesárea versus parto vaginal. Finalmente se presentan recomendaciones generales que podrían contribuir a reducir la alta tasa de cesáreas.

This article reviews current aspects of Cesarean section considering increasing rate in all countries of the world, with special emphasis on Chile. Frequencies, causes and indications, as well as recent recommendations in terms of expected frequencies are analyzed. Chilean child and maternal health indicators are reminded and, in accordance to the best evidence available, the advantages and disadvantages of both delivery modes are analyzed, i.e. C-section versus vaginal delivery. Finally, general recommendations are given that could contribute to reducing the high rate of Cesarean section.

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