Výsledky vyhledávání - "Luis Vigil-Medina"

Use of a K-nearest neighbors model to predict the development of type 2 diabetes within 2 years in an obese, hypertensive population

Autor: Oscar Barquero-Perez, Inmaculada Mora-Jiménez, Cristina Soguero-Ruiz, Luis Vigil-Medina, Javier Ramos-Lopez, Rafael Garcia-Carretero

Publikováno v: Medical & Biological Engineering & Computing. 58:991-1002

Prediabetes is a type of hyperglycemia in which patients have blood glucose levels above normal but below the threshold for type 2 diabetes mellitus (T2DM). Prediabetic patients are considered to be at high risk for developing T2DM, but not all will

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::abc23b8c5f2feea4cd22f3837cddaf90
https://doi.org/10.1007/s11517-020-02132-w

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Machine learning approaches to constructing predictive models of vitamin D deficiency in a hypertensive population: a comparative study

Autor: Oscar Barquero-Perez, Luis Vigil-Medina, Javier Ramos-Lopez, Inmaculada Mora-Jiménez, Rafael Garcia Carretero, Cristina Soguero-Ruiz

Publikováno v: Informatics for healthsocial care. 46(4)

Objective: Given the association between vitamin D deficiency and risk for cardiovascular disease, we used machine learning approaches to establish a model to predict the probability of deficiency. Determination of serum levels of 25-hydroxy vitamin

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::a5b7806762b543f177fd20085c47cd32
https://pubmed.ncbi.nlm.nih.gov/33792475

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The Use of Machine Learning Techniques to Determine the Predictive Value of Inflammatory Biomarkers in the Development of Type 2 Diabetes Mellitus

Autor: Rafael Garcia-Carretero, Oscar Barquero-Perez, Luis Vigil-Medina

Publikováno v: Metabolic syndrome and related disorders. 19(4)

Background: Certain inflammatory biomarkers, such as interleukin-6, interleukin-1, C-reactive protein (CRP), and fibrinogen, are prototypical acute-phase parameters that can also be predictors of cardiovascular disease. However, this inflammatory res

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::e6b4712dd85276d3cddcfd223fb2cea0
https://pubmed.ncbi.nlm.nih.gov/33596118

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Logistic LASSO and Elastic Net to Characterize Vitamin D Deficiency in a Hypertensive Obese Population

Autor: Rafael Garcia-Carretero, Cristina Soguero-Ruiz, Oscar Barquero-Perez, Luis Vigil-Medina, Rebeca Goya-Esteban, Javier Ramos-Lopez, Inmaculada Mora-Jiménez

Publikováno v: Metabolic syndrome and related disorders. 18(2)

Aim: The primary objective of our research was to compare the performance of data analysis to predict vitamin D deficiency using three different regression approaches and to evaluate the usefulness...

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::c9a87238dd0b86a0cfb43821e31a9964
https://pubmed.ncbi.nlm.nih.gov/31928513

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Cardiovascular risk assessment in prediabetic patients in a hypertensive population: The role of cystatin C

Autor: Cristina Soguero-Ruiz, Oscar Barquero-Perez, Rafael Garcia-Carretero, Javier Ramos-Lopez, Inmaculada Mora-Jiménez, Rebeca Goya-Esteban, Luis Vigil-Medina

Publikováno v: Diabetes & Metabolic Syndrome: Clinical Research & Reviews. 12:625-629

The aim of our study was to determine whether prediabetes increases cardiovascular (CV) risk compared to the non-prediabetic patients in our hypertensive population. Once this was achieved, the objective was to identify relevant CV prognostic feature

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::b2fd8f1c1b4894f856bb7002e42821bc
https://doi.org/10.1016/j.dsx.2018.04.001

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Cystatin C as a predictor of cardiovascular outcomes in a hypertensive population

Autor: Rebeca Goya-Esteban, Cristina Soguero-Ruiz, Rafael Garcia-Carretero, Inmaculada Mora-Jiménez, Oscar Barquero-Perez, Luis Vigil-Medina, Javier Ramos-Lopez

Publikováno v: Journal of Human Hypertension. 31:801-807

Calculating the estimated glomerular filtration rate (eGFR) using creatinine-based equations may underestimate cardiovascular risk. Cystatin C-based eGFR may be a stronger prognostic biomarker than creatinine-based eGFR when assessing cardiovascular

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::0613d07ae7d4da8a0b76f72d2e5e3fbe
https://doi.org/10.1038/jhh.2017.68

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Relevant Features in Nonalcoholic Steatohepatitis Determined Using Machine Learning for Feature Selection

Autor: Oscar Barquero-Perez, Luis Vigil-Medina, Rafael Garcia-Carretero, Javier Ramos-Lopez

Publikováno v: Metabolic syndrome and related disorders. 17(9)

Aim: We investigated the prevalence and the most relevant features of nonalcoholic steatohepatitis (NASH), a stage of nonalcoholic fatty liver disease, (NAFLD) in which the inflammation of hepatocytes can lead to increased cardiovascular risk, liver

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::8097a55754a08796905d72343d43c13a
https://pubmed.ncbi.nlm.nih.gov/31675274

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Pulse Wave Velocity and Machine Learning to Predict Cardiovascular Outcomes in Prediabetic and Diabetic Populations

Autor: Javier Ramos-Lopez, Luis Vigil-Medina, Oscar Barquero-Perez, Rafael Garcia-Carretero

Publikováno v: Journal of medical systems. 44(1)

Few studies have addressed the predictive value of arterial stiffness determined by pulse wave velocity (PWV) in a high-risk population with no prevalent cardiovascular disease and with obesity, hypertension, hyperglycemia, and preserved kidney funct

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::938e2ddc1bfefe09903eed419f7d54e8
https://pubmed.ncbi.nlm.nih.gov/31820120

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