AIMC Topic: Triglycerides
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Ultrasonic liver steatosis quantification by a learning-based acoustic model from a novel shear wave sequence.
Biomedical engineering online
Dec 21, 2019
BACKGROUND: An efficient and accurate approach to quantify the steatosis extent of liver is important for clinical practice. For the purpose, we propose a specific designed ultrasound shear wave sequence to estimate ultrasonic and shear wave physical...
An Individualized Prediction Model for Long-term Lung Function Trajectory and Risk of COPD in the General Population.
Chest
Sep 19, 2019
BACKGROUND: Prediction of future lung function will enable the identification of individuals at high risk of developing COPD, but the trajectory of lung function decline varies greatly among individuals. This study involved the development and valida...
Humans
Machine Learning
Bronchodilator Agents
Serum Globulins
Spirometry
Triglycerides
Serum Albumin
Leukocyte Count
Vital Capacity
Longitudinal Studies
Aging
Age Factors
Middle Aged
Cough
Alkaline Phosphatase
Risk Assessment
Forced Expiratory Volume
Hematocrit
Lung
Cigarette Smoking
Dyspnea
Cohort Studies
Sex Factors
Electrocardiography
Algorithms
Body Height
Female
Alcohol Drinking
Adult
Pulmonary Disease, Chronic Obstructive
Male
TyG-er: An ensemble Regression Forest approach for identification of clinical factors related to insulin resistance condition using Electronic Health Records.
Computers in biology and medicine
Jul 17, 2019
BACKGROUND: Insulin resistance is an early-stage deterioration of Type 2 diabetes. Identification and quantification of insulin resistance requires specific blood tests; however, the triglyceride-glucose (TyG) index can provide a surrogate assessment...
Modelling disease risk for amyloid A (AA) amyloidosis in non-human primates using machine learning.
Amyloid : the international journal of experimental and clinical investigation : the official journal of the International Society of Amyloidosis
Jun 18, 2019
Amyloid A (AA) amyloidosis is found in humans and non-human primates, but quantifying disease risk prior to clinical symptoms is challenging. We applied machine learning to identify the best predictors of amyloidosis in rhesus macaques from availabl...
Wounds and Injuries
Macaca mulatta
Colitis
Serum Amyloid A Protein
Endometriosis
Cholesterol, HDL
Amyloidosis
Triglycerides
Arthritis
Female
Risk Factors
Animals
Male
Case-Control Studies
Diarrhea
Adenocarcinoma
Disease Models, Animal
Models, Statistical
Cholesterol, LDL
Gastrointestinal Neoplasms
Humans
Machine Learning
Biomarkers
Retrospective Studies
High triglycerides to HDL-cholesterol ratio is associated with insulin resistance in normal-weight healthy adults.
Diabetes & metabolic syndrome
Oct 10, 2018
AIM: To evaluate the association between high triglyceride/HDL-cholesterol (TG/HDL-C) ratio and insulin resistance (IR) or hyperinsulinemia after oral glucose tolerance test (OGTT) in normal-weight healthy adults.
Application of Machine Learning Techniques for Clinical Predictive Modeling: A Cross-Sectional Study on Nonalcoholic Fatty Liver Disease in China.
BioMed research international
Oct 3, 2018
BACKGROUND: Nonalcoholic fatty liver disease (NAFLD) is one of the most common chronic liver diseases. Machine learning techniques were introduced to evaluate the optimal predictive clinical model of NAFLD.
Using recursive feature elimination in random forest to account for correlated variables in high dimensional data.
BMC genetics
Sep 17, 2018
BACKGROUND: Random forest (RF) is a machine-learning method that generally works well with high-dimensional problems and allows for nonlinear relationships between predictors; however, the presence of correlated predictors has been shown to impact it...
Serum vitamin D deficiency and vitamin D receptor gene polymorphism are associated with increased risk of cardiovascular disease in a Chinese rural population.
Nutrition research (New York, N.Y.)
Sep 13, 2018
Several studies have reported a conflicting association between vitamin D deficiency, vitamin D receptor (VDR) polymorphism, and the risk of cardiovascular disease (CVD). We hypothesized that serum 25(OH)D concentrations and single nucleotide polymor...
Triglycerides and glucose index as an insulin resistance marker in a sample of healthy adults.
Diabetes & metabolic syndrome
Sep 12, 2018
AIM: To assess the association between elevated triglycerides/glucose index (TGI) and insulin resistance (IR) or hyperinsulinemia after oral glucose tolerance test (OGTT) in a sample of healthy adults.
Plasminogen activator inhibitor-1 is associated with the metabolism and development of advanced colonic polyps.
Translational research : the journal of laboratory and clinical medicine
Jun 6, 2018
Implications of plasminogen activator inhibitor-1 (PAI-1) in colonic polyps remain elusive. A prospective study was conducted with 188 consecutive subjects who underwent colonoscopy at a tertiary referral center. Biochemical parameters, serum PAI-1 l...
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