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Adipose tissue morphology, imaging and metabolomics predicting cardiometabolic risk and family history of type 2 diabetes in non-obese men
by
Mardinoglu, Adil
, Carlsson, Åsa
, Eliasson, Björn
, Rosengren, Annika
, Rawshani, Aidin
, Rawshani, Araz
, Ljungberg, Maria
, Sohlin, Maja
, Smith, Ulf
, Hammarstedt, Ann
, Henninger, Josefin
in
59/57
/ 692/163/2743/137/773
/ 692/163/2743/393
/ 692/53/2423
/ acid
/ Adipocytes - metabolism
/ adipogenesis
/ Adipose tissue
/ Adipose Tissue - metabolism
/ Adult
/ Amino acids
/ Blood Glucose - metabolism
/ Body composition
/ Body Composition - physiology
/ Body Fat Distribution - methods
/ Cardiology and Cardiovascular Disease
/ Cardiovascular Diseases - metabolism
/ Cell size
/ Diabetes
/ Diabetes mellitus (non-insulin dependent)
/ Diabetes Mellitus, Type 2 - metabolism
/ Genetics
/ Glucose tolerance
/ Health risks
/ Heart - physiology
/ Humanities and Social Sciences
/ Humans
/ Insulin
/ Insulin - metabolism
/ Insulin Resistance - physiology
/ insulin-resistance
/ Intra-Abdominal Fat - metabolism
/ Kardiologi och kardiovaskulära sjukdomar
/ Learning algorithms
/ Lipid Metabolism - physiology
/ Lipid peroxidation
/ Liver
/ Liver - metabolism
/ Machine learning
/ magnetic-resonance-spectroscopy
/ Male
/ Metabolites
/ Metabolomics
/ Metabolomics - methods
/ multidisciplinary
/ obesity
/ Obesity - metabolism
/ Oxidation
/ phenotype
/ Phenotyping
/ plasma mannose levels
/ Science
/ Science & Technology - Other Topics
/ Science (multidisciplinary)
/ Subcutaneous Fat - metabolism
/ volume tracking
2020
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Adipose tissue morphology, imaging and metabolomics predicting cardiometabolic risk and family history of type 2 diabetes in non-obese men
by
Mardinoglu, Adil
, Carlsson, Åsa
, Eliasson, Björn
, Rosengren, Annika
, Rawshani, Aidin
, Rawshani, Araz
, Ljungberg, Maria
, Sohlin, Maja
, Smith, Ulf
, Hammarstedt, Ann
, Henninger, Josefin
in
59/57
/ 692/163/2743/137/773
/ 692/163/2743/393
/ 692/53/2423
/ acid
/ Adipocytes - metabolism
/ adipogenesis
/ Adipose tissue
/ Adipose Tissue - metabolism
/ Adult
/ Amino acids
/ Blood Glucose - metabolism
/ Body composition
/ Body Composition - physiology
/ Body Fat Distribution - methods
/ Cardiology and Cardiovascular Disease
/ Cardiovascular Diseases - metabolism
/ Cell size
/ Diabetes
/ Diabetes mellitus (non-insulin dependent)
/ Diabetes Mellitus, Type 2 - metabolism
/ Genetics
/ Glucose tolerance
/ Health risks
/ Heart - physiology
/ Humanities and Social Sciences
/ Humans
/ Insulin
/ Insulin - metabolism
/ Insulin Resistance - physiology
/ insulin-resistance
/ Intra-Abdominal Fat - metabolism
/ Kardiologi och kardiovaskulära sjukdomar
/ Learning algorithms
/ Lipid Metabolism - physiology
/ Lipid peroxidation
/ Liver
/ Liver - metabolism
/ Machine learning
/ magnetic-resonance-spectroscopy
/ Male
/ Metabolites
/ Metabolomics
/ Metabolomics - methods
/ multidisciplinary
/ obesity
/ Obesity - metabolism
/ Oxidation
/ phenotype
/ Phenotyping
/ plasma mannose levels
/ Science
/ Science & Technology - Other Topics
/ Science (multidisciplinary)
/ Subcutaneous Fat - metabolism
/ volume tracking
2020
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Adipose tissue morphology, imaging and metabolomics predicting cardiometabolic risk and family history of type 2 diabetes in non-obese men
by
Mardinoglu, Adil
, Carlsson, Åsa
, Eliasson, Björn
, Rosengren, Annika
, Rawshani, Aidin
, Rawshani, Araz
, Ljungberg, Maria
, Sohlin, Maja
, Smith, Ulf
, Hammarstedt, Ann
, Henninger, Josefin
in
59/57
/ 692/163/2743/137/773
/ 692/163/2743/393
/ 692/53/2423
/ acid
/ Adipocytes - metabolism
/ adipogenesis
/ Adipose tissue
/ Adipose Tissue - metabolism
/ Adult
/ Amino acids
/ Blood Glucose - metabolism
/ Body composition
/ Body Composition - physiology
/ Body Fat Distribution - methods
/ Cardiology and Cardiovascular Disease
/ Cardiovascular Diseases - metabolism
/ Cell size
/ Diabetes
/ Diabetes mellitus (non-insulin dependent)
/ Diabetes Mellitus, Type 2 - metabolism
/ Genetics
/ Glucose tolerance
/ Health risks
/ Heart - physiology
/ Humanities and Social Sciences
/ Humans
/ Insulin
/ Insulin - metabolism
/ Insulin Resistance - physiology
/ insulin-resistance
/ Intra-Abdominal Fat - metabolism
/ Kardiologi och kardiovaskulära sjukdomar
/ Learning algorithms
/ Lipid Metabolism - physiology
/ Lipid peroxidation
/ Liver
/ Liver - metabolism
/ Machine learning
/ magnetic-resonance-spectroscopy
/ Male
/ Metabolites
/ Metabolomics
/ Metabolomics - methods
/ multidisciplinary
/ obesity
/ Obesity - metabolism
/ Oxidation
/ phenotype
/ Phenotyping
/ plasma mannose levels
/ Science
/ Science & Technology - Other Topics
/ Science (multidisciplinary)
/ Subcutaneous Fat - metabolism
/ volume tracking
2020
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Adipose tissue morphology, imaging and metabolomics predicting cardiometabolic risk and family history of type 2 diabetes in non-obese men
Journal Article
Adipose tissue morphology, imaging and metabolomics predicting cardiometabolic risk and family history of type 2 diabetes in non-obese men
2020
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Overview
We evaluated the importance of body composition, amount of subcutaneous and visceral fat, liver and heart ectopic fat, adipose tissue distribution and cell size as predictors of cardio-metabolic risk in 53 non-obese male individuals. Known family history of type 2 diabetes was identified in 25 individuals. The participants also underwent extensive phenotyping together with measuring different biomarkers and non-targeted serum metabolomics. We used ensemble learning and other machine learning approaches to identify predictors with considerable relative importance and their intricate interactions. Visceral fat and age were strong individual predictors of ectopic fat accumulation in liver and heart along with markers of lipid oxidation and reduced glucose tolerance. Subcutaneous adipose cell size was the strongest individual predictor of whole-body insulin sensitivity and also a marker of visceral and ectopic fat accumulation. The metabolite 3-MOB along with related branched-chain amino acids demonstrated strong predictability for family history of type 2 diabetes.
Publisher
Nature Publishing Group UK,Nature Publishing Group
Subject
/ acid
/ Adult
/ Body Composition - physiology
/ Body Fat Distribution - methods
/ Cardiology and Cardiovascular Disease
/ Cardiovascular Diseases - metabolism
/ Diabetes
/ Diabetes mellitus (non-insulin dependent)
/ Diabetes Mellitus, Type 2 - metabolism
/ Genetics
/ Humanities and Social Sciences
/ Humans
/ Insulin
/ Insulin Resistance - physiology
/ Intra-Abdominal Fat - metabolism
/ Kardiologi och kardiovaskulära sjukdomar
/ Lipid Metabolism - physiology
/ Liver
/ magnetic-resonance-spectroscopy
/ Male
/ obesity
/ Science
/ Science & Technology - Other Topics
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