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Machine learning allows robust classification of visceral fat in women with obesity using common laboratory metrics.

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Title: Machine learning allows robust classification of visceral fat in women with obesity using common laboratory metrics.
Authors: Palmieri F; Biophysics unit, Department of Physiological Sciences, Faculty of Medicine and Health, Universitat de Barcelona, Bellvitge campus, 08907, Barcelona, Spain. flavio.palmieri@ub.edu.; Nutrition, Metabolism and Gene Therapy Group; Diabetes and Metabolism Program; Bellvitge Biomedical Research Institute (IDIBELL), 08908, Barcelona, Spain. flavio.palmieri@ub.edu., Akhtar NF; Escola d'Enginyeria de Barcelona Est (EEBE) Universitat Politècnica De Catalunya. Barcelona Tech-UPC, 08019, Barcelona, Spain., Pané A; Obesity Unit, Endocrinology and Nutrition Department, Hospital Clínic de Barcelona, 08036, Barcelona, Spain.; Centro de Investigación Biomédica en Red de la Fisiopatología de la Obesidad y Nutrición (CIBEROBN), Instituto de Salud Carlos III (ISCIII), 28029, Madrid, Spain., Jiménez A; Obesity Unit, Endocrinology and Nutrition Department, Hospital Clínic de Barcelona, 08036, Barcelona, Spain.; Centro de Investigación Biomédica en Red de la Fisiopatología de la Obesidad y Nutrición (CIBEROBN), Instituto de Salud Carlos III (ISCIII), 28029, Madrid, Spain.; Fundació Clínic per a la Recerca Biomèdica (FCRB)-Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), 08036, Barcelona, Spain., Olbeyra RP; Fundació Clínic per a la Recerca Biomèdica (FCRB)-Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), 08036, Barcelona, Spain., Viaplana J; Fundació Clínic per a la Recerca Biomèdica (FCRB)-Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), 08036, Barcelona, Spain., Vidal J; Obesity Unit, Endocrinology and Nutrition Department, Hospital Clínic de Barcelona, 08036, Barcelona, Spain.; Fundació Clínic per a la Recerca Biomèdica (FCRB)-Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), 08036, Barcelona, Spain.; Centro de Investigación Biomédica en Red de Diabetes y Enfermedades Metabólicas Asociadas (CIBERDEM), Instituto de Salud Carlos III (ISCIII), 28029, Madrid, Spain., de Hollanda A; Obesity Unit, Endocrinology and Nutrition Department, Hospital Clínic de Barcelona, 08036, Barcelona, Spain.; Centro de Investigación Biomédica en Red de la Fisiopatología de la Obesidad y Nutrición (CIBEROBN), Instituto de Salud Carlos III (ISCIII), 28029, Madrid, Spain.; Fundació Clínic per a la Recerca Biomèdica (FCRB)-Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), 08036, Barcelona, Spain., Gama-Perez P; Biophysics unit, Department of Physiological Sciences, Faculty of Medicine and Health, Universitat de Barcelona, Bellvitge campus, 08907, Barcelona, Spain., Jiménez-Chillarón JC; Biophysics unit, Department of Physiological Sciences, Faculty of Medicine and Health, Universitat de Barcelona, Bellvitge campus, 08907, Barcelona, Spain.; Metabolic diseases of pediatric origin unit, Institut de Recerca Sant Joan de Déu - Barcelona Children's Hospital, 08950, Esplugues del Llobregat, Spain., Garcia-Roves PM; Biophysics unit, Department of Physiological Sciences, Faculty of Medicine and Health, Universitat de Barcelona, Bellvitge campus, 08907, Barcelona, Spain. pgarciaroves@ub.edu.; Nutrition, Metabolism and Gene Therapy Group; Diabetes and Metabolism Program; Bellvitge Biomedical Research Institute (IDIBELL), 08908, Barcelona, Spain. pgarciaroves@ub.edu.; Centro de Investigación Biomédica en Red de la Fisiopatología de la Obesidad y Nutrición (CIBEROBN), Instituto de Salud Carlos III (ISCIII), 28029, Madrid, Spain. pgarciaroves@ub.edu.
Source: Scientific reports [Sci Rep] 2024 Jul 27; Vol. 14 (1), pp. 17263. Date of Electronic Publication: 2024 Jul 27.
Publication Type: Journal Article
Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Electronic Cited Medium: Internet ISSN: 2045-2322 (Electronic) Linking ISSN: 20452322 NLM ISO Abbreviation: Sci Rep Subsets: MEDLINE
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  Data: <searchLink fieldCode="AU" term="%22Palmieri+F%22">Palmieri F</searchLink>; Biophysics unit, Department of Physiological Sciences, Faculty of Medicine and Health, Universitat de Barcelona, Bellvitge campus, 08907, Barcelona, Spain. flavio.palmieri@ub.edu.; Nutrition, Metabolism and Gene Therapy Group; Diabetes and Metabolism Program; Bellvitge Biomedical Research Institute (IDIBELL), 08908, Barcelona, Spain. flavio.palmieri@ub.edu.<br /><searchLink fieldCode="AU" term="%22Akhtar+NF%22">Akhtar NF</searchLink>; Escola d'Enginyeria de Barcelona Est (EEBE) Universitat Politècnica De Catalunya. Barcelona Tech-UPC, 08019, Barcelona, Spain.<br /><searchLink fieldCode="AU" term="%22Pané+A%22">Pané A</searchLink>; Obesity Unit, Endocrinology and Nutrition Department, Hospital Clínic de Barcelona, 08036, Barcelona, Spain.; Centro de Investigación Biomédica en Red de la Fisiopatología de la Obesidad y Nutrición (CIBEROBN), Instituto de Salud Carlos III (ISCIII), 28029, Madrid, Spain.<br /><searchLink fieldCode="AU" term="%22Jiménez+A%22">Jiménez A</searchLink>; Obesity Unit, Endocrinology and Nutrition Department, Hospital Clínic de Barcelona, 08036, Barcelona, Spain.; Centro de Investigación Biomédica en Red de la Fisiopatología de la Obesidad y Nutrición (CIBEROBN), Instituto de Salud Carlos III (ISCIII), 28029, Madrid, Spain.; Fundació Clínic per a la Recerca Biomèdica (FCRB)-Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), 08036, Barcelona, Spain.<br /><searchLink fieldCode="AU" term="%22Olbeyra+RP%22">Olbeyra RP</searchLink>; Fundació Clínic per a la Recerca Biomèdica (FCRB)-Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), 08036, Barcelona, Spain.<br /><searchLink fieldCode="AU" term="%22Viaplana+J%22">Viaplana J</searchLink>; Fundació Clínic per a la Recerca Biomèdica (FCRB)-Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), 08036, Barcelona, Spain.<br /><searchLink fieldCode="AU" term="%22Vidal+J%22">Vidal J</searchLink>; Obesity Unit, Endocrinology and Nutrition Department, Hospital Clínic de Barcelona, 08036, Barcelona, Spain.; Fundació Clínic per a la Recerca Biomèdica (FCRB)-Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), 08036, Barcelona, Spain.; Centro de Investigación Biomédica en Red de Diabetes y Enfermedades Metabólicas Asociadas (CIBERDEM), Instituto de Salud Carlos III (ISCIII), 28029, Madrid, Spain.<br /><searchLink fieldCode="AU" term="%22de+Hollanda+A%22">de Hollanda A</searchLink>; Obesity Unit, Endocrinology and Nutrition Department, Hospital Clínic de Barcelona, 08036, Barcelona, Spain.; Centro de Investigación Biomédica en Red de la Fisiopatología de la Obesidad y Nutrición (CIBEROBN), Instituto de Salud Carlos III (ISCIII), 28029, Madrid, Spain.; Fundació Clínic per a la Recerca Biomèdica (FCRB)-Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), 08036, Barcelona, Spain.<br /><searchLink fieldCode="AU" term="%22Gama-Perez+P%22">Gama-Perez P</searchLink>; Biophysics unit, Department of Physiological Sciences, Faculty of Medicine and Health, Universitat de Barcelona, Bellvitge campus, 08907, Barcelona, Spain.<br /><searchLink fieldCode="AU" term="%22Jiménez-Chillarón+JC%22">Jiménez-Chillarón JC</searchLink>; Biophysics unit, Department of Physiological Sciences, Faculty of Medicine and Health, Universitat de Barcelona, Bellvitge campus, 08907, Barcelona, Spain.; Metabolic diseases of pediatric origin unit, Institut de Recerca Sant Joan de Déu - Barcelona Children's Hospital, 08950, Esplugues del Llobregat, Spain.<br /><searchLink fieldCode="AU" term="%22Garcia-Roves+PM%22">Garcia-Roves PM</searchLink>; Biophysics unit, Department of Physiological Sciences, Faculty of Medicine and Health, Universitat de Barcelona, Bellvitge campus, 08907, Barcelona, Spain. pgarciaroves@ub.edu.; Nutrition, Metabolism and Gene Therapy Group; Diabetes and Metabolism Program; Bellvitge Biomedical Research Institute (IDIBELL), 08908, Barcelona, Spain. pgarciaroves@ub.edu.; Centro de Investigación Biomédica en Red de la Fisiopatología de la Obesidad y Nutrición (CIBEROBN), Instituto de Salud Carlos III (ISCIII), 28029, Madrid, Spain. pgarciaroves@ub.edu.
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