Construction and evaluation of a metabolic correlation diagnostic model for diabetes based on machine learning algorithms - Xu, Qiong; Zhou, Yina; Lou, Jianfen; Fu, Yanhua; Lu, Yunzhu; Xu, Mengli (Environmental toxicology, 2024)
Keywords: Algorithms; Bioinformatics; Chemokine CXCL12 - genetics; Chemokine CXCL12 - metabolism; chronic diseases; CXCL12 protein; data collection; Datasets; Diabetes; Diabetes mellitus; Diabetes Mellitus - diagnosis; Diabetes Mellitus - genetics; Diagnostic systems; differential gene expression; disease subtyping; early diagnosis; ecotoxicology; energy; Energy metabolism; Ferroptosis; gene expression omnibus (GEO); gene expression regulation; Gene set enrichment analysis; Genes; Humans; Leukocytes (mononuclear); Leukocytes, Mononuclear - metabolism; Machine Learning; machine learning models (random Forest, LASSO); Metabolism; Molecular modelling; Nucleotide sequence; Pathogenesis; patients; Peripheral blood mononuclear cells; Protein gene product 9.5; quantitative polymerase chain reaction; Regression analysis; Regression models; Signal transduction; machine learning models (random Forest, LASSO); differential gene expression; diabetes mellitus; disease subtyping; gene expression omnibus (GEO)