Alternations of Gut Microbiome and Serum Metabolome With Prolongation of the Course of Type 1 Diabetes Mellitus

Perturbed diabetes course-related gut microbiota was highly correlated with the alternation of metabolic patterns in T1DM, and multi-omics coupled with machine learning algorithms can be used to develop diagnostic models based on selected biomarkers.