The first layer shows image based-HCA phenotypic characterization of active mitochondrial features that were lower in DLDD and GSD1a patients' fibroblasts as compared to HC fibroblasts, indicating, as expected, a mitochondrial disease related phenotype for both DLDD and GSD1a metabolic disorders. This evidence concerns the gene G6PC1 and metabolic disease.