Our integrated multi-omics approach, combining analysis of osteogenic differentiation transcriptomes and osteoporosis patient expression profiles with ROC validation, identified two key findings: significant alterations in pyruvate metabolism during osteogenic differentiation and Sirt5 as a robust predictor of osteoporosis risk. Here, SIRT5 is linked to osteoporosis.