Aging-related sarcopenia represents a significant health concern due to its impact on the quality of life in the elderly. This study elucidates the molecular mechanisms underlying sarcopenia by employing single-cell sequencing and public transcriptome databases to compare young and aged mouse skeletal muscles. Cellular classification and pseudotime analyses differentiated cell types and their interrelationships, revealing a marked reduction in satellite cell numbers and a consistent upregulation of TXNIP (Thioredoxin interacting protein) across various muscle cell populations in aged mice. Further transcriptomic data integration and batch correction from the GEO (Gene Expression Omnibus) database highlighted key differentially expressed genes. The role of TXNIP and its transcriptional regulation by FOXO1 (Forkhead box O1) was confirmed through in vitro experiments, which demonstrated FOXO1's influence on TXNIP expression and its subsequent suppression of glutathione metabolism, leading to satellite cell ferroptosis. Additionally, in vivo studies showed that overexpression of TXNIP in young mice's muscle tissues significantly reduced muscle mass, suggesting its potential role in the initiation of sarcopenia. Our findings suggest that FOXO1-mediated regulation of TXNIP and the disruption of glutathione metabolism are central to the process of sarcopenia, offering new insights into its pathogenesis.