In this study, we used an integrated transcriptomic analysis approach to identify six lactate metabolism-related genes (SLC16A1, MRPL44, FLI1, COX16, COG3, and CD46) that were associated with CD4+/CD8+ T cell imbalance of AF (Floyd et al., 2023). Here, CD4 is linked to atrial fibrillation.