A cuproptosis-related diagnostic gene signature featuring two genes (SLC31A1 and LIAS) was finally established and validated with good efficacy in identifying AF, specifically with the value of ROC-AUCs and PR-AUCs exceeding 0.75. Here, LIAS is linked to atrial fibrillation.