In ACC, SNHG1, SNHG12, CRNDE, and MIR17HG were predominantly associated with early-stage specific pairs, while FENDRR, MALAT1, and NEAT1 were primarily involved in advanced-stage specific pairs. Here, CRNDE is linked to adrenal cortex carcinoma.