ADH4 and neoplasm: Network topology and machine learning approaches consistently highlighted ACACB, ADH4, and PCK1 as core hub genes, all of which showed significant differential expression between tumor and normal tissues and demonstrated strong diagnostic performance (AUC > 0.87).