NDUFA9 and neoplasm: At the metabolic level, key proteins in the oxidative phosphorylation pathway-such as ATP5F1B, NDUFA9, and UQCRC2—were consistently downregulated across all tumor samples, covering multiple core subunits of the mitochondrial respiratory chain complexes (Figure 4A).