Moreover, the heat map generated using the EXPO database with these 54 genes showed that approximately 8% of samples have low MYBBP1A expression, high PGC1α expression, and high expression of these 54 genes, suggesting a metabolic shift in these tumor samples (Fig. 4D). Here, PPARGC1A is linked to neoplasm.