Our findings highlighted STAT3, SOX2, FOXO3, and PPARA as the most significant transcription factors, possess the largest number of target genes, underscoring their critical roles in gene regulation within ESCC (Fig. 5A). This evidence concerns the gene PPARA and esophageal squamous cell carcinoma.