To avoid the impact of this limitation, we are committed to explore the ubiquitous signatures such as APOBEC signatures and age signatures, and discuss those frequently mutated genes that present in ESCC, such as TP53 and PIK3CA. Here, PIK3CA is linked to esophageal squamous cell carcinoma.