Our findings revealed that some CAF subclusters were simultaneously enriched in metastatic lymph nodes and primary tumor sites, such as mCAF1 (MMP3+IL24+) and mCAF4, suggesting that these subclusters may serve as key roles in facilitating metastasis in ESCC (Fig. 3c). Here, ATF7IP is linked to esophageal squamous cell carcinoma.