GSEA indicated that genes associated with cancer-related signaling, including epithelial-mesenchymal transition (EMT), TNF-α signaling, and the p53 pathway, were significantly enriched in primary ESCA tumors with high LINC02154 expression (Fig. 1E). Here, TNF is linked to cancer.