TNF and melanoma: In the melanoma dataset, five pathways were consistently identified as spatially deregulated by all three methods: Cytosolic DNA sensing, NF-kappa B signaling, PPAR signaling, TNF signaling, and Toll-like receptor signaling (Fig. 4A).