Additionally, during melanoma progression in these frogs, we observed epithelial-to-mesenchymal transition (EMT), accompanied by the reactivation of pigment cell precursor transcriptional states and activation of key signaling pathways, including MAPK, NF-κB, PI3K-Akt, and TGF-β. Here, TGFB1 is linked to melanoma.