Among the upregulated genes, Il6ra, Cdkn1a, Csf2rb2, and Akt1, and among the downregulated genes, Col1a1 and other collagen-related genes were involved in multiple pathways, suggesting their key function in cachexia. This evidence concerns the gene COL1A1 and Cachexia.