In addition, skeletal muscle inflammation in the context of CKD has been studied in various animal models, showing increased expression of cytokines such as IL-1β, IL-4, IL-6, TNF-α, and IFN-γ, as well as macrophage markers like F4/80 [49,50]. Here, TNF is linked to chronic kidney disease.