Further cell-cell communication analysis revealed that in silicosis, immune cells persistently release cytokines such as TNF and IFN-γ, which act on the C0 and C2 subpopulations through related signaling pathways, causing sustained damage, inducing specific apoptosis, and inhibiting angiogenesis (12, 13). Here, TNF is linked to silicosis.