The analysis of subgraph attention weight for the lung cancer cell line highlighted JAK-STAT signaling pathway, PRDM12, ZNF781, and CDC5L that have been implicated in lung fibrosis.<h4>Conclusions</h4>SAFER presents an interpretable framework designed to identify drug-responsive signals. The gene discussed is PRDM12; the disease is pulmonary fibrosis.