Because the QSAR models’ training data did not consider biocides’ physicochemical properties and PPAR-γ activation was not contained in the AOP 347, it has a limitation for predicting pulmonary fibrosis of biocides using the previous QSAR models. The gene discussed is PPARG; the disease is pulmonary fibrosis.