Finally, by comparing the expression trends and diagnostic efficacy of shared genes in each group of the validation datasets, it was observed that AQP9 expression trends in the validation sets were consistent with those presented in the training datasets and had higher diagnostic value for UC/CD and psoriasis (Table 3). The gene discussed is AQP9; the disease is psoriasis.