According to the binary logistic regression analysis, the following factors were associated with severe skin adverse drug reactions: age (B =  − 3.929, P = 0.000), sex (B = -4.062, P = 0.000), educational level (B = 2.712, P = 0.002), comorbidity (B = 3.297, P = 0.001), eczema history (B = 2.996, P = 0.001), nutritional status (B = -4.891, P = 0.000), blood interleukin-6 level (B = -2.143, P = 0.013), blood high-sensitivity C-reactive protein level (B = -4.015, P = 0.000), combination of drugs (B = -3.183, P = 0.048) and medication literacy (B =  − 1.503, P = 0.000). The gene discussed is IL6; the disease is Eczematoid dermatitis.