Multiple logistic regression analysis and receiver operating characteristic (ROC) curve found that fatigue, myalgia, low hemoglobin levels, low albumin levels, elevated ALT levels, and elevated AST levels are all predictors for Chlamydia psittaci pneumonia (Table 8), with excellent predictive performance (Figure 3D). The gene discussed is ALB; the disease is Myalgia.