As HRR increased from < 9.62 to > 11.86, age, female proportion, non-Hispanic Black proportion, low education, BMI, HDL-C, UACR, renal failure, C-reactive protein, vitamin D deficiency, and alcohol intake decreased (all P < 0.05). This evidence concerns the gene CRP and vitamin D deficiency.