(1) The rs682429 polymorphism of the LRP5 genotype distribution was statistically significant (P < 0.05) in group B compared with group A. (2) The triglycerides (TG) of women with the CT/TT genotype (mutant type) were higher than those of women with the CC genotype (wild type) (2.37 ± 1.30 vs. 1.52 ± 0.83, P < 0.05) at the rs3781590 site of the LRP5 gene in group D. (3) Multiple linear regression analysis showed that TG (β = 0.034, P < 0.05) and body mass index (BMI) (β = 0.013, P < 0.05) were the influencing factors of BMD (L1-4) in T2DM patients. The gene discussed is LRP5; the disease is type 2 diabetes mellitus.