Elevated HRs were observed across age (50–60 vs. 60–100 years), sex, HbA1c, BMI, PTH, and calcitonin levels, indicating consistent increased risk of osteoporosis, low T-score, and fractures in the COVID-19 cohort. This evidence concerns the gene CALCA and osteoporosis.