Of those, only 11 factors (male sex, CCI, current smoking, bisphosphonate use, osteoporosis, BMD total hip and total body, circulating CRP and ALT, glomerular filtration rate, and educational level) were moderately correlated (|r| > 0.3) with either of the two principal components. Here, GPT is linked to osteoporosis.