For example, albumin, aspartate transaminase and alanine transaminase are associated with the crosstalk between osteoporosis and liver disease, while a history of smoking is known to be a risk factor for osteoporosis27, and uric acid has shown some protective effects on bone metabolism in Chinese postmenopausal females independent of body composition28. Here, ALB is linked to osteoporosis.