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. This evidence concerns the gene ALB and liver disorder.