The analysis workflow for osteoporosis and its subtypes. After subtype discovery through efficient DLSF, DAM and xQTL can provide subtype characterizations in the manner of reversal biological explanations, based on which osteoporosis risk models and fracture risk assessment can be further established for clinical applications.