Disease-first public-data integration with local virtual knockout prioritizes shared proteins linking osteoarthritis and osteoporosis

Osteoarthritis and osteoporosis frequently coexist in older adults, but shared molecular programs remain unclear. We developed a disease-first multilayer public-data integration framework to identify shared protein candidates while preserving disease-specific structure before cross-disease comparis