This study demonstrates that HBP‐A alleviates knee osteoarthritis progression by simultaneously preserving articular cartilage integrity and mitigating quadriceps atrophy through inhibition of the MLK3/P38 MAPK/HDAC4 axis. The gene discussed is HDAC4; the disease is osteoarthritis, knee.