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. This evidence concerns the gene MAP3K11 and osteoarthritis, knee.