The top 10 genes were AKT1, TP53, FOS, HIF1A, PTGS2, CASP3, MMP9, NOS3, HSP90AA1 and IL-4, which may be key anti-liver cancer target genes of OI. Here, CASP3 is linked to osteogenesis imperfecta.