At the same time, this paper further explored the molecular mechanism of 3HB decreasing insulin resistance level, which is by indirectly inhibiting the phosphorylation of PPARγ Ser273 site through HCAR2/Ca2+/cAMP/PKA/Raf1/ERK1/2/PPARγ signaling pathway. Here, HCAR2 is linked to Insulin resistance.