The studies listed above reveal that nicotine may affect osteoporosis through multiple biological pathways, provide an in-depth understanding of the mechanism of action of nicotine on osteoporosis, and identify CASP3, ESR1, STAT3, and SRC as potential core targets, which provide a theoretical basis for further research. Here, CASP3 is linked to osteoporosis.