IGFBP2 and dementia: In addition, our machine learning models identified insulin-like growth factor-binding protein-2 (IGFBP-2) (a neurotrophic factor thought to inhibit the neuroprotective effects of the insulin-like growth factor signaling system in the brain) as an important predictor of dementia risk, consistent with findings from prior studies [28,33,55].