Preclinical studies across AD, PD, HD, and ALS models demonstrate consistent benefits in synaptic integrity, neurotrophic signalling, and proteostasis, mediated by regulators such as BDNF, SIRT1, mTOR, and gut-derived metabolites like SCFAs and BHB. The gene discussed is BDNF; the disease is Parkinson disease.