Recent studies have identified novel genetic variants and their implications in Alzheimer's disease (AD). A significant finding is the missense variant rs117916664 in the ACAA1 gene, which has been associated with early-onset familial AD. This variant was identified through whole-genome sequencing in a Han Chinese family and was validated in an independent cohort, highlighting its role in lysosomal function impairment and cognitive decline (ref: Luo doi.org/10.1038/s41392-021-00748-4/). Additionally, induced pluripotent stem cell (iPSC) lines derived from 53 individuals have been utilized to explore the genetic risk factors for AD. The study revealed significant correlations between specific amyloid-beta (Aβ) and tau species and cognitive decline trajectories, emphasizing the importance of genetic profiling in understanding AD pathology (ref: Lagomarsino doi.org/10.1016/j.neuron.2021.08.003/). Furthermore, the development of a water-soluble peptoid chelator that effectively removes copper from Aβ peptides presents a promising therapeutic strategy to mitigate oxidative stress associated with AD (ref: Behar doi.org/10.1002/anie.202109758/). These findings collectively underscore the multifaceted genetic and molecular landscape of AD, paving the way for targeted interventions and personalized medicine approaches.