Research into the genetic and molecular mechanisms underlying Alzheimer's disease (AD) has revealed significant insights into its pathophysiology. A pivotal study identified the role of the APOE gene in modulating COVID-19 outcomes, suggesting that genetic variants can influence disease susceptibility and progression (ref: Ostendorf doi.org/10.1038/s41586-022-05344-2/). This finding aligns with the broader understanding that genetic predispositions, such as those associated with familial frontotemporal dementia, can inform clinical trial designs and therapeutic strategies (ref: Staffaroni doi.org/10.1038/s41591-022-01942-9/). Furthermore, advancements in spatial transcriptomics have enabled the identification of cell type-specific differentially expressed genes, enhancing our understanding of the cellular landscape in AD (ref: Cable doi.org/10.1038/s41592-022-01575-3/). The metabolic pathways in neurons have also been scrutinized, with a study highlighting a critical switch in pyruvate kinase isoforms that affects neuronal resilience against neurodegeneration (ref: Victor doi.org/10.1016/j.cmet.2022.08.013/). Additionally, the role of clusterin in amyloidogenesis has been elucidated, indicating its dual function in promoting and inhibiting amyloid formation, which is crucial for therapeutic considerations (ref: Liu doi.org/10.1038/s41392-022-01157-x/). The exploration of chromatin accessibility in AD has further expanded our understanding of the epigenetic landscape, revealing interindividual variability that could be leveraged for targeted interventions (ref: Bendl doi.org/10.1038/s41593-022-01166-7/).