Recent studies have elucidated various molecular mechanisms and pathways involved in Alzheimer's disease (AD) progression. One significant finding is the role of the triggering receptor expressed on myeloid cells 2 (TREM2) in modulating microglial responses to AD pathology. Zhou et al. employed single-nucleus RNA sequencing to reveal TREM2-dependent and independent cellular responses in both human and mouse models of AD, highlighting the complexity of glial involvement in disease progression (ref: Zhou doi.org/10.1038/s41591-019-0695-9/). Additionally, Bai et al. utilized mass spectrometry to profile over 14,000 proteins in the human brain, identifying 173 protein changes across 17 pathways associated with AD, thus providing insights into the molecular networks that characterize different stages of the disease (ref: Bai doi.org/10.1016/j.neuron.2019.12.015/). Furthermore, Zhang et al. demonstrated that β-amyloid redirects norepinephrine signaling to activate the GSK3β/tau cascade, linking two critical pathological components of AD (ref: Zhang doi.org/10.1126/scitranslmed.aay6931/). These findings collectively underscore the intricate interplay between various molecular pathways and their contributions to AD pathology, suggesting potential targets for therapeutic intervention. Moreover, the dysregulation of metabolic networks has emerged as a critical aspect of AD pathogenesis. Mahajan et al. reported significant abnormalities in brain transmethylation and polyamine pathways, indicating a broader metabolic disorder associated with AD (ref: Mahajan doi.org/10.1371/journal.pmed.1003012/). In a related context, Zheng et al. highlighted the impact of phosphorylated tau accumulation in GABAergic interneurons, which impaired adult hippocampal neurogenesis, further complicating the neurogenic landscape in AD (ref: Zheng doi.org/10.1016/j.stem.2019.12.015/). The cumulative evidence from these studies emphasizes the multifaceted nature of AD, where molecular, metabolic, and neurogenic factors converge to influence disease progression.