The genetic and molecular underpinnings of Alzheimer's disease (AD) have been extensively explored, revealing complex interactions between genetic variants and lipid metabolism. A study by Guo et al. highlights how lipidated apolipoprotein E (ApoE) isoforms interact differently with low-density lipoprotein receptors, with ApoE2 showing protective effects against neurodegeneration compared to ApoE3 and ApoE4. This study emphasizes the role of polyunsaturated fatty acids in modulating these interactions, linking lipid peroxidation to age-related lysosomal pathologies (ref: Guo doi.org/10.1016/j.cell.2024.10.027/). Furthermore, Wu et al. critique the methodology of proxy genome-wide association studies (GWAS) in AD, pointing out significant biases that misrepresent genetic correlations with educational attainment and cognitive outcomes, thereby questioning the validity of proxy-based genetic assessments (ref: Wu doi.org/10.1038/s41588-024-01963-9/). In a complementary approach, Wang et al. conducted a genome-wide association study identifying numerous associations between cerebrospinal fluid metabolites and genetic traits, revealing new loci that may contribute to AD pathology (ref: Wang doi.org/10.1038/s41588-024-01973-7/). This genetic architecture is further supported by Western et al., who created a cerebrospinal fluid proteogenomic atlas, identifying key proteins that may serve as biomarkers for AD (ref: Western doi.org/10.1038/s41588-024-01972-8/). The interplay between genetic predisposition and metabolic pathways is further illustrated by Zha et al., who demonstrated how microbiota-derived lysophosphatidylcholine can mitigate AD pathology through ferroptosis suppression, highlighting the gut-brain axis as a potential therapeutic target (ref: Zha doi.org/10.1016/j.cmet.2024.10.006/). Koskeridis et al. expanded this narrative by identifying shared genetic loci between AD and cardiovascular traits, suggesting a common pathological framework that may inform future therapeutic strategies (ref: Koskeridis doi.org/10.1038/s41467-024-53452-6/). Lastly, Wang et al. explored circRNA dysregulation in AD progression, revealing novel molecular mechanisms that could be targeted for intervention (ref: Wang doi.org/10.1186/s13073-024-01404-6/).