The exploration of genetic factors in neurodegeneration has gained significant traction, particularly with studies focusing on the APOE4 allele, which is a well-known risk factor for Alzheimer's disease (AD). Fortea et al. demonstrated that individuals homozygous for APOE4 exhibit an earlier onset of symptoms at an average age of 65.1 years, alongside a narrower prediction interval compared to APOE3 homozygotes. This study suggests that APOE4 homozygotes may represent a distinct genetic form of AD, with biomarker changes paralleling those observed in autosomal dominant AD and Down syndrome (ref: Fortea doi.org/10.1038/s41591-024-02931-w/). In a broader context, Rahman et al. profiled cognitive variability across a large cohort of 21,051 individuals aged 17-85, revealing significant genetic underpinnings that could inform future therapeutic strategies (ref: Rahman doi.org/10.1038/s41591-024-02960-5/). Additionally, Chia et al. conducted a genome-wide analysis identifying novel risk loci for multiple system atrophy, further elucidating the genetic landscape of neurodegenerative diseases (ref: Chia doi.org/10.1016/j.neuron.2024.04.002/). These findings collectively underscore the importance of genetic factors in the pathogenesis of neurodegenerative disorders and highlight the potential for targeted interventions based on genetic profiles. In terms of molecular mechanisms, the study by Wu et al. introduced a novel protein-adaptive differential scanning fluorimetry (paDSF) platform, which enhances the ability to assess protein stability and interactions crucial for understanding neurodegenerative processes (ref: Wu doi.org/10.1038/s41587-024-02158-7/). Furthermore, Aguzzoli Heberle et al. utilized deep long-read RNA sequencing to map RNA isoform diversity in the aged human frontal cortex, identifying 1,917 medically relevant genes with multiple isoforms, which could have implications for disease treatment strategies (ref: Aguzzoli Heberle doi.org/10.1038/s41587-024-02245-9/). These studies collectively illustrate the intricate interplay between genetic predispositions and molecular alterations in the context of neurodegeneration, paving the way for innovative therapeutic approaches.