Research into the molecular mechanisms underlying neurodegenerative diseases has revealed critical insights into the pathophysiology of conditions such as amyotrophic lateral sclerosis (ALS), Alzheimer's disease (AD), and Parkinson's disease (PD). A genome-wide study of DNA methylation in ALS identified significant alterations in metabolic, inflammatory, and cholesterol pathways, suggesting that epigenetic modifications may mediate genetic and environmental risks associated with the disease (ref: Hop doi.org/10.1126/scitranslmed.abj0264/). In the context of AD, plasma biomarkers related to amyloid, tau, and neurodegeneration have shown promise, although the plasma Aβ42/40 ratio was found to be a relatively weak predictor of amyloid pathology, indicating the need for improved assay methods (ref: Smirnov doi.org/10.1007/s00401-022-02408-5/). Furthermore, the role of α-synuclein conformations in PD was highlighted, showing that familial mutations destabilize the conformer equilibrium, leading to increased susceptibility to Lewy body pathology in specific brain regions (ref: de Boni doi.org/10.1007/s00401-022-02406-7/). These findings underscore the complex interplay between genetic factors and molecular pathways in neurodegenerative diseases, emphasizing the need for further exploration of these mechanisms to develop targeted therapies. Additionally, the role of immune responses in neurodegeneration has been explored, particularly in the context of multiple sclerosis (MS) and its treatment with dimethyl fumarate (DMF), which can induce lymphopenia (ref: Diebold doi.org/10.1002/ana.26328/). The modulation of microglial NLRP3 inflammasome activation by dopamine in PD models suggests a potential therapeutic avenue, as dopamine was shown to inhibit inflammasome activation in primary human microglia (ref: Pike doi.org/10.1186/s12974-022-02410-4/). Moreover, the interaction between TDP-43 and tau in neurotoxicity was investigated using a bigenic C. elegans model, revealing that TDP-43 exacerbates tau accumulation and neurotoxicity, which may contribute to cognitive decline in AD (ref: Latimer doi.org/10.1242/dmm.049323/). These studies collectively highlight the multifaceted nature of neurodegenerative diseases, integrating genetic, epigenetic, and immunological perspectives.