Recent studies have highlighted the complex role of neuroinflammation and the immune response in Alzheimer's disease (AD), particularly focusing on microglial receptors such as CD33 and TREM2. The failure of the INVOKE-2 trial has prompted a reevaluation of TREM2 as a therapeutic target, suggesting that while it plays a role in modulating microglial activation, the mechanisms underlying its function are not fully understood (ref: Colonna doi.org/10.1038/s41591-025-03816-2/). Additionally, research has shown that APOE ε4 carriers exhibit a unique immune-related proteomic signature across various neurodegenerative diseases, indicating shared inflammatory pathways that may contribute to disease progression (ref: Shvetcov doi.org/10.1038/s41591-025-03835-z/). This signature was identified through machine learning-based proteome profiling of cerebrospinal fluid and plasma samples, emphasizing the importance of immune cells in the pathology of AD and related disorders. Moreover, a comprehensive analysis of plasma proteomics revealed both shared and disease-specific pathways among neurodegenerative diseases, identifying thousands of proteins significantly associated with AD, Parkinson's disease, and frontotemporal dementia (ref: Ali doi.org/10.1038/s41591-025-03833-1/). The findings suggest that while there are overlapping mechanisms, distinct proteomic signatures exist that could inform targeted therapeutic strategies. The role of microglial states in AD has also been explored, with evidence indicating that specific microglial responses can be protective, driven by receptors such as ADGRG1, which may offer new avenues for intervention (ref: Zhu doi.org/10.1016/j.neuron.2025.06.020/).