Moreover, the exploration of biomarkers for cognitive resilience in Alzheimer's disease has revealed that traditional biomarkers only account for a fraction of cognitive impairment variance, prompting the search for novel cerebrospinal fluid (CSF) proteomics that could enhance predictive capabilities (ref: Oh doi.org/10.1038/s41591-025-03565-2/). The pharmacological landscape is also evolving, with GLP-1 receptor agonists and SGLT2 inhibitors showing potential neuroprotective effects, suggesting that metabolic treatments may play a role in mitigating neurodevelopmental risks associated with maternal diabetes (ref: Tseng doi.org/10.1186/s12916-025-04018-w/). This intersection of metabolic health and neurodevelopmental outcomes highlights the need for integrated research approaches that consider both genetic and environmental factors in pediatric populations.