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In cell models overexpressing mHTT, liraglutide restored insulin signaling, activated AMPK, upregulated antioxidant responses, and enhanced autophagy, reducing aggregate burden and improving viability (172)

Analytical architecture and methods-level transparency To support these objectives, Umbrella Labs is building a layered analytical architecture for the REDF program that integrates orthogonal methods rather than relying on any single assay as a "gold standard." Peptide identity will be documented through high-performance liquid chromatography (HPLC), LC-MS/MS, and supplementary structural confirmation where appropriate, with datasets analyzed to highlight the practical detection limits and variability a realistic lab might encounter