作者
Carlos Cruchaga, Muhammad Ali, Yuanyuan Shen, Anh Do, Lihua Wang, Daniel Western, Menghan Liu, Aleksandra Beric, John Budde, Jen Gentsch, Suzanne Schindler, John Morris, David Holtzman, Maria Fernández, Agustín Ruiz, Ignacio Alvarez, Miquel Aguilar, Pau Pastor, Jarod Rutledge, Hamilton Oh, Edward Wilson, Yann Le Guen, Rana Khalid, Chloe Robins, David Pulford, Laura Ibanez, Tony Wyss-Coray, Yun Ju Sung
发表日期
2024/2/16
期刊
Research Square
出版商
American Journal Experts
简介
Changes in Amyloid-β (A), hyperphosphorylated Tau (T) in brain and cerebrospinal fluid (CSF) precedes AD symptoms, making CSF proteome a potential avenue to understand the pathophysiology and facilitate reliable diagnostics and therapies. Using the AT framework and a three-stage study design (discovery, replication, and meta-analysis), we identified 2,173 proteins dysregulated in AD, that were further validated in a third totally independent cohort. Machine learning was implemented to create and validate highly accurate and replicable (AUC> 0.90) models that predict AD biomarker positivity and clinical status. These models can also identify people that will convert to AD and those AD cases with faster progression. The associated proteins cluster in four different protein pseudo-trajectories groups spanning the AD continuum and were enrichment in specific pathways including neuronal death, apoptosis …
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