Muhammad Ali, Jigyasha Timsina, Daniel Western, Menghan Liu, Aleksandra Beric, John Budde, Anh Do, Gyujin Heo, Lihua Wang, Jen Gentsch, Suzanne E Schindler, John C Morris, David M Holtzman, Agustin Ruiz, Ignacio Alvarez, Miquel Aguilar, Pau Pastor, Jarod Rutledge, Hamilton Oh, Edward N Wilson, Yann Le Guen, Rana R Khalid, Chloe Robins, David J Pulford, Rawan Tarawneh, Laura Ibanez, Tony Wyss-Coray, Yun Ju Sung, Carlos Cruchaga
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引用次数: 0
Abstract
Changes in β-amyloid (Aβ) and hyperphosphorylated tau (T) in brain and cerebrospinal fluid (CSF) precede Alzheimer's disease (AD) symptoms, making the CSF proteome a potential avenue to understand disease 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 analytes (2,029 unique proteins) dysregulated in AD. Of these, 865 (43%) were previously reported, and 1,164 (57%) are novel. The identified proteins cluster in four different pseudo-trajectories groups spanning the AD continuum and were enriched in pathways including neuronal death, apoptosis, and tau phosphorylation (early stages), microglia dysregulation and endolysosomal dysfunction (mid stages), brain plasticity and longevity (mid stages), and microglia-neuron crosstalk (late stages). Using machine learning, we created and validated highly accurate and replicable (area under the curve [AUC] > 0.90) models that predict AD biomarker positivity and clinical status. These models can also identify people that will convert to AD.
期刊介绍:
Established as a highly influential journal in neuroscience, Neuron is widely relied upon in the field. The editors adopt interdisciplinary strategies, integrating biophysical, cellular, developmental, and molecular approaches alongside a systems approach to sensory, motor, and higher-order cognitive functions. Serving as a premier intellectual forum, Neuron holds a prominent position in the entire neuroscience community.