Multi-cohort cerebrospinal fluid proteomics identifies robust molecular signatures for asymptomatic and symptomatic Alzheimer's disease.
Cruchaga CarlosMuhammad AliYuanyuan ShenAnh DoLihua WangDaniel WesternMenghan LiuAleksandra BericJohn P BuddeJen GentschSuzanne E SchindlerJohn MorrisDavid M HoltzmanMaria FernándezAgustin RuizIgnacio AlvarezMiquel AguilarPau PastorJarod Evert RutledgeHamilton Se-Hwee OhEdward N WilsonYann Le GuenRana KhalidChloe RobinsDavid PulfordLaura IbanezTony Wyss-CorayYun Ju SungPublished in: Research square (2024)
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 and tau phosphorylation (early stages), microglia dysregulation and endolysosomal dysfuncton(mid-stages), brain plasticity and longevity (mid-stages) and late microglia-neuron crosstalk (late stages).
Keyphrases
- cerebrospinal fluid
- machine learning
- inflammatory response
- white matter
- oxidative stress
- resting state
- mass spectrometry
- cerebral ischemia
- neuropathic pain
- gene expression
- spinal cord injury
- risk assessment
- functional connectivity
- high throughput
- spinal cord
- endoplasmic reticulum stress
- dna methylation
- sleep quality
- deep learning
- big data
- subarachnoid hemorrhage
- human health