Alzheimer s & Dementia Diagnosis Assessment & Disease MonitoringMolecular BiologyPeer-reviewed journal article
CSF metabolites associate with CSF tau and improve prediction of Alzheimer's disease status
Ruocheng DongiD, Burcu F. DarstiD, Yuetiva K. DemingiD, Yue MaiD, Qiongshi LuiD, Henrik ZetterbergiD, Kaj BlennowiD, Cynthia M. CarlssoniD, Sterling C. JohnsoniD, Sanjay AsthanaiD, Corinne D. EngelmaniD
Abstract
INTRODUCTIONCerebrospinal fluid (CSF) total tau (t-tau) and phosphorylated tau (p-tau) are biomarkers of Alzheimers disease (AD), yet much is unknown about AD-associated changes in tau metabolism and tau tangle etiology. METHODSWe assessed the variation of t-tau and p-tau explained by 38 previously identified CSF metabolites using linear regression models in middle-age controls from the Wisconsin Alzheimers Disease Research Center, and predicted AD/mild cognitive impairment (MCI) vs. an independent set of older controls using metabolites selected by the least absolute shrinkage and selection operator (LASSO). RESULTSThe 38 CSF metabolites explained 70.3% and 75.7% of the variance in t-tau and p-tau. Of these, 7 LASSO-selected metabolites improved the prediction ability of AD/MCI vs. older controls (AUC score increased from 0.92 to 0.97 and 0.78 to 0.93) compared to the base model. DISCUSSIONThese tau-correlated CSF metabolites increase AD/MCI prediction accuracy and may provide insight into tau tangle etiology.
- organism: human
- assay: metabolomics
- research focus: differential expression
- research focus: benchmarking
- approach: statistical model
- Citations
- 8
- FWCI
- 1.07
- Field percentile
- top 26%
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