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A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
Novel fluid biomarkers for mild cognitive impairment: A systematic review and meta-analysis
Amish Gaur1, Luc Rivet1, Ethan Mah1
1Hurvitz Brain Sciences Program, Sunnybrook Research Institute, 2075 Bayview Avenue, Toronto, ON M4N 3M5, Canada; Department of Pharmacology & Toxicology, University of Toronto, 1 King's College Circle, Toronto, ON M5S 1A8, Canada.
Abstract:
Mild cognitive impairment (MCI) is a well-established prodromal stage of dementia (e.g., Alzheimer's disease) that is often accompanied by early signs of neurodegeneration. To facilitate a better characterization of the underlying pathophysiology, we assessed the available literature to evaluate potential fluid biomarkers in MCI. Peer-reviewed articles that measured cerebrospinal fluid (CSF) and/or peripheral biomarkers of neuronal injury (total-tau [T-tau], neurofilament light chain [NfL], heart-type fatty acid binding protein [HFABP], neuron-specific enolase, ubiquitin C-terminal hydrolase L1) and/or astroglial pathology (glial fibrillary acidic protein [GFAP], S100 calcium-binding protein B) in MCI and healthy controls were assessed. Group differences were summarized by standardized mean differences (SMDs) and 95% confidence intervals calculated using a random-effects model. Heterogeneity was quantified using I2. A total of 107 studies were included in the meta-analysis and 10 studies were qualitatively reviewed. In CSF, concentrations of NfL (SMD = 0.69 [0.56, 0.83]), GFAP (SMD = 0.41 [0.07, 0.75]), and HFABP (SMD = 0.57 [0.26, 0.89]) were elevated in MCI. In blood, increased concentrations of T-tau (SMD = 0.19 [0.09, 0.29]), NfL (SMD = 0.41 [0.32, 0.49]), and GFAP (SMD = 0.39 [0.23, 0.55]) were found in MCI. Heterogeneity that was identified in all comparisons was explored using meta-regression and subgroup analysis. Elevated NfL and GFAP can be detected in both CSF and peripheral blood. Monitoring these biomarkers in clinical settings may provide important insight into underlying neurodegenerative processes in MCI.
Insights
Fluid biomarkers like neurofilament light chain (NfL) and glial fibrillary acidic protein (GFAP) are elevated in mild cognitive impairment (MCI). Monitoring these in blood or CSF may reveal neurodegeneration in MCI patients.
Area of Science:
- Neuroscience
- Biomarker Research
Background:
- Mild cognitive impairment (MCI) is a precursor to dementia, often showing early neurodegeneration.
- Identifying reliable fluid biomarkers is crucial for characterizing MCI pathophysiology.
Approach:
- A meta-analysis synthesized data from 107 studies measuring cerebrospinal fluid (CSF) and peripheral biomarkers in MCI and control groups.
- Standardized mean differences (SMDs) and confidence intervals were calculated to assess biomarker concentrations.
- Meta-regression and subgroup analyses explored heterogeneity.
Key Points:
- Elevated concentrations of NfL, GFAP, and HFABP were found in CSF of MCI patients.
- Increased levels of T-tau, NfL, and GFAP were detected in the blood of MCI patients.
- NfL and GFAP elevations were observed in both CSF and peripheral blood.
Conclusions:
- Fluid biomarkers, particularly NfL and GFAP, show promise for detecting neurodegeneration in MCI.
- Monitoring these biomarkers in clinical settings can offer insights into MCI's underlying pathological processes.
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