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A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
Plasma myeloperoxidase predicts cognitive decline in mild cognitive impairment: a multicenter longitudinal cohort
Wenxian Sun1, Aidi Shan2, Pin Wang2
1Department of Neurology, Zhongnan Hospital of Wuhan University, Wuhan, China.
Abstract:
Mild cognitive impairment (MCI) is a key stage for early intervention in dementia, and its inflammatory mechanisms remain unclear. Myeloperoxidase (MPO), a key enzyme involved in inflammation and immune regulation, has not been fully studied in MCI. This multicenter longitudinal cohort study prospectively followed 133 patients with MCI for 12 months. Plasma MPO, Alzheimer's disease (AD)-related biomarkers (p-Tau181, p-Tau217, glial fibrillary acidic protein , neurofilament light chain, and Aβ42/40), inflammatory cytokines (IL-1β, IL-6, and TNF-α), neuropsychological performance, and APOE genotype were assessed at baseline and follow-up. During follow-up, 58 patients showed cognitive deterioration and 75 remained non-deteriorated. At both baseline and the 12-month follow-up, the cognitive deterioration group showed higher MPO, IL-1β, and IL-6 levels than the non-deterioration group. Within-group longitudinal changes from baseline to follow-up were modest and were not statistically significant. Cross-sectional analyses showed that MPO was associated with IL-1β, IL-6, Aβ42/40, Mini-Mental State Examination (MMSE), and Alzheimer's Disease Assessment Scale-Cognitive Subscale (ADAS-Cog) at different assessment time points. Longitudinal delta analyses showed that changes in MPO were significantly correlated with changes in MMSE, IL-1β, and IL-6, but not with changes in ADAS-Cog or Aβ42/40. After adjustment for potential confounders, MPO remained an independent predictor of cognitive deterioration in MCI (OR = 1.018, 95% CI, 1.00-1.03, p = .015). Nomogram analysis showed that MPO was the most prominent predictor in the model. These findings suggest that elevated plasma MPO may serve as a clinically accessible prognostic biomarker for risk stratification in patients with MCI.
Insights
Elevated myeloperoxidase (MPO) levels in patients with mild cognitive impairment (MCI) predict cognitive deterioration. This finding suggests MPO as a potential biomarker for early dementia risk stratification.
Area of Science:
- Neuroscience
- Immunology
- Biomarker Discovery
Background:
- Mild cognitive impairment (MCI) is a critical stage for potential dementia intervention.
- Inflammatory mechanisms underlying MCI progression are not fully understood.
- Myeloperoxidase (MPO), an inflammation-related enzyme, has not been extensively studied in MCI.
Purpose of the Study:
- To investigate the role of plasma myeloperoxidase (MPO) in predicting cognitive deterioration in patients with mild cognitive impairment (MCI).
- To explore the association between MPO, Alzheimer's disease biomarkers, inflammatory cytokines, and cognitive decline.
- To evaluate MPO as a prognostic biomarker for risk stratification in MCI.
Main Methods:
- A multicenter longitudinal cohort study followed 133 MCI patients for 12 months.
- Assessed plasma MPO, AD biomarkers (p-Tau181, p-Tau217, GFAP, NFL, Aβ42/40), cytokines (IL-1β, IL-6, TNF-α), and cognitive performance.
- Analyzed cross-sectional and longitudinal data, including correlation and regression analyses, with nomogram construction.
Main Results:
- Patients who showed cognitive deterioration had higher baseline and 12-month MPO, IL-1β, and IL-6 levels.
- Plasma MPO levels were associated with inflammatory cytokines, AD biomarkers, and cognitive test scores.
- Elevated MPO independently predicted cognitive deterioration in MCI, with nomogram analysis highlighting its prominence.
Conclusions:
- Elevated plasma MPO is a significant independent predictor of cognitive deterioration in individuals with MCI.
- MPO may serve as a clinically accessible prognostic biomarker for identifying MCI patients at higher risk of progression.
- These findings support the utility of MPO in early risk stratification for dementia.
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