Related Experiment Video
Updated: May 5, 2026

Cerebrospinal Fluid MicroRNA Profiling Using Quantitative Real Time PCR
Published on: January 22, 2014
miRNAs in cerebrospinal fluid associated with Alzheimer's disease: A systematic review and pathway analysis using a
Jessica Diniz Pereira1, Lívia Cristina Ribeiro Teixeira2, Izabela Mamede3
1Faculdade de Medicina, Universidade Federal de Minas Gerais, Belo Horizonte, Minas Gerais, Brazil.
Abstract:
Alzheimer's disease (AD) is the most common type and accounts for 60%-70% of the reported cases of dementia. MicroRNAs (miRNAs) are small non-coding RNAs that play a crucial role in gene expression regulation. Although the diagnosis of AD is primarily clinical, several miRNAs have been associated with AD and considered as potential markers for diagnosis and progression of AD. We sought to match AD-related miRNAs in cerebrospinal fluid (CSF) found in the GeoDataSets, evaluated by machine learning, with miRNAs listed in a systematic review, and a pathway analysis. Using machine learning approaches, we identified most differentially expressed miRNAs in Gene Expression Omnibus (GEO), which were validated by the systematic review, using the acronym PECO-Population (P): Patients with AD, Exposure (E): expression of miRNAs, Comparison (C): Healthy individuals, and Objective (O): miRNAs differentially expressed in CSF. Additionally, pathway enrichment analysis was performed to identify the main pathways involving at least four miRNAs selected. Four miRNAs were identified for differentiating between patients with and without AD in machine learning combined to systematic review, and followed the pathways analysis: miRNA-30a-3p, miRNA-193a-5p, miRNA-143-3p, miRNA-145-5p. The pathways epidermal growth factor, MAPK, TGF-beta and ATM-dependent DNA damage response, were regulated by these miRNAs, but only the MAPK pathway presented higher relevance after a randomic pathway analysis. These findings have the potential to assist in the development of diagnostic tests for AD using miRNAs as biomarkers, as well as provide understanding of the relationship between different pathophysiological mechanisms of AD.
Insights
Four specific microRNAs (miRNAs) were identified as potential biomarkers for Alzheimer's disease (AD) diagnosis. These findings could lead to new diagnostic tests and a deeper understanding of AD's complex mechanisms.
Area of Science:
- Neuroscience
- Genetics
- Biochemistry
Background:
- Alzheimer's disease (AD) is the leading cause of dementia, with diagnosis primarily clinical.
- MicroRNAs (miRNAs) are key regulators of gene expression and are implicated in AD pathogenesis.
- Identifying reliable AD biomarkers is crucial for early diagnosis and disease management.
Approach:
- Machine learning was employed to identify differentially expressed miRNAs in cerebrospinal fluid (CSF) from AD patients using Gene Expression Omnibus (GEO) data.
- A systematic review, structured by PECO criteria (Population, Exposure, Comparison, Objective), validated the identified miRNAs.
- Pathway enrichment analysis was conducted to explore the biological pathways associated with these candidate miRNAs.
Key Points:
- Four miRNAs (miRNA-30a-3p, miRNA-193a-5p, miRNA-143-3p, miRNA-145-5p) were identified as potential diagnostic markers for AD.
- These miRNAs were validated through a combination of machine learning and systematic review of CSF expression data.
- Pathway analysis highlighted the MAPK pathway as particularly relevant, alongside EGF, TGF-beta, and ATM-dependent DNA damage response pathways.
Conclusions:
- The identified miRNAs show promise as novel biomarkers for Alzheimer's disease diagnosis.
- These findings contribute to understanding the molecular mechanisms underlying AD.
- Further research can leverage these miRNAs for developing innovative diagnostic tools for AD.
More Related Videos
09:47Author Spotlight: Advancing Alzheimer's Research – Exploring Early Detection and Multi-Omics Approaches
Published on: December 15, 2023
07:55Harnessing the Power of MicroRNA Cargoes in Small Extracellular Vesicles Released from Fresh-Frozen Human Brain Sections
Published on: November 8, 2024
Related Concept Videos
Alzheimer's Disease: Overview
The clinical diagnosis of AD hinges on the presence of memory and other cognitive impairments. Biomarkers, such as changes in Aβ...
Alzheimer Disease ll: Pathophysiology