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1.
J Neurochem ; 168(6): 977-994, 2024 06.
Article in English | MEDLINE | ID: mdl-38390627

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.


Subject(s)
Alzheimer Disease , Data Mining , Machine Learning , MicroRNAs , Alzheimer Disease/cerebrospinal fluid , Alzheimer Disease/genetics , Alzheimer Disease/diagnosis , Humans , MicroRNAs/cerebrospinal fluid , MicroRNAs/genetics , Biomarkers/cerebrospinal fluid
2.
PLoS One ; 15(3): e0229602, 2020.
Article in English | MEDLINE | ID: mdl-32126572

ABSTRACT

AIM: This study analyzed microvesicles and exosomes, called as extracellular vesicles (EVs) excreted in serum and cerebrospinal fluid (CSF) from patients with cerebral or gestational toxoplasmosis. METHODS: Clinical samples from 83 individuals were divided into four groups. Group I, 20 sera from healthy individuals and pregnant women (seronegative for toxoplasmosis); group II, 21 sera from seropositive patients for toxoplasmosis (cerebral or gestational forms); group III, 26 CSF samples from patients with cerebral toxoplasmosis/HIV co-infection (CT/HIV) (seropositive for toxoplasmosis); and group IV, 16 CSF samples from seronegative patients for toxoplasmosis, but with HIV infection and other opportunistic infections (OI/HIV). Serum and CSF samples were ultracentrifuged to recover EVs. Next, vesicle size and concentration were characterized by Nanoparticle Tracking Analysis (NTA). RESULTS: Concentrations of serum-derived EVs from toxoplasmosis patients (mean: 2.4 x 1010 EVs/mL) were statically higher than of non-infected individuals (mean: 5.9 x 109 EVs/mL). Concentrations of CSF-derived EVs were almost similar in both groups. CT/HIV (mean: 2.9 x 109 EVs/mL) and OI/HIV (mean: 4.8 x 109 EVs/mL). Analyses by NTA confirmed that CSF-derived EVs and serum-derived EVs had size and shape similar to microvesicles and exosomes. The mean size of EVs was similar in serum and CSF. Thus, the concentration, and not size was able distinguish patients with toxoplasmosis than healthy individuals. Presence of exosomes was also confirmed by transmission electron microscopy and evidence of tetraspanins CD63 and CD9 in immunoblotting. Relative expressions of miR-146a-5p, miR-155-5p, miR-21-5p, miR-29c-3p and miR-125b-5p were estimated in exosomal miRNA extracted of EVs. Serum-derived EVs from group II (cerebral and gestational toxoplasmosis) up-expressed miR-125b-5p and miR-146a-5p. CSF-derived EVs from CT/HIV patients) up-expressed miR-155-5p and miR-21-5p and were unable to express miR-29c-3p. CONCLUSION: These data suggest the participation of EVs and exosomal miRNAs in unbalance of immune response as elevation of TNF-α, IL-6; and downregulation of IFN-γ in cerebral and gestational forms of toxoplasmosis.


Subject(s)
Pregnancy Complications, Parasitic/blood , Pregnancy Complications, Parasitic/cerebrospinal fluid , Toxoplasmosis, Cerebral/blood , Toxoplasmosis, Cerebral/cerebrospinal fluid , Toxoplasmosis/complications , Cell-Derived Microparticles/genetics , Cell-Derived Microparticles/pathology , Exosomes/genetics , Exosomes/pathology , Extracellular Vesicles/genetics , Extracellular Vesicles/pathology , Female , Gene Expression , HIV Infections/blood , HIV Infections/cerebrospinal fluid , HIV Infections/complications , Healthy Volunteers , Humans , MicroRNAs/blood , MicroRNAs/cerebrospinal fluid , MicroRNAs/genetics , Microscopy, Electron, Transmission , Pregnancy , Pregnancy Complications, Parasitic/genetics , Toxoplasmosis/blood , Toxoplasmosis/cerebrospinal fluid , Toxoplasmosis, Cerebral/genetics
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