Related Experiment Video
Updated: May 1, 2026

09:26
Cerebrospinal Fluid MicroRNA Profiling Using Quantitative Real Time PCR
Published on: January 22, 2014
15.4K
Brain RNA profiling highlights multiple disease pathways in persons with HIV-associated neurocognitive disorder
William G Branton1, Na Zhang2, Eric A Cohen3
1Departments of Medicine.
AIDS (London, England)
|January 17, 2025
Summary
Machine learning identified specific microRNAs (miRNAs) and RNA transcripts dysregulated in HIV-associated neurocognitive disorder (HAND) brains. These findings link antiviral and neurodevelopmental pathways to HAND, offering insights for clinical care.
Area of Science:
- Neuroscience
- Virology
- Genomics
- Machine Learning
Background:
- HIV-associated neurocognitive disorder (HAND) presents significant neurological challenges.
- Understanding the molecular mechanisms underlying HAND is crucial for effective treatment.
- Dysregulation of RNA expression and microRNA (miRNA) interactions may play a role in HAND pathogenesis.
Purpose of the Study:
- To identify microRNA (miRNA)-RNA transcript interactions dysregulated in the brains of individuals with HAND.
- To investigate host RNA expression patterns in different HIV clinical groups using advanced computational tools.
- To uncover potential molecular targets and pathways implicated in HAND pathogenesis.
Main Methods:
- Analysis of brain-derived host RNA transcript and miRNA expression from individuals with and without HAND using bioinformatics.
- Integration of next-generation sequencing, droplet digital PCR for HIV-1 quantitation, and statistical analyses.
- Application of machine learning algorithms to identify key miRNA-RNA transcript interactions associated with differential gene expression.
Main Results:
- Significant differential expression of 147 transcripts and 43 miRNAs was observed across clinical groups.
- Antiviral signaling (type I interferon), neural cell maintenance, and neurodevelopmental pathways were predominantly affected.
- Machine learning identified miR-4683 and miR-154-5p as dominant miRNAs associated with host RNA expression changes in HAND.
Conclusions:
- Brain-specific antiviral and neurodevelopmental pathways are associated with HAND.
- Correlated RNA transcripts and miRNAs provide insights into the molecular underpinnings of HAND.
- Integrated molecular and machine learning approaches offer a promising direction for understanding and potentially treating HAND.
Related Concept Videos
Neural Regulation
34.8K
Digestion begins with a cephalic phase that prepares the digestive system to receive food. When our brain processes visual or olfactory information about food, it triggers impulses in the cranial nerves innervating the salivary glands and stomach to prepare for food.
34.8K
Drugs Affecting Neurotransmitter Synthesis
2.5K
Drugs affecting neurotransmitter synthesis can impact the adrenergic neuron and the synthesis of neurotransmitters. For example, α-methyltyrosine and carbidopa target specific enzymes involved in catecholamine synthesis. α-methyltyrosine inhibits the enzyme tyrosine hydroxylase, which converts tyrosine into dopamine. By blocking this enzyme, α-methyltyrosine reduces dopamine production and other catecholamines. Carbidopa, on the other hand, inhibits the enzyme dopa decarboxylase,...
2.5K
Alzheimer's Disease: Overview
1.7K
Alzheimer's Disease (AD) is a continually advancing neurodegenerative disorder, distinguished by escalating memory loss, cognitive dysfunction, and dementia. The disease unfolds in three stages: preclinical, mild cognitive impairment (MCI), and dementia. Its onset is insidious, and the progression gradual, with the cause not well explained by other disorders.
The clinical diagnosis of AD hinges on the presence of memory and other cognitive impairments. Biomarkers, such as changes in Aβ...
The clinical diagnosis of AD hinges on the presence of memory and other cognitive impairments. Biomarkers, such as changes in Aβ...
1.7K
Alzheimer Disease l: Introduction
21
Alzheimer disease is a chronic, progressive, and irreversible neurodegenerative disorder and the most common cause of dementia in older adults. It leads to gradual neuronal loss, causing cognitive decline, behavioral changes, and loss of functional independence.Risk Factors and EtiologyThe disease is multifactorial. Age is the strongest risk factor, with prevalence doubling every 5 years after age 65. Genetic factors include mutations in genes such as APP, PSEN1, and PSEN2, which are associated...
21
Alzheimer Disease ll: Pathophysiology
35
Alzheimer disease involves structural changes in the brain that begin long before symptoms appear. The most distinctive features are extracellular neuritic plaques and intracellular neurofibrillary tangles.Neuritic plaques form in the cerebral cortex and around blood vessels. These plaques contain a dense core of beta-amyloid (Aβ)—a toxic protein fragment that clumps outside neurons. The core is surrounded by damaged neuronal extensions, as well as reactive astrocytes and...
35

