Profiling Microglia in a Mouse Model of Machado-Joseph Disease.
Ana Bela CamposSara Duarte-SilvaBruno FernandesSofia Pereira das NevesFernanda MarquesAndreia Teixeira-CastroAndreia Neves-CarvalhoDaniela Monteiro-FernandesCamila Cabral PortugalRenato SocodatoTeresa SummavielleAntónio Francisco AmbrósioJoão Bettencourt RelvasPatrícia MacielPublished in: Biomedicines (2022)
Microglia have been increasingly implicated in neurodegenerative diseases (NDs), and specific disease associated microglia (DAM) profiles have been defined for several of these NDs. Yet, the microglial profile in Machado-Joseph disease (MJD) remains unexplored. Here, we characterized the profile of microglia in the CMVMJD135 mouse model of MJD. This characterization was performed using primary microglial cultures and microglial cells obtained from disease-relevant brain regions of neonatal and adult CMVMJD135 mice, respectively. Machine learning models were implemented to identify potential clusters of microglia based on their morphological features, and an RNA-sequencing analysis was performed to identify molecular perturbations and potential therapeutic targets. Our findings reveal morphological alterations that point to an increased activation state of microglia in CMVMJD135 mice and a disease-specific transcriptional profile of MJD microglia, encompassing a total of 101 differentially expressed genes, with enrichment in molecular pathways related to oxidative stress, immune response, cell proliferation, cell death, and lipid metabolism. Overall, these results allowed us to define the cellular and molecular profile of MJD-associated microglia and to identify genes and pathways that might represent potential therapeutic targets for this disorder.
Keyphrases
- inflammatory response
- neuropathic pain
- mouse model
- machine learning
- cell death
- oxidative stress
- lipopolysaccharide induced
- cell proliferation
- spinal cord
- induced apoptosis
- genome wide
- single cell
- toll like receptor
- spinal cord injury
- type diabetes
- gene expression
- skeletal muscle
- transcription factor
- single molecule
- dna methylation
- human health
- artificial intelligence
- signaling pathway
- subarachnoid hemorrhage
- endoplasmic reticulum stress
- white matter
- diabetic rats
- climate change
- cerebral ischemia
- data analysis