Research advances in key genes and regulatory mechanisms of posttranslational modifications in Parkinson's disease.
basic_science · Level V
Where this comes from
- Record sourced from PubMed, PMID 42497137.
- Also identified by DOI 10.1371/journal.pone.0354097 and PMC identifier 13399316.
- Licence recorded as CC BY.
- The licence permits redistribution, so the abstract is shown in full and the full text is available from the publisher.
Abstract
The genesis of Parkinson's disease (PD), a common central neurodegenerative disorder, involves dysregulation of protein posttranslational modifications (PTM). The primary objective of this study was to screen key PTM-associated genes (PTMGs) serving as diagnostic indicators and potential therapeutic targets in PD. Peripheral blood transcriptomic data for PD cohorts and healthy controls were retrieved from publicly accessible repositories. Candidate genes were identified by overlapping differentially expressed genes (DEGs) with established PTMGs via differential expression profiling. Machine learning-based screening approaches were used for the selection of feature genes. Key genes were validated via receiver operating characteristic curve assessment combined with verification of expression levels. Subsequently, enrichment analysis, immune infiltration assessment, chromosome mapping, prediction of ribonucleic acid (RNA) modification sites, and compound screening were further explored. A total of 404 DEGs were identified, 19 of which overalpped with PTMGs and were thus selected as candidate genes. ML-based analysis narrowed these to eight feature genes, among which those coding for beta-1,4-galactosyltransferase 3 (B4GALT3), ring finger and FYVE-like domain-containing E3 ubiquitin protein ligase (RFFL), and GABA type A receptor-associated protein (GABARAP) were validated as key genes based on their diagnostic performance and consistent downregulation in the PD group (p < 0.05). Gene set enrichment analysis demonstrated significant enrichment within immune signaling cascades. Analysis of immune cell infiltration revealed diminished populations of activated B lymphocytes, activated CD4-positive T cells, and natural killer T cell subsets in the PD group, which exhibited predominantly positive associations with the identified key genes (p < 0.05). Chromosome mapping localized B4GALT3 to chromosome 1 and RFFL/GABARAP to chromosome 17. High-confidence m6A methylation sites were predicted for B4GALT3 and RFFL. Compound screening identified 34 potential compounds targeting these genes, including valproic acid and phenobarbital. This study identified B4GALT3, RFFL, and GABARAP as key PTMGs in PD, highlighting their roles in PD genesis and potential as diagnostic biomarkers.
Medical subject headings
- Parkinson Disease
- Protein Processing, Post-Translational