Key Risk Genes Identified From the Postmortem Brain of Patients With Major Depressive Disorder and Their Potential Clinical Applications

Int J Neuropsychopharmacol. 2023 Jun 23;26(6):396-411. doi: 10.1093/ijnp/pyad024.

Abstract

Background: Major depressive disorder (MDD) is a type of emotional dysfunction, and its pathogenesis has not been fully elucidated. Specifically, the key molecules in depression-related brain regions involved in this disease and their contributions to this disease are currently unclear.

Methods: GSE53987 and GSE54568 were selected from the Gene Expression Omnibus database. The data were standardized to identify the common differentially expressed genes (DEGs) in the cortex of MDD patients in the 2 datasets. The DEGs were subjected to Gene Ontology and Kyoto Encyclopedia of Genes and Genomes pathway analyses. The STRING database was used to build protein-protein interaction networks, and the cytoHubba plugin was used to identify hub genes. Furthermore, we selected another blood transcriptome dataset that included 161 MDD and 169 control samples to explore the changes in the screened hub genes. Mice were subjected to 4 weeks of chronic unpredictable mild stress to establish an animal model of depression, and the expression of these hub genes in tissues of the prefrontal cortex was then detected by quantitative real time polymerase chain reaction (qRT-PCR). We subsequently predicted the possible posttranscriptional regulatory networks and traditional Chinese medicine according to the hub genes using a few online databases.

Results: The analysis identified 147 upregulated genes and 402 downregulated genes were identified in the cortex of MDD patients compared with that of the controls. Enrichment analyses revealed that DEGs were predominantly enriched in synapse-related cell functions, linoleic acid metabolism, and other pathways. Protein-protein interaction analysis identified 20 hub genes based on the total score. The changes in KDM6B, CUX2, NAAA, PHKB, NFYA, GTF2H1, CRK, CCNG2, ACER3, and SLC4A2 in the peripheral blood of MDD patients were consistent with those in the brain. Furthermore, the prefrontal cortex of mice with depressive-like behaviors showed significantly increased Kdm6b, Aridb1, Scaf11, and Thoc2 expression and decreased Ccng2 expression compared with that of normal mice, which was consistent with the results found for the human brain. Potential therapeutic candidates, such as citron, fructus citri, leaves of Panax Notoginseng, sanchi flower, pseudoginseng, and dan-shen root, were selected via traditional Chinese medicine screening.

Conclusions: This study identified several novel hub genes in specific brain regions involved in the pathogenesis of MDD, which may not only deepen our understanding of depression but may also provide new ideas for its diagnosis and treatment.

Keywords: Differentially expressed genes; chronic unpredicted moderate stress; human brain; major depressive disorder; traditional Chinese medicine screening.

MeSH terms

  • Animals
  • Brain
  • Chloride-Bicarbonate Antiporters / genetics
  • Computational Biology / methods
  • Depressive Disorder, Major* / genetics
  • Gene Expression Profiling / methods
  • Gene Regulatory Networks
  • Humans
  • Jumonji Domain-Containing Histone Demethylases / genetics
  • Mice
  • Protein Interaction Maps
  • Transcription Factor TFIIH / genetics

Substances

  • GTF2H1 protein, human
  • Transcription Factor TFIIH
  • KDM6B protein, human
  • Jumonji Domain-Containing Histone Demethylases
  • SLC4A2 protein, human
  • Chloride-Bicarbonate Antiporters