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Analysis of Genomic and Transcriptomic Data Revealed Key Genes and Processes in the Development of Major Depressive
Sergey M Ivanov1,2, Vladislav S Sukhachev1, Olga A Tarasova1
1Department of Bioinformatics, Institute of Biomedical Chemistry, Moscow 119121, Russia.
Abstract:
Major depressive disorder (MDD) is one of the most common diseases, affecting millions of people worldwide. Existing antidepressants do not allow sustainable remission to be achieved in many cases, probably due to insufficient understanding of the etiopathogenesis of MDD. The aim of this study was to identify the key genes, pathways, and master regulators associated with MDD based on a combination of genomic and transcriptomic data analyses. We performed a transcriptome-wide association study (TWAS) to identify the increase and decrease in transcription of particular genes that can be associated with MDD risk, the results of which were used to perform a pathway enrichment analysis that elucidated the pathways and processes associated with MDD. Besides changes in the metabolism of neurotransmitters, the association of some other processes with MDD was revealed, including changes in phospholipid and glycan metabolism, chromatin remodeling, RNA processing and splicing, and cell-extracellular matrix interaction. The transcriptomic analysis performed for brain regions mostly confirmed genome-level findings. The gene expression changes in the brain related to MDD were mostly sex-specific, and the transcription of many genes was changed in the opposite direction in males and females. Finally, master regulators were found, which are the proteins responsible for the transcriptional regulation of the revealed genes and represent the most important proteins contributing to MDD development.
Insights
Major depressive disorder (MDD) research reveals key genes and pathways beyond neurotransmitters. Findings highlight sex-specific gene expression in the brain, crucial for understanding MDD development.
Area of Science:
- Genetics
- Neuroscience
- Molecular Biology
Background:
- Major depressive disorder (MDD) affects millions globally, with current treatments often failing to achieve sustained remission.
- Insufficient understanding of MDD's underlying causes (etiopathogenesis) limits treatment efficacy.
Purpose of the Study:
- To identify key genes, biological pathways, and master regulatory proteins implicated in MDD.
- To integrate genomic and transcriptomic data for a comprehensive view of MDD mechanisms.
Main Methods:
- Performed a transcriptome-wide association study (TWAS) to link gene transcription levels with MDD risk.
- Conducted pathway enrichment analysis on TWAS results to identify associated biological processes.
- Analyzed transcriptomic data from brain regions to confirm and refine genome-level findings.
Main Results:
- Identified MDD associations beyond neurotransmitter metabolism, including phospholipid and glycan metabolism, chromatin remodeling, RNA processing, and cell-extracellular matrix interactions.
- Confirmed genome-level findings with transcriptomic analysis in brain regions.
- Discovered significant sex-specific gene expression patterns in the brain, with some genes showing opposite transcriptional changes in males and females.
- Identified master regulators (proteins controlling gene transcription) crucial for MDD pathogenesis.
Conclusions:
- MDD involves complex biological pathways beyond traditional neurotransmitter systems.
- Sex-specific gene expression in the brain is a critical factor in MDD.
- Master regulators identified represent potential therapeutic targets for MDD.
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