Cognitive Impairment in Nonagenarians: Potential Metabolic Mechanisms Revealed by the Synergy of In Silico Gene Expression Modeling and Pathway Enrichment Analysis.
Aleksandra MamchurElena ZelenovaIrina DzhumaniiazovaVeronika V EremaDaria A KashtanovaMikhail IvanovMaria BruttanMariia GusakovaMikhail TerekhovVladimir S YudinAntonina RumyantsevaLorena MatkavaIrina StrazheskoRuslan IsaevAnna KruglikovaLilit MaytesyanIrina TarasovaOlga BeloshevskayaElen MkhitaryanSergey KraevoyOlga TkachevaSergey YudinPublished in: International journal of molecular sciences (2024)
Previous studies examining the molecular and genetic basis of cognitive impairment, particularly in cohorts of long-living adults, have mainly focused on associations at the genome or transcriptome level. Dozens of significant dementia-associated genes have been identified, including APOE, APOC1, and TOMM40. However, most of these studies did not consider the intergenic interactions and functional gene modules involved in cognitive function, nor did they assess the metabolic changes in individual brain regions. By combining functional analysis with a transcriptome-wide association study, we aimed to address this gap and examine metabolic pathways in different areas of the brain of older adults. The findings from our previous genome-wide association study in 1155 older adults, 179 of whom had cognitive impairment, were used as input for the PrediXcan gene prediction algorithm. Based on the predicted changes in gene expression levels, we conducted a transcriptome-wide association study and functional analysis using the KEGG and HALLMARK databases. For a subsample of long-living adults, we used logistic regression to examine the associations between blood biochemical markers and cognitive impairment. The functional analysis revealed a significant association between cognitive impairment and the expression of NADH oxidoreductase in the cerebral cortex. Significant associations were also detected between cognitive impairment and signaling pathways involved in peroxisome function, apoptosis, and the degradation of lysine and glycan in other brain regions. Our approach combined the strengths of a transcriptome-wide association study with the advantages of functional analysis. It demonstrated that apoptosis and oxidative stress play important roles in cognitive impairment.
Keyphrases
- cognitive impairment
- gene expression
- genome wide
- oxidative stress
- single cell
- rna seq
- dna methylation
- endoplasmic reticulum stress
- white matter
- dna damage
- resting state
- copy number
- poor prognosis
- cell death
- genome wide association study
- signaling pathway
- deep learning
- machine learning
- ischemia reperfusion injury
- cognitive decline
- brain injury
- transcription factor
- mild cognitive impairment
- long non coding rna
- cerebral ischemia
- case control