# Identification of co-expressed central genes and transcription factors in acute myocardial infarction and diabetic nephropathy

**Authors:** Bo Li, Xu Zhao, Wanrun Xie, Zhenzhen Hong, Ye Cao, Yi Zhang, Yan Ding

PMC · DOI: 10.1186/s12920-024-01906-7 · BMC Medical Genomics · 2024-05-20

## TL;DR

This study identifies shared genes and transcription factors involved in acute myocardial infarction and diabetic nephropathy, offering new insights into their common biological mechanisms.

## Contribution

The study is the first to explore the bioinformatics mechanisms underlying the comorbidity of acute myocardial infarction and diabetic nephropathy.

## Key findings

- Eight co-expressed hub genes (e.g., TLR2, FCER1G) were identified and validated in both AMI and DN.
- Three transcription factors (NFKB1, HIF1A, SPI1) were found to be associated with AMI.
- Common pathways include phagosome, neutrophil extracellular trap formation, and Toll-like receptor signaling.

## Abstract

Acute myocardial infarction (AMI) and diabetic nephropathy (DN) are common clinical co-morbidities, but they are challenging to manage and have poor prognoses. There is no research on the bioinformatics mechanisms of comorbidity, and this study aims to investigate such mechanisms.

We downloaded the AMI data (GSE66360) and DN datasets (GSE30528 and GSE30529) from the Gene Expression Omnibus (GEO) platform. The GSE66360 dataset was divided into two parts: the training set and the validation set, and GSE30529 was used as the training set and GSE30528 as the validation set. After identifying the common differentially expressed genes (DEGs) in AMI and DN in the training set, gene ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analyses and protein–protein interaction (PPI) network construction were performed. A sub-network graph was constructed by MCODE, and 15 hub genes were screened by the Cytohubba plugin. The screened hub genes were validated, and the 15 screened hub genes were subjected to GO, KEGG, Gene MANIA analysis, and transcription factor (TF) prediction. Finally, we performed TF differential analysis, enrichment analysis, and TF and gene regulatory network construction.

A total of 46 genes (43 up-regulated and 3 down-regulated) were identified for subsequent analysis. GO functional analysis emphasized the presence of genes mainly in the vesicle membrane and secretory granule membrane involved in antigen processing and presentation, lipopeptide binding, NAD + nucleosidase activity, and Toll-like receptor binding. The KEGG pathways analyzed were mainly in the phagosome, neutrophil extracellular trap formation, natural killer cell-mediated cytotoxicity, apoptosis, Fc gamma R-mediated phagocytosis, and Toll-like receptor signaling pathways. Eight co-expressed hub genes were identified and validated, namely TLR2, FCER1G, CD163, CTSS, CLEC4A, IGSF6, NCF2, and MS4A6A. Three transcription factors were identified and validated in AMI, namely NFKB1, HIF1A, and SPI1.

Our study reveals the common pathogenesis of AMI and DN. These common pathways and hub genes may provide new ideas for further mechanistic studies.

The online version contains supplementary material available at 10.1186/s12920-024-01906-7.

## Linked entities

- **Genes:** TLR2 (toll like receptor 2) [NCBI Gene 7097], FCER1G (Fc epsilon receptor Ig) [NCBI Gene 2207], CD163 (CD163 molecule) [NCBI Gene 9332], CTSS (cathepsin S) [NCBI Gene 1520], CLEC4A (C-type lectin domain family 4 member A) [NCBI Gene 50856], IGSF6 (immunoglobulin superfamily member 6) [NCBI Gene 10261], NCF2 (neutrophil cytosolic factor 2) [NCBI Gene 4688], MS4A6A (membrane spanning 4-domains A6A) [NCBI Gene 64231], NFKB1 (nuclear factor kappa B subunit 1) [NCBI Gene 4790], HIF1A (hypoxia inducible factor 1 subunit alpha) [NCBI Gene 3091], SPI1 (Spi-1 proto-oncogene) [NCBI Gene 6688]
- **Diseases:** acute myocardial infarction (MONDO:0004781), diabetic nephropathy (MONDO:0005016)

## Full-text entities

- **Genes:** NCF2 (neutrophil cytosolic factor 2) [NCBI Gene 4688] {aka NCF-2, NOXA2, P67-PHOX, P67PHOX}, SPI1 (Spi-1 proto-oncogene) [NCBI Gene 6688] {aka AGM10, OF, PU.1, SFPI1, SPI-1, SPI-A}, CD38 (CD38 molecule) [NCBI Gene 952] {aka ADPRC 1, ADPRC1, cADPR1}, CD163 (CD163 molecule) [NCBI Gene 9332] {aka M130, MM130, SCARI1}, HIF1A (hypoxia inducible factor 1 subunit alpha) [NCBI Gene 3091] {aka HIF-1-alpha, HIF-1A, HIF-1alpha, HIF1, HIF1-ALPHA, MOP1}, IGSF6 (immunoglobulin superfamily member 6) [NCBI Gene 10261] {aka DORA}, CTSS (cathepsin S) [NCBI Gene 1520], CLEC4A (C-type lectin domain family 4 member A) [NCBI Gene 50856] {aka CD367, CLECSF6, DCIR, DDB27, HDCGC13P, LLIR}, MS4A6A (membrane spanning 4-domains A6A) [NCBI Gene 64231] {aka 4SPAN3, 4SPAN3.2, CD20L3, CDA01, MS4A6, MST090}, TLR2 (toll like receptor 2) [NCBI Gene 7097] {aka CD282, TIL4}, NFKB1 (nuclear factor kappa B subunit 1) [NCBI Gene 4790] {aka CVID12, EBP-1, KBF1, NF-kB, NF-kB1, NF-kappa-B1}, FCER1G (Fc epsilon receptor Ig) [NCBI Gene 2207] {aka FCRG}
- **Diseases:** comorbidity (MESH:D004194), DN (MESH:D003928), AMI (MESH:D009203)
- **Chemicals:** lipopeptide (MESH:D055666)

## Full text

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## Figures

10 figures with captions in the complete paper: https://tomesphere.com/paper/PMC11103847/full.md

## References

71 references — full list in the complete paper: https://tomesphere.com/paper/PMC11103847/full.md

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Source: https://tomesphere.com/paper/PMC11103847