# Computational-experimental strategy identifies Co-upregulated biomarkers linking coronary heart disease and type 2 diabetes pathogenesis

**Authors:** Wei Li, Yu Cao, Chen Yu, Bingjun Che, Miao He, Dongbiao Li, Lihong Jiang, Lijing Ma

PMC · DOI: 10.3389/fgene.2025.1673303 · 2025-11-12

## TL;DR

This study identifies four biomarkers that are linked to both heart disease and type 2 diabetes, offering new diagnostic and therapeutic possibilities.

## Contribution

The study introduces a novel computational-experimental approach to identify co-upregulated biomarkers shared between coronary heart disease and type 2 diabetes.

## Key findings

- CPD, GGCT, SUZ12, and ZMYM2 are validated as shared diagnostic biomarkers for CHD and T2D.
- These biomarkers show concurrent upregulation at both protein and mRNA levels in diseased vessels.
- Aortic histopathology confirmed disease-specific changes in CHD and T2D mouse models.

## Abstract

Coronary heart disease (CHD) and type 2 diabetes (T2D) represent a significant global comorbidity burden, with shared yet incompletely understood molecular mechanisms. This study aimed to identify shared diagnostic biomarkers and elucidate core pathways linking CHD and T2D pathogenesis.

Integrated bioinformatics of CHD/T2D transcriptomes identified shared differentially expressed genes (DEGs) and co-expression modules via Weighted Gene Co-expression Network Analysis (WGCNA). Receiver operating characteristic (ROC) analysis selected CPD, GGCT, SUZ12, and ZMYM2 as top diagnostic biomarkers. These predictions were validated using C57BL/6 and ApoE−/− mouse models of T2D/CHD. Aortic tissues underwent histopathology (Hematoxylin and Eosin (H&E), Oil Red O, Sirius Red) and multi-level molecular assays (immunofluorescence, Western blot, reverse transcription quantitative polymerase chain reaction (RT-qPCR).

Bioinformatics revealed 328 shared DEGs, with CPD, GGCT, SUZ12, and ZMYM2 showing high diagnostic efficacy. T2D mice exhibited persistent hyperglycemia. Aortic histopathology confirmed disease-specific changes: atherosclerotic plaques in CHD and vascular basement membrane thickening in T2D. Critically, all four biomarkers showed concurrent upregulation in diseased vessels at both protein (immunofluorescence, Western blot) and mRNA (RT-qPCR) levels.

This study establishes CPD, GGCT, SUZ12, and ZMYM2 as shared CHD/T2D diagnostic biomarkers. Their validated co-upregulation highlights their dual-disease diagnostic and therapeutic potential.

## Linked entities

- **Genes:** CPD (carboxypeptidase D) [NCBI Gene 1362], GGCT (gamma-glutamylcyclotransferase) [NCBI Gene 79017], SUZ12 (SUZ12 polycomb repressive complex 2 subunit) [NCBI Gene 23512], ZMYM2 (zinc finger MYM-type containing 2) [NCBI Gene 7750]
- **Diseases:** coronary heart disease (MONDO:0005010), type 2 diabetes (MONDO:0005148)

## Full-text entities

- **Genes:** Suz12 (SUZ12 polycomb repressive complex 2 subunit) [NCBI Gene 52615] {aka 2610028O16Rik, D11Ertd530e, mKIAA0160}, Ggct (gamma-glutamyl cyclotransferase) [NCBI Gene 110175] {aka A030007L17Rik, Gctg, Ggc}, Zmym2 (zinc finger, MYM-type 2) [NCBI Gene 76007] {aka 5830413P05Rik, FIM, MYM, RAMP, SCLL, Zfp198}, Cpd (carboxypeptidase D) [NCBI Gene 12874] {aka D830034L15Rik}
- **Diseases:** T2D (MESH:D003924), CHD (MESH:D003327), hyperglycemia (MESH:D006943), atherosclerotic plaques (MESH:D058226)
- **Chemicals:** Sirius Red (-), Hematoxylin (MESH:D006416), H&amp;E (MESH:D006371), Oil Red O (MESH:C011049)
- **Species:** Mus musculus (house mouse, species) [taxon 10090]
- **Cell lines:** C57BL/6 — Mus musculus (Mouse), Transformed cell line (CVCL_C0MU)

## Figures

7 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12646545/full.md

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Source: https://tomesphere.com/paper/PMC12646545