# Screening and predictive analysis of common regulatory genes in diabetes and rectal cancer: transcriptional and drug modulation mechanisms

**Authors:** Shuxing Wu, Hongjie Huo, Yuansheng Liu, Xinyang Shi, Chunhui Liu, Hanyi Zha, Yang Shi

PMC · DOI: 10.1186/s40001-025-03640-x · European Journal of Medical Research · 2025-12-10

## TL;DR

This study identifies shared genes and regulatory mechanisms between diabetes and rectal cancer, suggesting potential therapeutic targets.

## Contribution

The study identifies common regulatory genes and transcriptional mechanisms linking T2DM and RC, with SP1 as a key regulator.

## Key findings

- 17 upregulated and 111 downregulated genes are shared between T2DM and RC.
- SP1 is a central transcription factor regulating multiple hub genes in both diseases.
- Molecular docking suggests SP1 could be targeted by stearic acid and EGCG for therapeutic use.

## Abstract

There is a strong association between type 2 diabetes mellitus (T2DM) and rectal cancer (RC), but a detailed understanding of the potential mechanistic links and gene regulatory interactions between these two diseases remains limited.

The differential expression analysis and RT-qPCR were performed on the expression data of T2DM and RC to identify shared differentially expressed genes (DEGs) between these diseases. Functional enrichment and protein–protein interaction (PPI) analyses were conducted. Subsequently, the Cytoscape software was used to calculate the protein centrality PPI network diagram and screen hub genes. Predictive analyses were performed for upstream transcription factors (TFs) of these hub genes to uncover potential regulatory mechanisms. Additionally, candidate TFs were analyzed for modulation of upstream drugs, including molecular docking studies.

The expression data analysis of T2DM and RC identified 17 significantly upregulated and 111 significantly downregulated genes in both diseases. Further PPI analysis and centrality calculation highlighted 15 genes, including SYP, as central within the interaction network, suggesting their key regulatory roles in T2DM and RC. In addition, we used RT-PCR to detect the expression of several DEG genes in T2DM and RC, and the results showed that CDH3, CHGA, ESR1, SCG3, SP1 and SYP genes were the highest in patients with comorbidities, while compared with normal healthy people, the expression of CDH3, CHGA, ESR1, SCG3, SP1 and SYP genes was higher. The expressions of CDH3, CHGA, ESR1, SCG3, SP1 and SYP genes were also significantly increased in T2DM and RC, which was consistent with our prediction. Transcription factor prediction indicated that SP1 could regulate multiple hub genes, suggesting its pivotal regulatory role in T2DM and RC. Further molecular docking revealed that SP1 may target genes for stearic acid and (−)-epigallocatechin-3-gallate (EGCG).

Genes such as SYP show significant differential expression in both T2DM and RC and may play significant roles in the progression of T2DM and RC. Transcription factor analysis suggested that SP1 could regulate multiple hub genes. Molecular docking indicated that SP1 is a potential target for active components like stearic acid and EGCG in Ginkgo biloba, highlighting its potential as a therapeutic agent for T2DM and RC.

The online version contains supplementary material available at 10.1186/s40001-025-03640-x.

## Linked entities

- **Genes:** SYP (synaptophysin) [NCBI Gene 6855], CDH3 (cadherin 3) [NCBI Gene 1001], CHGA (chromogranin A) [NCBI Gene 1113], ESR1 (estrogen receptor 1) [NCBI Gene 2099], SCG3 (secretogranin III) [NCBI Gene 29106], SP1 (Sp1 transcription factor) [NCBI Gene 6667]
- **Chemicals:** stearic acid (PubChem CID 5281), (−)-epigallocatechin-3-gallate (PubChem CID 65064), EGCG (PubChem CID 65064)
- **Diseases:** type 2 diabetes mellitus (MONDO:0005148), rectal cancer (MONDO:0006519)

## Full-text entities

- **Genes:** SP1 (Sp1 transcription factor) [NCBI Gene 6667], CDH3 (cadherin 3) [NCBI Gene 1001] {aka CDHP, HJMD, PCAD}, CHGA (chromogranin A) [NCBI Gene 1113] {aka CGA, PHE5, PHES}, SYP (synaptophysin) [NCBI Gene 6855] {aka MRX96, MRXSYP, XLID96}, ESR1 (estrogen receptor 1) [NCBI Gene 2099] {aka ER, ESR, ESRA, ESTRR, Era, NR3A1}, SCG3 (secretogranin III) [NCBI Gene 29106] {aka SGIII}
- **Diseases:** diabetes (MESH:D003920), RC (MESH:D012004), T2DM (MESH:D003924)
- **Chemicals:** (-)-epigallocatechin-3-gallate (MESH:C045651), stearic acid (MESH:C031183)
- **Species:** Homo sapiens (human, species) [taxon 9606], Ginkgo biloba (ginkgo, species) [taxon 3311]

## Full text

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## Figures

9 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12801799/full.md

## References

2 references — full list in the complete paper: https://tomesphere.com/paper/PMC12801799/full.md

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Source: https://tomesphere.com/paper/PMC12801799