# Multi-omics insights into biomarkers of breast cancer associated diabetes: a computational approach

**Authors:** Tamizhini Loganathan, C. George Priya Doss

PMC · DOI: 10.3389/fmed.2025.1572500 · 2025-06-06

## TL;DR

This study explores the molecular connections between breast cancer and diabetes, identifying shared pathways and potential therapeutic targets, especially in African American and European American populations.

## Contribution

The study identifies the TNF pathway as a key link between breast cancer and diabetes, offering new therapeutic insights.

## Key findings

- Differential expression analysis revealed 2,815 genes altered in breast cancer patients with diabetes.
- Whole-exome sequencing identified 899 variants, with TNFRSF1B and PDPN as key deleterious genes.
- The TNF pathway was found to connect chronic inflammation, insulin resistance, and tumor growth.

## Abstract

Breast cancer (BC) and diabetes are multifaceted diseases with interconnected molecular mechanisms that are not yet fully elucidated. These diseases share common risk factors, biological pathways, and treatment outcomes.

This study utilizes an integrative computational approach to investigate the interplay between BC and diabetes in African American (AA) and European American (EA) cohorts. It employs transcriptomic and exomic analyses to identify shared pathways and potential therapeutic targets.

The pooled cohort of differential expression analysis identified 2,815 genes differentially expressed in BC patients with diabetes compared to those without diabetes, including 1824 upregulated and 990 downregulated genes. We reanalyzed transcriptomic data by stratifying BC patients with and without diabetes into two cohorts, identifying 3,245 DEGs in AA and 3,208 DEGs in EA, with 786 genes commonly altered between both groups. Whole-exome sequencing (WES) of 23 BC patients with diabetes revealed 899 variants across 208 unique genes, predominantly missense mutations. Among these, nine key genes were prioritized, with TNFRSF1B (L264P) and PDPN (A105G) identified as the most deleterious variants. Functional enrichment analyses highlighted the significant involvement of pathways related to extracellular matrix organization, angiogenesis, immune regulation, and signaling processes critical to cancer progression and metabolic dysfunction. The TNF pathway emerged as a central link connecting chronic inflammation, insulin resistance, and tumor growth. TNF-mediated mechanisms, including NF-κB activation, oxidative stress, and epithelial-to-mesenchymal transition (EMT), were found to drive both diseases, promoting tumorigenesis, immune evasion, and metabolic dysregulation.

This study provides critical molecular insights into the shared mechanisms of BC and diabetes, identifying the TNF pathway as a key therapeutic target to improve outcomes for patients with these interconnected conditions.

## Linked entities

- **Genes:** TNFRSF1B (TNF receptor superfamily member 1B) [NCBI Gene 7133], PDPN (podoplanin) [NCBI Gene 10630]
- **Diseases:** breast cancer (MONDO:0004989), diabetes (MONDO:0005015)

## Full-text entities

- **Genes:** PDPN (podoplanin) [NCBI Gene 10630] {aka AGGRUS, D2-40, GP36, GP40, Gp38, HT1A-1}, NFKB1 (nuclear factor kappa B subunit 1) [NCBI Gene 4790] {aka CVID12, EBP-1, KBF1, NF-kB, NF-kB1, NF-kappa-B1}, TNF (tumor necrosis factor) [NCBI Gene 7124] {aka DIF, IMD127, TNF-alpha, TNFA, TNFSF2, TNLG1F}, TNFRSF1B (TNF receptor superfamily member 1B) [NCBI Gene 7133] {aka CD120b, TBPII, TNF-R-II, TNF-R75, TNFBR, TNFR1B}
- **Diseases:** tumorigenesis (MESH:D063646), diabetes (MESH:D003920), metabolic dysregulation (MESH:D021081), BC (MESH:D001943), cancer (MESH:D009369), inflammation (MESH:D007249), insulin resistance (MESH:D007333), chronic (MESH:D002908), metabolic dysfunction (MESH:D008659)
- **Species:** Homo sapiens (human, species) [taxon 9606]
- **Mutations:** L264P, A105G

## Figures

8 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12179083/full.md

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Source: https://tomesphere.com/paper/PMC12179083