# Integrated Expression Analysis May Support Serine/Threonine Kinases as Common Hub Genes in Breast Cancer

**Authors:** Mohammad Soleiman Ekhtiyari, Mostafa Ghaderi-Zefrehei, Zahra Mogharari, Maryam Yousefi, Ali Bigdeli, Effat Nasre Esfahani, Hamed Shahriarpour, Bluma J. Leschm

PMC · DOI: 10.30476/ijms.2025.104386.3798 · 2025-10-01

## TL;DR

This study identifies serine/threonine kinases as key genes in breast cancer, linked to worse patient survival and potential therapeutic targets.

## Contribution

The study reveals a novel network of serine/threonine kinase hub genes associated with breast cancer progression and survival outcomes.

## Key findings

- Five hub genes (NEK2, MELK, PLK1, AURKB, CHEK1) were identified as part of a cancer-related gene cluster.
- Higher expression of these hub genes correlates with significantly poorer survival in breast cancer patients.
- These genes counteract the tumor suppressor TP53 and are potential therapeutic targets.

## Abstract

Breast cancer (BC) is the most common cancer affecting women worldwide. There is a strong need to identify molecular pathways that might represent effective therapeutic targets.

We conducted a large-scale transcriptomic analysis using publicly available datasets from the NCBI GEO and TCGA databases. Microarray datasets (GSE161533, GSE162228, GSE70947, and GSE139038) and RNA-Seq data were analyzed to identify differentially expressed genes (DEGs) using cut-off criteria of adjusted P<0.05 and |log2FC|>1. Gene co-expression networks were constructed using Weighted Gene co-expression Network Analysis (WGCNA) in R (version 1.68), followed by hub gene identification with STRING and MCODE tools. Functional enrichment was further explored through Gene Ontology analysis.

Two regulatory modules enriched in cancer datasets were identified from both microarray and RNA-Seq analyses, corresponding to a network of 85 genes,
compared to a distinct network of 474 genes enriched in control tissue samples. Further analyses to identify densely connected gene clusters within
these networks revealed a cluster ``containing 29 cancer-related genes that included five hub gene candidates encoding
serine/threonine kinase family proteins NimA-Related Protein: Kinase 2 (NEK2), Maternal Embryonic Leucine Zipper Kinase (MELK),
Polo Like Kinase 1 (PLK1), Aurora Kinase B (AURKB), and Checkpoint Kinase 1 (CHEK1).
Members of this family counter the expression of the tumor suppressor and cell cycle regulator Tumor Protein P53 (TP53),
which is more highly expressed in healthy people. Moreover, all hub genes with higher transcript levels were associated with considerably poorer overall survival rates in BC patients.
These results imply that these hub genes are relevant in terms of pathophysiology for the treatment of BC and deserve further attention.
Kaplan-Meier survival analysis demonstrated that increased expression of all five genes was significantly associated with decreased survival (P<0.001).
Hazard ratios (HRs) ranged from 1.41 to 1.77, indicating a substantial negative impact on patient survival for each gene.

Survival analysis showed that tumors with higher expression levels of hub genes were associated with significantly shorter overall survival times among breast cancer patients.
This finding suggests that these hub genes are highly relevant to BC pathophysiology and could be considered targets for monitoring.

## Linked entities

- **Genes:** NEK2 (NIMA related kinase 2) [NCBI Gene 4751], MELK (maternal embryonic leucine zipper kinase) [NCBI Gene 9833], PLK1 (polo like kinase 1) [NCBI Gene 5347], AURKB (aurora kinase B) [NCBI Gene 9212], CHEK1 (checkpoint kinase 1) [NCBI Gene 1111], TP53 (tumor protein p53) [NCBI Gene 7157]
- **Diseases:** breast cancer (MONDO:0004989)

## Full-text entities

- **Genes:** NEK2 (NIMA related kinase 2) [NCBI Gene 4751] {aka HsPK21, NEK2A, NLK1, PPP1R111, RP67}, AURKB (aurora kinase B) [NCBI Gene 9212] {aka AIK2, AIM-1, AIM1, ARK-2, ARK2, AurB}, TP53 (tumor protein p53) [NCBI Gene 7157] {aka BCC7, BMFS5, LFS1, P53, TRP53}, CHEK1 (checkpoint kinase 1) [NCBI Gene 1111] {aka CHK1, OZEMA21}, PLK1 (polo like kinase 1) [NCBI Gene 5347] {aka PLK, STPK13}, MELK (maternal embryonic leucine zipper kinase) [NCBI Gene 9833] {aka HPK38}
- **Diseases:** cancer (MESH:D009369), BC (MESH:D001943)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Figures

11 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12557343/full.md

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Source: https://tomesphere.com/paper/PMC12557343