# The role of circulating tumor cell-associated genes in the progression of estrogen receptor-positive breast cancer

**Authors:** Martin Rotbauer, Melanie Dawe, Kevin C. J. Nixon, Julissa Tsao, Tanja Durbic, Monika Sharma, Sheng-Ben Liang, Jie Zhang, Nakita E. K. Gopal, Miralem Mrkonjic, Najd Alshamlan, Adnan Karavelic, Ciara Murray, David W. Cescon, Philippe L. Bedard, Susan J. Done

PMC · DOI: 10.1038/s41523-025-00874-0 · NPJ Breast Cancer · 2025-12-15

## TL;DR

This study explores how genes linked to circulating tumor cells influence the progression of a specific type of breast cancer and how tumor diversity affects recurrence risk.

## Contribution

The study introduces a new model using circulating tumor cell-associated genes and intratumor heterogeneity to predict breast cancer recurrence.

## Key findings

- An expression-based model strongly correlated with Oncotype DX recurrence scores.
- Higher intratumor heterogeneity in CTC signature was linked to increased recurrence risk and higher cancer grade.

## Abstract

Estrogen receptor-positive, human epidermal growth factor receptor negative (ER + /HER2−) breast cancer, poses challenges in adjuvant treatment decisions due to its propensity for late recurrence. We propose a model that leverages our previously identified circulating tumor cell (CTC) genomic signature, linked to metastasis. Furthermore, we investigated the impact of CTC signature intratumour heterogeneity (ITH) on recurrence risk. Using Oncotype DX recurrence score as a surrogate for survival, we trained expression and copy number-based models using 194 early stage ER + /HER2− breast cancer patients and validated them in the METABRIC dataset. Multispectral fluorescence in situ hybridization (Multiplex-FISH) was used to evaluate the ITH of 6 CTC genomic regions in primary tumors. The expression-based model strongly correlated with Oncotype DX, while the copy number-based model achieved a moderate correlation. Both models were able to predict long-term recurrence free survival in METABRIC. Higher CTC signature ITH was associated with increased Oncotype DX risk and higher overall grade. These findings highlight the value of our CTC signature in disease progression and the role of ITH on recurrence risk.

## Linked entities

- **Diseases:** breast cancer (MONDO:0004989)

## Full-text entities

- **Genes:** ESR1 (estrogen receptor 1) [NCBI Gene 2099] {aka ER, ESR, ESRA, ESTRR, Era, NR3A1}, ERBB2 (erb-b2 receptor tyrosine kinase 2) [NCBI Gene 2064] {aka CD340, HER-2, HER-2/neu, HER2, MLN 19, MLN-19}, EGFR (epidermal growth factor receptor) [NCBI Gene 1956] {aka ERBB, ERBB1, ERRP, HER1, NISBD2, NNCIS}, EREG (epiregulin) [NCBI Gene 2069] {aka EPR, ER, Ep}
- **Diseases:** tumor (MESH:D009369), metastasis (MESH:D009362), breast cancer (MESH:D001943)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

6 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12800032/full.md

## References

9 references — full list in the complete paper: https://tomesphere.com/paper/PMC12800032/full.md

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Source: https://tomesphere.com/paper/PMC12800032