# NF-κB epigenetic attractor landscape drives breast cancer heterogeneity

**Authors:** Francisco Lopes, Bruno R. B. Pires, Alexandre A. B. Lima, Renata Binato, Eliana Abdelhay

PMC · DOI: 10.1038/s41540-025-00611-0 · NPJ Systems Biology and Applications · 2025-11-24

## TL;DR

This study explores how changes in the NF-κB gene affect breast cancer subtype diversity, contributing to treatment resistance and recurrence.

## Contribution

The paper introduces a gene regulatory network model showing how NF-κB epigenetic variability drives transitions between breast cancer subtypes.

## Key findings

- Stochastic fluctuations in NF-κB levels cause irreversible transitions between HER2+ and TNBC subtypes.
- An unstable state in the model mediates transitions between subtypes, influenced by dynamic fluctuations.
- Modifications to NF-κB availability alter the size of subtype basins and transition probabilities.

## Abstract

Heterogeneity in breast cancer (BC) subtypes within a tumor contributes to therapy resistance and cancer recurrence. Subtype heterogeneity in tumors arises through a combination of stochastic genetic/epigenetic changes, phenotypic plasticity, and microenvironment-driven selection as the tumor evolves over time. Here, we sought to characterize how NF-κB epigenetic variability contributes to the progression of the HER2+ BC subtype. Initially, we used RNA to determine the expression levels of NF-κB, TWIST1, SIP1, and SLUG in two breast cancer (BC) cell lines, HCC-1954 and MDA-MB-231, classified as HER2+ and triple-negative breast cancer (TNBC) subtypes, respectively. Then, we built and calibrated a gene regulatory network (GRN) model that reproduces the transcriptional interactions between these genes. The model epigenetic landscape exhibits two attractor basins that reproduces the observed expression profiles of both HER2+ and TNBC subtypes, separated by an unstable stationary state. For validation, we used DHMEQ-treated cells, along with published patient data and in vitro results. Stochastic fluctuations in the NF-κB levels induce spontaneous irreversible transition from HER2+ to TNBC attractor basins at different times, contributing to subtype heterogeneity. The unstable state mediates this transition by providing a slow route between subtypes in the phase space that is susceptible to dynamic fluctuations. Mutations or drugs that change the availability of NF-κB alters the size of the subtype basins, changing the transition probabilities. Together, our findings enhance the established attractor landscape formulation and deepen understanding of BC heterogeneity, leading to more precise classification, prognosis, and targeted strategies for BC progression.

## Linked entities

- **Genes:** NFKB1 (nuclear factor kappa B subunit 1) [NCBI Gene 4790], TWIST1 (twist family bHLH transcription factor 1) [NCBI Gene 7291], GEMIN2 (gem nuclear organelle associated protein 2) [NCBI Gene 8487], SNAI2 (snail family transcriptional repressor 2) [NCBI Gene 6591]
- **Chemicals:** DHMEQ (PubChem CID 9881652)
- **Diseases:** breast cancer (MONDO:0004989), triple-negative breast cancer (MONDO:0005494)

## Full-text entities

- **Genes:** ZEB2 (zinc finger E-box binding homeobox 2) [NCBI Gene 9839] {aka HSPC082, SIP-1, SIP1, SMADIP1, ZFHX1B}, TWIST1 (twist family bHLH transcription factor 1) [NCBI Gene 7291] {aka ACS3, BPES2, BPES3, CRS, CRS1, CSO}, ERBB2 (erb-b2 receptor tyrosine kinase 2) [NCBI Gene 2064] {aka CD340, HER-2, HER-2/neu, HER2, MLN 19, MLN-19}, NFKB1 (nuclear factor kappa B subunit 1) [NCBI Gene 4790] {aka CVID12, EBP-1, KBF1, NF-kB, NF-kB1, NF-kappa-B1}, SNAI2 (snail family transcriptional repressor 2) [NCBI Gene 6591] {aka SLUG, SLUGH, SLUGH1, SNAIL2, WS2D}
- **Diseases:** BC (MESH:D001943), TNBC (MESH:D064726), cancer (MESH:D009369)
- **Chemicals:** DHMEQ (-)
- **Species:** Homo sapiens (human, species) [taxon 9606]
- **Cell lines:** MDA-MB-231 — Homo sapiens (Human), Breast adenocarcinoma, Cancer cell line (CVCL_0062), HCC-1954 — Homo sapiens (Human), Breast ductal carcinoma, Cancer cell line (CVCL_1259)

## Full text

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## Figures

4 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12644762/full.md

## References

7 references — full list in the complete paper: https://tomesphere.com/paper/PMC12644762/full.md

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Source: https://tomesphere.com/paper/PMC12644762