# Lymph Node Metastasis-Associated Spatiotemporal Mapping of the TFF3-Linked Niche in Breast Cancer: Integrating Radiogenomic Signatures with Immune-Ecosystem Remodeling

**Authors:** Dianqi Cai, Chao Zhu, Haoxuan Huang, Yuchen Cao, Gengxi Cai, Zijun Chen, Junjie Feng, Weiqi Zhang, Wenjun Mao, Jianguo Lai

PMC · DOI: 10.34133/research.1016 · 2026-01-15

## TL;DR

This study identifies TFF3 as a key driver of metastasis in breast cancer, linking it to immune evasion and suggesting new treatment strategies based on TFF3 expression.

## Contribution

The study introduces TFF3 as a central regulator of metastasis and immune evasion, validated through radiogenomic and multi-omics approaches.

## Key findings

- TFF3 expression correlates with poor survival and resistance to PD-1 inhibitors in metastatic breast cancer.
- TFF3 amplifies the MAPK–EMT axis and modulates immune checkpoints, promoting metastasis.
- Pharmacological inhibition of MAPK signaling rescues the prometastatic TFF3 phenotype.

## Abstract

Primary breast cancer (PBC) with axillary lymph node metastasis (ALNM+) is associated with distinct clinical outcomes, including reduced survival (The Cancer Genome Atlas/Foshan cohorts, P < 0.05) and an attenuated response to anti-programmed cell death protein 1 antibody/anti-programmed death-ligand 1 antibody (anti-PD-1/anti-PD-L1) therapy. Through ALNM-stratified single-cell RNA sequencing profiling, we identified 3 hallmark immune subsets in ALNM+ PBC: (a) proliferative MKI67+ T cells, (b) exhausted GZMA+ CD8+ T cells, and (c) CCL13/CXCL10/TOP2A+ macrophages. Cross-modal integration of metastasis–epithelial–mesenchymal transition (EMT) signatures with Mendelian colocalization analysis prioritized TFF3 as a central mechanistic regulator. We validated malignant-cell-specific TFF3 expression across pan-cancer single-cell profiles and in PBC lineages. Integration of Mendelian colocalization signatures with pan-cancer spatial atlases established the TFF3 oncogene as a regulator of spatial EMT programs. Radiogenomic modeling that incorporated machine-learning-derived computed tomography features identified a TFF3-based radiomics risk score. Spatial multi-omics analyses—including bulk RNA sequencing, proteomics, and spatial transcriptomics—established a correlation between TFF3 expression and both MAPK signaling activation and EMT markers. Functional validation demonstrated that TFF3 plays a dual role as an amplifier of the MAPK–EMT axis and a modulator of immune checkpoints. Critically, the prometastatic phenotype driven by TFF3 was rescued upon pharmacological inhibition of MAPK signaling, providing direct evidence of this mechanistic link. In vivo xenograft models confirmed that TFF3 knockdown suppressed metastasis. Pharmacogenomic screening identified 6-mercaptopurine as a novel TFF3 antagonist, which exhibited dose-dependent inhibition of the MAPK–EMT axis. Furthermore, the antimigratory effect of 6-mercaptopurine was reversed by TFF3 overexpression, confirming the functional specificity of this drug–target interaction. Notably, tumors with high TFF3 expression (TFF3hi) exhibited elevated resistance to PD-1 inhibitors but heightened sensitivity to MAPK inhibitors, suggesting a potential theranostic framework for ALNM stratification.

## Linked entities

- **Genes:** TFF3 (trefoil factor 3) [NCBI Gene 7033], MKI67 (marker of proliferation Ki-67) [NCBI Gene 4288], GZMA (granzyme A) [NCBI Gene 3001], CD8A (CD8 subunit alpha) [NCBI Gene 925], CCL13 (C-C motif chemokine ligand 13) [NCBI Gene 6357], CXCL10 (C-X-C motif chemokine ligand 10) [NCBI Gene 3627], TOP2A (DNA topoisomerase II alpha) [NCBI Gene 7153], MAPK (mitogen activated kinase-like protein) [NCBI Gene 7446652]
- **Chemicals:** 6-mercaptopurine (PubChem CID 667490)
- **Diseases:** breast cancer (MONDO:0004989)

## Full-text entities

- **Genes:** Gzma (granzyme A) [NCBI Gene 266708], Cxcl10 (C-X-C motif chemokine ligand 10) [NCBI Gene 245920] {aka IP-10, Scyb10}, Tff3 (trefoil factor 3) [NCBI Gene 25563] {aka ITF}, Mki67 (marker of proliferation Ki-67) [NCBI Gene 291234], Top2a (DNA topoisomerase II alpha) [NCBI Gene 360243], Pdcd1 (programmed cell death 1) [NCBI Gene 301626]
- **Diseases:** Cancer (MESH:D009369), Lymph Node Metastasis (MESH:D008207), Breast Cancer (MESH:D001943), metastasis (MESH:D009362)
- **Chemicals:** 6-mercaptopurine (MESH:D015122)

## Figures

10 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12805538/full.md

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Source: https://tomesphere.com/paper/PMC12805538