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

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, <i>P</i> < 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 <i>MKI67</i>+ T cells, (b) exhausted <i>GZMA</i>+ <i>CD8</i>+ T cells, and (c) <i>CCL13</i>/<i>CXCL10</i>/<i>TOP2A</i>+ macrophages. Cross-modal integration of metastasis-epithelial-mesenchymal transition (EMT) signatures with Mendelian colocalization analysis prioritized <i>TFF3</i> as a central mechanistic regulator. We validated malignant-cell-specific <i>TFF3</i> expression across pan-cancer single-cell profiles and in PBC lineages. Integration of Mendelian colocalization signatures with pan-cancer spatial atlases established the <i>TFF3</i> oncogene as a regulator of spatial EMT programs. Radiogenomic modeling that incorporated machine-learning-derived computed tomography features identified a <i>TFF3</i>-based radiomics risk score. Spatial multi-omics analyses-including bulk RNA sequencing, proteomics, and spatial transcriptomics-established a correlation between <i>TFF3</i> expression and both MAPK signaling activation and EMT markers. Functional validation demonstrated that <i>TFF3</i> plays a dual role as an amplifier of the MAPK-EMT axis and a modulator of immune checkpoints. Critically, the prometastatic phenotype driven by <i>TFF3</i> was rescued upon pharmacological inhibition of MAPK signaling, providing direct evidence of this mechanistic link. In vivo xenograft models confirmed that <i>TFF3</i> knockdown suppressed metastasis. Pharmacogenomic screening identified 6-mercaptopurine as a novel <i>TFF3</i> antagonist, which exhibited dose-dependent inhibition of the MAPK-EMT axis. Furthermore, the antimigratory effect of 6-mercaptopurine was reversed by <i>TFF3</i> overexpression, confirming the functional specificity of this drug-target interaction. Notably, tumors with high <i>TFF3</i> expression (<i>TFF3</i>hi) exhibited elevated resistance to PD-1 inhibitors but heightened sensitivity to MAPK inhibitors, suggesting a potential theranostic framework for ALNM stratification.

Authors

Institutions

Publication Details

Journal
Research
Published
2025-11-10
DOI
https://doi.org/10.34133/research.1016
Primary Topic
Cancer Immunotherapy and Biomarkers
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

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

Jianguo Lai, Wenjun Mao, Gengxi Cai, Chao Zhu et al.
Research
Cancer Immunotherapy and Biomarkers
article

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

Jianguo Lai, Wenjun Mao, Gengxi Cai, Chao Zhu, Yuchen Cao, De Cai, Weiqi Zhang, Junjie Feng, Zijun Chen, Haoxuan Huang
article en

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, <i>P</i> < 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 <i>MKI67</i>+ T cells, (b) exhausted <i>GZMA</i>+ <i>CD8</i>+ T cells, and (c) <i>CCL13</i>/<i>CXCL10</i>/<i>TOP2A</i>+ macrophages. Cross-modal integration of metastasis-epithelial-mesenchymal transition (EMT) signatures with Mendelian colocalization analysis prioritized <i>TFF3</i> as a central mechanistic regulator. We validated malignant-cell-specific <i>TFF3</i> expression across pan-cancer single-cell profiles and in PBC lineages. Integration of Mendelian colocalization signatures with pan-cancer spatial atlases established the <i>TFF3</i> oncogene as a regulator of spatial EMT programs. Radiogenomic modeling that incorporated machine-learning-derived computed tomography features identified a <i>TFF3</i>-based radiomics risk score. Spatial multi-omics analyses-including bulk RNA sequencing, proteomics, and spatial transcriptomics-established a correlation between <i>TFF3</i> expression and both MAPK signaling activation and EMT markers. Functional validation demonstrated that <i>TFF3</i> plays a dual role as an amplifier of the MAPK-EMT axis and a modulator of immune checkpoints. Critically, the prometastatic phenotype driven by <i>TFF3</i> was rescued upon pharmacological inhibition of MAPK signaling, providing direct evidence of this mechanistic link. In vivo xenograft models confirmed that <i>TFF3</i> knockdown suppressed metastasis. Pharmacogenomic screening identified 6-mercaptopurine as a novel <i>TFF3</i> antagonist, which exhibited dose-dependent inhibition of the MAPK-EMT axis. Furthermore, the antimigratory effect of 6-mercaptopurine was reversed by <i>TFF3</i> overexpression, confirming the functional specificity of this drug-target interaction. Notably, tumors with high <i>TFF3</i> expression (<i>TFF3</i>hi) exhibited elevated resistance to PD-1 inhibitors but heightened sensitivity to MAPK inhibitors, suggesting a potential theranostic framework for ALNM stratification.

ResearchVol. 9
Nanchang University (CN), Chinese Academy of Medical Sciences & Peking Union Medical College (CN), Peking Union Medical College Hospital (CN), Ganzhou People's Hospital (CN), First People's Hospital of Foshan (CN), Third Affiliated Hospital of Nanchang University (CN), Zhujiang Hospital (CN), Guangdong Academy of Medical Sciences (CN), Guangdong Provincial People's Hospital (CN), Wuxi People's Hospital (CN), First Affiliated Hospital of Nanchang University (CN), Southern Medical University (CN)
Openalex Percentile: Top 54%
Cancer Immunotherapy and Biomarkers
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.