基因敲除
癌症研究
生物
共域化
免疫系统
MAPK/ERK通路
计算生物学
乳腺癌
淋巴结
肿瘤微环境
PI3K/AKT/mTOR通路
癌症
表型
放射基因组学
免疫疗法
信号转导
基诺美
细胞生物学
Wnt信号通路
生物发光成像
体内
医学
转移
生物信息学
核糖核酸
靶向治疗
生物标志物
功能(生物学)
作者
Dianqi Cai,Chao Zhu,Haoxuan Huang,Yuchen Cao,Gengxi Cai,Zijun Chen,Junjie Feng,Weiqi Zhang,Wenjun Mao,Jianguo Lai
出处
期刊:Research
[American Association for the Advancement of Science]
日期:2025-11-10
卷期号:9: 1016-1016
被引量:5
标识
DOI:10.34133/research.1016
摘要
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 ( TFF3 hi) exhibited elevated resistance to PD-1 inhibitors but heightened sensitivity to MAPK inhibitors, suggesting a potential theranostic framework for ALNM stratification.
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