Abstract
Triple-negative breast cancer (TNBC) exhibits heterogeneous treatment responses, yet molecular subtypes based on predefined biological pathways show limited prognostic value. We introduce tumor-specific total mRNA expression (TmS), a pathway-agnostic deconvolution metric derived from matched RNA/DNA sequencing, as a robust stratification tool. Analyzing 575 TNBC patients across Western and East Asian populations, TmS outperforms established subtypes in predicting chemotherapy outcomes, stratifying patients into high TmS with favorable prognosis and low TmS with poor prognosis. Stromal enrichment with immune exclusion emerges as a universal feature of chemotherapy-resistant low-TmS tumors across all cohorts. Population-specific features distinguish Asian cohorts: high-TmS tumors exhibit cell cycle-driven proliferation programs, and low-TmS tumors display immune dysfunction with memory B cell enrichment and divergent RAS/mitogen-activated protein kinase (MAPK) activation, compared to Western populations. Despite these differences, extracellular matrix organization represents a conserved therapeutic vulnerability in treatment-resistant low-TmS patients. TmS provides a unifying framework for dissecting TNBC heterogeneity and enabling precision therapy across diverse populations.
Citation
@article{dai_tumor_2026,
title = {Tumor microenvironment transcriptional activity enables robust stratification of chemotherapy response in triple-negative breast cancer},
volume = {7},
issn = {2666-3791},
url = {https://doi.org/10.1016/j.xcrm.2026.102610},
doi = {10.1016/j.xcrm.2026.102610},
number = {2},
urldate = {2026-02-17},
journal = {Cell Reports Medicine},
author = {Dai, Yaoyi and Pan, Xiaoxi and Guo, Shuai and Ji, Shuangxi and Cao, Shaolong and Montierth, Matthew D. and Jiang, Yujie and Chang, Jeffrey T. and Shi, Leming and Shalapour, Shabnam and Echeverria, Gloria V. and Yates, Lucy and Staaf, Johan and Lim, Bora and Yuan, Yinyin and Wang, Wenyi},
month = feb,
year = {2026},
note = {Publisher: Elsevier},
}