ORIGINAL RESEARCH article
Front. Bioinform.
Sec. Single Cell Bioinformatics
Single Cell Mapping of B and T Cell Dynamics in Breast Cancer Lymph Node Metastasis
- SK
Sajid Khan 1
- SJ
Sabhat Jamil 2
- MH
Muhammad Hamza 2
- ZA
Zarlish Attique 2
- SZ
Suping Zhang 1
1. Shenzhen University, Shenzhen, China
2. Government Post Graduate College Mandian Abottabad, Abbottabad, Pakistan
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Abstract
Metastatic breast cancer remains difficult to cure, and the way B and T lymphocytes adapt across metastatic niches especially under therapy remains insufficiently defined. Clarifying compartment specific immune remodeling may help explain resistance to PD-1/PD-L1 blockade and identify actionable targets. We performed an integrated meta-analysis of single cell RNA-seq datasets from normal breast tissue, primary tumors, tumor-draining lymph nodes (TLNs), and peripheral blood mononuclear cells (PBMCs), focusing on B and Tcell states. Immune composition differed notably by compartment. Tumors were enriched for effector CD8 states (CD8 cytotoxic 20.1%; CD8 activated 13.5%), whereas TLNs preserved larger naïve and memory reservoirs (CD4 naïve 40.7%; B naïve 11.4%; B memory 12.0%) and contained a higher B cell fraction than tumors (39.6% vs 19.5%). Post therapy, PBMCs and TLNs showed increased BTLA: HVEM (TNFRSF14) checkpoint signaling and enhanced MIF-CD74 interactions with a shift from CD44 toward CXCR4, consistent with CXCR4 driven migratory and survival programs. In TLNs, TNFRSF14 signaling was unidirectional (B→T), absent in the reverse direction, and not detected in tumors. Clinically, higher tumor CXCR4 combined with lower TNFRSF14 was associated with shorter progression free survival in TCGA-BRCA, most evident in node positive, early stage disease. To target the BTLA: HVEM checkpoint axis, we performed structure guided de novo peptide design using the native HVEM (23-39) peptide as an active structural template, followed by docking and molecular dynamics simulations. The optimized De novo-P2 peptide showed stable and favorable interactions at the BTLA interface, supporting its potential as a competitive modulator of BTLA: HVEM signaling. These data define niche specific lymphocyte remodeling and implicate BTLA: HVEM and CXCL12-CXCR4 as candidate biomarkers and therapeutic targets linked to PD-1/PD-L1 resistance.
Summary
Keywords
B&T Cross Talk, breast cancer, Chemokine-cytokine signaling, lymph node metastasis, ScRNA-seq
Received
18 March 2026
Accepted
13 July 2026
Copyright
© 2026 Khan, Jamil, Hamza, Attique and Zhang. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
*Correspondence: Sajid Khan
Disclaimer
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