Whole transcriptome analysis reveals MammaPrint and BluePrint-associated gene expression patterns with early lymph node metastasis in early-stage breast cancer

INTRODUCTION: Early lymph node (LN) metastasis often precedes systemic metastasis and corresponds with significantly inferior survival for patients diagnosed with early-stage breast cancer (EBC). To understand the biological pathways involved in early LN metastasis, differential gene expression (DGE) analysis compared large tumors without evidence of LN metastasis (pT2-3pN0) to small tumors with LN metastasis (pT1pN+). METHODS: This study included 2,349 patients with EBC who underwent MammaPrint and BluePrint testing as part of the FLEX (NCT03053193). DGE was performed between pT2-3pN0/pT1pN + and across their MP/BP subtypes. Immune deconvolution was assessed using gene-signature-based methods, complemented by conventional tumor-infiltrating lymphocyte (TIL) analyses on a representative subset of patients. RESULTS: Greater DGE was observed within the MammaPrint High Risk and BluePrint Luminal B subgroups compared to pathological stages. MammaPrint High Risk tumors saw 73 differentially expressed genes (DEGs), while 34 were found for Luminal B tumors. Gene set enrichment analysis (GSEA) of MammaPrint High Risk/Luminal B tumors showed upregulated proliferation pathways and downregulated epithelial-to-mesenchymal transition (EMT) and immune profiles in pT2-3pN0 vs. pT1pN+, respectively. Immune deconvolution analyses showed a higher abundance of T gamma delta cells and CD4 + Th1 cells and a lower abundance of T regulatory cells, M2 macrophages, and cancer-associated fibroblasts within pT2-3pN0 tumors. Conventional histological assessment revealed no significant differences in TILs. CONCLUSION: This study lays the groundwork for exploring mechanisms of LN metastasis in EBC and their relation to MammaPrint High Risk and Luminal B subtypes. These data support previous studies' association of LN metastasis with EMT and immune dysregulation.

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Journal
Breast Cancer Research and Treatment
Published
2026-05-08
DOI
https://doi.org/10.1007/s10549-026-07982-w
Primary Topic
Breast Cancer Treatment Studies
Type
article
Field-Weighted Citation Impact
0.00

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article

Whole transcriptome analysis reveals MammaPrint and BluePrint-associated gene expression patterns with early lymph node metastasis in early-stage breast cancer

Nina D’Abreo, Phyu Phyu Soe, William Audeh, Zhanna Logman et al.
Breast Cancer Research and Treatment
Breast Cancer Treatment Studies
article

Whole transcriptome analysis reveals MammaPrint and BluePrint-associated gene expression patterns with early lymph node metastasis in early-stage breast cancer

Nina D’Abreo, Phyu Phyu Soe, William Audeh, Zhanna Logman, the FLEX Investigators’ Group, Faisal Fa’ak, Andrea Menicucci, Douglas K. Marks, Soojin Ahn, Nicole Chmielewski-Stivers, Josien Haan, Jordan Baum
article en

Abstract

INTRODUCTION: Early lymph node (LN) metastasis often precedes systemic metastasis and corresponds with significantly inferior survival for patients diagnosed with early-stage breast cancer (EBC). To understand the biological pathways involved in early LN metastasis, differential gene expression (DGE) analysis compared large tumors without evidence of LN metastasis (pT2-3pN0) to small tumors with LN metastasis (pT1pN+). METHODS: This study included 2,349 patients with EBC who underwent MammaPrint and BluePrint testing as part of the FLEX (NCT03053193). DGE was performed between pT2-3pN0/pT1pN + and across their MP/BP subtypes. Immune deconvolution was assessed using gene-signature-based methods, complemented by conventional tumor-infiltrating lymphocyte (TIL) analyses on a representative subset of patients. RESULTS: Greater DGE was observed within the MammaPrint High Risk and BluePrint Luminal B subgroups compared to pathological stages. MammaPrint High Risk tumors saw 73 differentially expressed genes (DEGs), while 34 were found for Luminal B tumors. Gene set enrichment analysis (GSEA) of MammaPrint High Risk/Luminal B tumors showed upregulated proliferation pathways and downregulated epithelial-to-mesenchymal transition (EMT) and immune profiles in pT2-3pN0 vs. pT1pN+, respectively. Immune deconvolution analyses showed a higher abundance of T gamma delta cells and CD4 + Th1 cells and a lower abundance of T regulatory cells, M2 macrophages, and cancer-associated fibroblasts within pT2-3pN0 tumors. Conventional histological assessment revealed no significant differences in TILs. CONCLUSION: This study lays the groundwork for exploring mechanisms of LN metastasis in EBC and their relation to MammaPrint High Risk and Luminal B subtypes. These data support previous studies' association of LN metastasis with EMT and immune dysregulation.

Breast Cancer Research and TreatmentVol. 217(2)
Winthrop-University Hospital (US), Washington University in St. Louis (US), NYU Langone Health (US), Agendia (Netherlands) (NL)
Agendia
Good health and well-being
Openalex Percentile: Top 7%
Breast Cancer Treatment Studies
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