Integrative analysis of bulk and single-cell transcriptomics identifies factors related to immunosuppressive microenvironment to predict unfavorable prognosis in inflammatory breast cancer
Related Experiment Video
Updated: Jan 23, 2026

Modeling Brain Metastasis Via Tail-Vein Injection of Inflammatory Breast Cancer Cells
Published on: February 4, 2021
Kexuan Feng1, Xiaoduo Li1, Xiaoqian Li1
1Department of Breast Surgery, The first Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi, China.
Introduction:
Inflammatory breast cancer (IBC) is a rare invasive tumor and characterized by the formation of tumor emboli within dermal lymphatic vessels. The tumor microenvironment (TME) is a key factor in IBC aggressiveness, but its heterogeneity and intercellular role remain incompletely understood.
Methods:
Weighted gene coexpression network analysis (WGCNA) was performed to identify immune infiltration-associated genes. We also depicted cellular communication networks and specific ligand-receptor signaling pathways using the single-cell transcriptomics analysis of IBC and non-IBC samples. Finally, we verified the expression of key proteins by immunohistochemistry.
Results:
Through the intersection of WGCNA module genes and differentially expressed genes between pathological complete response and residual disease samples, GZMB was identified as hub gene which is related to immune infiltration and efficacy of neoadjuvant therapy in IBC. In IBC cohort, patients with high expression of GZMB harbored more immunosuppressive cells thus showed unfavorable prognosis compared with GZMB-low expression group (p<0.05). Subsequent to dimension reduction and clustering, 12 clusters were identified to construct the single-cell atlas between IBC and non-IBC samples. Cellular communication analysis unveiled the heterogeneity of cell communication in IBC. The proportion of immune cells was significantly lower than that of malignant epithelial cells in the cellular composition of IBC. Moreover, it indicated that SPP1 and plasmacytoid dendritic cells were specific in IBC and associated with an immunosuppressive microenvironment in IBC. Immunohistochemical analysis suggested that protein levels of GZMB and SPP1 tended to be higher in the samples from patients with residual disease compared to the patient achieving pathological complete response, though this observation is based on an extremely small sample size.
Discussion:
This study identifies GZMB and SPP1 as potential immunosuppressive-related prognostic biomarkers in IBC patients, reveals the key role of plasmacytoid dendritic cells in remodeling of immunosuppressive microenvironment in IBC.
More Related Videos
07:41Performing Data Mining And Integrative Analysis Of Biomarker in Breast Cancer Using Multiple Publicly Accessible Databases
Published on: May 17, 2019
07:32Author Spotlight: Investigating Immune Cell Dynamics in the Tumor Microenvironment — Challenges and Innovations in Cancer Prognosis
Published on: April 12, 2024
Related Concept Videos
Cancers Originate from Somatic Mutations in a Single Cell
Predicting Molecular Geometry
Bulk Modulus
Transcription Factors
Cancer Survival Analysis
Inflammatory Response
Inflammation can be triggered by various stimuli, such as impact, abrasion, chemical irritation, infections, and extreme hot or cold temperatures. These can damage cells and connective tissue fibers,...