94% of researchers rate our articles as excellent or good
Learn more about the work of our research integrity team to safeguard the quality of each article we publish.
Find out more
ORIGINAL RESEARCH article
Front. Immunol.
Sec. Cancer Immunity and Immunotherapy
Volume 16 - 2025 | doi: 10.3389/fimmu.2025.1539074
This article is part of the Research Topic The Role of Metabolic Reprogramming in Tumor Therapy View all 4 articles
The final, formatted version of the article will be published soon.
You have multiple emails registered with Frontiers:
Please enter your email address:
If you already have an account, please login
You don't have a Frontiers account ? You can register here
Background: Breast cancer (BC) ranks among the top three most prevalent cancers globally and stands as the principal contributor to cancer-related fatalities among women. In spite of the substantial occurrence rate of BC, the early stage of this disease is generally regarded as curable. However, intratumoral heterogeneity presents a formidable obstacle to the success of effective treatment. Method: In this research, single-cell RNA sequencing was utilized to dissect the tumor microenvironment within BC. Slingshot, CytoTRACE, and Monocle were applied to illustrate the differentiation process of each subpopulation in the pseudotime sequence. To comprehensively comprehend the tumor cells (TCs) in BC, an analysis of upstream transcription factors was carried out via pySCENIC, while downstream pathway enrichment was conducted through KEGG, GO, and GSEA. The prognosis model was established based on the bulk data obtained from TCGA and GEO databases. Knockdown experiments were also implemented to explore the function of the transcription factor CEBPD in the interactions of TCs. Results: Our in-depth analysis identified eight principal cell types. Notably, TCs were predominantly found within epithelial cells. The classification of TCs further uncovered five unique subpopulations, with one subpopulation characterized by high UGDH expression. This subpopulation was shown to possess distinct metabolic features in metabolism-related investigations.. The intricate communication modalities among different cell types were effectively demonstrated by means of CellChat. Additionally, a crucial transcription factor, CEBPD, was identified, which demonstrated a pronounced propensity towards tumors and harbored potential tumor-advancing characteristics. Its role in promoting cancer was subsequently verified through in vitro knockdown experiments. Moreover, a prognostic model was also developed, and a risk score was established based on the genes incorporated in the model. Through comparing the prognoses of different UTRS levels, it was determined that the group with a high UTRS had a less favorable prognosisConclusion: These outcomes contributed to the elucidation of the complex interrelationships within the BC tumor microenvironment. By specifically targeting certain subpopulations of TCs, novel treatment strategies could potentially be devised. This study shed light on the direction that future research in BC should take, furnishing valuable information that can be utilized to enhance treatment regimens
Keywords: single-cell RNA sequencing, breast cancer, CEBPD, Transcription Factors, Tumor Microenvironment, Metabolism
Received: 03 Dec 2024; Accepted: 10 Feb 2025.
Copyright: © 2025 Ni, Li, Nie, Zhao, Li and Zang. 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:
Gaofeng Ni, Department of Breast Surgery, Yantaishan Hospital Affiliated to Binzhou Medical University, Yantai, Shandong Province, China
Xinhan Li, Shandong University of Traditional Chinese Medicine, Jinan, China
Zhenzhen Zhao, Shandong University of Traditional Chinese Medicine, Jinan, China
Hua Li, Department of General Surgery, Affiliated Hospital of Youjiang Medical University for Nationalities, Baise, China
Hongyan Zang, Department of General Surgery, Affiliated Hospital of Youjiang Medical University for Nationalities, Baise, China
Disclaimer: All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.
From Frontiers
Learn more about the work of our research integrity team to safeguard the quality of each article we publish.