ORIGINAL RESEARCH article
Front. Immunol.
Sec. Cancer Immunity and Immunotherapy
Volume 16 - 2025 | doi: 10.3389/fimmu.2025.1600254
This article is part of the Research TopicImmune Predictive and Prognostic Biomarkers in Immuno-Oncology: Refining the Immunological Landscape of CancerView all 43 articles
Comprehensive Analysis of Single-Cell and Bulk Transcriptomes Reveals Key B-Cell Genes and Immune Microenvironment Regulation in Bladder Cancer
Provisionally accepted- 1Faculty of Life Science and Technology & The affiliated Anning First People’s Hospital, Kunming University of Science and Technology, Kunming, Yunnan Province, China
- 2Faculty of Life Science and Technology, Kunming University of Science and Technology, Kunming, Yunnan Province, China
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Background: Bladder cancer is a significant malignancy, for which prognostic prediction and understanding of the tumor immune microenvironment are crucial. B cells play a key regulatory role in this environment, making their study essential for advancing Bladder cancer research. Methods: In this study, a multi-omics analysis strategy combining single-cell RNA sequencing (scRNA-seq) and bulk RNA-seq was used to establish single-cell transcriptome profiles of tumor tissues from bladder cancer patients, focusing on the B-cell populations and their interactions with other cell types in the tumor microenvironment. Meanwhile, large public databases were used to screen the prognostic key genes associated with bladder cancer B cells, and their biomarker expression was verified by in vitro experiments. Results: Based on tumor samples from eight patients with bladder cancer and four normal samples, we selected 84, 967 cells for single-cell sequencing analysis. From these, we identified 10, 967 B cells and identified 508 key genes associated with B cells in bladder cancer from five different B cell subtypes. By integrating a large amount of RNA sequencing data, we identified VCL, FLNA, TAGLN, ACTA2, COL6A2, and CALD1 as potential biomarkers for B-cell-associated bladder cancer, and experimentally verified that these markers were significantly lower in bladder cancer patients than in the normal group, and were effective in predicting the survival rate of the patients and the status of the tumor immune microenvironment. Conclusions: Using a combination of transcriptomic and experimental validation at single-cell and batch levels, this study provides insights into the key gene signatures of B cells from patients with bladder cancer patients and their roles in regulating the tumor immune microenvironment, providing new biomarkers and potential therapeutic targets for predicting patients' prognosis and immunotherapy response.
Keywords: Bladder cancer, B cells, immune microenvironment, Single-cell RNA-seq analysis, biomarkers, RT-qPCR
Received: 26 Mar 2025; Accepted: 25 Sep 2025.
Copyright: © 2025 Wang, Yang, Xu, Tao, He, Zhao, Wu, Ma, Zhong and Ye. 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:
Zitao Zhong, zzitao@kust.edu.cn
Lin Ye, 7937589@qq.com
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