ORIGINAL RESEARCH article
Front. Mol. Biosci.
Sec. Molecular Diagnostics and Therapeutics
Volume 12 - 2025 | doi: 10.3389/fmolb.2025.1686938
This article is part of the Research TopicMedical Knowledge-Assisted Machine Learning Technologies in Individualized Medicine Volume IIView all 26 articles
Comprehensive analyses of single-cell and bulk RNA-seq reveal the biological and prognostic roles of BMP4 in pancreatic adenocarcinoma
Provisionally accepted- 1College of Physical Education, Anhui Normal University, Wuhu, Anhui, China, WUhu, China
- 2Anhui Normal University, Wuhu, China
- 3College of Life Sciences, Anhui Normal University, Wuhu, Anhui, China, WUhu, China
- 4Department of Cadre respiratory, Jinling Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing 210002, Jiangsu, China, Nanjing, China
- 5Wuhu Center for Disease Control and Prevention, Wuhu, Anhui, China, WUhu, China
Select one of your emails
You have multiple emails registered with Frontiers:
Notify me on publication
Please enter your email address:
If you already have an account, please login
You don't have a Frontiers account ? You can register here
Bone Morphogenetic Protein 4 (BMP4) plays a critical role in development, but its function in pancreatic adenocarcinoma (PAAD) is not well understood. We found that BMP4 is minimally expressed in the normal pancreas but markedly upregulated in PAAD, correlating with poor patient survival. Pan-cancer analysis revealed distinct expression and prognostic patterns of BMP4, while pathway analyses indicated that BMP4 predominantly regulates metabolic rather than canonical BMP signaling. Single-cell RNA-seq showed BMP4 enrichment in cancer cells and cancer stem cells, supporting its role in tumor metabolism. Importantly, BMP4 was identified as an independent prognostic factor for PAAD, and a nomogram incorporating BMP4 accurately predicted patient outcomes. Although BMP4 affected certain immune cell infiltrations, its prognostic impact was largely independent of immune modulation. Collectively, these findings highlight BMP4 as a potential biomarker and therapeutic target in PAAD.
Keywords: BMP4, PAAD, Pan-cancer analysis, ScRNA-seq, prognosis
Received: 16 Aug 2025; Accepted: 30 Sep 2025.
Copyright: © 2025 Wang, Shen, Lu, Bi, Cao, Liu, Li, Zhao, Jin, Shen, Dai and Lei. 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:
Wei Dai, aowang227@gmail.com
Yang Lei, laneyangcdc@gmail.com
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.