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ORIGINAL RESEARCH article

Front. Med.

Sec. Nephrology

Volume 12 - 2025 | doi: 10.3389/fmed.2025.1574852

Hemoglobin-associated CALR in proximal tubule cells can be used as a biomarker for idiopathic membranous nephropathy

Provisionally accepted
Shuting  PangShuting Pang1Yuli  XieYuli Xie2Boji  XieBoji Xie1Bingmei  FengBingmei Feng1Rongbin  ZhouRongbin Zhou2Zige  LiuZige Liu2Haiyuan  WeiHaiyuan Wei1Yian  HuangYian Huang2Mujia  JiliMujia Jili2Qiuyan  TanQiuyan Tan1Shanshan  LiShanshan Li1Binran  ZhaoBinran Zhao1Wei  LiWei Li1*Rirong  YangRirong Yang2*
  • 1Department of Nephrology, Second Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi Zhuang Region, China
  • 2Guangxi Medical University, Nanning, Guangxi Zhuang Region, China

The final, formatted version of the article will be published soon.

Objective: Idiopathic membranous nephropathy (IMN) is the leading cause of nephrotic syndrome in adults. Given the limited diagnostic options currently available, we performed RNA sequencing (RNA-seq) of urinary cells to identify potential urinary biomarkers for IMN and to investigate its underlying disease mechanisms. Methods:We conducted RNA-seq analysis on cells isolated from both first-void and second-void morning urine samples. By integrating these data with single-cell RNA sequencing (scRNA-seq) data from IMN and healthy kidney tissues, we performed comprehensive analyses including: Inflammatory index assessment, Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analysis, Gene Ontology (GO) functional annotation, Gene Set Enrichment Analysis (GSEA) enrichment analysis, Protein-Protein Interaction (PPI) network construction. Candidate differentially expressed genes (DEGs) were further validated using urinary cell RNA-seq data. Key genes were ultimately identified through Weighted Gene Co-expression Network Analysis (WGCNA) and subsequently verified by immunohistochemical and Quantitative Real-Time PCR (qRT-PCR) experiments of tissue expression patterns. Results: Our findings demonstrate that the CALR gene is significantly associated with IMN pathogenesis and progression.Functionally, CALR plays crucial roles in both immune response (particularly in antigen presentation) and physiological processes (notably in hemoglobin production).

Keywords: Idiopathic membranous nephropathy, Proximal tubular cells, CALR, Urine Cell RNA Sequencing, Urine biomarkers

Received: 11 Feb 2025; Accepted: 22 May 2025.

Copyright: © 2025 Pang, Xie, Xie, Feng, Zhou, Liu, Wei, Huang, Jili, Tan, Li, Zhao, Li and Yang. 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 Li, Department of Nephrology, Second Affiliated Hospital of Guangxi Medical University, Nanning, 530007, Guangxi Zhuang Region, China
Rirong Yang, Guangxi Medical University, Nanning, 530021, Guangxi Zhuang Region, China

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