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Identification of novel protein markers and therapeutic targets for common urological cancers by integrating large-scale human plasma proteome with the genome
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  • Published: 27 April 2026

Identification of novel protein markers and therapeutic targets for common urological cancers by integrating large-scale human plasma proteome with the genome

  • Xinyi Lyu1,2 na1,
  • Liao Peng1,2 na1,
  • Yang Fan1,2 na1,
  • Yang Xiong3,
  • Xueyuan Xu1,2,
  • Jiawei Chen1,2,
  • Mengzhu Liu1,2,
  • Yuanzhuo Chen1,2,
  • Chi Zhang1,2,
  • Shiqin Yang1,2,
  • Sihong Shen1,2,
  • Jie Zhang1,2,
  • Xiao Zeng1,2,
  • Hong Shen1,2,
  • Feng Qin3,
  • Yifei Lin4,5 &
  • …
  • Deyi Luo  ORCID: orcid.org/0000-0002-9436-036X1,2 

Scientific Reports , Article number:  (2026) Cite this article

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Subjects

  • Bladder cancer
  • Cancer genomics
  • Prostate cancer
  • Renal cancer
  • Testicular cancer

Abstract

Considering that the circulating proteome represents a primary source of candidate biomarkers and therapeutic targets, we conducted a large-scale Mendelian randomization (MR) study to identify plasma proteins potentially involved in the pathogenesis and treatment of common urological cancers (UCs), including bladder cancer (BC), prostate cancer (PC), renal cell carcinoma (RCC), and testicular cancer (TC). Cis-protein quantitative trait loci (cis-pQTLs) were derived from two large-scale genome-wide association studies (GWASs) of plasma proteomes. GWAS for UCs were obtained from FinnGen and pan-UKBB meta-analysis, FinnGen and UK Biobank. Colocalization analysis and summary data-based MR (SMR) were performed to evaluate the robustness of the associations. Further evaluations involved Bulk RNA-seq differential expression and single cell-type expression analysis, protein–protein interaction, and druggability evaluation. For BC, we identified four protein markers: one associated with increased risk (PSCA) and three with decreased risk (GSTM1, GSTM3, GSTM4), which are mainly expressed in pericyte, urothelial, and NK cells in bladder tumors. Regarding PC, we found 15 protein markers: seven linked to increased risk (AGER, ALAD, CHMP2B, PEX14, ZG16B, PPP1R14A, SERPINA3) and eight to decreased risk (BTN2A1, CEACAM21, DNAJB9, MSMB, PYGL, HLA-E, SOD2, TOR1AIP1), enriched in epithelial cells, monocytes/macrophages in prostate tumors. The strongest evidence from MR and colocalization analyses supported GSTM4 (BC), SOD2 and CHMP2B (PC) as causal markers. Notably, seven identified proteins have been previously targeted by drugs for other cancers and immune disorders, indicating their potential therapeutic relevance in UCs. This study highlights several proteins with predictive value for BC and PC risk and supports their utility in biomarker discovery and drug development.

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Acknowledgements

The authors sincerely thank the authors who shared the original dataset in this study. This study was funded by 1.3.5 project for disciplines of excellence, West China Hospital, Sichuan University (ZYYC25003), the National Natural Science Fund of China (32471519, 82422015, 82270720 and 82400904).

Funding

National Natural Science Fund of China, 32471519, 82422015,82270720 and 82400904, 1.3.5 project for disciplines of excellence, West China Hospital, Sichuan University, ZYYC25003.

Author information

Author notes
  1. Xinyi Lyu, Liao Peng, and Yang Fan contributed equally to this study and should be considered as co-first authors.

Authors and Affiliations

  1. Department of Urology, Institute of Urology, West China Hospital, Sichuan University, Chengdu, Sichuan, China

    Xinyi Lyu, Liao Peng, Yang Fan, Xueyuan Xu, Jiawei Chen, Mengzhu Liu, Yuanzhuo Chen, Chi Zhang, Shiqin Yang, Sihong Shen, Jie Zhang, Xiao Zeng, Hong Shen & Deyi Luo

  2. Pelvic Floor Diseases Center, Wuhou District, West China Tianfu Hospital, Sichuan University, Sichuan Province, No.37 Guoxue Alley, Chengdu City, China

    Xinyi Lyu, Liao Peng, Yang Fan, Xueyuan Xu, Jiawei Chen, Mengzhu Liu, Yuanzhuo Chen, Chi Zhang, Shiqin Yang, Sihong Shen, Jie Zhang, Xiao Zeng, Hong Shen & Deyi Luo

  3. Department of Urology and Andrology Laboratory, West China Hospital, Sichuan University, Sichuan Province, China

    Yang Xiong & Feng Qin

  4. Department of Urology, Lab of Health Data Science, Innovation Institute for Integration of Medicine and Engineering, West China Hospital, Med-X Center for Manufacturing,Sichuan University, Chengdu, Sichuan, People’s Republic of China

    Yifei Lin

  5. Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA

    Yifei Lin

Authors
  1. Xinyi Lyu
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  2. Liao Peng
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  3. Yang Fan
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  15. Feng Qin
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  16. Yifei Lin
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  17. Deyi Luo
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Corresponding authors

Correspondence to Feng Qin, Yifei Lin or Deyi Luo.

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The authors declare no competing interests.

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Lyu, X., Peng, L., Fan, Y. et al. Identification of novel protein markers and therapeutic targets for common urological cancers by integrating large-scale human plasma proteome with the genome. Sci Rep (2026). https://doi.org/10.1038/s41598-026-49333-1

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  • Received: 16 May 2024

  • Accepted: 14 April 2026

  • Published: 27 April 2026

  • DOI: https://doi.org/10.1038/s41598-026-49333-1

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Keywords

  • Bladder cancer
  • Prostate cancer
  • Proteome-wide Mendelian randomization
  • Biomarker
  • Drug target
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