Research

Research ›› 2026, Vol. 9 ›› Issue (1) : 1053 - . DOI: 10.34133/research.1053

RESEARCH ARTICLE

A Deep Learning-Generated Mixed Tumor–Stroma Ratio for Prognostic Stratification and Multi-omics Profiling in Bladder Cancer

Yifeng He ¹ ,
Jinbo Xie ² ,
Suquan Zhong ³ ,
Changxin Zhan ⁴ ,
Fazhong Dai ¹ ,
Hongshen Lai ¹ ,
Mancun Wang ⁵ ,
Yanyan He ⁶ ,
Harsh Patel ⁷ ,
Zhe-Sheng Chen ⁷ ,
Biling Zhong ⁸^,^* ,
Xiaofu Qiu ¹^,^* ,
Yadong Guo ⁹^,^* ,
Zongtai Zheng ¹^,^*

Author information +

¹Department of Urology, The Affiliated Guangdong Second Provincial General Hospital of Jinan University, Guangzhou 510317, China.

²Department of Urology, The First Affiliated Hospital of Wannan Medical College (Yijishan Hospital of Wannan Medical College), Wuhu 241001, China.

³Department of Urology, Yuebei People’s Hospital Affiliated to Shantou University Medical College, Shaoguan 512026, China.

⁴Department of Urology, The People’s Hospital of Longhua, Shenzhen, Guangdong 518109, China.

⁵Department of Urology, People’s Hospital of Puning City, Puning 515300, China.

⁶Department of Pathology, The Affiliated Guangdong Second Provincial General Hospital of Jinan University, Guangzhou 510317, China.

⁷Department of Pharmaceutical Sciences, College of Pharmacy and Health Sciences, St. John’s University, New York, NY 11439, USA.

⁸Department of Pathology, School of Medicine, Shanghai Tenth People’s Hospital, Tongji University, Shanghai 200072, China.

⁹Department of Urology, Shanghai Tenth People’s Hospital, Tongji University, Shanghai 200040, China.

^* Address correspondence to: 1875468886@qq.com (B.Z.);

^* Address correspondence to: qiuxf@gd2h.org.cn (X.Q.);

^* Address correspondence to: guoyadong@tongji.edu.cn (Y.G.);

^* Address correspondence to: zongtai_zheng@163.com (Z.Z.)

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Received	Accepted	Published
2025-11-03	2025-12-03
Issue Date
2026-10-16

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