Machine learning-driven classification and prognostic prediction of kidney renal clear cell carcinoma using APOBEC family expression signatures

Z Zhen Ren Y Yaru Zhu X Xiaochen Qi J Jianing Zhao S Shuhong Tang Q Qichao Wang H Haizhe Ji J Jia He W Wei Tian (Genomic Analysis Laboratory, Salk Institute for Biological Studies, La Jolla, CA, USA.) X Xinru Tang P Peizhi Yang H Huanhuan Wu (Laboratory Medicine College of Dalian Medical University) T Tianliang Zheng J Jingyuan Zhao (Clinical Laboratory Center, Central Hospital of Dalian University of Technology) H Hong Yuan (Clinical Laboratory Center, Central Hospital of Dalian University of Technology) J Jundong Li (Department of Gynecologic Oncology, Sun Yat-sen University Cancer Center, the State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Guangzhou, China)

Article Details

Volume / Issue Vol. 15, Issue 1
Published October 31, 2025
ISSN 2045-2322
Publisher Nature Portfolio

Journal Info

Scientific Reports

Nature Portfolio

ISSN: 2045-2322 Open Access Life Sciences

Authors (16)

Z

Zhen Ren

Y

Yaru Zhu

X

Xiaochen Qi

J

Jianing Zhao

S

Shuhong Tang

Q

Qichao Wang

H

Haizhe Ji

J

Jia He

W

Wei Tian

Genomic Analysis Laboratory, Salk Institute for Biological Studies, La Jolla, CA, USA.

X

Xinru Tang

P

Peizhi Yang

H

Huanhuan Wu

Laboratory Medicine College of Dalian Medical University

T

Tianliang Zheng

J

Jingyuan Zhao

Clinical Laboratory Center, Central Hospital of Dalian University of Technology

H

Hong Yuan

Clinical Laboratory Center, Central Hospital of Dalian University of Technology

J

Jundong Li

Department of Gynecologic Oncology, Sun Yat-sen University Cancer Center, the State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Guangzhou, China