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
Journal
Scientific Reports
Volume / Issue
Vol. 15, Issue 1
Published
October 31, 2025
ISSN
2045-2322
Publisher
Nature Portfolio
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
Related Articles from this Journal
AI models of unstable flow exhibit hallucination
Ramdhan Wibawa, Birendra Jha
Aug 2026
10.1038/s41598-026-64023-8
The MCAA-YOLO + XPBI integrated model provides a hybrid intelligent measurement method for predicting the body weight of Hu sheep
Hang Zhang, Yuang Cheng et al.
Aug 2026
10.1038/s41598-026-64075-w
Application of iron nano-biofertilizers as a sustainable approach to enhance growth and micronutrient uptake in soybean
Ava Mohrazi, Reza Ghasemi-Fasaei
Aug 2026
10.1038/s41598-026-66011-4
Adolescents’ status-dependent public and private conformity to prosocial and antisocial decisions in a public goods game
Niloofar Saeedi, Khatereh Borhani et al.
Aug 2026
10.1038/s41598-026-64831-y
An explainable hierarchical capsule network framework for supporting expert sensory evaluation of herbal medicines with natural language generation
Hyein Lee, Dae-Hyun Jung
Aug 2026
10.1038/s41598-026-64156-w