Liu, Jian
Xiao, Xinlei
Liu, Xiangyan
Jiang, Bin
Bao, Shihao
Xin, Zhongwei https://orcid.org/0000-0002-8079-428X
Funding for this research was provided by:
the National Natural Science Foundation of China (82303183)
the Natural Science Foundation of Shandong Province (ZR2023QH182)
Article History
Received: 28 June 2026
Accepted: 21 September 2026
First Online: 12 October 2026
Declarations
Ethics approval and consent to participate: Not applicable. This study did not involve the recruitment of human participants, the use of identifiable human tissues, animal experiments, or any new experimental intervention. All analyses were based on publicly available, de-identified datasets from TCGA, GTEx, UCSC Xena Toil, GEO, and MSigDB. Formal ethics committee approval was therefore not required. This study used publicly available, de-identified datasets and did not involve direct participation of identifiable human participants, human tissues, or animal subjects. Informed consent to participate was therefore not required.
Consent for publication: Not applicable.
Competing interests: The authors declare no competing interests.