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Multi-omics analysis identifies SNP-associated immune-related signatures by integrating Mendelian randomization and machine learning in hepatocellular carcinoma

Crossref DOI link: https://doi.org/10.1038/s41598-025-09010-1

Published Online: 2025-07-04

Update policy: https://doi.org/10.1007/springer_crossmark_policy

Authors

Kou, Qingyan

Wu, Zhichao

Zhao, Wenbin

Liu, Zhenyuan

Qiao, Shengxian

Mu, Qiang

Zhang, Xu
Funding

Funding for this research was provided by:

Wu Jieping Medical Foundation (320.6750.2022-19-37, 320.6750.2022-19-37)
License Information

Text and Data Mining valid from 2025-07-04

Version of Record valid from 2025-07-04
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Article History

Received: 18 March 2025

Accepted: 24 June 2025

First Online: 4 July 2025

Declarations

:

: The authors declare no competing interests.

: All authors informed and consent.

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