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"Zhikun Liu"

Original Article
Pre-operative risk assessment of hepatocellular carcinoma recurrence in liver transplant recipients by non-invasive detection of pre-existing genetic lesions
Suqin Yang, Sunbin Ling, Jianhua Li, Yan Wang, Jiapei Wang, Qiwei Huang, Fanming Liu, Yiqi Zhuang, Yingyu Zheng, Rui Wang, Zhe Yang, Xiaoping Zheng, Kai Wang, Zhikun Liu, Jun Chen, Jianguo Wang, Haiyang Xie, Lin Zhou, Leiming Chen, Guoqiang Cao, Dandan Chen, Junfang Ji, Bin Zhao, Chao Jiang, Di Lu, Xuyong Wei, Hangjin Jiang, Qiaonan Shan, Hengbo Shi, Yong-Zhen Xu, Shusen Zheng, Zhengxin Wang, Shengda Lin, Xiao Xu
Clin Mol Hepatol 2026;32(2):884-903.
Published online February 11, 2026
DOI: https://doi.org/10.3350/cmh.2025.1069
Background/Aims
Liver transplantation (LT) following total hepatectomy is a life-saving treatment for hepatocellular carcinoma (HCC). The HCC recurrence after LT hinders the effectiveness of the procedure. The objective of this study is to develop a pre-operative risk stratification model based on a liquid biopsy.
Methods
We conducted a comprehensive multi-omics study of 260 HCC patients from three centers, including clinical data, low-coverage whole-genome sequencing of cell-free DNA (cfDNA) from plasma, as well as whole-exome, single-nucleus RNA, and spatial transcriptomics from matched tumor and non-tumor tissues.
Results
We identified cfDNA-derived copy number alteration (CNA) signatures associated with post-transplant recurrence. By integrating cfDNA-derived CNA profiles with single-cell transcriptomic data, we traced recurrence-associated cfDNA to a distinct subpopulation of malignant cells within the primary tumor. These cells were embedded in a pro-metastatic microenvironment of specialized endothelial subtypes and cancer-associated fibroblasts. Notably, most recurrence-associated lesions were detectable in cfDNA prior to liver transplantation (LT). Building on these insights, we developed the ZJU Criteria based on CNA fragments and tumor markers, a pre-LT risk prediction tool that integrates conventional clinical factors with cfDNA-derived CNA signatures, and validated it using internal and independent external cohorts.
Conclusion
Our findings suggest that post-transplant recurrence commonly originates from advanced subclones that emerge late during tumor evolution. The ZJU Criteria provides an accurate, non-invasive strategy that significantly improves pre-LT risk stratification and clinical decision-making for patients with HCC.
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