Evidence map›Paper›PMID 41668289›Full record

ArticleClinical and molecular hepatology2026

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 and 24 more

Abstract read
In one paragraph

Article in Clinical and molecular hepatology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

34 authors.

Suqin YangZhejiang Key Laboratory of Molecular Cancer Biology, Life Sciences Institute, Zhejiang University, Hangzhou, China, China.
Sunbin LingGeneral Surgery, Cancer Center, Department of Hepatobiliary and Pancreatic Surgery and Minimally Invasive Surgery, Zhejiang Provincial People's Hospital (Affiliated People's Hospital), Hangzhou Medical College, Hangzhou, China.
Jianhua LiLiver Transplantation Center, Department of General Surgery, Huashan Hospital & Institute of Organ Transplantation, Fudan University, Shanghai, China.
Yan WangZhejiang Key Laboratory of Molecular Cancer Biology, Life Sciences Institute, Zhejiang University, Hangzhou, China, China.
Jiapei WangDepartment of Hepatobiliary and Pancreatic Surgery, NHC Key Laboratory of Combined Multi-Organ Transplantation, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China.
Qiwei HuangState Key Laboratory of Virology, Hubei Key Laboratory of Cell Homeostasis, College of Life Science, Wuhan University, Wuhan, China.
Fanming LiuZhejiang Key Laboratory of Molecular Cancer Biology, Life Sciences Institute, Zhejiang University, Hangzhou, China, China.
Yiqi ZhuangZhejiang Key Laboratory of Molecular Cancer Biology, Life Sciences Institute, Zhejiang University, Hangzhou, China, China.
Yingyu ZhengZhejiang Key Laboratory of Molecular Cancer Biology, Life Sciences Institute, Zhejiang University, Hangzhou, China, China.
Rui WangInstitute of Translational Medicine, School of Medicine, Zhejiang University, Hangzhou, China.
Zhe YangDepartment of Hepatobiliary and Pancreatic Surgery, Department of Liver Transplantation, Shulan (Hangzhou) Hospital, Zhejiang Shuren University School of Medicine8Department of Hepatobiliary and Pancreatic Surgery, Department of Liver Transplantation, Shulan (Hangzhou) Hospital, Zhejiang Shuren University School of Medicine, Hangzhou, China.
Xiaoping ZhengDepartment of Pathology, Shulan (Hangzhou) Hospital, Zhejiang Shuren University School of Medicine, Hangzhou, China.
Kai WangGeneral Surgery, Cancer Center, Department of Hepatobiliary and Pancreatic Surgery and Minimally Invasive Surgery, Zhejiang Provincial People's Hospital (Affiliated People's Hospital), Hangzhou Medical College, Hangzhou, China.
Zhikun LiuGeneral Surgery, Cancer Center, Department of Hepatobiliary and Pancreatic Surgery and Minimally Invasive Surgery, Zhejiang Provincial People's Hospital (Affiliated People's Hospital), Hangzhou Medical College, Hangzhou, China.
Jun ChenHepatobiliary Center, The First Affiliated Hospital of Nanjing Medical University, Nanjing, China.
Jianguo WangGeneral Surgery, Cancer Center, Department of Hepatobiliary and Pancreatic Surgery and Minimally Invasive Surgery, Zhejiang Provincial People's Hospital (Affiliated People's Hospital), Hangzhou Medical College, Hangzhou, China.
Haiyang XieDepartment of Hepatobiliary and Pancreatic Surgery, NHC Key Laboratory of Combined Multi-Organ Transplantation, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China.
Lin ZhouDepartment of Hepatobiliary and Pancreatic Surgery, NHC Key Laboratory of Combined Multi-Organ Transplantation, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China.
Leiming ChenDepartment of Hepatobiliary and Pancreatic Surgery, NHC Key Laboratory of Combined Multi-Organ Transplantation, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China.
Guoqiang CaoDepartment of Hepatobiliary and Pancreatic Surgery, NHC Key Laboratory of Combined Multi-Organ Transplantation, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China.
Dandan ChenDepartment of Hepatobiliary and Pancreatic Surgery, NHC Key Laboratory of Combined Multi-Organ Transplantation, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China.
Junfang JiZhejiang Key Laboratory of Molecular Cancer Biology, Life Sciences Institute, Zhejiang University, Hangzhou, China, China.
Bin ZhaoZhejiang Key Laboratory of Molecular Cancer Biology, Life Sciences Institute, Zhejiang University, Hangzhou, China, China.
Chao JiangZhejiang Key Laboratory of Molecular Cancer Biology, Life Sciences Institute, Zhejiang University, Hangzhou, China, China.
Di LuGeneral Surgery, Cancer Center, Department of Hepatobiliary and Pancreatic Surgery and Minimally Invasive Surgery, Zhejiang Provincial People's Hospital (Affiliated People's Hospital), Hangzhou Medical College, Hangzhou, China.
Xuyong WeiDepartment of General Surgery, Affiliated Hangzhou First People's Hospital, School of Medicine, Westlake University, Hangzhou, China.
Hangjin JiangCenter for Data Science, Zhejiang University, Hangzhou, China.
Qiaonan ShanDepartment of Hepatobiliary and Pancreatic Surgery, NHC Key Laboratory of Combined Multi-Organ Transplantation, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China.
Hengbo ShiCollege of Animal Sciences, Zhejiang University, Hangzhou, China.
Yong-Zhen XuState Key Laboratory of Virology, Hubei Key Laboratory of Cell Homeostasis, College of Life Science, Wuhan University, Wuhan, China.
Shusen ZhengDepartment of Hepatobiliary and Pancreatic Surgery, NHC Key Laboratory of Combined Multi-Organ Transplantation, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China.
Zhengxin WangLiver Transplantation Center, Department of General Surgery, Huashan Hospital & Institute of Organ Transplantation, Fudan University, Shanghai, China.
Shengda LinZhejiang Key Laboratory of Molecular Cancer Biology, Life Sciences Institute, Zhejiang University, Hangzhou, China, China.
Xiao XuHepatobiliary Center, The First Affiliated Hospital of Nanjing Medical University, Nanjing, China.

Funding

China Postdoctoral Science Foundation 2022M722762National Key Research and Development Program of China 2021YFA1100500National Key Research and Development Program of China 2023YFA1800600National Key Research and Development Program of China 2023YFC2505900National Natural Science Foundation of China 32270885National Natural Science Foundation of China 82073071National Natural Science Foundation of China 82241225National Natural Science Foundation of China 92159202
6 · The paper itself

Abstract

BACKGROUND/

aimsLiver 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.

methodsWe 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.

resultsWe 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.

conclusionOur 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.

Indexed as

Carcinoma, HepatocellularLiver NeoplasmsAgedBiomarkers, TumorCell-Free Nucleic AcidsDNA Copy Number VariationsFemaleHumansLiquid BiopsyLiver TransplantationMaleMiddle AgedNeoplasm Recurrence, LocalRisk AssessmentTranscriptomeBiomarkers, TumorCell-Free Nucleic AcidsCell-free DNAHepatocellular carcinomaLiquid biopsyLiver transplantationMulti-omics

Identifiers

PMID41668289
PMCPMC13129808

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.