Soon Kyu Lee , Jinyeong Lim , Joo Yeon Jhun , Jeonghyeon Moon , Hye Seon Kim , Jong Young Choi , Ho Joong Choi , Young Kyoung You , Ji Won Han , Pil Soo Sung , Kwon Yong Tak , Seung Kew Yoon , Woong-Yang Park , Mi-La Cho , Jeong Won Jang
{"title":"全外显子组、转录组和单细胞测序揭示了病毒相关HCC中t细胞衰竭异质性和HBV整合的景观","authors":"Soon Kyu Lee , Jinyeong Lim , Joo Yeon Jhun , Jeonghyeon Moon , Hye Seon Kim , Jong Young Choi , Ho Joong Choi , Young Kyoung You , Ji Won Han , Pil Soo Sung , Kwon Yong Tak , Seung Kew Yoon , Woong-Yang Park , Mi-La Cho , Jeong Won Jang","doi":"10.1016/j.jhepr.2025.101518","DOIUrl":null,"url":null,"abstract":"<div><h3>Background & Aims</h3><div>To enhance our understanding of the tumor immune microenvironment (TIME) in hepatocellular carcinoma (HCC), we investigated the heterogeneity of T-cell exhaustion and its association with HBV integrations and direct oncogenic potential in HCC.</div></div><div><h3>Methods</h3><div>We conducted a multi-omics analysis, including single-cell RNA sequencing, whole-exome sequencing, whole-transcriptome sequencing, and next-generation sequencing (NGS)-based HBV integration analysis, in eight patients with virus-related HCC. For validation, bulk RNA sequencing and NGS-based HBV integration analysis were performed in an independent cohort (n = 106).</div></div><div><h3>Results</h3><div>Based on the expression scores of exhaustion markers in effector CD8<sup>+</sup> T cells, patients were classified into high (n = 2) and low (n = 6) exhaustion groups (<em>p</em> <0.001). The high-exhaustion group exhibited higher clonal expansion (Gini index: 0.83 <em>vs.</em> 0.48, <em>p</em> = 0.006) and sharing of CD8<sup>+</sup> T effector memory and cycling T cells with elevated exhaustion markers. This group also showed increased clonal expansion of CD4<sup>+</sup> regulatory T cells and follicular helper T cells (<em>p</em> <0.001) with higher PDCD1 expression. In addition, the high-exhaustion group had higher <em>TP53</em> mutation rates and signature scores for proliferation subtypes compared with the low-exhaustion group, who predominantly harbored <em>TERT</em> mutations. Moreover, the high-exhaustion group demonstrated more pronounced HBV integrations with elevated intrahepatic covalently closed circular DNA (cccDNA) and pregenomic (pg)RNA levels. Similarly, in the validation cohort, the high-exhaustion group (n = 28) demonstrated stronger proliferation subtype signatures (<em>p</em> <0.001), along with higher HBV integrations, S-fusion transcripts, and an increased intrahepatic viral reservoir (cccDNA/pgRNA) (<em>p</em> <0.05) compared with the low-exhaustion group (n = 78).</div></div><div><h3>Conclusions</h3><div>Our study revealed the heterogeneity in T-cell exhaustion in the TIME of HCC, along with differences in HBV integrations and molecular subtypes. These findings provide insight into the intricate relationship between high exhaustion, proliferation subtype, increased HBV integrations, and enhanced HBV-induced oncogenic potential in virus-related HCC.</div></div><div><h3>Impact and implications</h3><div>This study provides a comprehensive immune landscape of T-cell exhaustion using multi-omics analysis, offering critical insights into T cell heterogeneity in virus-related HCC. It establishes a strong association between higher HBV integration, enhanced oncogenic potential, T-cell exhaustion, and proliferation subtypes in HCC. Our results also establish a basis for personalized therapies tailored to the immune-exhaustion status within the TIME of each patient with HCC.</div></div>","PeriodicalId":14764,"journal":{"name":"JHEP Reports","volume":"7 11","pages":"Article 101518"},"PeriodicalIF":7.5000,"publicationDate":"2025-07-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Landscape of T-cell exhaustion heterogeneity and HBV integration in virus-related HCC revealed by whole-exome, transcriptome, and single-cell sequencing\",\"authors\":\"Soon Kyu Lee , Jinyeong Lim , Joo Yeon Jhun , Jeonghyeon Moon , Hye Seon Kim , Jong Young Choi , Ho Joong Choi , Young Kyoung You , Ji Won Han , Pil Soo Sung , Kwon Yong Tak , Seung Kew Yoon , Woong-Yang Park , Mi-La Cho , Jeong Won Jang\",\"doi\":\"10.1016/j.jhepr.2025.101518\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><h3>Background & Aims</h3><div>To enhance our understanding of the tumor immune microenvironment (TIME) in hepatocellular carcinoma (HCC), we investigated the heterogeneity of T-cell exhaustion and its association with HBV integrations and direct oncogenic potential in HCC.</div></div><div><h3>Methods</h3><div>We conducted a multi-omics analysis, including single-cell RNA sequencing, whole-exome sequencing, whole-transcriptome sequencing, and next-generation sequencing (NGS)-based HBV integration analysis, in eight patients with virus-related HCC. For validation, bulk RNA sequencing and NGS-based HBV integration analysis were performed in an independent cohort (n = 106).</div></div><div><h3>Results</h3><div>Based on the expression scores of exhaustion markers in effector CD8<sup>+</sup> T cells, patients were classified into high (n = 2) and low (n = 6) exhaustion groups (<em>p</em> <0.001). The high-exhaustion group exhibited higher clonal expansion (Gini index: 0.83 <em>vs.</em> 0.48, <em>p</em> = 0.006) and sharing of CD8<sup>+</sup> T effector memory and cycling T cells with elevated exhaustion markers. This group also showed increased clonal expansion of CD4<sup>+</sup> regulatory T cells and follicular helper T cells (<em>p</em> <0.001) with higher PDCD1 expression. In addition, the high-exhaustion group had higher <em>TP53</em> mutation rates and signature scores for proliferation subtypes compared with the low-exhaustion group, who predominantly harbored <em>TERT</em> mutations. Moreover, the high-exhaustion group demonstrated more pronounced HBV integrations with elevated intrahepatic covalently closed circular DNA (cccDNA) and pregenomic (pg)RNA levels. Similarly, in the validation cohort, the high-exhaustion group (n = 28) demonstrated stronger proliferation subtype signatures (<em>p</em> <0.001), along with higher HBV integrations, S-fusion transcripts, and an increased intrahepatic viral reservoir (cccDNA/pgRNA) (<em>p</em> <0.05) compared with the low-exhaustion group (n = 78).</div></div><div><h3>Conclusions</h3><div>Our study revealed the heterogeneity in T-cell exhaustion in the TIME of HCC, along with differences in HBV integrations and molecular subtypes. These findings provide insight into the intricate relationship between high exhaustion, proliferation subtype, increased HBV integrations, and enhanced HBV-induced oncogenic potential in virus-related HCC.</div></div><div><h3>Impact and implications</h3><div>This study provides a comprehensive immune landscape of T-cell exhaustion using multi-omics analysis, offering critical insights into T cell heterogeneity in virus-related HCC. It establishes a strong association between higher HBV integration, enhanced oncogenic potential, T-cell exhaustion, and proliferation subtypes in HCC. Our results also establish a basis for personalized therapies tailored to the immune-exhaustion status within the TIME of each patient with HCC.</div></div>\",\"PeriodicalId\":14764,\"journal\":{\"name\":\"JHEP Reports\",\"volume\":\"7 11\",\"pages\":\"Article 101518\"},\"PeriodicalIF\":7.5000,\"publicationDate\":\"2025-07-10\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"JHEP Reports\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S258955592500196X\",\"RegionNum\":1,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"GASTROENTEROLOGY & HEPATOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"JHEP Reports","FirstCategoryId":"3","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S258955592500196X","RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"GASTROENTEROLOGY & HEPATOLOGY","Score":null,"Total":0}
Landscape of T-cell exhaustion heterogeneity and HBV integration in virus-related HCC revealed by whole-exome, transcriptome, and single-cell sequencing
Background & Aims
To enhance our understanding of the tumor immune microenvironment (TIME) in hepatocellular carcinoma (HCC), we investigated the heterogeneity of T-cell exhaustion and its association with HBV integrations and direct oncogenic potential in HCC.
Methods
We conducted a multi-omics analysis, including single-cell RNA sequencing, whole-exome sequencing, whole-transcriptome sequencing, and next-generation sequencing (NGS)-based HBV integration analysis, in eight patients with virus-related HCC. For validation, bulk RNA sequencing and NGS-based HBV integration analysis were performed in an independent cohort (n = 106).
Results
Based on the expression scores of exhaustion markers in effector CD8+ T cells, patients were classified into high (n = 2) and low (n = 6) exhaustion groups (p <0.001). The high-exhaustion group exhibited higher clonal expansion (Gini index: 0.83 vs. 0.48, p = 0.006) and sharing of CD8+ T effector memory and cycling T cells with elevated exhaustion markers. This group also showed increased clonal expansion of CD4+ regulatory T cells and follicular helper T cells (p <0.001) with higher PDCD1 expression. In addition, the high-exhaustion group had higher TP53 mutation rates and signature scores for proliferation subtypes compared with the low-exhaustion group, who predominantly harbored TERT mutations. Moreover, the high-exhaustion group demonstrated more pronounced HBV integrations with elevated intrahepatic covalently closed circular DNA (cccDNA) and pregenomic (pg)RNA levels. Similarly, in the validation cohort, the high-exhaustion group (n = 28) demonstrated stronger proliferation subtype signatures (p <0.001), along with higher HBV integrations, S-fusion transcripts, and an increased intrahepatic viral reservoir (cccDNA/pgRNA) (p <0.05) compared with the low-exhaustion group (n = 78).
Conclusions
Our study revealed the heterogeneity in T-cell exhaustion in the TIME of HCC, along with differences in HBV integrations and molecular subtypes. These findings provide insight into the intricate relationship between high exhaustion, proliferation subtype, increased HBV integrations, and enhanced HBV-induced oncogenic potential in virus-related HCC.
Impact and implications
This study provides a comprehensive immune landscape of T-cell exhaustion using multi-omics analysis, offering critical insights into T cell heterogeneity in virus-related HCC. It establishes a strong association between higher HBV integration, enhanced oncogenic potential, T-cell exhaustion, and proliferation subtypes in HCC. Our results also establish a basis for personalized therapies tailored to the immune-exhaustion status within the TIME of each patient with HCC.
期刊介绍:
JHEP Reports is an open access journal that is affiliated with the European Association for the Study of the Liver (EASL). It serves as a companion journal to the highly respected Journal of Hepatology.
The primary objective of JHEP Reports is to publish original papers and reviews that contribute to the advancement of knowledge in the field of liver diseases. The journal covers a wide range of topics, including basic, translational, and clinical research. It also focuses on global issues in hepatology, with particular emphasis on areas such as clinical trials, novel diagnostics, precision medicine and therapeutics, cancer research, cellular and molecular studies, artificial intelligence, microbiome research, epidemiology, and cutting-edge technologies.
In summary, JHEP Reports is dedicated to promoting scientific discoveries and innovations in liver diseases through the publication of high-quality research papers and reviews covering various aspects of hepatology.