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"Sung Hwan Lee"

Editorial

Original Article

Integrative multi-omics profiling identifies infiltrative hepatocellular carcinoma as an immunotherapy-resistant subtype with distinct molecular features
Won Suk Lee, Seonjeong Woo, Sung Hwan Lee, Gae Hoon Jo, Ilhwan Kim, Hyeyeong Kim, Chansik An, Sanghoon Jung, Gwangil Kim, Haeyoun Kang, Beodeul Kang, Jung Sun Kim, Ho Yeong Lim, Incheon Kang, Hannah Yang, So Jung Kong, Dahyeon Son, Dong Jun Shin, Woo Young Kwon, Da-Yeon Lee, Ju-Seog Lee, Junho Park, Youngsoo Kim, Sohyun Hwang, Chan Kim, Hong Jae Chon
Clin Mol Hepatol 2026;32(1):258-275.
Published online October 27, 2025
DOI: https://doi.org/10.3350/cmh.2025.0792
Background/Aims
Hepatocellular carcinoma (HCC) exhibits substantial morphological and biological heterogeneity. Clinical and molecular relevance of the infiltrative subtype remains poorly defined in the context of cancer immunotherapy. We aimed to evaluate the prognostic impact and molecular features of infiltrative HCC in patients treated with first-line atezolizumab plus bevacizumab (Ate/Bev).
Methods
We included 307 patients with advanced HCC treated with Ate/Bev and classified them into four gross morphological types based on imaging. Multi-omics profiling was conducted on tumor samples. Type IV infiltrative signature was derived and externally validated using five independent HCC cohorts, including IMbrave150.
Results
Infiltrative morphology, encompassing pure and mixed forms, was present in 42.7% of advanced HCC and associated with advanced disease features and compromised liver function. Patients with type IV infiltrative HCC showed lowest objective response rate (14.6%) and worst progression-free (median, 2.8 months) and overall survival (median, 7.1 months). Infiltrative morphology remained an independent predictor of poor outcomes after multivariable adjustment for confounders, including intrahepatic tumor extent. Genomic profiling revealed enriched TP53 and ATM loss-of-function mutations in type IV infiltrative HCC. Transcriptomic and proteomic analyses identified consistent activation of tumor proliferation, epithelial-mesenchymal transition, TGF-β signaling, and immunosuppressive pathways in type IV infiltrative HCC. Type IV infiltrative signature was significantly associated with poor survival across external datasets and retained independent prognostic value.
Conclusions
Infiltrative HCC is a clinically aggressive and molecularly distinct subtype of advanced HCC. Morphological classification and type IV infiltrative signatures may guide risk stratification and therapeutic decision-making in advanced HCC treated with immunotherapy.

Citations

Citations to this article as recorded by  Crossref logo
  • Response: Reassessing the Use of Nivolumab Plus Ipilimumab After Atezolizumab Plus Bevacizumab in Advanced HCC
    Jung Sun Kim, Thomas Yau, Hong Jae Chon
    Liver International.2026;[Epub]     CrossRef
  • Current and Emerging Immunotherapy Strategies in Hepatocellular Carcinoma: Standard Treatments and Biomarkers
    Yoonseok Lee
    Journal of Digestive Cancer Research.2026; 14(1): 53.     CrossRef
  • Functional Interpretation of Recurrent Genetic Variants in Hepatocellular Carcinoma: Molecular Consequences and Clinical Relevance
    Yuntao Ye, Zhulin Xu, Jiang Wang, Chunyu Chen, Yuan Peng, Bo Li, Shaoqiu Chen
    Human Mutation.2026;[Epub]     CrossRef
  • Efficacy of Nivolumab plus Ipilimumab in Advanced Hepatocellular Carcinoma with and without High-Risk Features: An International Multicenter Study
    Jung Sun Kim, San-Chi Chen, Jeffrey Sum Lung Wong, Beodeul Kang, Ho Yeong Lim, Ilhwan Kim, Hyeyeong Kim, Chansik An, Su Jin Jang, Masatoshi Kudo, David Tai, Chan Kim, Thomas Yau, Hong Jae Chon
    Liver Cancer.2026; : 1.     CrossRef
  • Cancer Heterogeneity and Cancer Cell Plasticity: Molecular Mechanisms and Precision Therapy
    Hanwen Hu, Zhixing Hao, Lili Li, Huiying Liu, Chenghui Yang, Zhen Wang
    MedComm.2026;[Epub]     CrossRef
  • Infiltrative hepatocellular carcinoma resistance: Integrating microenvironment, host factors, and therapy
    Glenn Deng, Dating Han, Kejun Yan
    Clinical and Molecular Hepatology.2026; 32(3): e288.     CrossRef
  • Correspondence to letter to the editor on “Integrative multi-omics profiling identifies infiltrative hepatocellular carcinoma as an immunotherapy-resistant subtype with distinct molecular features”
    Won Suk Lee, Seonjeong Woo, Sohyun Hwang, Chan Kim, Hong Jae Chon
    Clinical and Molecular Hepatology.2026; 32(3): e411.     CrossRef
  • Nivolumab Plus Ipilimumab for Unresectable Hepatocellular Carcinoma in Early Real-World Clinical Practice: A Multicenter Analysis of Efficacy and Safety
    Hironao Okubo, Teppei Matsui, Makoto Chuma, Akihiro Funaoka, Haruki Uojima, Satoshi Narahara, Masahiro Kobayashi, Yuwa Ando, Tsunamasa Watanabe, Taito Fukushima, Satoshi Kobayashi, Katsuharu Hirano, Kota Tsuruya, Tatehiro Kagawa, Shuichiro Iwasaki, Hisash
    Cancers.2026; 18(16): 2703.     CrossRef
  • Regorafenib as Second-Line Versus Later-Line Therapy in Advanced Hepatocellular Carcinoma: A Multicenter Real-World Study with Exploratory Analysis of Prior Immune Checkpoint Inhibitor Exposure
    Kwon Yong Tak, Hee Sun Cho, Jaejun Lee, Kyeungmo Yang, Ahlim Lee, Ji Won Han, Soon Kyu Lee, Hyun Yang, Heechul Nam, Hee Yeon Kim, Sung Won Lee, Seok-Hwan Kim, Do Seon Song, Myeong Jun Song, Jung Hyun Kwon, UIm Chang, Soon Woo Nam, Chang Wook Kim, Jeong Wo
    Targeted Oncology.2026; 21(5): 761.     CrossRef
  • Prediction of Response to Immunotherapy in Hepatocellular Carcinoma: Where Do We Stand?
    Mariana Verdelho Machado
    Cancers.2026; 18(19): 3167.     CrossRef
  • Prognostic Significance of Glypican-3 Expression in Hepatocellular Carcinoma Treated with Atezolizumab-Bevacizumab
    Ji Hoon Kim, Ji Won Han, Hee Sun Cho, Jeong Won Jang, Kwon Yong Tak, Pil Soo Sung
    Cancers.2025; 17(24): 3967.     CrossRef
  • 6,058 View
  • 430 Download
  • 8 Web of Science
  • Crossref

Erratum

Hepatic neoplasm

Erratum to ‘Genomic biomarkers to predict response to atezolizumab plus bevacizumab immunotherapy in hepatocellular carcinoma: Insights from the IMbrave150 trial’ [Clin Mol Hepatol 2024;30:807-823]
Sun Young Yim, Sung Hwan Lee, Seung-Woo Baek, Bohwa Sohn, Yun Seong Jeong, Sang-Hee Kang, Kena Park, Hyewon Park, Sunyoung S. Lee, Ahmed O. Kaseb, Young Nyun Park, Sun-Hee Leem, Michael A. Curran, Ji Hoon Kim, Ju-Seog Lee
Clin Mol Hepatol 2025;31(2):669-670.
Published online February 27, 2025
DOI: https://doi.org/10.3350/cmh.2024.0333e
Corrects: Clin Mol Hepatol 2024;30(4):807
  • 8,408 View
  • 54 Download

Correspondences

Hepatic neoplasm

Correspondence to editorial 2 on “Genomic biomarkers to predict response to atezolizumab plus bevacizumab immunotherapy in hepatocellular carcinoma: insights from the IMbrave150 trial”
Sun Young Yim, Sung Hwan Lee, Ji Hoon Kim, Sunyoung S Lee, Ahmed O Kaseb, Ju-Seog Lee
Clin Mol Hepatol 2025;31(1):e84-e86.
Published online October 7, 2024
DOI: https://doi.org/10.3350/cmh.2024.0830
  • 6,208 View
  • 51 Download

Hepatic neoplasm

Correspondence to editorial 1 on “Genomic biomarkers to predict response to atezolizumab plus bevacizumab immunotherapy in hepatocellular carcinoma: insights from the IMbrave150 Trial”
Sung Hwan Lee, Sun Young Yim, Ji Hoon Kim, Sunyoung S. Lee, Ahmed O. Kaseb, Ju-Seog Lee
Clin Mol Hepatol 2025;31(1):e81-e83.
Published online October 7, 2024
DOI: https://doi.org/10.3350/cmh.2024.0829

Citations

Citations to this article as recorded by  Crossref logo
  • Reply to correspondence on “Genomic biomarkers to predict response to atezolizumab plus bevacizumab immunotherapy in hepatocellular carcinoma: Insights from the IMbrave150 trial”
    Hiroaki Kanzaki, Yujin Hoshida
    Clinical and Molecular Hepatology.2025; 31(1): e121.     CrossRef
  • 6,686 View
  • 49 Download
  • Crossref

Hepatic neoplasm

Correspondence to letter to the editor on “Genomic biomarkers to predict response to atezolizumab plus bevacizumab immunotherapy in hepatocellular carcinoma: Insights from the IMbrave150 trial”
Sung Hwan Lee, Sun Young Yim, Ji Hoon Kim, Sunyoung S Lee, Ahmed O Kaseb, Peng Wei, Ju-Seog Lee
Clin Mol Hepatol 2025;31(1):e110-e112.
Published online October 2, 2024
DOI: https://doi.org/10.3350/cmh.2024.0828
  • 6,260 View
  • 61 Download
Original Article

Hepatic neoplasm

Genomic biomarkers to predict response to atezolizumab plus bevacizumab immunotherapy in hepatocellular carcinoma: Insights from the IMbrave150 trial
Sun Young Yim, Sung Hwan Lee, Seung-Woo Baek, Bohwa Sohn, Yun Seong Jeong, Sang-Hee Kang, Kena Park, Hyewon Park, Sunyoung S. Lee, Ahmed O. Kaseb, Young Nyun Park, Sun-Hee Leem, Michael A. Curran, Ji Hoon Kim, Ju-Seog Lee
Clin Mol Hepatol 2024;30(4):807-823.
Published online July 23, 2024
DOI: https://doi.org/10.3350/cmh.2024.0333
Background/Aims
Combination immunotherapy, exemplified by atezolizumab plus bevacizumab, has become the standard of care for inoperable hepatocellular carcinoma (HCC). However, the lack of predictive biomarkers and limited understanding of response mechanisms remain a challenge.
Methods
Using data from the IMbrave150plus cohort, we applied an immune signature score (ISS) predictor to stratify HCC patients treated with atezolizumab plus bevacizumab or with sorafenib alone into potential high and low response groups. By applying multiple statistical approaches including a Bayesian covariate prediction algorithm, we refined the signature to 10 key genes (ISS10) for clinical use while maintaining similar predictive power to the full model. We further validated ISS10 in an independent HCC cohort treated with nivolumab plus ipilimumab.
Results
The study identified a significant association between the ISS and treatment response. Among patients classified as high responders, those treated with the atezolizumab plus bevacizumab combination exhibited improved overall and progression-free survival as well as better objective response rate compared to those treated with sorafenib. We also observed a significant correlation between ISS10 and response to nivolumab plus ipilimumab treatment. Analysis of immune cell subpopulations revealed distinct characteristics associated with ISS subtypes. In particular, the ISS10 high subtype displayed a more favorable immune environment with higher proportions of antitumor macrophages and activated T-cells, potentially explaining its better response.
Conclusions
Our study suggests that ISS and ISS10 are promising predictive biomarkers for enhanced therapeutic outcomes in HCC patients undergoing combination immunotherapy. These markers are crucial for refining patient stratification and personalized treatment approaches to advance the effectiveness of standard-of-care regimens.

Citations

Citations to this article as recorded by  Crossref logo
  • Development and validation of a risk prediction model for patients with hepatocellular carcinoma receiving atezolizumab–bevacizumab
    Heechul Nam, Dong Yun Kim, Do Young Kim, Ji Hoon Kim, Chang Wook Kim, Jaejun Lee, Keungmo Yang, Ji Won Han, Pil Soo Sung, Seung Kew Yoon, Hee Sun Cho, Hyun Yang, Si Hyun Bae, Soon Kyu Lee, Jung Hyun Kwon, Soon Woo Nam, Ahlim Lee, Do Seon Song, U Im Chang,
    Hepatology.2026; 83(5): 1098.     CrossRef
  • Baseline and dynamic cytokines as biomarkers for immune checkpoint and anti-VEGF therapy in advanced hepatocellular carcinoma
    H.C. Wilbur, L.X. Zhao, M. Nakazawa, C. Kao, J.D. Gordan, T.P. Gade, L. Cope, L.T. Kagohara, D. Zabransky, W.J. Ho, M. Baretti, M. Yarchoan
    ESMO Gastrointestinal Oncology.2026; 11: 100273.     CrossRef
  • Significance of Measuring Interferon-γ-Induced Protein-10 Levels in Patients Receiving Systemic Therapies for Unresectable Hepatocellular Carcinoma
    Hitomi Takada, Leona Osawa, Yasuyuki Komiyama, Masaru Muraoka, Yuichiro Suzuki, Mitsuaki Sato, Shoji Kobayashi, Takashi Yoshida, Shinichi Takano, Shinya Maekawa, Atsunori Tsuchiya, Nobuyuki Enomoto
    Oncology.2026; 104(8): 929.     CrossRef
  • Perioperative immunotherapy for hepatocellular carcinoma: adjuvant, neoadjuvant, and biomarker-guided strategies
    Kangrui Li
    Frontiers in Medicine.2026;[Epub]     CrossRef
  • Five years after IMbrave150 with clinical integration of atezolizumab plus bevacizumab in hepatocellular carcinoma
    Kuan-Chang Lai, San-Chi Chen
    Annals of Hepatology.2026; 31(2): 102237.     CrossRef
  • Low Tumor Burden Predicts Benefit from Transarterial Treatment in Hepatocellular Carcinoma with Extrahepatic Metastasis: A Nationwide Cohort Study
    Jaejun Lee, Hyun Yang, Keungmo Yang, Ji Won Han, Pil Soo Sung, Jeong Won Jang, Si Hyun Bae
    Liver Cancer.2026; : 1.     CrossRef
  • Varices and Hemorrhagic Events during Atezolizumab-bevacizumab Treatment: Reassurance with Caveats for Prognosis
    Hae Lim Lee
    Gut and Liver.2026; 20(4): 509.     CrossRef
  • Immune resistance in hepatobiliary and pancreatic cancers: rethinking the tumor microenvironment beyond checkpoint blockade
    Jingyi Xu, Lei Yang, Shuang Wang, Liusheng Wu, Yuehua Liang, Xialin Xie, Wenqiang Wang, Lu Gao, Kai Sun, Jun Yan
    Frontiers in Immunology.2026;[Epub]     CrossRef
  • CSNK2B Expression Aligns with a GDF15-Associated Immune Molecular State in Hepatocellular Carcinoma
    Huiru Dai, Yajie Li, Junjie Zhang, Minling Liu, Tingwei Li, Yafei You, Jiancheng Wang, Shuo Fang
    Biomedicines.2026; 14(9): 1909.     CrossRef
  • Targeting TIME in advanced hepatocellular carcinoma: Mechanisms of drug resistance and treatment strategies
    Xinyi Ye, Xizhu Fang, Fangfang Li, Dan Jin
    Critical Reviews in Oncology/Hematology.2025; 211: 104735.     CrossRef
  • Differential Infiltration of T-Cell Populations in Tumor and Liver Tissues Predicts Recurrence-Free Survival in Surgically Resected Hepatocellular Carcinoma
    Eun Ji Jang, Ho Joong Choi, Young Kyoung You, Deok Hwa Seo, Mi Hyun Kwon, Keungmo Yang, Jaejun Lee, Jeong Won Jang, Seung Kew Yoon, Ji Won Han, Pil Soo Sung
    Cancers.2025; 17(9): 1548.     CrossRef
  • Advances in cancer immunotherapy: historical perspectives, current developments, and future directions
    Meiyin Zhang, Chaojun Liu, Jing Tu, Min Tang, Milad Ashrafizadeh, Noushin Nabavi, Gautam Sethi, Peiqing Zhao, Shijian Liu
    Molecular Cancer.2025;[Epub]     CrossRef
  • Management and Outcomes of Adverse Events Following Immune Checkpoint Inhibitor Treatment in Patients with Hepatocellular Carcinoma
    Soon Kyu Lee, Bo Hyun Kim
    Journal of Digestive Cancer Research.2025; 13(1): 65.     CrossRef
  • Managing hepatocellular carcinoma recurrence after liver transplantation: emerging role of immune checkpoint inhibitors
    Mohammad Saeid Rezaee-Zavareh, Soo Young Hwang, Naomy Kim, Hasmik Adetyan, Nguyen H. Tran, Ju Dong Yang
    Discover Oncology.2025;[Epub]     CrossRef
  • Hepatic Metabolic Signature and Its Association with the Response to Immunotherapy in Hepatocellular Carcinoma
    Hyewon Park, Sowon Park, Kena Park, Sun Young Yim, Ju-Seog Lee, Sung Hwan Lee
    ImmunoTargets and Therapy.2025; Volume 14: 787.     CrossRef
  • Bulk and Single-Cell Transcriptomes Reveal Exhausted Signature in Prognosis of Hepatocellular Carcinoma
    Ruixin Chun, Haisen Ni, Ziyi Zhao, Chunlong Zhang
    Genes.2025; 16(9): 1034.     CrossRef
  • Efficacy and Safety of Different Doses of Bevacizumab Combined with Atezolizumab in Unresectable Hepatocellular Carcinoma
    Shaobo Zhang, Jiabei Wang, Zebin Zhu, Peng Ji, Yanli Wang, Kun Cheng, Björn Nashan, Lianxin Liu, Shugeng Zhang
    Journal of Hepatocellular Carcinoma.2025; Volume 12: 2007.     CrossRef
  • Ultrasounic-radiomics models for predicting the response to Atezolizumab plus Bevacizumab in patients with unresectable hepatocellular carcinoma
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  • Prognostic Significance of Glypican-3 Expression in Hepatocellular Carcinoma Treated with Atezolizumab-Bevacizumab
    Ji Hoon Kim, Ji Won Han, Hee Sun Cho, Jeong Won Jang, Kwon Yong Tak, Pil Soo Sung
    Cancers.2025; 17(24): 3967.     CrossRef
  • Monocyte/macrophage-derived IL-15 activates STAT5 to trigger the EFNA1/NCOA2-positive feedback loop, facilitating retinal angiogenesis in high-glucose environments
    Lixin Zhang, Yan Guo
    Molecular Vision.2025; 31: 597.     CrossRef
  • An Early Increase in IL-10 and TNF-α Levels Following Atezolizumab Plus Bevacizumab Treatment Predicts Survival in Advanced Hepatocellular Carcinoma Patients: A Prospective Cohort Study
    Soon Kyu Lee, Soon Woo Nam, Ji Won Han, Jung Hyun Kwon
    Cancers.2024; 16(20): 3543.     CrossRef
  • From biomarker discovery to combined therapies: Advancing hepatocellular carcinoma treatment strategies
    Mo-Wei Kong, Yang Yu, Ying Wan, Yu Gao, Chun-Xiang Zhang
    World Journal of Gastrointestinal Oncology.2024; 16(11): 4518.     CrossRef
  • 14,930 View
  • 438 Download
  • 30 Web of Science
  • Crossref