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Lee YT, Fujiwara N, Yang JD, Hoshida Y. Risk stratification and early detection biomarkers for precision HCC screening. Hepatology 2023; 78:319-362. [PMID: 36082510 PMCID: PMC9995677 DOI: 10.1002/hep.32779] [Citation(s) in RCA: 19] [Impact Index Per Article: 19.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/18/2022] [Revised: 08/25/2022] [Accepted: 08/28/2022] [Indexed: 12/08/2022]
Abstract
Hepatocellular carcinoma (HCC) mortality remains high primarily due to late diagnosis as a consequence of failed early detection. Professional societies recommend semi-annual HCC screening in at-risk patients with chronic liver disease to increase the likelihood of curative treatment receipt and improve survival. However, recent dynamic shift of HCC etiologies from viral to metabolic liver diseases has significantly increased the potential target population for the screening, whereas annual incidence rate has become substantially lower. Thus, with the contemporary HCC etiologies, the traditional screening approach might not be practical and cost-effective. HCC screening consists of (i) definition of rational at-risk population, and subsequent (ii) repeated application of early detection tests to the population at regular intervals. The suboptimal performance of the currently available HCC screening tests highlights an urgent need for new modalities and strategies to improve early HCC detection. In this review, we overview recent developments of clinical, molecular, and imaging-based tools to address the current challenge, and discuss conceptual framework and approaches of their clinical translation and implementation. These encouraging progresses are expected to transform the current "one-size-fits-all" HCC screening into individualized precision approaches to early HCC detection and ultimately improve the poor HCC prognosis in the foreseeable future.
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Affiliation(s)
- Yi-Te Lee
- California NanoSystems Institute, Crump Institute for Molecular Imaging, Department of Molecular and Medical Pharmacology, University of California, Los Angeles, Los Angeles, California
| | - Naoto Fujiwara
- Liver Tumor Translational Research Program, Simmons Comprehensive Cancer Center, Division of Digestive and Liver Diseases, Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, Texas
| | - Ju Dong Yang
- Karsh Division of Gastroenterology and Hepatology, Cedars-Sinai Medical Center, Los Angeles, California; Comprehensive Transplant Center, Cedars-Sinai Medical Center, Los Angeles, Los Angeles, California; Samuel Oschin Comprehensive Cancer Institute, Cedars-Sinai Medical Center, Los Angeles, California
| | - Yujin Hoshida
- Liver Tumor Translational Research Program, Simmons Comprehensive Cancer Center, Division of Digestive and Liver Diseases, Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, Texas
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Fujiwara N, Kubota N, Crouchet E, Koneru B, Marquez CA, Jajoriya AK, Panda G, Qian T, Zhu S, Goossens N, Wang X, Liang S, Zhong Z, Lewis S, Taouli B, Schwartz ME, Fiel MI, Singal AG, Marrero JA, Fobar AJ, Parikh ND, Raman I, Li QZ, Taguri M, Ono A, Aikata H, Nakahara T, Nakagawa H, Matsushita Y, Tateishi R, Koike K, Kobayashi M, Higashi T, Nakagawa S, Yamashita YI, Beppu T, Baba H, Kumada H, Chayama K, Baumert TF, Hoshida Y. Molecular signatures of long-term hepatocellular carcinoma risk in nonalcoholic fatty liver disease. Sci Transl Med 2022; 14:eabo4474. [PMID: 35731891 PMCID: PMC9236162 DOI: 10.1126/scitranslmed.abo4474] [Citation(s) in RCA: 38] [Impact Index Per Article: 19.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
Prediction of hepatocellular carcinoma (HCC) risk is an urgent unmet need in patients with nonalcoholic fatty liver disease (NAFLD). In cohorts of 409 patients with NAFLD from multiple global regions, we defined and validated hepatic transcriptome and serum secretome signatures predictive of long-term HCC risk in patients with NAFLD. A 133-gene signature, prognostic liver signature (PLS)-NAFLD, predicted incident HCC over up to 15 years of longitudinal observation. High-risk PLS-NAFLD was associated with IDO1+ dendritic cells and dysfunctional CD8+ T cells in fibrotic portal tracts along with impaired metabolic regulators. PLS-NAFLD was validated in independent cohorts of patients with NAFLD who were HCC naïve (HCC incidence rates at 15 years were 22.7 and 0% in high- and low-risk patients, respectively) or HCC experienced (de novo HCC recurrence rates at 5 years were 71.8 and 42.9% in high- and low-risk patients, respectively). PLS-NAFLD was bioinformatically translated into a four-protein secretome signature, PLSec-NAFLD, which was validated in an independent cohort of HCC-naïve patients with NAFLD and cirrhosis (HCC incidence rates at 15 years were 37.6 and 0% in high- and low-risk patients, respectively). Combination of PLSec-NAFLD with our previously defined etiology-agnostic PLSec-AFP yielded improved HCC risk stratification. PLS-NAFLD was modified by bariatric surgery, lipophilic statin, and IDO1 inhibitor, suggesting that the signature can be used for drug discovery and as a surrogate end point in HCC chemoprevention clinical trials. Collectively, PLS/PLSec-NAFLD may enable NAFLD-specific HCC risk prediction and facilitate clinical translation of NAFLD-directed HCC chemoprevention.
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Affiliation(s)
- Naoto Fujiwara
- Division of Digestive and Liver Diseases, Department of Internal Medicine, University of Texas Southwestern Medical Center; Dallas, 75390, U.S
- Department of Gastroenterology, Graduate School of Medicine, The University of Tokyo; Tokyo, 113-8655, Japan
| | - Naoto Kubota
- Division of Digestive and Liver Diseases, Department of Internal Medicine, University of Texas Southwestern Medical Center; Dallas, 75390, U.S
| | - Emilie Crouchet
- Inserm, U1110, Institut de Recherche sur les Maladies Virales et Hépatiques, University of Strasbourg and IHU, Pole Hépato-digestif, Strasbourg University Hospitals; Strasbourg, 67000, France
| | - Bhuvaneswari Koneru
- Division of Digestive and Liver Diseases, Department of Internal Medicine, University of Texas Southwestern Medical Center; Dallas, 75390, U.S
| | - Cesia A Marquez
- Division of Digestive and Liver Diseases, Department of Internal Medicine, University of Texas Southwestern Medical Center; Dallas, 75390, U.S
| | - Arun K Jajoriya
- Division of Digestive and Liver Diseases, Department of Internal Medicine, University of Texas Southwestern Medical Center; Dallas, 75390, U.S
| | - Gayatri Panda
- Division of Digestive and Liver Diseases, Department of Internal Medicine, University of Texas Southwestern Medical Center; Dallas, 75390, U.S
| | - Tongqi Qian
- Division of Digestive and Liver Diseases, Department of Internal Medicine, University of Texas Southwestern Medical Center; Dallas, 75390, U.S
| | - Shijia Zhu
- Division of Digestive and Liver Diseases, Department of Internal Medicine, University of Texas Southwestern Medical Center; Dallas, 75390, U.S
| | - Nicolas Goossens
- Division of Gastroenterology and Hepatology, Geneva University Hospital; Geneva, 44041, Switzerland
| | - Xiaochen Wang
- Department of Immunology, University of Texas Southwestern Medical Center; Dallas, 75390, U.S
| | - Shuang Liang
- Department of Immunology, University of Texas Southwestern Medical Center; Dallas, 75390, U.S
| | - Zhenyu Zhong
- Department of Immunology, University of Texas Southwestern Medical Center; Dallas, 75390, U.S
| | - Sara Lewis
- Department of Radiology, Icahn School of Medicine at Mount Sinai; New York, 10029, U.S
| | - Bachir Taouli
- Department of Radiology, Icahn School of Medicine at Mount Sinai; New York, 10029, U.S
| | - Myron E Schwartz
- Department of Surgery, Icahn School of Medicine at Mount Sinai; New York, 10029, U.S
| | - Maria Isabel Fiel
- Department of Pathology, Icahn School of Medicine at Mount Sinai; New York, 10029, U.S
| | - Amit G Singal
- Division of Digestive and Liver Diseases, Department of Internal Medicine, University of Texas Southwestern Medical Center; Dallas, 75390, U.S
| | - Jorge A Marrero
- Division of Digestive and Liver Diseases, Department of Internal Medicine, University of Texas Southwestern Medical Center; Dallas, 75390, U.S
- Division of Gastroenterology, Perelman School of Medicine, University of Pennsylvania; Philadelphia, 19104, U.S
| | - Austin J Fobar
- Division of Gastroenterology and Hepatology, University of Michigan; Ann Arbor, 48109, U.S
| | - Neehar D Parikh
- Division of Gastroenterology and Hepatology, University of Michigan; Ann Arbor, 48109, U.S
| | - Indu Raman
- BioCenter Microarray Core Facility, Department of Immunology, University of Texas Southwestern Medical Center; Dallas, 75390, U.S
| | - Quan-Zhen Li
- BioCenter Microarray Core Facility, Department of Immunology, University of Texas Southwestern Medical Center; Dallas, 75390, U.S
| | - Masataka Taguri
- Department of Data Science, School of Data Science, Yokohama City University; Yokohama, 236-0027, Japan
| | - Atsushi Ono
- Department of Gastroenterology and Metabolism, Graduate School of Biomedical & Health Sciences, Hiroshima University; Hiroshima, 734-8551, Japan
| | - Hiroshi Aikata
- Department of Gastroenterology and Metabolism, Graduate School of Biomedical & Health Sciences, Hiroshima University; Hiroshima, 734-8551, Japan
| | - Takashi Nakahara
- Department of Gastroenterology and Metabolism, Graduate School of Biomedical & Health Sciences, Hiroshima University; Hiroshima, 734-8551, Japan
| | - Hayato Nakagawa
- Department of Gastroenterology, Graduate School of Medicine, The University of Tokyo; Tokyo, 113-8655, Japan
| | - Yuki Matsushita
- Department of Gastroenterology, Graduate School of Medicine, The University of Tokyo; Tokyo, 113-8655, Japan
| | - Ryosuke Tateishi
- Department of Gastroenterology, Graduate School of Medicine, The University of Tokyo; Tokyo, 113-8655, Japan
| | - Kazuhiko Koike
- Department of Gastroenterology, Graduate School of Medicine, The University of Tokyo; Tokyo, 113-8655, Japan
| | | | - Takaaki Higashi
- Department of Gastroenterological Surgery, Graduate School of Medical Sciences, Kumamoto University; Kumamoto, 860-8555, Japan
| | - Shigeki Nakagawa
- Department of Gastroenterological Surgery, Graduate School of Medical Sciences, Kumamoto University; Kumamoto, 860-8555, Japan
| | - Yo-ichi Yamashita
- Department of Gastroenterological Surgery, Graduate School of Medical Sciences, Kumamoto University; Kumamoto, 860-8555, Japan
| | - Toru Beppu
- Department of Gastroenterological Surgery, Graduate School of Medical Sciences, Kumamoto University; Kumamoto, 860-8555, Japan
| | - Hideo Baba
- Department of Gastroenterological Surgery, Graduate School of Medical Sciences, Kumamoto University; Kumamoto, 860-8555, Japan
| | - Hiromitsu Kumada
- Department of Hepatology, Toranomon Hospital; Tokyo, 105-0001, Japan
| | - Kazuaki Chayama
- Collaborative Research Laboratory of Medical Innovation, Research Center for Hepatology and Gastroenterology, Hiroshima University; Hiroshima, 734-8551, Japan
- RIKEN Center for Integrative Medical Sciences; Yokohama, 230-0045, Japan
| | - Thomas F Baumert
- Inserm, U1110, Institut de Recherche sur les Maladies Virales et Hépatiques, University of Strasbourg and IHU, Pole Hépato-digestif, Strasbourg University Hospitals; Strasbourg, 67000, France
| | - Yujin Hoshida
- Division of Digestive and Liver Diseases, Department of Internal Medicine, University of Texas Southwestern Medical Center; Dallas, 75390, U.S
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4
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Qian T, Fujiwara N, Koneru B, Ono A, Kubota N, Jajoriya AK, Tung MG, Crouchet E, Song WM, Marquez CA, Panda G, Hoshida A, Raman I, Li QZ, Lewis C, Yopp A, Rich NE, Singal AG, Nakagawa S, Goossens N, Higashi T, Koh AP, Bian CB, Hoshida H, Tabrizian P, Gunasekaran G, Florman S, Schwarz ME, Hiotis SP, Nakahara T, Aikata H, Murakami E, Beppu T, Baba H, Warren A, Bhatia S, Kobayashi M, Kumada H, Fobar AJ, Parikh ND, Marrero JA, Rwema SH, Nair V, Patel M, Kim-Schulze S, Corey K, O’Leary JG, Klintmalm GB, Thomas DL, Dibas M, Rodriguez G, Zhang B, Friedman SL, Baumert TF, Fuchs BC, Chayama K, Zhu S, Chung RT, Hoshida Y. Molecular Signature Predictive of Long-Term Liver Fibrosis Progression to Inform Antifibrotic Drug Development. Gastroenterology 2022; 162:1210-1225. [PMID: 34951993 PMCID: PMC8934284 DOI: 10.1053/j.gastro.2021.12.250] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/19/2021] [Revised: 12/14/2021] [Accepted: 12/15/2021] [Indexed: 01/02/2023]
Abstract
BACKGROUND & AIMS There is a major unmet need to assess the prognostic impact of antifibrotics in clinical trials because of the slow rate of liver fibrosis progression. We aimed to develop a surrogate biomarker to predict future fibrosis progression. METHODS A fibrosis progression signature (FPS) was defined to predict fibrosis progression within 5 years in patients with hepatitis C virus and nonalcoholic fatty liver disease (NAFLD) with no to minimal fibrosis at baseline (n = 421) and was validated in an independent NAFLD cohort (n = 78). The FPS was used to assess response to 13 candidate antifibrotics in organotypic ex vivo cultures of clinical fibrotic liver tissues (n = 78) and cenicriviroc in patients with nonalcoholic steatohepatitis enrolled in a clinical trial (n = 19, NCT02217475). A serum protein-based surrogate FPS was developed and tested in a cohort of compensated cirrhosis patients (n = 122). RESULTS A 20-gene FPS was defined and validated in an independent NAFLD cohort (adjusted odds ratio, 10.93; area under the receiver operating characteristic curve, 0.86). Among computationally inferred fibrosis-driving FPS genes, BCL2 was confirmed as a potential pharmacologic target using clinical liver tissues. Systematic ex vivo evaluation of 13 candidate antifibrotics identified rational combination therapies based on epigallocatechin gallate, which were validated for enhanced antifibrotic effect in ex vivo culture of clinical liver tissues. In patients with nonalcoholic steatohepatitis treated with cenicriviroc, FPS modulation was associated with 1-year fibrosis improvement accompanied by suppression of the E2F pathway. Induction of the PPARα pathway was absent in patients without fibrosis improvement, suggesting a benefit of combining PPARα agonism to improve the antifibrotic efficacy of cenicriviroc. A 7-protein serum protein-based surrogate FPS was associated with the development of decompensation in cirrhosis patients. CONCLUSION The FPS predicts long-term fibrosis progression in an etiology-agnostic manner, which can inform antifibrotic drug development.
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Affiliation(s)
- Tongqi Qian
- Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, U.S
| | - Naoto Fujiwara
- Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, U.S.,Department of Gastroenterology, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan
| | - Bhuvaneswari Koneru
- Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, U.S
| | - Atsushi Ono
- Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, U.S.,Department of Gastroenterology and Metabolism, Graduate School of Biomedical & Health Sciences, Hiroshima University, Hiroshima, Japan
| | - Naoto Kubota
- Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, U.S
| | - Arun K Jajoriya
- Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, U.S
| | - Matthew G Tung
- Department of Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, U.S
| | - Emilie Crouchet
- Institut de Recherche sur les Maladies Virales et Hépatiques, Inserm U1110, University of Strasbourg, Strasbourg, France
| | - Won-Min Song
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, U.S
| | - Cesia Ammi Marquez
- Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, U.S
| | - Gayatri Panda
- Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, U.S
| | - Ayaka Hoshida
- Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, U.S
| | - Indu Raman
- Microarray Core Facility, Department of Immunology, BioCenter, University of Texas Southwestern Medical Center, Dallas, U.S
| | - Quan-Zhen Li
- Microarray Core Facility, Department of Immunology, BioCenter, University of Texas Southwestern Medical Center, Dallas, U.S
| | - Cheryl Lewis
- Simmons Comprehensive Cancer Center, University of Texas Southwestern Medical Center, Dallas, U.S
| | - Adam Yopp
- Department of Surgery, University of Texas Southwestern Medical Center, Dallas, U.S
| | - Nicole E Rich
- Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, U.S
| | - Amit G Singal
- Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, U.S
| | - Shigeki Nakagawa
- Department of Gastroenterological Surgery, Graduate School of Medical Sciences, Kumamoto University, Kumamoto, Japan
| | - Nicolas Goossens
- Division of Gastroenterology and Hepatology, Geneva University Hospital, Switzerland
| | - Takaaki Higashi
- Department of Gastroenterological Surgery, Graduate School of Medical Sciences, Kumamoto University, Kumamoto, Japan
| | - Anna P Koh
- Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, U.S
| | - C Billie Bian
- Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, U.S
| | - Hiroki Hoshida
- Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, U.S
| | - Parissa Tabrizian
- Department of Surgery, Icahn School of Medicine at Mount Sinai, New York, U.S
| | - Ganesh Gunasekaran
- Department of Surgery, Icahn School of Medicine at Mount Sinai, New York, U.S
| | - Sander Florman
- Department of Surgery, Icahn School of Medicine at Mount Sinai, New York, U.S
| | - Myron E Schwarz
- Department of Surgery, Icahn School of Medicine at Mount Sinai, New York, U.S
| | - Spiros P Hiotis
- Department of Surgery, Icahn School of Medicine at Mount Sinai, New York, U.S
| | - Takashi Nakahara
- Department of Gastroenterology and Metabolism, Graduate School of Biomedical & Health Sciences, Hiroshima University, Hiroshima, Japan
| | - Hiroshi Aikata
- Department of Gastroenterology and Metabolism, Graduate School of Biomedical & Health Sciences, Hiroshima University, Hiroshima, Japan
| | - Eisuke Murakami
- Department of Gastroenterology and Metabolism, Graduate School of Biomedical & Health Sciences, Hiroshima University, Hiroshima, Japan
| | - Toru Beppu
- Department of Surgery, University of Texas Southwestern Medical Center, Dallas, U.S
| | - Hideo Baba
- Department of Surgery, University of Texas Southwestern Medical Center, Dallas, U.S
| | | | | | | | | | - Austin J Fobar
- Division of Gastroenterology and Hepatology, University of Michigan, Ann Arbor, U.S
| | - Neehar D Parikh
- Division of Gastroenterology and Hepatology, University of Michigan, Ann Arbor, U.S
| | - Jorge A Marrero
- Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, U.S.,Division of Gastroenterology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, U.S
| | | | - Venugopalan Nair
- Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, U.S
| | - Manishkumar Patel
- Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, U.S
| | | | - Kathleen Corey
- Department of Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, U.S
| | | | | | - David L Thomas
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, U.S
| | | | | | - Bin Zhang
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, U.S
| | - Scott L Friedman
- Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, U.S
| | - Thomas F Baumert
- Institut de Recherche sur les Maladies Virales et Hépatiques, Inserm U1110, University of Strasbourg, Strasbourg, France.,IHU, Pole hépato-digestif, Strasbourg University Hospitals, Strasbourg, France
| | - Bryan C Fuchs
- Department of Surgery, Massachusetts General Hospital, Boston, U.S., Ferring Pharmaceuticals, San Diego, U.S
| | - Kazuaki Chayama
- Collaborative Research Laboratory of Medical Innovation, Research Center for Hepatology and Gastroenterology, Hiroshima University, Hiroshima, RIKEN Center for Integrative Medical Sciences, Yokohama, Japan
| | - Shijia Zhu
- Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, Texas.
| | - Raymond T Chung
- Department of Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts.
| | - Yujin Hoshida
- Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, Texas.
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