1
|
Nakahara H, Ono A, Hayes CN, Shirane Y, Miura R, Fujii Y, Murakami S, Yamaoka K, Bao H, Uchikawa S, Fujino H, Murakami E, Kawaoka T, Miki D, Tsuge M, Oka S. Prediction of Hepatocellular Carcinoma After Hepatitis C Virus Sustained Virologic Response Using a Random Survival Forest Model. JCO Clin Cancer Inform 2024; 8:e2400108. [PMID: 39693579 DOI: 10.1200/cci.24.00108] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2024] [Revised: 10/01/2024] [Accepted: 10/25/2024] [Indexed: 12/20/2024] Open
Abstract
PURPOSE Postsustained virologic response (SVR) screening following clinical guidelines does not address individual risk of hepatocellular carcinoma (HCC). Our aim is to provide tailored screening for patients using machine learning to predict HCC incidence after SVR. METHODS Using clinical data from 1,028 SVR patients, we developed an HCC prediction model using a random survival forest (RSF). Model performance was assessed using Harrel's c-index and validated in an independent cohort of 737 SVR patients. Shapley additive explanation (SHAP) facilitated feature quantification, whereas optimal cutoffs were determined using maximally selected rank statistics. We used Kaplan-Meier analysis to compare cumulative HCC incidence between risk groups. RESULTS We achieved c-index scores and 95% CIs of 0.90 (0.85 to 0.94) and 0.80 (0.74 to 0.85) in the derivation and validation cohorts, respectively, in a model using platelet count, gamma-glutamyl transpeptidase, sex, age, and ALT. Stratification resulted in four risk groups: low, intermediate, high, and very high. The 5-year cumulative HCC incidence rates and 95% CIs for these groups were as follows: derivation: 0% (0 to 0), 3.8% (0.6 to 6.8), 26.2% (17.2 to 34.3), and 54.2% (20.2 to 73.7), respectively, and validation: 0.7% (0 to 1.6), 7.1% (2.7 to 11.3), 5.2% (0 to 10.8), and 28.6% (0 to 55.3), respectively. CONCLUSION The integration of RSF and SHAP enabled accurate HCC risk classification after SVR, which may facilitate individualized HCC screening strategies and more cost-effective care.
Collapse
Affiliation(s)
- Hikaru Nakahara
- Department of Gastroenterology, Graduate School of Biomedical & Health Sciences, Hiroshima University, Hiroshima, Japan
- Department of Clinical and Molecular Genetics, Hiroshima University, Hiroshima, Japan
| | - Atsushi Ono
- Department of Gastroenterology, Graduate School of Biomedical & Health Sciences, Hiroshima University, Hiroshima, Japan
| | - C Nelson Hayes
- Department of Gastroenterology, Graduate School of Biomedical & Health Sciences, Hiroshima University, Hiroshima, Japan
| | - Yuki Shirane
- Department of Gastroenterology, Graduate School of Biomedical & Health Sciences, Hiroshima University, Hiroshima, Japan
| | - Ryoichi Miura
- Department of Gastroenterology, Graduate School of Biomedical & Health Sciences, Hiroshima University, Hiroshima, Japan
| | - Yasutoshi Fujii
- Department of Gastroenterology, Graduate School of Biomedical & Health Sciences, Hiroshima University, Hiroshima, Japan
- Department of Clinical Oncology, Graduate School of Biomedical and Health Sciences, Hiroshima University, Hiroshima, Japan
| | - Serami Murakami
- Department of Gastroenterology, Graduate School of Biomedical & Health Sciences, Hiroshima University, Hiroshima, Japan
| | - Kenji Yamaoka
- Department of Gastroenterology, Graduate School of Biomedical & Health Sciences, Hiroshima University, Hiroshima, Japan
| | - Hauri Bao
- Department of Gastroenterology, Graduate School of Biomedical & Health Sciences, Hiroshima University, Hiroshima, Japan
| | - Shinsuke Uchikawa
- Department of Gastroenterology, Graduate School of Biomedical & Health Sciences, Hiroshima University, Hiroshima, Japan
| | - Hatsue Fujino
- Department of Gastroenterology, Graduate School of Biomedical & Health Sciences, Hiroshima University, Hiroshima, Japan
| | - Eisuke Murakami
- Department of Gastroenterology, Graduate School of Biomedical & Health Sciences, Hiroshima University, Hiroshima, Japan
| | - Tomokazu Kawaoka
- Department of Gastroenterology, Graduate School of Biomedical & Health Sciences, Hiroshima University, Hiroshima, Japan
| | - Daiki Miki
- Department of Gastroenterology, Graduate School of Biomedical & Health Sciences, Hiroshima University, Hiroshima, Japan
| | - Masataka Tsuge
- Department of Gastroenterology, Graduate School of Biomedical & Health Sciences, Hiroshima University, Hiroshima, Japan
| | - Shiro Oka
- Department of Gastroenterology, Graduate School of Biomedical & Health Sciences, Hiroshima University, Hiroshima, Japan
| |
Collapse
|
2
|
Wang TJ, Chen MY, Lin YC, Chiu WN, Huang TJ, Weng HH. High prevalence of fatty liver and its association with metabolic syndrome among rural adults with chronic hepatitis C: Implications for primary healthcare. BMC Public Health 2024; 24:532. [PMID: 38378519 PMCID: PMC10880326 DOI: 10.1186/s12889-024-17851-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2023] [Accepted: 01/23/2024] [Indexed: 02/22/2024] Open
Abstract
BACKGROUND Chronic hepatitis C (CHC) virus infection is a global health concern that is associated with significant liver-related morbidity and mortality. Owing to the inflammatory pathway, CHC can causefatty liver, liver cirrhosis, and liver cancer and is associated with cardiometabolic diseases, such as hypertension and diabetes. Fatty liver is associated with metabolic disorders, cardiovascular diseases, diabetes, and liver cancer. Hence, the early detection of fatty liver through noninvasive screening in adults with CHC is important in primary healthcare settings. This study aimed to explore the prevalence of fatty liver and its association with metabolic syndrome amongrural adults with CHC. METHODS This was a series of cohort studies related to the elimination of the CHC burden around the western coastal Yunlin County, Taiwan, between August 2018 and July 2021. A cross-sectional study was conducted after hepatitis C virus RNA confirmation in a hepatitis C- endemic area. A gastrointestinal physician or radiologist assessed fatty liver by ultrasonography. Fatty liver was classified into four grades: normal, mild, moderate, and severe. Three liver enzyme biomarkers were identified. According to the Taiwan national standard, metabolic syndrome was defined based on the presence of three or more of the five abnormal biomarkers, including increased waist circumference, elevated blood pressure, elevated fasting blood glucose level, elevated triglyceride level, and low high-density lipoprotein cholesterol level. RESULTS A total of 256 rural adults with CHC were enrolled. The mean age of the participants was 67.5 (standard deviation = 11.8) years, with a low educational level. High prevalence of fatty liver (79%), central obesity (54.3%), elevated blood pressure (55.5%),elevated fasting blood glucose (FBG) level (44.9%), and metabolic syndrome (37.9%) were observed.The results showed that adults with CHC with moderate to severe fatty liver were significantly associated with an increased risk of increased waist circumference (P < 0.001), increased blood pressure (P < 0.001), low high-density lipoprotein cholesterol level (P < 0.05), and elevated liver enzyme biomarker levels (all P < 0.05) after adjusting for age, sex, and educational level. Furthermore, adults with CHC with moderate to severe fatty liver were significantly associated with a greater risk of metabolic syndrome (odds ratio = 2.85, 95% confidence interval = 1.66 to 4.92). CONCLUSIONS The findings demonstrate a high prevalence of fatty liver in rural adults with CHC, which is significantly associated with obesity, metabolic syndrome, and elevated liver biomarker levels. Clinicians and primary healthcare providers must encourage patients with CHC to receive antiviral therapy combined with weight loss management and lifestyle modification, allowing general improvements in their liver and cardiometabolic health.
Collapse
Affiliation(s)
- Ta-Jen Wang
- Department of Diagnostic Radiology, Chang Gung Memorial Hospital, Chiayi, Taiwan
| | - Mei-Yen Chen
- Department of Nursing, Chang Gung University of Science and Technology, Chiayi, Taiwan
- Department of Cardiology, Chang Gung Memorial Hospital, Chiayi, Taiwan
- School of Nursing, Chang Gung University, Taoyuan, Taiwan
| | - Yu-Chih Lin
- Department of Family Medicine, Chang Gung Memorial Hospital, Chiayi, Taiwan
| | - Wen-Nan Chiu
- Department of Internal Medicine, Chang Gung Memorial Hospital, Chiayi, Taiwan
| | - Tung-Jung Huang
- Department of Internal Medicine, Chang Gung Memorial Hospital, Chiayi, Taiwan
- Department of Respiratory Care, Chang Gung University of Science and Technology, Chiayi, Taiwan
| | - Hsu-Huei Weng
- Department of Diagnostic Radiology, Chang Gung Memorial Hospital, Chiayi, Taiwan.
- Department of Nursing, Chang Gung University of Science and Technology, Chiayi, Taiwan.
- College of Medicine, Chang Gung University, Taoyuan, Taiwan.
| |
Collapse
|
3
|
Munekage F, Yoh T, Ogiso S, Kato T, Nam NH, Nagai K, Uchida Y, Ito T, Ishii T, Hatano E. Trends in long-term outcomes of patients with HCV-associated hepatocellular carcinoma after hepatectomy: A comparison before and after introduction of direct-acting antivirus therapy. Ann Gastroenterol Surg 2024; 8:133-142. [PMID: 38250678 PMCID: PMC10797833 DOI: 10.1002/ags3.12725] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/31/2023] [Revised: 07/01/2023] [Accepted: 07/23/2023] [Indexed: 01/23/2024] Open
Abstract
Backgrounds The success of direct-acting antiviral (DAA) therapy provides a cure for patients chronically infected with hepatitis C virus (HCV); however, outcomes after hepatectomy for HCV-associated hepatocellular carcinoma (HCC) before and after DAA introduction remain poorly studied. Methods Patients who underwent R0/R1 hepatectomy for HCV-associated HCC were retrospectively analyzed. Two time periods were defined: Pre-DAA (2007-2011, December 2013 was defined as the end of follow-up) and Post-DAA groups (2014-2018, December 2020 was defined as the end of follow-up). Propensity score matching (PSM) analyses were performed to highlight the effect of DAA therapy. Results A total of 155 patients with HCV-associated HCC were included in this study (Pre-DAA group, n = 103 and post-DAA group, n = 52). In the Post-DAA group, DAA therapy was performed in 26 patients (50.0%), and all of these patients achieved sustained virologic response (SVR) (preoperative SVR, n = 7; postoperative SVR, n = 19). There was no significant difference between the two groups regarding surgical settings and tumor pathology. There was no significant difference in the 5-year overall survival (OS) rate (61.1% and 64.8%, pre- and post-DAA group, respectively, p = 0.441); meanwhile, the 5-year recurrence-free survival (RFS) rate in the post-DAA group was better than the pre-DAA group (21.1% and 40.2%, p = 0.073) with a trend toward significance. After PSM except for the postoperative SVR status, there were no significant differences in OS (p = 0.586) and RFS (p = 0.888). Conclusions This study showed that survival outcomes were not changed in hepatectomized cases of HCV-associated HCC before and after the introduction of DAA therapy.
Collapse
Affiliation(s)
- Fumiaki Munekage
- Department of Surgery, Graduate School of MedicineKyoto UniversityKyotoJapan
| | - Tomoaki Yoh
- Department of Surgery, Graduate School of MedicineKyoto UniversityKyotoJapan
| | - Satoshi Ogiso
- Department of Surgery, Graduate School of MedicineKyoto UniversityKyotoJapan
| | - Takuya Kato
- Department of Surgery, Graduate School of MedicineKyoto UniversityKyotoJapan
| | - Nguyen Hai Nam
- Department of Surgery, Graduate School of MedicineKyoto UniversityKyotoJapan
| | - Kazuyuki Nagai
- Department of Surgery, Graduate School of MedicineKyoto UniversityKyotoJapan
| | - Yoichiro Uchida
- Department of Surgery, Graduate School of MedicineKyoto UniversityKyotoJapan
| | - Takashi Ito
- Department of Surgery, Graduate School of MedicineKyoto UniversityKyotoJapan
| | - Takamichi Ishii
- Department of Surgery, Graduate School of MedicineKyoto UniversityKyotoJapan
| | - Etsuro Hatano
- Department of Surgery, Graduate School of MedicineKyoto UniversityKyotoJapan
| |
Collapse
|
4
|
Sarantis P, Trifylli EM, Koustas E, Papavassiliou KA, Karamouzis MV, Papavassiliou AG. Immune Microenvironment and Immunotherapeutic Management in Virus-Associated Digestive System Tumors. Int J Mol Sci 2022; 23:13612. [PMID: 36362398 PMCID: PMC9655697 DOI: 10.3390/ijms232113612] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2022] [Revised: 10/31/2022] [Accepted: 11/04/2022] [Indexed: 08/29/2023] Open
Abstract
The development of cancer is a multifactorial phenomenon, while it constitutes a major global health problem. Viruses are an important factor that is involved in tumorigenesis and is associated with 12.1% of all cancer cases. Major examples of oncogenic viruses which are closely associated with the digestive system are HBV, HCV, EBV, HPV, JCV, and CMV. EBV, HPV, JCV, and CMV directly cause oncogenesis by expressing oncogenic proteins that are encoded in their genome. In contrast, HBV and HCV are correlated indirectly with carcinogenesis by causing chronic inflammation in the infected organs. In addition, the tumor microenvironment contains various immune cells, endothelial cells, and fibroblasts, as well as several growth factors, cytokines, and other tumor-secreted molecules that play a key role in tumor growth, progression, and migration, while they are closely interrelated with the virus. The presence of T-regulatory and B-regulatory cells in the tumor microenvironment plays an important role in the anti-tumor immune reaction. The tumor immune microenvironments differ in each type of cancer and depend on viral infection. The alterations in the immune microenvironment caused by viruses are also reflected in the effectiveness of immunotherapy. The present review aims at shedding light on the association between viruses and digestive system malignancies, the characteristics of the tumor immune microenvironment that develop, and the possible treatments that can be administered.
Collapse
Affiliation(s)
- Panagiotis Sarantis
- Department of Biological Chemistry, Medical School, National and Kapodistrian University of Athens, 11527 Athens, Greece
| | - Eleni-Myrto Trifylli
- Department of Biological Chemistry, Medical School, National and Kapodistrian University of Athens, 11527 Athens, Greece
- First Department of Internal Medicine, 417 Army Share Fund Hospital, 11521 Athens, Greece
| | - Evangelos Koustas
- Department of Biological Chemistry, Medical School, National and Kapodistrian University of Athens, 11527 Athens, Greece
- First Department of Internal Medicine, 417 Army Share Fund Hospital, 11521 Athens, Greece
| | - Kostas A. Papavassiliou
- Department of Biological Chemistry, Medical School, National and Kapodistrian University of Athens, 11527 Athens, Greece
| | - Michalis V. Karamouzis
- Department of Biological Chemistry, Medical School, National and Kapodistrian University of Athens, 11527 Athens, Greece
| | - Athanasios G. Papavassiliou
- Department of Biological Chemistry, Medical School, National and Kapodistrian University of Athens, 11527 Athens, Greece
| |
Collapse
|
5
|
Novel Pegylated Interferon for the Treatment of Chronic Viral Hepatitis. Viruses 2022; 14:v14061128. [PMID: 35746606 PMCID: PMC9230558 DOI: 10.3390/v14061128] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2022] [Revised: 05/12/2022] [Accepted: 05/20/2022] [Indexed: 11/17/2022] Open
Abstract
Ropeginterferon alfa-2b is a novel mono-pegylated and extra-long-acting interferon, being developed for the treatment of myeloproliferative neoplasm (MPN) and chronic viral hepatitis. It has a favorable pharmacokinetic profile and less frequent dosing schedule, i.e., once every two to four weeks, compared to conventional pegylated interferon products, which have multiple isomers and are administered weekly. It was approved for the long-term treatment of polycythemia vera, an MPN, and has been included in the NCCN clinical practice guidelines for this indication. Ropeginterferon alfa-2b has demonstrated efficacy and showed a favorable safety profile for the treatment of chronic viral hepatitis in several clinical studies. In this article, we review its pharmacokinetics and available clinical data and suggest that ropeginterferon alfa-2b administered once every two weeks can serve as a new treatment option for patients with chronic viral hepatitis, including chronic hepatitis B, C, and D.
Collapse
|