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Haga H, Sato H, Koseki A, Saito T, Okumoto K, Hoshikawa K, Katsumi T, Mizuno K, Nishina T, Ueno Y. A machine learning-based treatment prediction model using whole genome variants of hepatitis C virus. PLoS One 2020; 15:e0242028. [PMID: 33152046 PMCID: PMC7644079 DOI: 10.1371/journal.pone.0242028] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2020] [Accepted: 10/23/2020] [Indexed: 12/12/2022] Open
Abstract
In recent years, the development of diagnostics using artificial intelligence (AI) has been remarkable. AI algorithms can go beyond human reasoning and build diagnostic models from a number of complex combinations. Using next-generation sequencing technology, we identified hepatitis C virus (HCV) variants resistant to directing-acting antivirals (DAA) by whole genome sequencing of full-length HCV genomes, and applied these variants to various machine-learning algorithms to evaluate a preliminary predictive model. HCV genomic RNA was extracted from serum from 173 patients (109 with subsequent sustained virological response [SVR] and 64 without) before DAA treatment. HCV genomes from the 109 SVR and 64 non-SVR patients were randomly divided into a training data set (57 SVR and 29 non-SVR) and a validation-data set (52 SVR and 35 non-SVR). The training data set was subject to nine machine-learning algorithms selected to identify the optimized combination of functional variants in relation to SVR status following DAA therapy. Subsequently, the prediction model was tested by the validation-data set. The most accurate learning method was the support vector machine (SVM) algorithm (validation accuracy, 0.95; kappa statistic, 0.90; F-value, 0.94). The second-most accurate learning algorithm was Multi-layer perceptron. Unfortunately, Decision Tree, and Naive Bayes algorithms could not be fitted with our data set due to low accuracy (< 0.8). Conclusively, with an accuracy rate of 95.4% in the generalization performance evaluation, SVM was identified as the best algorithm. Analytical methods based on genomic analysis and the construction of a predictive model by machine-learning may be applicable to the selection of the optimal treatment for other viral infections and cancer.
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Affiliation(s)
- Hiroaki Haga
- Department of Gastroenterology, Yamagata University Faculty of Medicine, Yamagata, Japan
- * E-mail:
| | - Hidenori Sato
- Genome Informatics Unit, Institute for Promotion of Medical Science Research, Yamagata University, Yamagata, Japan
| | - Ayumi Koseki
- Department of Gastroenterology, Yamagata University Faculty of Medicine, Yamagata, Japan
| | - Takafumi Saito
- Department of Gastroenterology, Yamagata University Faculty of Medicine, Yamagata, Japan
- School of Nursing, Yamagata University Faculty of Medicine, Yamagata, Japan
| | - Kazuo Okumoto
- Department of Gastroenterology, Yamagata University Faculty of Medicine, Yamagata, Japan
| | - Kyoko Hoshikawa
- Department of Gastroenterology, Yamagata University Faculty of Medicine, Yamagata, Japan
| | - Tomohiro Katsumi
- Department of Gastroenterology, Yamagata University Faculty of Medicine, Yamagata, Japan
| | - Kei Mizuno
- Department of Gastroenterology, Yamagata University Faculty of Medicine, Yamagata, Japan
| | - Taketo Nishina
- Department of Gastroenterology, Yamagata University Faculty of Medicine, Yamagata, Japan
| | - Yoshiyuki Ueno
- Department of Gastroenterology, Yamagata University Faculty of Medicine, Yamagata, Japan
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Tsuji S, Uchida Y, Uemura H, Kouyama JI, Naiki K, Nakao M, Motoya D, Sugawara K, Nakayama N, Imai Y, Tomiya T, Mochida S. Involvement of portosystemic shunts in impaired improvement of liver function after direct-acting antiviral therapies in cirrhotic patients with hepatitis C virus. Hepatol Res 2020; 50:512-523. [PMID: 31837277 DOI: 10.1111/hepr.13471] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/19/2019] [Revised: 11/11/2019] [Accepted: 12/10/2019] [Indexed: 02/08/2023]
Abstract
AIM Factors responsible for impaired improvement of liver function despite sustained viral response after direct-acting antiviral agents therapies in cirrhotic patients with hepatitis C virus need to be elucidated. METHODS Liver function and the extent of portosystemic shunting were evaluated for 79 patients with compensated cirrhosis, in whom sustained viral response had been achieved after direct-acting antiviral agents therapies for hepatitis C virus at least 3 years earlier. RESULTS Portosystemic shunts were observed in 63 patients (80%). Improvement and worsening, as compared with the baseline, of esophageal/gastric varices after direct-acting antiviral agents therapies was seen in three patients (4%) and 10 patients (13%), respectively. Portal hypertension-related events, such as varices and ascites requiring treatment, were observed in six patients (8%), in whom three patients showing worsening of Child-Pugh scores were included. Multivariate analysis showed that maximal diameter of the shunts (P = 0.012) and serum Mac-2 binding protein glycosylation isomer levels at the end of treatment (P = 0.005) were associated with the development of portal hypertension-related events, with cut-off values of 5.25 mm (P = 0.001) and 6.84 cut-off index (P < 0.001), respectively. The increase of serum albumin levels at 3 years, as compared with the baseline, was smaller in 22 patients having shunts with maximal diameters of ≥5 mm than in the remaining 57 patients (P = 0.034), whereas no such difference was seen between the patients with and without elevation of serum Mac-2 binding protein glycosylation isomer level of ≥6.8 cut-off index. CONCLUSIONS A large size of portosystemic shunts was found to be a crucial determinant of impaired improvement of liver function, as well as of the development of portal hypertension-related events, even after sustained viral response in patients with compensated cirrhosis.
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Affiliation(s)
- Shohei Tsuji
- Department of Gastroenterology & Hepatology, Faculty of Medicine, Saitama Medical University, Moroyama, Japan
| | - Yoshihito Uchida
- Department of Gastroenterology & Hepatology, Faculty of Medicine, Saitama Medical University, Moroyama, Japan
| | - Hayato Uemura
- Department of Gastroenterology & Hepatology, Faculty of Medicine, Saitama Medical University, Moroyama, Japan
| | - Jun-Ichi Kouyama
- Department of Gastroenterology & Hepatology, Faculty of Medicine, Saitama Medical University, Moroyama, Japan
| | - Kayoko Naiki
- Department of Gastroenterology & Hepatology, Faculty of Medicine, Saitama Medical University, Moroyama, Japan
| | - Masamitsu Nakao
- Department of Gastroenterology & Hepatology, Faculty of Medicine, Saitama Medical University, Moroyama, Japan
| | - Daisuke Motoya
- Department of Gastroenterology & Hepatology, Faculty of Medicine, Saitama Medical University, Moroyama, Japan
| | - Kayoko Sugawara
- Department of Gastroenterology & Hepatology, Faculty of Medicine, Saitama Medical University, Moroyama, Japan
| | - Nobuaki Nakayama
- Department of Gastroenterology & Hepatology, Faculty of Medicine, Saitama Medical University, Moroyama, Japan
| | - Yukinori Imai
- Department of Gastroenterology & Hepatology, Faculty of Medicine, Saitama Medical University, Moroyama, Japan
| | - Tomoaki Tomiya
- Department of Gastroenterology & Hepatology, Faculty of Medicine, Saitama Medical University, Moroyama, Japan
| | - Satoshi Mochida
- Department of Gastroenterology & Hepatology, Faculty of Medicine, Saitama Medical University, Moroyama, Japan
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Retreatment of chronic hepatitis C virus genotype-4 patients after non-structural protein 5A inhibitors' failure: efficacy and safety of different regimens. Eur J Gastroenterol Hepatol 2020; 32:440-446. [PMID: 31688311 DOI: 10.1097/meg.0000000000001581] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
BACKGROUND Nonstructural protein 5A (NS5A) is an important regimen for the treatment of chronic hepatitis C virus (HCV) genotype-4 infected patients. Retreatments for NS5A virologic failure are limited. The aim of this study is to provide real-life data regarding the effectiveness and safety of retreatment with different regimens after NS5A regimen virologic failure in GT4 patients. PATIENTS AND METHODS A total of 524 HCV patients (mean age 48 ± 11 years, 71% males), with virologic failure to sofosbuvir+daclatasvir, n = 450 and sofosbuvir/ledipasvir, n = 74 were included in this study. Patients were retreated with sofosbuvir + ombitasvir/paritaprevir/ritonavir + ribavirin, n = 278 and sofosbuvir + simeprevir + daclatasvir + ribavirin, n = 246. Response was evaluated 12 weeks after the end of treatment (SVR12). RESULTS Overall, SVR12 was 95.2% [95% confidence interval (CI) 93.3%-97.1%]. In sofosbuvir + ombitasvir/paritaprevir/ritonavir + ribavirin and sofosbuvir + simeprevir + daclatasvir + ribavirin, SVR12s were 94.9% (95% CI 92.5%-97.4%) and 95.5% (95% CI 92.8%-98%), respectively. In liver cirrhosis patients, SVR12s were 96.4% (95% CI 90.7%-100%) and 98% (95% CI 94.9%-100%), respectively. Relapse in the sofosbuvir + ombitasvir/paritaprevir/ritonavir + ribavirin was n = 14 patients, and n = 11 patients in sofosbuvir + simeprevir + daclatasvir + ribavirin. Three patients developed hepatic encephalopathy, haematemesis, lower limb oedema, and one patient died in the SOF + OBV/PTV/RTV + RIB. In the sofosbuvir + simeprevir + daclatasvir + ribavirin, three patients developed hepatocellular carcinoma and one patient died. No treatment discontinuation due to anaemia. CONCLUSION Salvage treatment for NS5A-treatment failure is effective and well tolerated in genotype-4 patients, in both noncirrhotic and compensated cirrhotic groups.
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Jones CR, Flower BF, Barber E, Simmons B, Cooke GS. Treatment optimisation for hepatitis C in the era of combination direct-acting antiviral therapy: a systematic review and meta-analysis. Wellcome Open Res 2019; 4:132. [PMID: 31754636 PMCID: PMC6854875 DOI: 10.12688/wellcomeopenres.15411.1] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/23/2019] [Indexed: 12/11/2022] Open
Abstract
Background: Prior to direct-acting antiviral (DAA) therapy, personalised medicine played an important role in the treatment of hepatitis C virus (HCV). Whilst simplified treatment strategies are central to treatment scale-up, some patients will benefit from treatment optimisation. This systematic review and meta-analysis explores treatment optimisation strategies in the DAA era. Methods: We systematically searched Medline, Embase, and Web of Science for studies that adopted a stratified or personalised strategy using a licensed combination DAA regimen, alone or with additional agents. We performed a thematic analysis to classify optimisation strategies and a meta-analysis of sustained virologic response rates (SVR), exploring heterogeneity with subgroup analyses and meta-regression. Results: We included 64 studies (9450 participants). Thematic analysis found evidence of three approaches: duration, combination, and/or dose optimisation. We separated strategies into those aiming to maintain SVR in the absence of predictors of failure, and those aiming to improve SVR in the presence of predictors of failure. Shortened duration regimens achieve pooled SVR rates of 94.2% (92.3-95.9%) for 8 weeks, 81.1% (75.1-86.6%) for 6 weeks, and 63.1% (39.9-83.7%) for ≤4 weeks. Personalised strategies (100% vs 87.6%; p<0.001) and therapy shortened according to ≥3 host/viral factors (92.9% vs 81.4% or 87.2% for 1 or 2 host/viral factors, respectively; p=0.008) offer higher SVR rates when shortening therapy. Hard-to-treat HCV genotype 3 patients suffer lower SVR rates despite treatment optimisation (92.6% vs 98.2%; p=0.001). Conclusions: Treatment optimisation for individuals with multiple predictors of treatment failure can offer high SVR rates. More evidence is needed to identify with confidence those individuals in whom SVR can be achieved with shortened duration treatment.
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Affiliation(s)
| | - Barnaby F. Flower
- Department of Infectious Disease, Imperial College London, London, W2 1NY, UK
- Oxford University Clinical Research Unit, Centre for Tropical Medicine, Ho Chi Minh City, Vietnam
| | - Ella Barber
- Department of Infectious Disease, Imperial College London, London, W2 1NY, UK
| | - Bryony Simmons
- Department of Infectious Disease, Imperial College London, London, W2 1NY, UK
| | - Graham S. Cooke
- Department of Infectious Disease, Imperial College London, London, W2 1NY, UK
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Uemura H, Uchida Y, Kouyama JI, Naiki K, Tsuji S, Sugawara K, Nakao M, Motoya D, Nakayama N, Imai Y, Tomiya T, Mochida S. NS5A-P32 deletion as a factor involved in virologic failure in patients receiving glecaprevir and pibrentasvir. J Gastroenterol 2019; 54:459-470. [PMID: 30612205 DOI: 10.1007/s00535-018-01543-9] [Citation(s) in RCA: 26] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/05/2018] [Accepted: 12/27/2018] [Indexed: 02/04/2023]
Abstract
BACKGROUND This study sought to clarify the factors involved in virologic failure in patients with HCV receiving retreatment with glecaprevir/pibrentasvir (GLE/PIB) in real-world practice. METHODS Forty-two patients who had previously received direct-acting antivirals (DAAs) therapies consisting of 35, 3, 3, and 1 patient(s) with genotype (GT)-1b, GT-2a, GT-2b, and GT-3b HCV, respectively, received GLE/PIB for 12 weeks. Resistance-associated substitutions (RASs) at baseline were evaluated, and the dynamics of NS5A-RASs were assessed by deep sequencing in patients showing virologic failure. RESULTS Baseline NS5A-RASs were found in all the patients with GT-1b HCV including 16 patients with NS3-RASs. In contrast, both NS5A-RASs and NS3-RASs were absent in 3 and 2 patients with GT-2a and GT-2b HCV, respectively. Virologic failure occurred in 3 patients with GT-1b HCV with NS5A-P32del, while a sustained virologic response (SVR) was achieved in the remaining 39 patients including those with GT-1b HCV carrying NS5A-L31V + Y93H and NS5A-A92K. Virologic failure even occurred in a patient in whom the NS5A-P32del HCV strains had become undetectable by direct sequencing, and the percentage of such strains relative to the total HCV strains was 10%, as determined by deep sequencing. In the other patient with GT-1b HCV with NS5A-P32del, NS3-A156A/V/S were found at 4 weeks after GLE/PIB therapy, but had disappeared at 11 weeks, as determined by direct sequencing. CONCLUSIONS GLE/PIB was effective for patients with HCV who failed to achieve an SVR after prior DAA therapies except in those with GT-1b HCV carrying NS5A-P32del even when such strains became undetectable by direct sequencing.
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Affiliation(s)
- Hayato Uemura
- Department of Gastroenterology & Hepatology, Faculty of Medicine, Saitama Medical University, 38 Morohongo, Moroyama-cho, Iruma-Gun, Saitama, 350-0495, Japan
| | - Yoshihito Uchida
- Department of Gastroenterology & Hepatology, Faculty of Medicine, Saitama Medical University, 38 Morohongo, Moroyama-cho, Iruma-Gun, Saitama, 350-0495, Japan
| | - Jun-Ichi Kouyama
- Department of Gastroenterology & Hepatology, Faculty of Medicine, Saitama Medical University, 38 Morohongo, Moroyama-cho, Iruma-Gun, Saitama, 350-0495, Japan
| | - Kayoko Naiki
- Department of Gastroenterology & Hepatology, Faculty of Medicine, Saitama Medical University, 38 Morohongo, Moroyama-cho, Iruma-Gun, Saitama, 350-0495, Japan
| | - Shohei Tsuji
- Department of Gastroenterology & Hepatology, Faculty of Medicine, Saitama Medical University, 38 Morohongo, Moroyama-cho, Iruma-Gun, Saitama, 350-0495, Japan
| | - Kayoko Sugawara
- Department of Gastroenterology & Hepatology, Faculty of Medicine, Saitama Medical University, 38 Morohongo, Moroyama-cho, Iruma-Gun, Saitama, 350-0495, Japan
| | - Masamitsu Nakao
- Department of Gastroenterology & Hepatology, Faculty of Medicine, Saitama Medical University, 38 Morohongo, Moroyama-cho, Iruma-Gun, Saitama, 350-0495, Japan
| | - Daisuke Motoya
- Department of Gastroenterology & Hepatology, Faculty of Medicine, Saitama Medical University, 38 Morohongo, Moroyama-cho, Iruma-Gun, Saitama, 350-0495, Japan
| | - Nobuaki Nakayama
- Department of Gastroenterology & Hepatology, Faculty of Medicine, Saitama Medical University, 38 Morohongo, Moroyama-cho, Iruma-Gun, Saitama, 350-0495, Japan
| | - Yukinori Imai
- Department of Gastroenterology & Hepatology, Faculty of Medicine, Saitama Medical University, 38 Morohongo, Moroyama-cho, Iruma-Gun, Saitama, 350-0495, Japan
| | - Tomoaki Tomiya
- Department of Gastroenterology & Hepatology, Faculty of Medicine, Saitama Medical University, 38 Morohongo, Moroyama-cho, Iruma-Gun, Saitama, 350-0495, Japan
| | - Satoshi Mochida
- Department of Gastroenterology & Hepatology, Faculty of Medicine, Saitama Medical University, 38 Morohongo, Moroyama-cho, Iruma-Gun, Saitama, 350-0495, Japan.
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Mawatari S, Oda K, Tabu K, Ijuin S, Kumagai K, Fujisaki K, Hashiguchi M, Inada Y, Uto H, Hiramine Y, Kure T, Hori T, Taniyama O, Kasai A, Tamai T, Moriuchi A, Ido A. The co-existence of NS5A and NS5B resistance-associated substitutions is associated with virologic failure in Hepatitis C Virus genotype 1 patients treated with sofosbuvir and ledipasvir. PLoS One 2018; 13:e0198642. [PMID: 29856885 PMCID: PMC5983500 DOI: 10.1371/journal.pone.0198642] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2018] [Accepted: 05/22/2018] [Indexed: 12/15/2022] Open
Abstract
OBJECTIVE The present study aimed to reveal the factors associated with virologic failure in sofosbuvir and ledipasvir (SOF/LDV)-treated patients, and identify baseline NS5A or NS5B resistance-associated substitutions (RASs). METHODS Four hundred ninety-three patients with Hepatitis C Virus (HCV) genotype 1b infection were treated with SOF/LDV; 31 had a history of interferon (IFN)-free treatment with daclatasvir and asunaprevir. The effect of baseline RASs on the response to SOF/LDV therapy was analyzed. RESULTS Overall, a sustained virologic response at 12 weeks (SVR12) was achieved in 476 patients (96.6%). The SVR12 rates in the patients with IFN-free treatment-naïve and retreatment were 97.6% and 80.6%, respectively. HCV elimination was not achieved in 17 patients, 11 (including 5 with IFN-free retreatment) of whom had virologic failure. Eight patients had coexisting NS5A RASs of Q24, L28 and/or R30, L31, or Y93 and one patient had coexisting NS5A RASs of P32L and A92K. Interestingly, 10 and 8 patients had NS5B A218S and C316N RAS respectively. According to a multivariate analysis, coexisting NS5A RASs, NS5A P32 RAS, NS5B A218 and/or C316 RASs, and γ-glutamyltranspeptidase were associated with virologic failure. In the naïve patients, all patients without NS5B A218 and/or C316 RAS achieved an SVR12. Notably, the SVR12 rates of patients with coexisting NS5A and NS5B RASs were significantly lower (83.3%). CONCLUSIONS Although SOF/LDV therapy resulted in a high SVR12 rate, coexisting NS5A and NS5B RASs were associated with virologic failure. These results might indicate that the coexisting baseline RASs influence the therapeutic effects of SOF/LDV.
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Affiliation(s)
- Seiichi Mawatari
- Digestive and Lifestyle Diseases, Department of Human and Environmental Sciences,Kagoshima University Graduate School of Medical and Dental Sciences, Sakuragaoka, Kagoshima, Japan
| | - Kohei Oda
- Digestive and Lifestyle Diseases, Department of Human and Environmental Sciences,Kagoshima University Graduate School of Medical and Dental Sciences, Sakuragaoka, Kagoshima, Japan
- Department of HGF Tissue Repair and Regenerative Medicine, Kagoshima University Graduate School of Medical and Dental Sciences, Sakuragaoka, Kagoshima, Japan
| | - Kazuaki Tabu
- Digestive and Lifestyle Diseases, Department of Human and Environmental Sciences,Kagoshima University Graduate School of Medical and Dental Sciences, Sakuragaoka, Kagoshima, Japan
| | - Sho Ijuin
- Digestive and Lifestyle Diseases, Department of Human and Environmental Sciences,Kagoshima University Graduate School of Medical and Dental Sciences, Sakuragaoka, Kagoshima, Japan
| | - Kotaro Kumagai
- Digestive and Lifestyle Diseases, Department of Human and Environmental Sciences,Kagoshima University Graduate School of Medical and Dental Sciences, Sakuragaoka, Kagoshima, Japan
- Department of Gastroenterology and Hepatology, Kagoshima City Hospital, Uearata-cho Kagoshima, Japan
| | - Kunio Fujisaki
- Department of Hepatology, Kirishima Medical Center, Kirishima, Hayato-cho, Kirishima, Kagoshima, Japan
| | - Masafumi Hashiguchi
- Digestive and Lifestyle Diseases, Department of Human and Environmental Sciences,Kagoshima University Graduate School of Medical and Dental Sciences, Sakuragaoka, Kagoshima, Japan
- Department of Hepatology, Kirishima Medical Center, Kirishima, Hayato-cho, Kirishima, Kagoshima, Japan
| | - Yukiko Inada
- Center for Digestive and Liver Diseases, Miyazaki Medical Center Hospital, Takamatsu-cho, Miyazaki, Japan
| | - Hirofumi Uto
- Digestive and Lifestyle Diseases, Department of Human and Environmental Sciences,Kagoshima University Graduate School of Medical and Dental Sciences, Sakuragaoka, Kagoshima, Japan
- Center for Digestive and Liver Diseases, Miyazaki Medical Center Hospital, Takamatsu-cho, Miyazaki, Japan
| | - Yasunari Hiramine
- Department of Internal Medicine, Kagoshima Kouseiren Hospital, Tenpozan-cho, Kagoshima, Japan
| | - Takeshi Kure
- Digestive and Lifestyle Diseases, Department of Human and Environmental Sciences,Kagoshima University Graduate School of Medical and Dental Sciences, Sakuragaoka, Kagoshima, Japan
- Department of Internal Medicine, Kagoshima Kouseiren Hospital, Tenpozan-cho, Kagoshima, Japan
| | - Takeshi Hori
- Department of Gastroenterology and Hepatology, Kagoshima City Hospital, Uearata-cho Kagoshima, Japan
| | - Oki Taniyama
- Digestive and Lifestyle Diseases, Department of Human and Environmental Sciences,Kagoshima University Graduate School of Medical and Dental Sciences, Sakuragaoka, Kagoshima, Japan
- Department of Gastroenterology and Hepatology, Kagoshima City Hospital, Uearata-cho Kagoshima, Japan
| | - Ai Kasai
- Digestive and Lifestyle Diseases, Department of Human and Environmental Sciences,Kagoshima University Graduate School of Medical and Dental Sciences, Sakuragaoka, Kagoshima, Japan
| | - Tsutomu Tamai
- Digestive and Lifestyle Diseases, Department of Human and Environmental Sciences,Kagoshima University Graduate School of Medical and Dental Sciences, Sakuragaoka, Kagoshima, Japan
| | - Akihiro Moriuchi
- Digestive and Lifestyle Diseases, Department of Human and Environmental Sciences,Kagoshima University Graduate School of Medical and Dental Sciences, Sakuragaoka, Kagoshima, Japan
| | - Akio Ido
- Digestive and Lifestyle Diseases, Department of Human and Environmental Sciences,Kagoshima University Graduate School of Medical and Dental Sciences, Sakuragaoka, Kagoshima, Japan
- Department of HGF Tissue Repair and Regenerative Medicine, Kagoshima University Graduate School of Medical and Dental Sciences, Sakuragaoka, Kagoshima, Japan
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7
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Naeemi H, Aslam R, Raza SM, Shahzad MA, Naz S, Manzoor S, Khaliq S. Distribution of IL28B and IL10 polymorphisms as genetic predictors of treatment response in Pakistani HCV genotype 3 patients. Arch Virol 2018; 163:997-1008. [PMID: 29340806 DOI: 10.1007/s00705-018-3711-3] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2017] [Accepted: 11/28/2017] [Indexed: 02/07/2023]
Abstract
There are over 10 million hepatitis C virus (HCV)-infected patients in Pakistan. For these patients, a combination of interferon with ribavirin is the most economical and easily available treatment. Single-nucleotide polymorphisms in interleukin genes have been reported to be associated with the pathogenesis and clearance of HCV, and sustained virologic response (SVR). An interleukin 28B (IL28B) gene polymorphism has been shown to modify treatment outcomes, but the effects of interleukin 10 (IL10) polymorphisms have not been previously assessed in the Pakistani population. The present study was conducted with 302 subjects categorized into two groups: 100 healthy volunteers (Group I) and 202 patients with chronic HCV (Group II). Patients within Group II were further divided into two subgroups according to therapeutic response: SVR (responders = 132) and NR (non-responders/relapsers = 70). IL28B (rs8099917, rs12979860) and IL10 (rs1800872, rs1800871, rs1800896) gene polymorphisms were studied in all subjects. A significant difference in the distribution of IL28B rs12979860C/T genotypes between the two groups (p<0.05) was observed, while of the three IL10 polymorphisms, a significant difference was only shown for rs1800896 A/G. Haplotype analysis (IL28B and IL10) showed a significant association of TTGTC and TTGTA when comparing the groups. There was a strong association of the favorable alleles rs8099917T and rs12979860C in the SVR group as compared with the NR group (p<0.05), and rs1800896 also showed an association with the SVR group as compared to the NR group (p<0.004). Haplotype analysis showed significant associations when comparing the SVR and NR subgroups, i.e. TCATC (p=0.009), TTGTA (p=0.005), TCATA (p<0.0005), TCACA (p=0.002), GTGCC (p=0.002) and TCGTC (p=0.005). IL28B (rs8099917 and rs12979860) and IL10 (rs1800896) polymorphisms alone, or in combination, are good predictors of therapeutic response in HCV-3a patients.
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Affiliation(s)
- Humaira Naeemi
- Department of Immunology, University of Health Sciences, Lahore, Pakistan
- Department of Zoology, Lahore College University, Lahore, Pakistan
| | - Rabia Aslam
- Department of Immunology, University of Health Sciences, Lahore, Pakistan
| | - Syed Mohsin Raza
- Department of Physiology and Cell Biology, University of Health Sciences, Khayaban-e-Jamia Punjab, Lahore, Pakistan
| | | | - Shagufta Naz
- Department of Zoology, Lahore College University, Lahore, Pakistan
| | - Sobia Manzoor
- Department of Healthcare Biotechnology, Atta-ur-Rahman School of Applied Biosciences, National University of Sciences and Technology, Islamabad, Pakistan
| | - Saba Khaliq
- Department of Immunology, University of Health Sciences, Lahore, Pakistan.
- Department of Physiology and Cell Biology, University of Health Sciences, Khayaban-e-Jamia Punjab, Lahore, Pakistan.
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