1
|
Poddar MS, Chu YD, Pendharkar G, Liu CH, Yeh CT. Exploring cancer-associated fibroblast-induced resistance to tyrosine kinase inhibitors in hepatoma cells using a liver-on-a-chip model. LAB ON A CHIP 2024; 24:5043-5054. [PMID: 39356081 DOI: 10.1039/d4lc00624k] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/03/2024]
Abstract
Liver cancer is a significant global contributor to cancer-related mortality. Despite available targeted therapies, resistance to tyrosine kinase inhibitors (TKIs) like sorafenib and lenvatinib poses a formidable challenge. The tumor microenvironment (TME), inhabited by cancer-associated fibroblasts (CAFs), profoundly influences this resistance. To uncover the mechanisms, a 3D microfluidic chip replicating liver architecture was fabricated to probe the intricate mechanisms of TKI resistance. The chip design mirrors the hexagonal structure of liver lobules, situating liver cancer cells at the core, encircled by fibroblasts, with rigorous assessments confirming biocompatibility and consistent cell growth. After determining the IC50 values of sorafenib and lenvatinib in 2D co-culture, a transwell setup revealed drug resistance development in co-cultured cells. Within the 3D microfluidic chip, live/dead assays highlighted elevated viability under drug exposure, emphasizing fibroblast-driven drug resistance. The study identifies AHSG and CLEC3B as potential mediators of drug resistance in co-culture, significantly upregulated in the co-cultured medium. Functional tests confirmed their roles, as introducing recombinant AHSG and CLEC3B enhanced liver cancer cell resistance to sorafenib and lenvatinib in both 2D and 3D scenarios. In conclusion, by replicating the complex TME using microfluidic technology, this study sheds light on the roles of AHSG and CLEC3B as well as possible approaches for improving the effectiveness of liver cancer treatment.
Collapse
Affiliation(s)
- Madhu Shree Poddar
- Institute of Nanoengineering and Microsystems, National Tsing Hua University, Hsinchu, 30044, Taiwan, R.O.C..
| | - Yu-De Chu
- Liver Research Center, Chang Gung Memorial Hospital, Taoyuan 333, Taiwan, R.O.C..
| | - Gaurav Pendharkar
- Department of Power Mechanical Engineering, National Tsing Hua University, Hsinchu 30044, Taiwan, R.O.C
| | - Cheng-Hsien Liu
- Institute of Nanoengineering and Microsystems, National Tsing Hua University, Hsinchu, 30044, Taiwan, R.O.C..
- Department of Power Mechanical Engineering, National Tsing Hua University, Hsinchu 30044, Taiwan, R.O.C
- College of Semiconductor Research, National Tsing Hua University, Hsinchu 30044, Taiwan, R.O.C
| | - Chau-Ting Yeh
- Liver Research Center, Chang Gung Memorial Hospital, Taoyuan 333, Taiwan, R.O.C..
- Institute of Stem Cell and Translational Cancer Research, Chang Gung Memorial Hospital, Taoyuan 333, Taiwan, R.O.C
- Molecular Medicine Research Center, Chang Gung University, Taoyuan 333, Taiwan, R.O.C
| |
Collapse
|
2
|
Chien H, Chu YD, Hsu YP, Yeh CT, Lai MW, Chang ML, Lim SN, Chen CW, Lin WR. An SNP Marker Predicts Colorectal Cancer Outcomes with 5-Fluorouracil-Based Adjuvant Chemotherapy Post-Resection. Int J Mol Sci 2024; 25:6642. [PMID: 38928347 PMCID: PMC11203489 DOI: 10.3390/ijms25126642] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2024] [Revised: 06/04/2024] [Accepted: 06/14/2024] [Indexed: 06/28/2024] Open
Abstract
Colorectal cancer (CRC) is a global health concern, necessitating adjuvant chemotherapy post-curative surgery to mitigate recurrence and enhance survival, particularly in intermediate-stage patients. However, existing therapeutic disparities highlight the need for biomarker-guided adjuvant chemotherapy to achieve better CRC inhibition. This study explores the molecular mechanisms underlying the inhibition of CRC through a genome-wide association study (GWAS) focused on 5-fluorouracil (5-FU)-based adjuvant therapy in intermediate-stage CRC patients, a domain previously unexplored. We retrospectively included 226 intermediate-stage CRC patients undergoing surgical resection followed by 5-FU-based adjuvant chemotherapy. The exploration cohort comprised 31 patients, and the validation cohort included 195 individuals. Genotyping was carried out using either Axiom Genome-Wide TWB 2.0 Array Plate-based or polymerase chain reaction-based methods on genomic DNA derived from collected tissue samples. Statistical analyses involved descriptive statistics, Kaplan-Meier analyses, and Cox proportional hazard analyses. From the GWAS, potential genetic predictors, GALNT14-rs62139523 and DNMBP-rs10786578 genotypes, of 5-FU-based adjuvant therapy following surgery in intermediate-stage CRC patients were identified. Validation in a larger cohort of 195 patients emphasized the predictive significance of GALNT14-rs62139523 genotypes, especially the "A/G" genotype, for improved overall and progression-free survival. This predictive association remained robust across various subgroups, with exceptions for specific demographic and clinical parameters such as age < 58 years old, CEA ≤ 2.5 ng/mL, tumor diameter > 44.0 mm, and tumor-free margin ≥ 50 mm. This study identifies that the GALNT14-rs62139523 "A/G" genotype modulates therapeutic outcomes, establishing it as a promising biomarker for predicting favorable responses to 5-FU-based adjuvant chemotherapy in intermediate-stage CRC patients, although further investigations are needed to detail these mechanisms.
Collapse
Affiliation(s)
- Hao Chien
- Department of Hepatology and Gastroenterology, Linkou Chang Gung Memorial Hospital, Taoyuan 333423, Taiwan; (H.C.); (C.-T.Y.); (M.-L.C.)
| | - Yu-De Chu
- Liver Research Center, Linkou Chang Gung Memorial Hospital, Taoyuan 333423, Taiwan; (Y.-D.C.); (Y.-P.H.); (M.-W.L.)
| | - Yi-Ping Hsu
- Liver Research Center, Linkou Chang Gung Memorial Hospital, Taoyuan 333423, Taiwan; (Y.-D.C.); (Y.-P.H.); (M.-W.L.)
| | - Chau-Ting Yeh
- Department of Hepatology and Gastroenterology, Linkou Chang Gung Memorial Hospital, Taoyuan 333423, Taiwan; (H.C.); (C.-T.Y.); (M.-L.C.)
- Liver Research Center, Linkou Chang Gung Memorial Hospital, Taoyuan 333423, Taiwan; (Y.-D.C.); (Y.-P.H.); (M.-W.L.)
- Institute of Stem Cell and Translational Cancer Research, Linkou Chang Gung Memorial Hospital, Taoyuan 333323, Taiwan
| | - Ming-Wei Lai
- Liver Research Center, Linkou Chang Gung Memorial Hospital, Taoyuan 333423, Taiwan; (Y.-D.C.); (Y.-P.H.); (M.-W.L.)
- Division of Pediatric Gastroenterology, Department of Pediatrics, Linkou Chang Gung Memorial Hospital, Taoyuan 333423, Taiwan
| | - Ming-Ling Chang
- Department of Hepatology and Gastroenterology, Linkou Chang Gung Memorial Hospital, Taoyuan 333423, Taiwan; (H.C.); (C.-T.Y.); (M.-L.C.)
- Liver Research Center, Linkou Chang Gung Memorial Hospital, Taoyuan 333423, Taiwan; (Y.-D.C.); (Y.-P.H.); (M.-W.L.)
| | - Siew-Na Lim
- Department of Neurology, Linkou Chang Gung Memorial Hospital, Taoyuan 333423, Taiwan;
| | - Chun-Wei Chen
- Department of Hepatology and Gastroenterology, Linkou Chang Gung Memorial Hospital, Taoyuan 333423, Taiwan; (H.C.); (C.-T.Y.); (M.-L.C.)
- Liver Research Center, Linkou Chang Gung Memorial Hospital, Taoyuan 333423, Taiwan; (Y.-D.C.); (Y.-P.H.); (M.-W.L.)
| | - Wey-Ran Lin
- Department of Hepatology and Gastroenterology, Linkou Chang Gung Memorial Hospital, Taoyuan 333423, Taiwan; (H.C.); (C.-T.Y.); (M.-L.C.)
- Liver Research Center, Linkou Chang Gung Memorial Hospital, Taoyuan 333423, Taiwan; (Y.-D.C.); (Y.-P.H.); (M.-W.L.)
| |
Collapse
|
3
|
Zhan S, Qiu M, Wei X, Wei J, Qin L, Jiang B, Wen Q, Chen P, Lin Q, Wei X, Zhou Z, Jiang Y, Liang X, Li R, Liu Y, Yu H. Potentially functional genetic variants in ferroptosis-related CREB3 and GALNT14 genes predict survival of hepatitis B virus-related hepatocellular carcinoma. Cancer Med 2024; 13:e6848. [PMID: 38151984 PMCID: PMC10807646 DOI: 10.1002/cam4.6848] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2023] [Revised: 11/19/2023] [Accepted: 11/27/2023] [Indexed: 12/29/2023] Open
Abstract
BACKGROUND Ferroptosis is a known crucial player in the development of cancers. However, the effect of single nucleotide polymorphisms (SNPs) in ferroptosis-related genes on survival in hepatitis B virus (HBV)-related hepatocellular carcinoma (HBV-HCC) patients remains unknown. METHODS We used two-stage multivariable Cox proportional hazards regression analyses to estimate the associations between 48,774 SNPs in 480 ferroptosis-related genes and overall survival (OS) of 866 HBV-HCC patients. RESULTS We identified that two potentially functional SNPs (CREB3 rs10814274 C > T and GALNT14 rs17010547 T > C) were significantly independently associated with the OS of HBV-HCC patients (CT + TT verse CC, hazards ratio (HR) = 0.77, 95% confidence interval (CI) = 0.67-0.89, p < 0.001 for rs10814274 and TC + CC verse TT, HR = 0.66, 95% CI = 0.53-0.82, p < 0.001 for rs17010547, respectively). Additional joint assessment of protective genotypes of these two SNPs showed that patients with 1-2 protective genotypes had a significantly better OS compared with those carrying 0 protective genotypes (HR = 0.56, 95% CI = 0.45-0.70, p < 0.001). Moreover, the expression quantitative trait loci (eQTL) analysis revealed that the survival-associated SNP rs10814274 T allele was significantly correlated with reduced CREB3 transcript levels in both normal liver tissues and whole blood cells, while the GALNT14 rs17010547 C allele had a significant correlation with increased GALNT14 transcript levels in whole blood cells. CONCLUSION These results suggest that genetic variants of CREB3 and GALNT14 may affect the survival of HBV-HCC patients, likely via transcriptional regulation of respective genes. However, further studies are required to confirm these findings.
Collapse
Affiliation(s)
- Shicheng Zhan
- Department of Experimental ResearchGuangxi Medical University Cancer HospitalNanningChina
- Department of Epidemiology and Health Statistics, School of Public HealthGuangxi Medical UniversityNanningChina
| | - Moqin Qiu
- Department of Respiratory OncologyGuangxi Medical University Cancer HospitalNanningChina
| | - Xueyan Wei
- Department of Experimental ResearchGuangxi Medical University Cancer HospitalNanningChina
- Department of Epidemiology and Health Statistics, School of Public HealthGuangxi Medical UniversityNanningChina
| | - Junjie Wei
- Department of Experimental ResearchGuangxi Medical University Cancer HospitalNanningChina
- Department of Epidemiology and Health Statistics, School of Public HealthGuangxi Medical UniversityNanningChina
| | - Liming Qin
- Department of Experimental ResearchGuangxi Medical University Cancer HospitalNanningChina
- Department of Epidemiology and Health Statistics, School of Public HealthGuangxi Medical UniversityNanningChina
| | - Binbin Jiang
- Department of Experimental ResearchGuangxi Medical University Cancer HospitalNanningChina
| | - Qiuping Wen
- Department of Experimental ResearchGuangxi Medical University Cancer HospitalNanningChina
| | - Peiqin Chen
- Editorial Department of Chinese Journal of Oncology Prevention and TreatmentGuangxi Medical University Cancer HospitalNanningChina
| | - Qiuling Lin
- Department of Clinical ResearchGuangxi Medical University Cancer HospitalNanningChina
| | - Xiaoxia Wei
- Department of Clinical ResearchGuangxi Medical University Cancer HospitalNanningChina
| | - Zihan Zhou
- Department of Cancer Prevention and ControlGuangxi Medical University Cancer HospitalNanningChina
| | - Yanji Jiang
- Scientific Research DepartmentGuangxi Medical University Cancer HospitalNanningChina
| | - Xiumei Liang
- Department of Disease Process ManagementGuangxi Medical University Cancer HospitalNanningChina
| | - Runwei Li
- Department of Civil Engineering, College of EngineeringNew Mexico State UniversityLas CrucesNew MexicoUSA
| | - Yingchun Liu
- Department of Experimental ResearchGuangxi Medical University Cancer HospitalNanningChina
- Key Cultivated Laboratory of Cancer Molecular Medicine of Guangxi Health CommissionGuangxi Medical University Cancer HospitalNanningChina
| | - Hongping Yu
- Department of Experimental ResearchGuangxi Medical University Cancer HospitalNanningChina
- Key Cultivated Laboratory of Cancer Molecular Medicine of Guangxi Health CommissionGuangxi Medical University Cancer HospitalNanningChina
- Key Laboratory of Early Prevention and Treatment for Regional High Frequency Tumor (Guangxi Medical University)Ministry of EducationNanningChina
| |
Collapse
|
4
|
Lin CL, Chien RN, Chen LW, Chu YD, Yeh CT. Rs9679162 genotype predicts prognosis of real-world advanced hepatocellular carcinoma treated by sorafenib. Cancer Biomark 2023; 36:251-266. [PMID: 36938726 DOI: 10.3233/cbm-220042] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/15/2023]
Abstract
BACKGROUND Sorafenib and lenvatinib are tyrosine kinase inhibitors widely used in the targeted therapy to treat advanced hepatocellular carcinoma (aHCC). The GALNT14-rs9679162 genotype is a predictor of therapeutic outcome in multiple gastrointestinal cancers. OBJECTIVE To investigate the predictive role of the GALNT14-rs9679162 genotype in aHCC treated with sorafenib or lenvatinib. METHODS Totally 350 real-world patients with aHCC received sorafenib or lenvatinib were enrolled for GALNT14-rs9679162 genotyping and outcome analysis. Kaplan-Meier and Cox regression analysis were conducted to evaluate therapeutic outcomes. Cell-based assays were performed to determine the underlying mechanism. RESULTS Kaplan-Meier and Cox regression analysis showed that the "GG" genotype was not associated with overall survival (OS) when all patients were included. However, it was associated with shorter OS in specific clinical subgroups, including anti-hepatitis C virus antibody-positive (n= 108; P= 0.005) and hepatitis B surface antigen-negative (n= 117; P= 0.002) patients. Intriguingly, hepatitis B virus X protein trans-suppressed the GALNT14 promoter, thereby reducing the elevated expression of GALN14 in hepatoma cells, which partially contributed to the inability of the GALNT14-rs9679162 genotypes to predict the outcome of hepatitis B-related HCC. Finally, by analyzing the outcomes of 52 patients with aHCC treated with lenvatinib, patients with the "GG" genotype were associated with a favorable/shorter time-to-response (P= 0.013). CONCLUSIONS The GALNT14-rs9679162 "GG" genotype predicted shorter OS in patients with HBsAg-negative aHCC treated with sorafenib, but predicted a favorable response in all patients with aHCC treated with lenvatinib.
Collapse
Affiliation(s)
- Chih-Lang Lin
- Liver Research Unit, Keelung Chang Gung Memorial Hospital, Keelung, Taiwan.,Liver Research Center, Chang Gung Memorial Hospital, Taoyuan, Taiwan.,College of Medicine, Chang Gung University, Taoyuan, Taiwan.,Community Medicine Research Center, Keelung Chang Gung Memorial Hospital, Keelung, Taiwan
| | - Rong-Nan Chien
- Liver Research Unit, Keelung Chang Gung Memorial Hospital, Keelung, Taiwan.,Liver Research Center, Chang Gung Memorial Hospital, Taoyuan, Taiwan.,College of Medicine, Chang Gung University, Taoyuan, Taiwan.,Community Medicine Research Center, Keelung Chang Gung Memorial Hospital, Keelung, Taiwan
| | - Li-Wei Chen
- Liver Research Unit, Keelung Chang Gung Memorial Hospital, Keelung, Taiwan.,Liver Research Center, Chang Gung Memorial Hospital, Taoyuan, Taiwan.,College of Medicine, Chang Gung University, Taoyuan, Taiwan.,Community Medicine Research Center, Keelung Chang Gung Memorial Hospital, Keelung, Taiwan
| | - Yu-De Chu
- Liver Research Center, Chang Gung Memorial Hospital, Taoyuan, Taiwan
| | - Chau-Ting Yeh
- Liver Research Center, Chang Gung Memorial Hospital, Taoyuan, Taiwan.,College of Medicine, Chang Gung University, Taoyuan, Taiwan
| |
Collapse
|
5
|
Lin CL, Liang KH, Hu CC, Chien CH, Chen LW, Chien RN, Lin YH, Yeh CT. A Single Nucleotide Polymorphism rs1010816 Predicts Sorafenib Therapeutic Outcomes in Advanced Hepatocellular Carcinoma. Int J Mol Sci 2023; 24:ijms24021681. [PMID: 36675198 PMCID: PMC9862766 DOI: 10.3390/ijms24021681] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2022] [Revised: 01/06/2023] [Accepted: 01/10/2023] [Indexed: 01/18/2023] Open
Abstract
Sorafenib is currently a targeted agent widely used in the treatment of advanced hepatocellular carcinoma (aHCC). However, to date there is still a lack of a reliable marker capable of predicting sorafenib therapeutic responses. Here, we conducted a genome-wide association study (GWAS) to identify candidate single-nucleotide polymorphism outcome predictors in aHCC patients. A total of 74 real-world sorafenib-treated aHCC patients were enrolled for GWAS and outcome analysis. GWAS showed that rs1010816 (p = 2.2 × 10-7) was associated with sorafenib therapeutic response in aHCC patients. Kaplan-Meier analysis indicated that the "TT" genotype was significantly associated with a favorable therapeutic response but not significantly associated with overall survival (OS). Univariate followed by multivariate Cox proportional hazard analysis showed that ascites, main portal vein thrombosis, lower platelet count, lower total sorafenib doses, higher PALBI score in model A and higher ALBI grade in model B were significantly associated with a shorter OS. Subgroup analysis showed that only in alcoholic aHCC patients treated by sorafenib, rs1010816 "TT" genotype was significantly associated with longer OS (p = 0.021). Sorafenib had a favorable therapeutic outcome in alcoholic aHCC patients carrying rs1010816 "TT" genotype.
Collapse
Affiliation(s)
- Chih-Lang Lin
- Liver Research Unit, Keelung Chang Gung Memorial Hospital, Keelung 204, Taiwan
- Liver Research Center, Chang Gung Memorial Hospital, Taoyuan 333, Taiwan
- Community Medicine Research Center, Keelung Chang Gung Memorial Hospital, Keelung 204, Taiwan
- College of Medicine, Chang Gung University, Taoyuan 333, Taiwan
| | - Kung-Hao Liang
- Department of Medical Research, Taipei Veterans General Hospital, Taipei 112, Taiwan
- Institute of Food Safety and Health Risk Assessment, National Yang-Ming Chiao-Tung University, Taipei 112, Taiwan
- Institute of Biomedical Informatics, National Yang-Ming Chiao-Tung University, Taipei 112, Taiwan
| | - Ching-Chih Hu
- Liver Research Unit, Keelung Chang Gung Memorial Hospital, Keelung 204, Taiwan
- College of Medicine, Chang Gung University, Taoyuan 333, Taiwan
| | - Cheng-Hung Chien
- Liver Research Unit, Keelung Chang Gung Memorial Hospital, Keelung 204, Taiwan
- College of Medicine, Chang Gung University, Taoyuan 333, Taiwan
| | - Li-Wei Chen
- Liver Research Unit, Keelung Chang Gung Memorial Hospital, Keelung 204, Taiwan
- College of Medicine, Chang Gung University, Taoyuan 333, Taiwan
| | - Rong-Nan Chien
- Liver Research Unit, Keelung Chang Gung Memorial Hospital, Keelung 204, Taiwan
- Liver Research Center, Chang Gung Memorial Hospital, Taoyuan 333, Taiwan
- Community Medicine Research Center, Keelung Chang Gung Memorial Hospital, Keelung 204, Taiwan
- College of Medicine, Chang Gung University, Taoyuan 333, Taiwan
| | - Yang-Hsiang Lin
- Liver Research Center, Chang Gung Memorial Hospital, Taoyuan 333, Taiwan
- Correspondence: (Y.-H.L.); (C.-T.Y.); Tel.: +886-3-3281200 (ext. 7785) (Y.-H.L.); +886-3-3281200 (ext. 7799) (C.-T.Y.)
| | - Chau-Ting Yeh
- Liver Research Center, Chang Gung Memorial Hospital, Taoyuan 333, Taiwan
- College of Medicine, Chang Gung University, Taoyuan 333, Taiwan
- Correspondence: (Y.-H.L.); (C.-T.Y.); Tel.: +886-3-3281200 (ext. 7785) (Y.-H.L.); +886-3-3281200 (ext. 7799) (C.-T.Y.)
| |
Collapse
|
6
|
Chu YD, Fan TC, Lai MW, Yeh CT. GALNT14-mediated O-glycosylation on PHB2 serine-161 enhances cell growth, migration and drug resistance by activating IGF1R cascade in hepatoma cells. Cell Death Dis 2022; 13:956. [PMID: 36376274 PMCID: PMC9663550 DOI: 10.1038/s41419-022-05419-y] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2022] [Revised: 11/07/2022] [Accepted: 11/08/2022] [Indexed: 11/16/2022]
Abstract
The single nucleotide polymorphism (SNP) rs9679162 located on GALNT14 gene predicts therapeutic outcomes in patients with intermediate and advanced hepatocellular carcinoma (HCC), but the molecular mechanism remains unclear. Here, the associations between SNP genotypes, GALNT14 expression, and downstream molecular events were determined. A higher GALNT14 cancerous/noncancerous ratio was associated with the rs9679162-GG genotype, leading to an unfavorable postoperative prognosis. A novel exon-6-skipped GALNT14 mRNA variant was identified in patients carrying the rs9679162-TT genotype, which was associated with lower GALNT14 expression and favorable prognosis. Cell-based experiments showed that elevated levels of GALNT14 promoted HCC growth, migration, and resistance to anticancer drugs. Using a comparative lectin-capture glycoproteomic approach, PHB2 was identified as a substrate for GALNT14-mediated O-glycosylation. Site-directed mutagenesis experiments revealed that serine-161 (Ser161) was the O-glycosylation site. Further analysis showed that O-glycosylation of PHB2-Ser161 was required for the GALNT14-mediated growth-promoting phenotype. O-glycosylation of PHB2 was positively correlated with GALNT14 expression in HCC, resulting in increased interaction between PHB2 and IGFBP6, which in turn led to the activation of IGF1R-mediated signaling. In conclusion, the GALNT14-rs9679162 genotype was associated with differential expression levels of GALNT14 and the generation of a novel exon-6-skipped GALNT14 mRNA variant, which was associated with a favorable prognosis in HCC. The GALNT14/PHB2/IGF1R cascade modulated the growth, migration, and anticancer drug resistance of HCC cells, thereby opening the possibility of identifying new therapeutic targets against HCC.
Collapse
Affiliation(s)
- Yu-De Chu
- grid.413801.f0000 0001 0711 0593Liver Research Center, Chang Gung Memorial Hospital, Taoyuan, Taiwan
| | - Tan-Chi Fan
- grid.454210.60000 0004 1756 1461Institute of Stem Cell and Translational Cancer Research, Chang Gung Memorial Hospital at Linkou, Taoyuan, Taiwan
| | - Ming-Wei Lai
- grid.413801.f0000 0001 0711 0593Liver Research Center, Chang Gung Memorial Hospital, Taoyuan, Taiwan ,grid.454211.70000 0004 1756 999XDivision of Pediatric Gastroenterology Department of Pediatrics, Linkou Chang Gung Memorial Hospital, Taoyuan, Taiwan
| | - Chau-Ting Yeh
- grid.413801.f0000 0001 0711 0593Liver Research Center, Chang Gung Memorial Hospital, Taoyuan, Taiwan ,grid.145695.a0000 0004 1798 0922Molecular Medicine Research Center, College of Medicine, Chang Gung University, Taoyuan, Taiwan
| |
Collapse
|
7
|
Chen WT, Lin SM, Lee WC, Wu TJ, Lin CC, Shen CH, Chang ML, Lin CL, Yeh CT. GALNT14 genotype-guided chemoembolization plus sorafenib therapy in hepatocellular carcinoma: a randomized trial. Hepatol Int 2022; 16:148-158. [PMID: 34982369 DOI: 10.1007/s12072-021-10283-7] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/11/2021] [Accepted: 12/06/2021] [Indexed: 12/12/2022]
Abstract
BACKGROUND GALNT14-rs9679162 "TT" genotype is associated with favorable clinical outcomes in hepatocellular carcinoma (HCC) treated by transarterial chemoembolization (TACE). We investigated whether patients with GALNT14-rs9679162 "non-TT" unfavorable genotype benefited from chemoembolization plus sorafenib combination therapy. METHODS Intermediate stage HCC patients were recruited for GALNT14-rs9679162 genotyping before TACE. Patients with "TT" genotype received only TACE, labeled as TT (TACE) group. Patients with "non-TT" genotype ("GG" or "GT") were randomized to receive either TACE alone, labeled as Non-TT (TACE) group, or TACE plus sorafenib, labeled as Non-TT (TACE + Sora) group. The latter group received sorafenib 400 mg daily plus TACE. RESULTS From October 2015 to April 2019, 103 HCC patients scheduled to receive chemoembolization were screened. Of them, 84 met inclusion criteria and were assigned to TT (TACE) (n = 25), Non-TT (TACE) (n = 30) and Non-TT (TACE + Sora) (n = 29) groups according to their GALNT14 genotypes. Repeated TACE sessions were performed on-demand and patients were followed until November 2020. It was found that TT (TACE) and Non-TT (TACE + Sora) patients had shorter time-to-complete response compared with that in Non-TT (TACE) patients (p < 0.001 and 0.009, respectively). These two groups also had longer time-to-TACE progression (p < 0.001 and 0.006, respectively) and longer progression-free survival (p = 0.001 and 0.021, respectively). However, TT (TACE) patients harbored longer overall survival compared with those in non-TT (TACE + Sora) and non-TT (TACE) patients (p = 0.028, < 0.001, respectively). CONCLUSION Combination of sorafenib and TACE for "non-TT" patients partially overcame the genetic disadvantage on treatment outcomes in terms of time-to-complete response, time-to-TACE progression and progression-free survival. TRIAL REGISTRATION ClinicalTrials.gov NCT02504983.
Collapse
Affiliation(s)
- Wei-Ting Chen
- Liver Research Center, Linko Chang Gung Memorial Hospital, Chang Gung Memorial Hospital, Linkou Branch, 5, Fu-Shin Street, Taoyuan, 333, Taiwan
| | - Shi-Ming Lin
- Liver Research Center, Linko Chang Gung Memorial Hospital, Chang Gung Memorial Hospital, Linkou Branch, 5, Fu-Shin Street, Taoyuan, 333, Taiwan
| | - Wei-Chen Lee
- Division of Liver and Transplantation Surgery, Linko Chang Gung Memorial Hospital, Taoyuan, Taiwan
| | - Ting-Jung Wu
- Division of Liver and Transplantation Surgery, Linko Chang Gung Memorial Hospital, Taoyuan, Taiwan
| | - Chen-Chun Lin
- Liver Research Center, Linko Chang Gung Memorial Hospital, Chang Gung Memorial Hospital, Linkou Branch, 5, Fu-Shin Street, Taoyuan, 333, Taiwan
| | - Chien-Heng Shen
- Department of Gastroenterology and Hepatology, Chiayi Chang Gung Memorial Hospital, Chiayi, Taiwan
| | - Ming-Ling Chang
- Liver Research Center, Linko Chang Gung Memorial Hospital, Chang Gung Memorial Hospital, Linkou Branch, 5, Fu-Shin Street, Taoyuan, 333, Taiwan
| | - Chih-Lang Lin
- Department of Gastroenterology and Hepatology, Keelung Chang Gung Memorial Hospital, Keelung, Taiwan
| | - Chau-Ting Yeh
- Liver Research Center, Linko Chang Gung Memorial Hospital, Chang Gung Memorial Hospital, Linkou Branch, 5, Fu-Shin Street, Taoyuan, 333, Taiwan.
| |
Collapse
|
8
|
Liang KH, Chen SF, Lin YH, Chu YD, Lin YH, Lai MW, Lin CL, Yeh CT. Tenofovir Hampers the Efficacy of Sorafenib in Prolonging Overall Survival in Hepatocellular Carcinoma. Biomedicines 2021; 9:biomedicines9111539. [PMID: 34829768 PMCID: PMC8614833 DOI: 10.3390/biomedicines9111539] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2021] [Revised: 10/17/2021] [Accepted: 10/22/2021] [Indexed: 01/04/2023] Open
Abstract
Sorafenib is a first-line treatment for patients with advanced hepatocellular carcinoma (HCC). These patients may simultaneously receive anti-hepatitis B treatment if they are viremic. The N-Acetylgalactosaminyltransferase 14 (GALNT14) gene can serve as a biomarker to guide HCC treatments. However, the enzyme substrates of its gene product, GalNAc-T14 (a glycosyltransferase), remained uncharacterized. Here, we conducted a glycoproteome-wide search for GalNAc-T14 substrates using lectin affinity chromatography followed by tandem mass spectrometry. Seventeen novel GalNAc-T14 substrates were identified. A connective map analysis showed that an antiviral drug, tenofovir, was the leading medicinal compound to down-regulate the expression of these substrates. In vitro assays showed that HCC cells were resistant to sorafenib if pretreated by tenofovir but not entecavir. Clinical analysis showed that the concomitant use of tenofovir and sorafenib was a previously unrecognized predictive factor for unfavorable overall survival (hazard ratio = 2.060, 95% confidence interval = [1.256, 3.381], p = 0.004) in a cohort of 181 hepatitis-B-related, sorafenib-treated HCC patients (concomitant tenofovir versus entecavir treatment; p = 0.003). In conclusion, by conducting a glycoproteome-wide search for GalNAc-T14 substrates, we unexpectedly found that tenofovir was a major negative regulator of GalNAc-T14 substrates and an unfavorable anti-hepatitis B drug in HCC patients receiving sorafenib.
Collapse
Affiliation(s)
- Kung-Hao Liang
- Department of Medical Research, Taipei Veterans General Hospital, Taipei 112, Taiwan
- Institute of Food Safety and Health Risk Assessment, National Yang Ming Chiao Tung University, Taipei 112, Taiwan
- Institute of Biomedical Informatics, National Yang Ming Chiao Tung University, Taipei 112, Taiwan
- Correspondence: (K.-H.L.); (C.-T.Y.); Tel.: +886-2-28712121 (ext. 1296) (K.-H.L.); +886-3-3281200 (ext. 8129) (C.-T.Y.); Fax: 886-3-3282824 (C.-T.Y.)
| | - Sung-Fang Chen
- Department of Chemistry, National Taiwan Normal University, Taipei 106, Taiwan; (S.-F.C.); (Y.-H.L.)
| | - Yu-Hua Lin
- Department of Chemistry, National Taiwan Normal University, Taipei 106, Taiwan; (S.-F.C.); (Y.-H.L.)
| | - Yu-De Chu
- Liver Research Center, Chang Gung Memorial Hospital, Linkou, Taoyuan 333, Taiwan; (Y.-D.C.); (Y.-H.L.); (M.-W.L.); (C.-L.L.)
| | - Yang-Hsiang Lin
- Liver Research Center, Chang Gung Memorial Hospital, Linkou, Taoyuan 333, Taiwan; (Y.-D.C.); (Y.-H.L.); (M.-W.L.); (C.-L.L.)
| | - Ming-Wei Lai
- Liver Research Center, Chang Gung Memorial Hospital, Linkou, Taoyuan 333, Taiwan; (Y.-D.C.); (Y.-H.L.); (M.-W.L.); (C.-L.L.)
| | - Chih-Lang Lin
- Liver Research Center, Chang Gung Memorial Hospital, Linkou, Taoyuan 333, Taiwan; (Y.-D.C.); (Y.-H.L.); (M.-W.L.); (C.-L.L.)
- Liver Research Unit, Keelung Chang Gung Memorial Hospital, Keelung 204, Taiwan
- Community Medicine Research Center, Keelung Chang Gung Memorial Hospital, Keelung 204, Taiwan
| | - Chau-Ting Yeh
- Liver Research Center, Chang Gung Memorial Hospital, Linkou, Taoyuan 333, Taiwan; (Y.-D.C.); (Y.-H.L.); (M.-W.L.); (C.-L.L.)
- Molecular Medicine Research Center, Chang Gung University, Taoyuan 333, Taiwan
- Correspondence: (K.-H.L.); (C.-T.Y.); Tel.: +886-2-28712121 (ext. 1296) (K.-H.L.); +886-3-3281200 (ext. 8129) (C.-T.Y.); Fax: 886-3-3282824 (C.-T.Y.)
| |
Collapse
|
9
|
Fernandes Â, Dias AM, Silva MC, Gaifem J, Azevedo CM, Carballo I, Pinho SS. The Role of Glycans in Chronic Inflammatory Gastrointestinal and Liver Disorders and Cancer. COMPREHENSIVE GLYCOSCIENCE 2021:444-470. [DOI: 10.1016/b978-0-12-819475-1.00036-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/03/2025]
|
10
|
Connectivity map-based drug repositioning of bortezomib to reverse the metastatic effect of GALNT14 in lung cancer. Oncogene 2020; 39:4567-4580. [PMID: 32388539 DOI: 10.1038/s41388-020-1316-2] [Citation(s) in RCA: 26] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2019] [Revised: 04/11/2020] [Accepted: 04/24/2020] [Indexed: 12/11/2022]
Abstract
Despite the continual discovery of promising new cancer targets, drug discovery is often hampered by the poor druggability of these targets. As such, repurposing FDA-approved drugs based on cancer signatures is a useful alternative to cancer precision medicine. Here, we adopted an in silico approach based on large-scale gene expression signatures to identify drug candidates for lung cancer metastasis. Our clinicogenomic analysis identified GALNT14 as a putative driver of lung cancer metastasis, leading to poor survival. To overcome the poor druggability of GALNT14 in the control of metastasis, we utilized the Connectivity Map and identified bortezomib (BTZ) as a potent metastatic inhibitor, bypassing the direct inhibition of the enzymatic activity of GALNT14. The antimetastatic effect of BTZ was verified both in vitro and in vivo. Notably, both BTZ treatment and GALNT14 knockdown attenuated TGFβ-mediated gene expression and suppressed TGFβ-dependent metastatic genes. These results demonstrate that our in silico approach is a viable strategy for the use of undruggable targets in cancer therapies and for revealing the underlying mechanisms of these targets.
Collapse
|
11
|
Lin WR, Yeh CT. GALNT14: An Emerging Marker Capable of Predicting Therapeutic Outcomes in Multiple Cancers. Int J Mol Sci 2020; 21:1491. [PMID: 32098271 PMCID: PMC7073045 DOI: 10.3390/ijms21041491] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2020] [Revised: 02/20/2020] [Accepted: 02/20/2020] [Indexed: 02/08/2023] Open
Abstract
Members of the polypeptide N-acetylgalactosaminyltransferase (GALNT) family function as the initiating enzymes that catalyze mucin-type O-glycosylation of proteins, and their dysregulated expression can alter cancer cell behaviors such as de novo occurrence, proliferation, migration, metastasis, and drug resistance. Recent studies have demonstrated that one of the family's members, GALNT14, is aberrantly expressed in multiple cancers and involved in a variety of biological functions. Moreover, the single nucleotide polymorphisms (SNPs) of GALNT14-rs9679162 have been shown to predict therapeutic outcomes in patients with hepatocellular carcinoma as well as several other different types of gastrointestinal cancer. This review summarizes the structural features of GANLT14, its functional roles, and the predictive values of GALNT14 genotypes and enzyme levels in multiple cancers receiving distinct anticancer therapies.
Collapse
Affiliation(s)
- Wey-Ran Lin
- Department of Gastroenterology and Hepatology, Linkou Chang Gung Memorial Hospital, Taoyuan 333, Taiwan;
- Liver Research Center, Linkou Chang Gung Memorial Hospital, Taoyuan 333, Taiwan
- College of Medicine, Chang Gung University, Taoyuan 333, Taiwan
| | - Chau-Ting Yeh
- Department of Gastroenterology and Hepatology, Linkou Chang Gung Memorial Hospital, Taoyuan 333, Taiwan;
- Liver Research Center, Linkou Chang Gung Memorial Hospital, Taoyuan 333, Taiwan
- College of Medicine, Chang Gung University, Taoyuan 333, Taiwan
| |
Collapse
|
12
|
Chiang CC, Yeh CT, Hwang TL, Chu YD, Lim SN, Chen CW, Kuo CJ, Le PH, Chen TH, Lin WR. The GALNT14 Genotype Predicts Postoperative Outcome of Pancreatic Ductal Adenocarcinoma. J Clin Med 2019; 8:2225. [PMID: 31888240 PMCID: PMC6947583 DOI: 10.3390/jcm8122225] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2019] [Revised: 12/12/2019] [Accepted: 12/13/2019] [Indexed: 02/07/2023] Open
Abstract
Pancreatic ductal adenocarcinoma (PDA) is notorious for its poor prognosis. The current mainstay of treatment for PDA is surgical resection followed by adjuvant chemotherapy. However, it is difficult to predict the post-operative outcome because of the lack of reliable markers. The single-nucleotide polymorphism (SNP) of N-acetylgalactosaminyltransferase14 (GALNT14) has been proven to predict the progression-free survival (PFS), overall survival (OS) and response to chemotherapy in various types of gastrointestinal (GI) cancers. However, its role in PDA has not been studied. This study aims to investigate whether the GALNT14 SNP genotype can be a prognostic marker for PDA. A cohort of one hundred and three PDA patients having received surgical resection were retrospectively enrolled. GALNT14 genotypes and the clinicopathological parameters were correlated with postoperative prognosis. The genotype analysis revealed that 19.4%, 60.2% and 20.4% of patients had the GALNT14 "TT", "TG" and "GG" genotypes, respectively. The patients with the "GG" genotype had a mean OS time of 37.1 months (95% confidence interval [CI]: 18.2-56.1) and those with the "non-GG" genotype had a mean OS time of 16.1 months (95% CI: 13.1-19.2). Kaplan-Meier analysis showed that the "GG" genotype had a significantly better OS compared to the "non-GG" genotype (p = 0.005). However, there was no significant difference between the "GG" and "non-GG" genotypes in PFS (p = 0.172). The baseline characteristics between patients with the "GG" and "non-GG" genotypes were compared, and no significant difference was found. Univariate followed by multivariate Cox proportional hazard models demonstrated the GALNT14 "GG" genotype, negative resection margin, and locoregional disease as independent predictors for favorable OS (p = 0.003, p = 0.037, p = 0.021, respectively). Sensitivity analysis was performed in each subgroup to examine the relationship of GALNT14 with different clinicopathological variables and no heterogeneity was found. The GALNT14 "GG" genotype is associated with favorable survival outcome, especially OS, in patients with resected PDA and could serve as a prognostic marker.
Collapse
Affiliation(s)
- Chun-Cheng Chiang
- Department of Gastroenterology and Hepatology, Linkou Chang Gung Memorial Hospital, Taoyuan 333, Taiwan; (C.-C.C.); (C.-T.Y.); (C.-W.C.); (C.-J.K.); (P.-H.L.); (T.-H.C.)
| | - Chau-Ting Yeh
- Department of Gastroenterology and Hepatology, Linkou Chang Gung Memorial Hospital, Taoyuan 333, Taiwan; (C.-C.C.); (C.-T.Y.); (C.-W.C.); (C.-J.K.); (P.-H.L.); (T.-H.C.)
- Liver Research Center, Linkou Chang Gung Memorial Hospital, Taoyuan 333, Taiwan;
- College of Medicine, Chang Gung University, Taoyuan 333, Taiwan; (T.-L.H.); (S.-N.L.)
| | - Tsann-Long Hwang
- College of Medicine, Chang Gung University, Taoyuan 333, Taiwan; (T.-L.H.); (S.-N.L.)
- Department of General Surgery, Linkou Chang Gung Memorial Hospital, Taoyuan 333, Taiwan
| | - Yu-De Chu
- Liver Research Center, Linkou Chang Gung Memorial Hospital, Taoyuan 333, Taiwan;
| | - Siew-Na Lim
- College of Medicine, Chang Gung University, Taoyuan 333, Taiwan; (T.-L.H.); (S.-N.L.)
- Department of Neurology, Linkou Chang Gung Memorial Hospital, Taoyuan 333, Taiwan
| | - Chun-Wei Chen
- Department of Gastroenterology and Hepatology, Linkou Chang Gung Memorial Hospital, Taoyuan 333, Taiwan; (C.-C.C.); (C.-T.Y.); (C.-W.C.); (C.-J.K.); (P.-H.L.); (T.-H.C.)
| | - Chia-Jung Kuo
- Department of Gastroenterology and Hepatology, Linkou Chang Gung Memorial Hospital, Taoyuan 333, Taiwan; (C.-C.C.); (C.-T.Y.); (C.-W.C.); (C.-J.K.); (P.-H.L.); (T.-H.C.)
| | - Puo-Hsien Le
- Department of Gastroenterology and Hepatology, Linkou Chang Gung Memorial Hospital, Taoyuan 333, Taiwan; (C.-C.C.); (C.-T.Y.); (C.-W.C.); (C.-J.K.); (P.-H.L.); (T.-H.C.)
| | - Tsung-Hsing Chen
- Department of Gastroenterology and Hepatology, Linkou Chang Gung Memorial Hospital, Taoyuan 333, Taiwan; (C.-C.C.); (C.-T.Y.); (C.-W.C.); (C.-J.K.); (P.-H.L.); (T.-H.C.)
| | - Wey-Ran Lin
- Department of Gastroenterology and Hepatology, Linkou Chang Gung Memorial Hospital, Taoyuan 333, Taiwan; (C.-C.C.); (C.-T.Y.); (C.-W.C.); (C.-J.K.); (P.-H.L.); (T.-H.C.)
- Liver Research Center, Linkou Chang Gung Memorial Hospital, Taoyuan 333, Taiwan;
- College of Medicine, Chang Gung University, Taoyuan 333, Taiwan; (T.-L.H.); (S.-N.L.)
| |
Collapse
|
13
|
Le PH, Kuo CJ, Hsieh YC, Chen TH, Lin CL, Yeh CT, Liang KH. Ages of hepatocellular carcinoma occurrence and life expectancy are associated with a UGT2B28 genomic variation. BMC Cancer 2019; 19:1190. [PMID: 31805979 PMCID: PMC6896495 DOI: 10.1186/s12885-019-6409-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2019] [Accepted: 11/28/2019] [Indexed: 02/08/2023] Open
Abstract
BACKGROUND Hepatocellular carcinoma (HCC) is an aggressive solid tumor. HCC occurred at younger and elder ages were considered driven by different oncogenic mechanisms, and they demonstrated distinct clinical courses. METHODS A total of 382 HCC patients treated by surgical resections was analyzed. RESULTS A univariate-multivariate analysis showed that viral etiology (chronic hepatitis B, C) and the UDP glucuronosyltransferase family 2 member B28 (UGT2B28) genomic variant rs2132039 were independently associated with the age at presentation of HCC (all adjusted P < 0.05). An extensive evaluations of clinicalpathological factors showed that the age (Odds ratio [OR], 1.016; 95% confidence interval [CI], 1.001-1.032; adjusted P = 0.037) and ascites (OR, 3.505; CI, 1.358-9.048; adjusted P = 0.010) were two independent factors associated with this genomic variant. The age was 54.1 ± 14.6 years for patients with the "TT" variant type, and 58.2 ± 13.7 years for those with the "Non-TT" variant type. The age disparity was most prominent in alcoholic patients (OR, 1.079; CI, 1.035-1.125; P < 0.001, age of "TT", 49.6 ± 12.2; age of "non-TT", 59.3 ± 10.7). This genomic variant was also associated with age of recurrence (P = 0.025), distant metastasis (P = 0.024) and HCC-related death (P = 0.008) in non-censored patients. CONCLUSIONS An UGT2B28 genomic variant was indicative of the age of HCC presentation, recurrence, distant metastasis and death.
Collapse
Affiliation(s)
- Puo-Hsien Le
- Liver Research Center, Linkou Chang Gung Memorial Hospital, 5, Fu-Shin street, Kuei-Shan District, Taoyuan, Taiwan
- Department of Gastroenterology and Hepatology, Linkou Chang Gung Memorial Hospital, Taoyuan, Taiwan
| | - Chia-Jung Kuo
- Department of Gastroenterology and Hepatology, Linkou Chang Gung Memorial Hospital, Taoyuan, Taiwan
| | - Yi-Chung Hsieh
- Department of Gastroenterology and Hepatology, Linkou Chang Gung Memorial Hospital, Taoyuan, Taiwan
| | - Tsung-Hsing Chen
- Department of Gastroenterology and Hepatology, Linkou Chang Gung Memorial Hospital, Taoyuan, Taiwan
| | - Chih-Lang Lin
- Liver Research Center, Linkou Chang Gung Memorial Hospital, 5, Fu-Shin street, Kuei-Shan District, Taoyuan, Taiwan
- Liver Research Unit, Keelung Chang Gung Memorial Hospital, Keelung, Taiwan
- College of Medicine, Chang Gung University, Taoyuan, Taiwan
| | - Chau-Ting Yeh
- Liver Research Center, Linkou Chang Gung Memorial Hospital, 5, Fu-Shin street, Kuei-Shan District, Taoyuan, Taiwan
- Department of Gastroenterology and Hepatology, Linkou Chang Gung Memorial Hospital, Taoyuan, Taiwan
- College of Medicine, Chang Gung University, Taoyuan, Taiwan
| | - Kung-Hao Liang
- Department of Medical Research, Taipei Veterans General Hospital, Taipei, Taiwan
- Institute of Food Safety and Health Risk Assessment, National Yang-Ming University, Taipei, Taiwan
- Institute of Biomedical Informatics, National Yang-Ming University, Taipei, Taiwan
| |
Collapse
|
14
|
A GALNT14 rs9679162 genotype-guided therapeutic strategy for advanced hepatocellular carcinoma: systemic or hepatic arterial infusion chemotherapy. THE PHARMACOGENOMICS JOURNAL 2019; 20:57-68. [PMID: 31611591 DOI: 10.1038/s41397-019-0106-0] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/15/2018] [Revised: 09/10/2019] [Accepted: 10/02/2019] [Indexed: 02/07/2023]
Abstract
Although targeted agents are recommended as the first-line treatments for advanced hepatocellular carcinoma (aHCC), systemic chemotherapy or hepatic arterial infusion chemotherapy (HAIC) are still being used in Asian countries. Beside economic considerations, it was found that targeted drugs could not significantly prolong overall survival in aHCC patients with distant metastasis. In addition, chemotherapy could achieve complete response in a small proportion of patients. Here, we aimed to investigate whether combination of three previously identified single nucleotide polymorphism (SNP) predictors (GALNT14-rs9679162, WWOX-rs13338697, and rs6025211) could guide our choice between systemic chemotherapy, HAIC, and targeted agents in aHCC patients. A cohort of 237 real-world aHCC patients (171 receiving systemic chemotherapy followed by various anticancer treatments including sorafenib; 66 receiving HAIC) were included for outcome analysis. By combining the three SNP markers with or without addition of two clinical criteria (tumor diameter <8 cm, neutrophils <80%), small groups of patients were found to harbor high complete response rates to systemic chemotherapy (35.3% if the 3-SNP signature alone matched; 60.0% if clinical criteria also matched). Subsequent sorafenib treatment for chemotherapy non-responders was associated with longer overall survival (P < 0.001). In HAIC-treated patients, GALNT14-rs9679162 genotype "GG" was associated with longer overall survival (P = 0.019, median survival > 10.5 months). In conclusion, pre-test for the 3-SNP signature in aHCC patients could identify potential systemic chemotherapy or HAIC responders. Chemotherapy non-responders still benefited from subsequent sorafenib treatment. Accordingly, we propose a roadmap for aHCC patients when chemotherapy or HAIC is to be used.
Collapse
|
15
|
Huang PH, Hu CC, Chien CH, Chen LW, Chien RN, Lin YS, Chao M, Lin CL, Yeh CT. The Defective Allele of Aldehyde Dehydrogenase 2 Gene is Associated with Favorable Postoperative Prognosis in Hepatocellular Carcinoma. J Cancer 2019; 10:5735-5743. [PMID: 31737110 PMCID: PMC6843870 DOI: 10.7150/jca.33221] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2019] [Accepted: 08/13/2019] [Indexed: 12/23/2022] Open
Abstract
Background: The Aldehyde dehydrogenase 2 (ALDH2) mutant genotypes contain an allele encoding defective ALDH2 with reduced efficacy of alcohol metabolism leading to accumulation of highly toxic and carcinogenic acetaldehyde. It can induce unpleasant "Asian flush syndrome" and associate with increased risk of cancers. However, to date, little is known about ALDH2 genotypes in relation to the postoperative prognosis of hepatocellular carcinoma (HCC). Methods: From 2002 to 2012, 419 HCC patients receiving surgical resection of HCC were enrolled for ALDH2-rs671 genotyping and outcome correlation. Results: Of the patients included, 202 were ALDH2-rs671 "GG" (wild type) and 217 were mutant (defective) "AA" + "GA" genotype. Kaplan-Meier analysis indicated that "GG" genotype significantly associated with shorter metastasis-free (P = 0.034) and overall (P = 0.005) survival, but not recurrence-free survival (P = 0.281). Univariate followed by multivariate Cox proportional hazard analysis showed that "GG" genotype was an independent clinical predictor for shorter time-to-distant metastasis (adjusted P = 0.019) and shorter overall survival (adjusted P = 0.001). Subgroup analysis showed that in patients with negative hepatitis B surface antigen, Edmonson's histology grade < 3, and aspartate transaminase > alanine transaminase, the ALDH2-rs671-GG genotype was associated with both shorter time-to-metastasis and shorter overall survival. Conclusions: HCC patients carrying a defective allele of ALDH2 had a favorable postoperative outcome.
Collapse
Affiliation(s)
- Po-Han Huang
- Liver Research Center, Chang Gung Memorial Hospital, Taoyuan, Taiwan.,College of Medicine, Chang Gung University, Taoyuan, Taiwan
| | - Ching-Chih Hu
- College of Medicine, Chang Gung University, Taoyuan, Taiwan.,Liver Research Unit, Keelung Chang Gung Memorial Hospital, Keelung, Taiwan
| | - Cheng-Hung Chien
- College of Medicine, Chang Gung University, Taoyuan, Taiwan.,Liver Research Unit, Keelung Chang Gung Memorial Hospital, Keelung, Taiwan.,Community Medicine Research Center, Keelung Chang Gung Memorial Hospital, Keelung, Taiwan
| | - Li-Wei Chen
- College of Medicine, Chang Gung University, Taoyuan, Taiwan.,Liver Research Unit, Keelung Chang Gung Memorial Hospital, Keelung, Taiwan.,Community Medicine Research Center, Keelung Chang Gung Memorial Hospital, Keelung, Taiwan
| | - Rong-Nan Chien
- Liver Research Center, Chang Gung Memorial Hospital, Taoyuan, Taiwan.,College of Medicine, Chang Gung University, Taoyuan, Taiwan.,Liver Research Unit, Keelung Chang Gung Memorial Hospital, Keelung, Taiwan.,Community Medicine Research Center, Keelung Chang Gung Memorial Hospital, Keelung, Taiwan
| | | | - Mei Chao
- Liver Research Center, Chang Gung Memorial Hospital, Taoyuan, Taiwan.,Department of Microbiology and Immunology, Chang Gung University, Taoyuan, Taiwan.,Division of Microbiology, Graduate Institute of Biomedical Sciences, Chang Gung University, Taoyuan, Taiwan
| | - Chih-Lang Lin
- Liver Research Center, Chang Gung Memorial Hospital, Taoyuan, Taiwan.,College of Medicine, Chang Gung University, Taoyuan, Taiwan.,Liver Research Unit, Keelung Chang Gung Memorial Hospital, Keelung, Taiwan.,Community Medicine Research Center, Keelung Chang Gung Memorial Hospital, Keelung, Taiwan
| | - Chau-Ting Yeh
- Liver Research Center, Chang Gung Memorial Hospital, Taoyuan, Taiwan.,College of Medicine, Chang Gung University, Taoyuan, Taiwan
| |
Collapse
|
16
|
Shyu YC, Huang TS, Chien CH, Yeh CT, Lin CL, Chien RN. Diabetes poses a higher risk of hepatocellular carcinoma and mortality in patients with chronic hepatitis B: A population-based cohort study. J Viral Hepat 2019; 26:718-726. [PMID: 30739359 DOI: 10.1111/jvh.13077] [Citation(s) in RCA: 27] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/21/2018] [Accepted: 01/08/2019] [Indexed: 12/12/2022]
Abstract
Diabetes mellitus may be a risk factor of HCC development in chronic hepatitis B infected patients and affect the all-cause mortality. This study aimed to examine whether DM was associated with the development of HCC with CHB and affected the all-cause mortality. A total of 2966 CHB patients newly diagnosed with DM in 2000 were retrieved from the Longitudinal Cohort of Diabetes Patients database and used propensity scores matching based on age, sex-gender, alcohol-related liver disease and baseline liver cirrhosis to compare with the non-DM patients from the Taiwanese National Health Insurance Research Database. The CHB patients with DM compared to the non-DM had significantly increased (3.3%) risk for HCC development and significantly increased (2.8%) risk of HCC-related mortality. Interestingly, the all-cause mortality was significantly higher in the DM cohort (16.9%) compared to the non-DM cohort (8.2%). In a multivariable transition-specific Cox model to investigate the adjusted hazard ratio of CHB patients with DM or non-DM during the transitions from start to HCC was 1.35; 95% CI (1.16-1.57) and from HCC to death was 1.31; 95% CI (1.06-1.62). All-cause mortality between CHB patients with DM or non-DM during the transitions from start to death was 2.32; 95% CI (1.84-2.92). Taken together, DM is an independent risk factor associated with increasing disease development of HCC, HCC-related mortality and all-cause mortality in CHB patients. This study may provide a clinical strategy for strict DM control in order to reduce the risk of disease development in CHB patients.
Collapse
Affiliation(s)
- Yu-Chiau Shyu
- Community Medicine Research Center, Chang Gung Memorial Hospital, Keelung, Taiwan.,Department of Nursing, Chang Gung University of Science and Technology, Taoyuan, Taiwan.,Institute of Molecular Biology, Academia Sinica, Taipei, Taiwan
| | - Ting-Shuo Huang
- Community Medicine Research Center, Chang Gung Memorial Hospital, Keelung, Taiwan.,Department of General Surgery, Chang Gung Memorial Hospital, Keelung, Taiwan.,School of Traditional Chinese Medicine, College of Medicine, Chang Gung University, Taoyuan, Taiwan
| | - Cheng-Hung Chien
- Community Medicine Research Center, Chang Gung Memorial Hospital, Keelung, Taiwan.,Liver Research Unit, Chang Gung Memorial Hospital, Keelung, Taiwan
| | - Chau-Ting Yeh
- School of Medicine, College of Medicine, Chang Gung University, Taoyuan, Taiwan.,Liver Research Center, Chang Gung Memorial Hospital, Taipei, Taiwan
| | - Chih-Lang Lin
- Community Medicine Research Center, Chang Gung Memorial Hospital, Keelung, Taiwan.,Liver Research Unit, Chang Gung Memorial Hospital, Keelung, Taiwan.,School of Medicine, College of Medicine, Chang Gung University, Taoyuan, Taiwan.,Division of Gastroenterology, Department of Internal Medicine Chang-Gung Memorial Hospital, Keelung, Taiwan
| | - Rong-Nan Chien
- Community Medicine Research Center, Chang Gung Memorial Hospital, Keelung, Taiwan.,Liver Research Unit, Chang Gung Memorial Hospital, Keelung, Taiwan.,School of Medicine, College of Medicine, Chang Gung University, Taoyuan, Taiwan.,Division of Gastroenterology, Department of Internal Medicine Chang-Gung Memorial Hospital, Keelung, Taiwan
| |
Collapse
|
17
|
Liang KH, Yeh CT. O-glycosylation in liver cancer: Clinical associations and potential mechanisms. LIVER RESEARCH 2017. [DOI: 10.1016/j.livres.2017.12.005] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/16/2023]
|
18
|
Sheta R, Bachvarova M, Plante M, Gregoire J, Renaud MC, Sebastianelli A, Popa I, Bachvarov D. Altered expression of different GalNAc‑transferases is associated with disease progression and poor prognosis in women with high-grade serous ovarian cancer. Int J Oncol 2017; 51:1887-1897. [PMID: 29039611 DOI: 10.3892/ijo.2017.4147] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2017] [Accepted: 09/25/2017] [Indexed: 11/06/2022] Open
Abstract
Protein glycosylation perturbations are implicated in a variety of diseases, including cancer. Aberrant glycosylation in cancer is frequently attributed to altered expression of polypeptide GalNAc transferases (GalNAc‑Ts) - enzymes initiating mucin-type O-glycosylation. A previous study from our group demonstrated that one member of this family (GALNT3) is overexpressed in epithelial ovarian cancer (EOC), and GALNT3 expression correlated with shorter progression-free survival (PFS) in EOC patients with advanced disease. As considerable degree of redundancy between members of the GalNAc‑Ts gene family has been frequently observed, we decided to investigate whether other members of this family are essential in EOC progression. In silico analysis based on publically available data was indicative for altered expression of five GalNAc‑Ts (GALNT2, T4, T6, T9 and T14) in ovarian high-grade serous carcinoma (HGSC) samples compared to non-tumoral (control) ovarian tissue. We analyzed protein expression of these GalNAc‑Ts in EOC cells and tumors by western blotting, followed by immunohistochemical (IHC) evaluation of their expression in EOC tumor and control samples using tissue microarrays (TMAs). Western blot analyses were indicative for low expression of GALNT2 and strong expression of GALNT6, T9 and T14 in both EOC cells and tumors. These observations were confirmed by IHC. GALNT2 displayed significantly lower expression, while GALNT6, GALNT9 and GALNT14 showed significantly higher expression in HGSC tumors compared to control tissue. Importantly, GALNT6 and GALNT14 expression correlated with poor prognosis of serous EOC patients. Moreover, our results suggest for overlapping functions of some GalNAc‑Ts, more specifically GALNT3 and GALNT6, in directing EOC progression. Our results are indicative for a possible implication of different members of the GalNAc‑T gene family in modulating EOC progression, and the potential use of GALNT6 and GALNT14 as novel prognostic EOC biomarkers. These data warrant future studies on the role of members of the GalNAc‑Ts gene family in ovarian tumorigenesis.
Collapse
Affiliation(s)
- Razan Sheta
- Department of Molecular Medicine, Laval University, Quebec, Quebec G1V 0A6, Canada
| | | | - Marie Plante
- CHU de Québec Research Center, Hotel-Dieu de Québec, Quebec, QC G1R 3S3, Canada
| | - Jean Gregoire
- CHU de Québec Research Center, Hotel-Dieu de Québec, Quebec, QC G1R 3S3, Canada
| | - Marie-Claude Renaud
- CHU de Québec Research Center, Hotel-Dieu de Québec, Quebec, QC G1R 3S3, Canada
| | | | - Ion Popa
- Molecular Biology, Medical Biochemistry, and Pathology, Laval University, QC G1V 0A6, Canada
| | - Dimcho Bachvarov
- Department of Molecular Medicine, Laval University, Quebec, Quebec G1V 0A6, Canada
| |
Collapse
|
19
|
Liang KH, Yeh TS, Wu RC, Yeh CN, Yeh CT. GALNT14 genotype is associated with perineural invasion, lymph node metastasis and overall survival in resected cholangiocarcinoma. Oncol Lett 2017; 13:4215-4223. [PMID: 28588705 PMCID: PMC5452896 DOI: 10.3892/ol.2017.5991] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2016] [Accepted: 01/31/2017] [Indexed: 12/20/2022] Open
Abstract
Cholangiocarcinoma is a rare, sporadic and aggressive type of cancer. The genetic basis of cholangiocarcinoma remains poorly understood. The present study investigated the prognostic role of the N-acetylgalactosaminyltransferase 14 (GALNT14)-rs9679162 genotype, an effective therapeutic response predictor for hepatocellular carcinoma in patients with cholangiocarcinoma receiving surgical resection. A cohort of patients with intrahepatic or perihilar cholangiocarcinoma (n=112) were retrospectively recruited. Of these patients, 31.3, 49.1 and 19.6% had GALNT14 'TT', 'TG' and 'GG' genotypes, respectively. The patient's genotype distributions did not deviate significantly from those of the ethnic reference cohorts, HapMap-Chinese Han Beijing and Chinese Han Metropolitan Denver. The genotype 'TT' was associated with unfavorable overall survival in univariate analysis (P=0.023). Furthermore, two tumor characteristics, perineural and vascular invasion, were independently associated with unfavorable overall survival (P=0.001 and P=0.002, respectively). The 'TT' genotypes were independently associated with two known predictors of unfavorable prognosis, perineural invasion (P=0.035) and lymph node metastasis (P=0.005) in a multivariate linear regression analysis. When compared with the two reference genotype cohorts, the 'TT' genotype was significantly higher in patients with perineural invasion (P=0.049, Beijing cohort; P=0.034, Denver cohort). Similar enrichment of the 'TT' genotype was also revealed in patients with lymph node metastasis (P=0.046, Beijing cohort; P=0.032 Denver cohort). In conclusion, the GALNT14-rs9679162 'TT' genotype was associated with perineural invasion and lymph node metastasis, as well as unfavorable overall survival in patients with resected cholangiocarcinoma.
Collapse
Affiliation(s)
- Kung-Hao Liang
- Liver Research Center, Chang Gung Memorial Hospital, Taoyuan 333, Taiwan, R.O.C
| | - Ta-Sen Yeh
- Liver Research Center, Chang Gung Memorial Hospital, Taoyuan 333, Taiwan, R.O.C
- Department of General Surgery, Chang Gung Memorial Hospital, Taoyuan 333, Taiwan, R.O.C
| | - Ren-Chin Wu
- Liver Research Center, Chang Gung Memorial Hospital, Taoyuan 333, Taiwan, R.O.C
- Department of Pathology, Chang Gung Memorial Hospital and Chang Gung University, Taoyuan 333, Taiwan, R.O.C
| | - Chun-Nan Yeh
- Liver Research Center, Chang Gung Memorial Hospital, Taoyuan 333, Taiwan, R.O.C
- Department of General Surgery, Chang Gung Memorial Hospital, Taoyuan 333, Taiwan, R.O.C
| | - Chau-Ting Yeh
- Liver Research Center, Chang Gung Memorial Hospital, Taoyuan 333, Taiwan, R.O.C
- Molecular Medicine Research Center, Chang Gung University, Taoyuan 333, Taiwan, R.O.C
| |
Collapse
|
20
|
Tsou YK, Liang KH, Lin WR, Chang HK, Tseng CK, Yeh CT. GALNT14 genotype as a response predictor for concurrent chemoradiotherapy in advanced esophageal squamous cell carcinoma. Oncotarget 2017; 8:29151-29160. [PMID: 28418863 PMCID: PMC5438720 DOI: 10.18632/oncotarget.16253] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2016] [Accepted: 02/20/2017] [Indexed: 02/05/2023] Open
Abstract
Esophageal squamous cell carcinoma is an aggressive cancer. We investigated genetic response predictors for patients with advanced esophageal squamous cell carcinoma receiving concurrent chemoradiotherapy. A cohort of 108 patients was recruited. Survival analysis showed that lower esophageal location of tumor, more advanced metastasis stage, and longer length of tumor were associated with poorer overall survival (adjusted P = 0.001, < 0.001, and 0.045, respectively), while the presence of complete/partial response to concurrent chemoradiotherapy was independently associated with better overall survival (adjusted P < 0.001). The GALNT14-rs9679162 "GG" genotype was associated with a lower rate of response (P = 0.014). Multivariate Cox-proportional hazards models also showed that the "GG" genotype was associated with a longer time to complete/partial response (adjusted P = 0.022), independent of leukocyte counts and gender. In conclusion, the presence of a complete/partial response to chemoradiotherapy was critical for advanced esophageal squamous cell carcinoma patients to achieve better overall survival. The GALNT14-rs9679162 "GG" genotype was associated with a longer time to complete/partial response of concurrent chemoradiotherapy.
Collapse
Affiliation(s)
- Yung-Kuan Tsou
- Department of Hepato-Gastroenterology, Chang Gung Memorial Hospital, Taoyuan, Taiwan
| | - Kung-Hao Liang
- Department of Hepato-Gastroenterology, Chang Gung Memorial Hospital, Taoyuan, Taiwan
- Liver Research Center, Chang Gung Memorial Hospital, Taoyuan, Taiwan
- Molecular Medicine Research Center, Chang Gung University, Taoyuan, Taiwan
| | - Wey-Ran Lin
- Department of Hepato-Gastroenterology, Chang Gung Memorial Hospital, Taoyuan, Taiwan
- Liver Research Center, Chang Gung Memorial Hospital, Taoyuan, Taiwan
- Chang Gung University, College of Medicine, Taoyuan, Taiwan
| | - Hsien-Kun Chang
- Department of Oncology, Chang Gung Memorial Hospital, Taoyuan, Taiwan
| | - Chen-Kan Tseng
- Department of Radiation Oncology, Chang Gung Memorial Hospital, Taoyuan, Taiwan
| | - Chau-Ting Yeh
- Department of Hepato-Gastroenterology, Chang Gung Memorial Hospital, Taoyuan, Taiwan
- Liver Research Center, Chang Gung Memorial Hospital, Taoyuan, Taiwan
- Molecular Medicine Research Center, Chang Gung University, Taoyuan, Taiwan
- Chang Gung University, College of Medicine, Taoyuan, Taiwan
| |
Collapse
|
21
|
Song KH, Park MS, Nandu TS, Gadad S, Kim SC, Kim MY. GALNT14 promotes lung-specific breast cancer metastasis by modulating self-renewal and interaction with the lung microenvironment. Nat Commun 2016; 7:13796. [PMID: 27982029 PMCID: PMC5171903 DOI: 10.1038/ncomms13796] [Citation(s) in RCA: 59] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2015] [Accepted: 11/02/2016] [Indexed: 12/23/2022] Open
Abstract
Some polypeptide N-acetyl-galactosaminyltransferases (GALNTs) are associated with cancer, but their function in organ-specific metastasis remains unclear. Here, we report that GALNT14 promotes breast cancer metastasis to the lung by enhancing the initiation of metastatic colonies as well as their subsequent growth into overt metastases. Our results suggest that GALNT14 augments the self-renewal properties of breast cancer cells (BCCs). Furthermore, GALNT14 overcomes the inhibitory effect of lung-derived bone morphogenetic proteins (BMPs) on self-renewal and therefore facilitates metastasis initiation within the lung microenvironment. In addition, GALNT14 supports continuous growth of BCCs in the lung by not only inducing macrophage infiltration but also exploiting macrophage-derived fibroblast growth factors (FGFs). Finally, we identify KRAS-PI3K-c-JUN signalling as an upstream pathway that accounts for the elevated expression of GALNT14 in lung-metastatic BCCs. Collectively, our findings uncover an unprecedented role for GALNT14 in the pulmonary metastasis of breast cancer and elucidate the underlying molecular mechanisms.
Collapse
Affiliation(s)
- Ki-Hoon Song
- Department of Biological Sciences, Korea Advanced Institute of Science and Technology (KAIST), Daejon 305-701, Korea
| | - Mi So Park
- Department of Biological Sciences, Korea Advanced Institute of Science and Technology (KAIST), Daejon 305-701, Korea
| | - Tulip S. Nandu
- Cecil H. and Ida Green Center for Reproductive Biology Sciences and Division of Basic Reproductive Biology Research, Department of Obstetrics and Gynecology, University of Texas Southwestern Medical Center, Dallas, Texas 75390, USA
| | - Shrikanth Gadad
- Cecil H. and Ida Green Center for Reproductive Biology Sciences and Division of Basic Reproductive Biology Research, Department of Obstetrics and Gynecology, University of Texas Southwestern Medical Center, Dallas, Texas 75390, USA
| | - Sang-Cheol Kim
- Department of Biomedical Informatics, Center for Genome Science, National Institute of Health, KCDC, Choongchung-Buk-do 363-951, Korea
| | - Mi-Young Kim
- Department of Biological Sciences, Korea Advanced Institute of Science and Technology (KAIST), Daejon 305-701, Korea
- KAIST Institute for the BioCentury, Cancer Metastasis Control Center, 291 Daehak-ro, Yuseong-gu, Daejeon 305-701, Korea
| |
Collapse
|