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Yang R, Wang Z, Li J, Pi X, Gao R, Ma J, Qing Y, Zhou S. The Identification of the Metabolism Subtypes of Skin Cutaneous Melanoma Associated With the Tumor Microenvironment and the Immunotherapy. Front Cell Dev Biol 2021; 9:707677. [PMID: 34458265 PMCID: PMC8397464 DOI: 10.3389/fcell.2021.707677] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2021] [Accepted: 07/06/2021] [Indexed: 01/22/2023] Open
Abstract
Skin cutaneous melanoma (SKCM) is a highly aggressive and resistant cancer with immense metabolic heterogeneity. Here, we performed a comprehensive examination of the diverse metabolic signatures of SKCM based on non-negative matrix factorization (NMF) categorization, clustering SKCM into three distinct metabolic subtypes (C1, C2, and C3). Next, we evaluated the metadata sets of the metabolic signatures, prognostic values, transcriptomic features, tumor microenvironment signatures, immune infiltration, clinical features, drug sensitivity, and immunotherapy response of the subtypes and compared them with those of prior publications for classification. Subtype C1 was associated with high metabolic activity, low immune scores, and poor prognosis. Subtype C2 displayed low metabolic activity, high immune infiltration, high stromal score, and high expression of immune checkpoints, demonstrating the drug sensitivity to PD-1 inhibitors. The C3 subtype manifested moderate metabolic activity, high enrichment in carcinogenesis-relevant pathways, high levels of CpG island methylator phenotype (CIMP), and poor prognosis. Eventually, a 90-gene classifier was produced to implement the SKCM taxonomy and execute a consistency test in different cohorts to validate its reliability. Preliminary validation was performed to ascertain the role of SLC7A4 in SKCM. These results indicated that the 90-gene signature can be replicated to stably identify the metabolic classification of SKCM. In this study, a novel SKCM classification approach based on metabolic gene expression profiles was established to further understand the metabolic diversity of SKCM and provide guidance on precisely targeted therapy to patients with the disease.
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Affiliation(s)
- Ronghua Yang
- Department of Burn Surgery and Skin Regeneration, The First People's Hospital of Foshan, Foshan, China
| | - Zhengguang Wang
- Department of Orthopedics, The First Affiliated Hospital of China Medical University, Shenyang, China
| | - Jiehua Li
- Department of Dermatology, The First People's Hospital of Foshan, Foshan, China
| | - Xiaobing Pi
- Department of Dermatology, The First People's Hospital of Foshan, Foshan, China
| | - Runxing Gao
- Department of Anesthesiology, The First People's Hospital of Foshan, Foshan, China
| | - Jun Ma
- Department of Burns, Nanfang Hospital, Southern Medical University, Guangzhou, China
| | - Yi Qing
- Department of Oncology, Affiliated Hospital of Chengdu University, Chengdu, China
| | - Sitong Zhou
- Department of Dermatology, The First People's Hospital of Foshan, Foshan, China
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Yalniz Z, Demokan S, Karabulut B, Ulusan M, Suoglu Y, Dalay N. Copy number profiling of tumor suppressor genes in head and neck cancer. Head Neck 2016; 39:341-346. [PMID: 27696595 DOI: 10.1002/hed.24593] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/11/2016] [Indexed: 12/19/2022] Open
Abstract
BACKGROUND Sensitive and reliable new biomarkers are needed in head and neck cancer to predict the outcome and for therapy that is more effective. Copy number alterations are frequent and play a critical role in cancer. METHODS Copy number alterations of 24 tumor suppressor genes in head and neck cancer were analyzed simultaneously in matched tumor and normal samples from 93 patients using multiplex ligation-dependent probe amplification (MLPA). RESULTS Chromosomes 3p and 9p displayed the most common alterations. The gene displaying most frequent losses was the mutL homolog 1 (MLH1) gene, followed by the cyclin-dependent kinase inhibitor 2A (CDKN2A) and CDKN2B genes. A significant correlation was observed between the CDKN2A and CDKN2B genes. The tissue inhibitor of metalloproteinase (TIMP)3 gene alterations were observed in 8 tumors. CONCLUSION Our data confirm previous observations and suggest that losses of the MLH1 and CDKN2 genes and alterations of the TIMP3 gene play an important role in head and neck carcinogenesis. © 2016 Wiley Periodicals, Inc. Head Neck 39: 341-346, 2017.
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Affiliation(s)
- Zubeyde Yalniz
- Department of Basic Oncology, Oncology Institute, Istanbul University, Istanbul, Turkey
| | - Semra Demokan
- Department of Basic Oncology, Oncology Institute, Istanbul University, Istanbul, Turkey
| | - Burak Karabulut
- Department of Otorhinolaryngology, Istanbul Faculty of Medicine, Istanbul University, Istanbul, Turkey
| | - Murat Ulusan
- Department of Otorhinolaryngology, Istanbul Faculty of Medicine, Istanbul University, Istanbul, Turkey
| | - Yusufhan Suoglu
- Department of Otorhinolaryngology, Istanbul Faculty of Medicine, Istanbul University, Istanbul, Turkey
| | - Nejat Dalay
- Department of Basic Oncology, Oncology Institute, Istanbul University, Istanbul, Turkey
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Abstract
PURPOSE OF REVIEW We review the genetic, epigenetic and transcriptional landscape of liver fluke (Opisthorchis viverrini, Ov)-related cholangiocarcinoma (CCA). Its distinct alterations, as compared with non-Ov-related CCA may help shed light on its underlying molecular mechanisms. RECENT FINDINGS Recent whole-exome and targeted sequencing not only confirmed frequent mutations in known CCA-related genes including TP53 (44%), KRAS (16.7%) and SMAD4 (16.7%), but also revealed mutations in novel CCA-related genes associated with chromatin remodeling [BAP1 (2.8%), ARID1A (17.6%), MLL3 (13%) and IDH1/2 (2.8%)], WNT signaling [RNF43 (9.3%) and PEG3 (5.6%)] and KRAS/G protein signaling [GNAS (9.3%) and ROBO2 (9.3%)]. Interestingly, there is a significant difference in the frequency of mutated genes between Ov-related CCA and non-Ov-related CCA, such as p53 and IDH1/2, reflecting the impact of cause on pathogenesis. Altered DNA methylation and transcriptional profiles associated with xenobiotic metabolism and pro-inflammatory responses were also found in Ov-related CCA. SUMMARY Liver fluke-induced chronic inflammation plays a crucial role in cholangiocarcinogenesis, resulting in distinct signatures of genetic, epigenetic and transcriptional alterations. These alterations, when contrasted with non-Ov-related CCA, indicate a unique pathogenic process in Ov-related CCA and may have potential clinical implications on diagnostics, therapeutics and prevention.
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Kongpetch S, Jusakul A, Ong CK, Lim WK, Rozen SG, Tan P, Teh BT. Pathogenesis of cholangiocarcinoma: From genetics to signalling pathways. Best Pract Res Clin Gastroenterol 2015; 29:233-44. [PMID: 25966424 DOI: 10.1016/j.bpg.2015.02.002] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/19/2014] [Accepted: 02/07/2015] [Indexed: 01/31/2023]
Abstract
Cholangiocarcinoma (CCA) is a malignant tumour of bile duct epithelial cells with dismal prognosis and rising incidence. Chronic inflammation resulting from liver fluke infection, hepatitis and other inflammatory bowel diseases is a major contributing factor to cholangiocarcinogenesis, likely through accumulation of serial genetic and epigenetic alterations resulting in aberration of oncogenes and tumour suppressors. Recent studies making use of advances in high-throughput genomics have revealed the genetic landscape of CCA, greatly increasing our understanding of its underlying biology. A series of highly recurrent mutations in genes such as TP53, KRAS, SMAD4, BRAF, MLL3, ARID1A, PBRM1 and BAP1, which are known to be involved in cell cycle control, cell signalling pathways and chromatin dynamics, have led to investigations of their roles, through molecular to mouse modelling studies, in cholangiocarcinogenesis. This review focuses on the landscape genetic alterations in CCA and its functional relevance to the formation and progression of CCA.
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Affiliation(s)
- Sarinya Kongpetch
- Laboratory of Cancer Epigenome, Division of Medical Sciences, National Cancer Centre Singapore, Singapore; Department of Pharmacology, Faculty of Medicine and Liver Fluke and Cholangiocarcinoma Research Center, Khon Kaen University, Khon Kaen, Thailand; Division of Cancer and Stem Cell Biology, Duke-National University of Singapore (NUS) Graduate Medical School, Singapore.
| | - Apinya Jusakul
- Laboratory of Cancer Epigenome, Division of Medical Sciences, National Cancer Centre Singapore, Singapore; Division of Cancer and Stem Cell Biology, Duke-National University of Singapore (NUS) Graduate Medical School, Singapore.
| | - Choon Kiat Ong
- Laboratory of Cancer Epigenome, Division of Medical Sciences, National Cancer Centre Singapore, Singapore; Division of Cancer and Stem Cell Biology, Duke-National University of Singapore (NUS) Graduate Medical School, Singapore.
| | - Weng Khong Lim
- Laboratory of Cancer Epigenome, Division of Medical Sciences, National Cancer Centre Singapore, Singapore; Division of Cancer and Stem Cell Biology, Duke-National University of Singapore (NUS) Graduate Medical School, Singapore.
| | - Steven G Rozen
- Division of Cancer and Stem Cell Biology, Duke-National University of Singapore (NUS) Graduate Medical School, Singapore; Centre for Computational Biology, Duke-NUS Graduate Medical School, Singapore.
| | - Patrick Tan
- Division of Cancer and Stem Cell Biology, Duke-National University of Singapore (NUS) Graduate Medical School, Singapore; Genome Institute of Singapore, Singapore; Cancer Science Institute of Singapore, National University of Singapore, Singapore.
| | - Bin Tean Teh
- Laboratory of Cancer Epigenome, Division of Medical Sciences, National Cancer Centre Singapore, Singapore; Division of Cancer and Stem Cell Biology, Duke-National University of Singapore (NUS) Graduate Medical School, Singapore; Cancer Science Institute of Singapore, National University of Singapore, Singapore.
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Ito T, Sakurai-Yageta M, Goto A, Pairojkul C, Yongvanit P, Murakami Y. Genomic and transcriptional alterations of cholangiocarcinoma. JOURNAL OF HEPATO-BILIARY-PANCREATIC SCIENCES 2014; 21:380-7. [PMID: 24532422 DOI: 10.1002/jhbp.67] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
Cholangiocarcinoma (CCA) is one of the representative cancers refractory to any therapeutic approach. The incidence of CCA is highest in the northeastern part of Thailand, where chronic inflammation caused by liver fluke (Opisthorchis viverrini: Ov) infection is a major etiologic factor. The incidence of CCA is also increasing in other countries, including Japan. Here, we overview the genetic and transcriptional alterations of CCA with and without association with Ov infection. CCA with Ov shows enhanced expression of the genes involved in xenobiotic metabolism and chronic inflammatory responses, including cytokine signaling, whereas CCA without Ov shows enhanced expression of growth factor signaling, such as HER2. Exome and the following prevalence sequencing identified mutations of the BAP1, ARID1A, IDH1 and IDH2 genes in CCA, in addition to the high incidence of known mutations in the TP53, KRAS2 SMAD4, and CDKN2A genes, suggesting the role of chromatin modulators in CCA pathogenesis. CCA with Ov shows significantly higher incidence of the TP53 gene mutation, whereas CCA without Ov showed significantly more frequent mutations of the BAP1, IDH1 and IDH2 genes. However, CCAs with Ov and without Ov share a similar mutation spectrum dominated by C : G > T : A transitions mainly at CpG dinucleotides, suggesting that CCA shares etiologic factors with pancreatic ductal carcinoma but not with hepatocellular carcinoma. Comprehensive analyses of the genetic and transcriptional alterations of CCA with and without Ov infection would provide useful information for the prevention, early diagnosis, and treatment of CCA.
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Affiliation(s)
- Takeshi Ito
- Division of Molecular Pathology, Institute of Medical Science, The University of Tokyo, 4-6-1 Shirokanedai, Minato-ku, Tokyo, 108-8639, Japan.
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McKay SC, Unger K, Pericleous S, Stamp G, Thomas G, Hutchins RR, Spalding DRC. Array comparative genomic hybridization identifies novel potential therapeutic targets in cholangiocarcinoma. HPB (Oxford) 2011; 13:309-19. [PMID: 21492330 PMCID: PMC3093642 DOI: 10.1111/j.1477-2574.2010.00286.x] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
BACKGROUND Cholangiocarcinoma (CC) is a rare tumour with a dismal prognosis. As conventional medical management offers minimal survival benefit, surgery currently represents the only chance of cure. We evaluated DNA copy number (CN) alterations in CC to identify novel therapeutic targets. METHODS DNA was extracted from 32 CC samples. Bacterial artificial chromosome (BAC) array comparative genomic hybridization was performed using microarray slides containing 3400 BAC clones covering the whole human genome at distances of 1 Mb. Data were analysed within the R statistical environment. RESULTS DNA CN gains (89 regions) occurred more frequently than DNA CN losses (55 regions). Six regions of gain were identified in all cases on chromosomes 16, 17, 19 and 22. Twenty regions were frequently gained on chromosomes 1, 5, 7, 9, 11, 12, 16, 17, 19, 20 and 21. The BAC clones covering ERBB2, MEK2 and PDGFB genes were gained in all cases. Regions covering MTOR, VEGFR 3, PDGFA, RAF1, VEGFA and EGFR genes were frequently gained. CONCLUSIONS We identified CN gains in the region of 11 useful molecular targets. Findings of variable gains in some regions in this and other studies support the argument for molecular stratification before treatment for CC so that treatment can be tailored to the individual patient.
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Affiliation(s)
- Siobhan C McKay
- Department of Hepatopancreaticobiliary SurgeryLondon, UK,Department of Hepatopancreaticobiliary Surgery, Barts and The London, University of LondonLondon, UK
| | - Kristian Unger
- Human Cancer Studies Group, Imperial College LondonLondon, UK
| | - Stephanos Pericleous
- Department of Hepatopancreaticobiliary SurgeryLondon, UK,Department of Hepatopancreaticobiliary Surgery, Barts and The London, University of LondonLondon, UK
| | - Gordon Stamp
- Department of Histopathology, Royal Marsden HospitalLondon, UK
| | - Gerry Thomas
- Human Cancer Studies Group, Imperial College LondonLondon, UK
| | - Robert R Hutchins
- Department of Hepatopancreaticobiliary Surgery, Barts and The London, University of LondonLondon, UK
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Thanasai J, Limpaiboon T, Jearanaikoon P, Sripa B, Pairojkul C, Tantimavanich S, Miwa M. Effects of thymidine phosphorylase on tumor aggressiveness and 5-fluorouracil sensitivity in cholangiocarcinoma. World J Gastroenterol 2010; 16:1631-8. [PMID: 20355241 PMCID: PMC2848371 DOI: 10.3748/wjg.v16.i13.1631] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/06/2023] Open
Abstract
AIM: To evaluate the role of thymidine phosphorylase (TP) in cholangiocarcinoma using small interfering RNA (siRNA).
METHODS: A human cholangiocarcinoma-derived cell line KKU-M139, which has a naturally high level of endogenous TP, had TP expression transiently knocked down using siRNA. Cell growth, migration, in vitro angiogenesis, apoptosis, and cytotoxicity were assayed in TP knockdown and wild-type cell lines.
RESULTS: TP mRNA and protein expression were decreased by 87.1% ± 0.49% and 72.5% ± 3.2%, respectively, compared with control cells. Inhibition of TP significantly decreased migration of KKU-M139, and suppressed migration and tube formation of human umbilical vein endothelial cells. siRNA also reduced the ability of TP to resist hypoxia-induced apoptosis, while suppression of TP reduced the sensitivity of KKU-M139 to 5-fluorouracil.
CONCLUSION: Inhibition of TP may be beneficial in decreasing angiogenesis-dependent growth and migration of cholangiocarcinoma but may diminish the response to 5-fluorouracil chemotherapy.
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