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Sánchez-Tilló E, Pedrosa L, Vila I, Chen Y, Győrffy B, Sánchez-Moral L, Siles L, Lozano JJ, Esteve-Codina A, Darling DS, Cuatrecasas M, Castells A, Maurel J, Postigo A. The EMT factor ZEB1 paradoxically inhibits EMT in BRAF-mutant carcinomas. JCI Insight 2023; 8:e164629. [PMID: 37870961 PMCID: PMC10619495 DOI: 10.1172/jci.insight.164629] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2022] [Accepted: 09/05/2023] [Indexed: 10/25/2023] Open
Abstract
Despite being in the same pathway, mutations of KRAS and BRAF in colorectal carcinomas (CRCs) determine distinct progression courses. ZEB1 induces an epithelial-to-mesenchymal transition (EMT) and is associated with worse progression in most carcinomas. Using samples from patients with CRC, mouse models of KrasG12D and BrafV600E CRC, and a Zeb1-deficient mouse, we show that ZEB1 had opposite functions in KRAS- and BRAF-mutant CRCs. In KrasG12D CRCs, ZEB1 was correlated with a worse prognosis and a higher number of larger and undifferentiated (mesenchymal or EMT-like) tumors. Surprisingly, in BrafV600E CRC, ZEB1 was associated with better prognosis; fewer, smaller, and more differentiated (reduced EMT) primary tumors; and fewer metastases. ZEB1 was positively correlated in KRAS-mutant CRC cells and negatively in BRAF-mutant CRC cells with gene signatures for EMT, cell proliferation and survival, and ERK signaling. On a mechanistic level, ZEB1 knockdown in KRAS-mutant CRC cells increased apoptosis and reduced clonogenicity and anchorage-independent growth; the reverse occurred in BRAFV600E CRC cells. ZEB1 is associated with better prognosis and reduced EMT signature in patients harboring BRAF CRCs. These data suggest that ZEB1 can function as a tumor suppressor in BRAF-mutant CRCs, highlighting the importance of considering the KRAS/BRAF mutational background of CRCs in therapeutic strategies targeting ZEB1/EMT.
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Affiliation(s)
- Ester Sánchez-Tilló
- Group of Gene Regulation in Stem Cells, Cell Plasticity, Differentiation, and Cancer, Department of Oncology and Hematology, Institut d’Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain
- Group of Gastrointestinal and Pancreatic Oncology, Department of Liver, Digestive System and Metabolism, IDIBAPS, Barcelona, Spain
- Biomedical Research Network in Gastrointestinal and Liver Diseases (CIBEREHD), Carlos III National Health Institute (ISCIII), Barcelona, Spain
| | - Leire Pedrosa
- Group of Translational Genomics and Targeted Therapeutics in Solid Tumors, IDIBAPS, and Department of Medical Oncology, Hospital Clinic, Barcelona, Spain
| | - Ingrid Vila
- Group of Gene Regulation in Stem Cells, Cell Plasticity, Differentiation, and Cancer, Department of Oncology and Hematology, Institut d’Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain
| | - Yongxu Chen
- Group of Gene Regulation in Stem Cells, Cell Plasticity, Differentiation, and Cancer, Department of Oncology and Hematology, Institut d’Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain
| | - Balázs Győrffy
- Cancer Biomarker Research Group, Research Centre for Natural Sciences (TKK), and Department of Bioinformatics and 2nd Department of Pediatrics, Semmelweis University, Budapest, Hungary
| | - Lidia Sánchez-Moral
- Group of Gene Regulation in Stem Cells, Cell Plasticity, Differentiation, and Cancer, Department of Oncology and Hematology, Institut d’Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain
| | - Laura Siles
- Group of Gene Regulation in Stem Cells, Cell Plasticity, Differentiation, and Cancer, Department of Oncology and Hematology, Institut d’Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain
| | - Juan J. Lozano
- Bioinformatics Platform, CIBEREHD, ISCIII, Barcelona, Spain
| | - Anna Esteve-Codina
- National Centre for Genomic Analysis (CNAG) Center for Genomic Regulation (CRG), The Barcelona Institute of Science and Technology (BIST), Barcelona, Spain
- Department of Medicine and Health Sciences, Universitat Pompeu Fabra (UPF), Barcelona, Spain
| | - Douglas S. Darling
- Department of Oral Immunology, and Center for Genetics and Molecular Medicine, University of Louisville, Louisville, Kentucky, USA
| | - Miriam Cuatrecasas
- Biomedical Research Network in Gastrointestinal and Liver Diseases (CIBEREHD), Carlos III National Health Institute (ISCIII), Barcelona, Spain
- Group of Molecular Pathology of Inflammatory Conditions and Solid Tumours, Department of Oncology and Hematology, IDIBAPS, Barcelona, Spain
- Department of Pathology, Hospital Clínic and University of Barcelona School of Medicine, Barcelona, Spain
| | - Antoni Castells
- Group of Gastrointestinal and Pancreatic Oncology, Department of Liver, Digestive System and Metabolism, IDIBAPS, Barcelona, Spain
- Biomedical Research Network in Gastrointestinal and Liver Diseases (CIBEREHD), Carlos III National Health Institute (ISCIII), Barcelona, Spain
- Department of Gastroenterology, Hospital Clinic and University of Barcelona School of Medicine, Barcelona, Spain
| | - Joan Maurel
- Biomedical Research Network in Gastrointestinal and Liver Diseases (CIBEREHD), Carlos III National Health Institute (ISCIII), Barcelona, Spain
- Group of Translational Genomics and Targeted Therapeutics in Solid Tumors, IDIBAPS, and Department of Medical Oncology, Hospital Clinic, Barcelona, Spain
| | - Antonio Postigo
- Group of Gene Regulation in Stem Cells, Cell Plasticity, Differentiation, and Cancer, Department of Oncology and Hematology, Institut d’Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain
- Biomedical Research Network in Gastrointestinal and Liver Diseases (CIBEREHD), Carlos III National Health Institute (ISCIII), Barcelona, Spain
- Molecular Targets Program, Department of Medicine, J.G. Brown Cancer Center, Louisville, Kentucky, USA
- Catalan Institution for Research and Advanced Studies (ICREA), Barcelona, Spain
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Grbčić P, Fučkar Čupić D, Gamberi T, Kraljević Pavelić S, Sedić M. Proteomic Profiling of BRAFV600E Mutant Colon Cancer Cells Reveals the Involvement of Nucleophosmin/c-Myc Axis in Modulating the Response and Resistance to BRAF Inhibition by Vemurafenib. Int J Mol Sci 2021; 22:ijms22126174. [PMID: 34201061 PMCID: PMC8228139 DOI: 10.3390/ijms22126174] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2021] [Revised: 05/31/2021] [Accepted: 06/03/2021] [Indexed: 12/18/2022] Open
Abstract
BRAFV600E mutations are found in approximately 10% of colorectal cancer patients and are associated with worse prognosis and poor outcomes with systemic therapies. The aim of this study was to identify novel druggable features of BRAFV600E-mutated colon cancer (CC) cells associated with the response and resistance to BRAFV600E inhibitor vemurafenib. Towards this aim, we carried out global proteomic profiling of BRAFV600E mutant vs. KRAS mutant/BRAF wild-type and double wild-type KRAS/BRAF CC cells followed by bioinformatics analyses. Validation of selected proteomic features was performed by immunohistochemistry and in silico using the TCGA database. We reveal an increased abundance and activity of nucleophosmin (NPM1) in BRAFV600E-mutated CC in vitro, in silico and in tumor tissues from colon adenocarcinoma patients and demonstrate the roles of NPM1 and its interaction partner c-Myc in conveying the resistance to vemurafenib. Pharmacological inhibition of NPM1 effectively restored the sensitivity of vemurafenib-resistant BRAF-mutated CC cells by down-regulating c-Myc expression and activity and consequently suppressing its transcriptional targets RanBP1 and phosphoserine phosphatase that regulate centrosome duplication and serine biosynthesis, respectively. Altogether, findings from this study suggest that the NPM1/c-Myc axis could represent a promising therapeutic target to thwart resistance to vemurafenib in BRAF-mutated CC.
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Affiliation(s)
- Petra Grbčić
- Department of Biotechnology, University of Rijeka, Radmile Matejčić 2, 51000 Rijeka, Croatia;
| | - Dora Fučkar Čupić
- Faculty of Medicine, University of Rijeka, Ul. Braće Branchetta 20/1, 51000 Rijeka, Croatia;
| | - Tania Gamberi
- Dipartimento di Scienze Biomediche, Sperimentali e Cliniche Mario Serio, University of Florence, Viale Morgagni 50, 50134 Florence, Italy;
| | | | - Mirela Sedić
- Department of Biotechnology, University of Rijeka, Radmile Matejčić 2, 51000 Rijeka, Croatia;
- Correspondence: ; Tel.: +385-51-584-574
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The Real-Life Data of BRAF Mutation on the Treatment of Colorectal Cancer: a TOG Study. J Gastrointest Cancer 2020; 52:932-939. [PMID: 32914373 DOI: 10.1007/s12029-020-00514-9] [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: 10/23/2022]
Abstract
PURPOSE Colorectal cancer is the third leading diagnosis accounting for nearly 10% of all new cancers worldwide. The distinct features among BRAF mutant colorectal cancers make these tumor groups hard to treat for oncologists. The median overall survival (OS) of these types of cancers is reported to be 9 to 14 months. METHODS The study was declared on the Turkish Oncology Study Group Conference and approved. The patients' data was received from the centers who confirmed to participate. The BRAF-mutated patients were included in the study. The demographic features (age, gender, etc.), type of mutation, tumor localizations, histology, microsatellite instability (MSI) status, metastasis patterns chemotherapeutic agents and progression, and death times were recorded. RESULTS Thirty-nine patients were enrolled in the study. Sixteen patients had concurrent KRAS mutations, while 7 had NRAS mutations. Most of the patients received doublet chemotherapies in combination with anti-VEGF agents in the first and second line of the treatment. There was a significant difference in OS according to the stage which showed a decreased survival in stage IV patients at the time of diagnosis. Concurrent KRAS mutation resulted in increased OS. The median OS was 47 and 24 months favoring the KRAS mutant group. The patients whose primary tumor operated had better survival when compared with other patients. The median OS of the operated group was 47 months, while the non-operated group was 24 months. Liver metastasis was related to worse prognosis at the time of diagnosis in univariate analysis. CONCLUSION In our study we found a high concurrent RAS mutation ratio in a BRAF mutant patient group which was different from prior studies. The concurrent mutations resulted in a favorable outcome in terms of OS which is also different from the current knowledge. More prospective studies are needed especially BRAF-mutated patient population and especially with concurrent RAS mutations.
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Mutations of RAS/RAF Proto-oncogenes Impair Survival After Cytoreductive Surgery and HIPEC for Peritoneal Metastasis of Colorectal Origin. Ann Surg 2019; 268:845-853. [PMID: 30303876 DOI: 10.1097/sla.0000000000002899] [Citation(s) in RCA: 76] [Impact Index Per Article: 15.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
BACKGROUND Adequate selection of patients with peritoneal metastasis (PM) for cytoreductive surgery (CRS) and hyperthermic intraperitoneal chemotherapy (HIPEC) remains critical for successful long-term outcomes. Factors reflecting tumor biology are currently poorly represented in the selection process. The prognostic relevance of RAS/RAF mutations in patients with PM remains unclear. METHODS Survival data of patients with colorectal PM operated in 6 European tertiary centers were retrospectively collected and predictive factors for survival identified by Cox regression analyses. A simple point-based risk score was developed to allow patient selection and outcome prediction. RESULTS Data of 524 patients with a median age of 59 years and a median peritoneal cancer index of 7 (interquartile range: 3-12) were collected. A complete resection was possible in 505 patients; overall morbidity and 90-day mortality were 50.9% and 2.1%, respectively. PCI [hazard ratio (HR): 1.08], N1 stage (HR: 2.15), N2 stage (HR: 2.57), G3 stage (HR: 1.80) as well as KRAS (HR: 1.46) and BRAF (HR: 3.97) mutations were found to significantly impair survival after CRS/HIPEC on multivariate analyses. Mutations of RAS/RAF impaired survival independently of targeted treatment against EGFR. Consequently, a simple point-based risk score termed BIOSCOPE (BIOlogical Score of COlorectal PEritoneal metastasis) based on PCI, N-, G-, and RAS/RAF status was developed, which showed good discrimination [development area under the curve (AUC) = 0.72, validation AUC = 0.70], calibration (P = 0.401) and allowed categorization of patients into 4 groups with strongly divergent survival outcomes. CONCLUSION RAS/RAF mutations impair survival after CRS/HIPEC. The novel BIOSCOPE score reflects tumor biology, adequately stratifies long-term outcomes, and improves patient assessment and selection.
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Pietrantonio F, Petrelli F, Coinu A, Di Bartolomeo M, Borgonovo K, Maggi C, Cabiddu M, Iacovelli R, Bossi I, Lonati V, Ghilardi M, de Braud F, Barni S. Predictive role of BRAF mutations in patients with advanced colorectal cancer receiving cetuximab and panitumumab: A meta-analysis. Eur J Cancer 2015; 51:587-94. [DOI: 10.1016/j.ejca.2015.01.054] [Citation(s) in RCA: 358] [Impact Index Per Article: 39.8] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2014] [Revised: 12/31/2014] [Accepted: 01/18/2015] [Indexed: 12/11/2022]
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Oikonomou E, Koustas E, Goulielmaki M, Pintzas A. BRAF vs RAS oncogenes: are mutations of the same pathway equal? Differential signalling and therapeutic implications. Oncotarget 2014; 5:11752-77. [PMID: 25361007 PMCID: PMC4322985 DOI: 10.18632/oncotarget.2555] [Citation(s) in RCA: 71] [Impact Index Per Article: 7.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2014] [Accepted: 09/30/2014] [Indexed: 02/05/2023] Open
Abstract
As the increased knowledge of tumour heterogeneity and genetic alterations progresses, it exemplifies the need for further personalized medicine in modern cancer management. Here, the similarities but also the differential effects of RAS and BRAF oncogenic signalling are examined and further implications in personalized cancer diagnosis and therapy are discussed. Redundant mechanisms mediated by the two oncogenes as well as differential regulation of signalling pathways and gene expression by RAS as compared to BRAF are addressed. The implications of RAS vs BRAF differential functions, in relevant tumour types including colorectal cancer, melanoma, lung cancer are discussed. Current therapeutic findings and future viewpoints concerning the exploitation of RAS-BRAF-pathway alterations for the development of novel therapeutics and efficient rational combinations, as well as companion tests for relevant markers of response will be evaluated. The concept that drug-resistant cells may also display drug dependency, such that altered dosing may prevent the emergence of lethal drug resistance posed a major therapy hindrance.
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Affiliation(s)
- Eftychia Oikonomou
- Laboratory of Signal Mediated Gene Expression, Institute of Biology, Medicinal Chemistry and Biotechnology, National Hellenic Research Foundation, Athens, 11635, Greece
| | - Evangelos Koustas
- Laboratory of Signal Mediated Gene Expression, Institute of Biology, Medicinal Chemistry and Biotechnology, National Hellenic Research Foundation, Athens, 11635, Greece
| | - Maria Goulielmaki
- Laboratory of Signal Mediated Gene Expression, Institute of Biology, Medicinal Chemistry and Biotechnology, National Hellenic Research Foundation, Athens, 11635, Greece
| | - Alexander Pintzas
- Laboratory of Signal Mediated Gene Expression, Institute of Biology, Medicinal Chemistry and Biotechnology, National Hellenic Research Foundation, Athens, 11635, Greece
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Liu Y, Gudnason H, Li YP, Bang DD, Wolff A. An oligonucleotide-tagged microarray for routine diagnostics of colon cancer by genotyping KRAS mutations. Int J Oncol 2014; 45:1556-64. [PMID: 25018048 DOI: 10.3892/ijo.2014.2541] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2014] [Accepted: 05/14/2014] [Indexed: 11/06/2022] Open
Abstract
Colorectal cancer (CRC) is one of the most prevalent types of cancer, causing significant morbidity and mortality worldwide. CRC is curable if diagnosed at an early stage. Mutations in the oncogene KRAS play a critical role in early development of CRC. Detection of activated KRAS is of diagnostic and therapeutic importance. In this study, KRAS gene fragments containing mutations in codon 12 were amplified by multiplex PCR using a 5'-Cy5-labeled reverse primer in combination with 3'-mutation-specific forward primers that were linked with four unique nucleotide-sequence tags at the 5'-end. The Cy5-labeled reverse primer was extended under PCR amplification to the 5'-end of the mutation-specific forward primers and thus included the complimentary sequence of the tag. PCR products were hybridized to tag-probes immobilized on various substrates and detected by a scanner. Our results indicate that all mutations at codon 12 of KRAS derived from cancer cells and clinical samples could be unambiguously detected. KRAS mutations were accurately detected when the mutant DNA was present only in 10% of the starting mixed materials including wild-type genomic DNA, which was isolated from either cancer cells or spiked fecal samples. The immobilized tag-probes were stable under multiple thermal cycling treatments, allowing re-use of the tag-microarray and further optimization to solid PCR. Our results demonstrated that a novel oligonucleotide-tagged microarray system has been developed which would be suitable to be used for detection of KRAS mutations and clinical diagnosis of CRC.
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Affiliation(s)
- Yuliang Liu
- DTU Veterinary Laboratory of Applied Micro-Nanotechnology, Department of Poultry, Fish and Fur Animals, National Veterinary Institute, Technical University of Denmark, DK-8200, Aarhus N, Denmark
| | - Haukur Gudnason
- DTU Nanotech. BioLabchip, Department of Micro and Nanotechnology, Technical University of Denmark, DK-2800 Kgs. Lyngby, Denmark
| | - Yi-Ping Li
- DTU Veterinary Laboratory of Applied Micro-Nanotechnology, Department of Poultry, Fish and Fur Animals, National Veterinary Institute, Technical University of Denmark, DK-8200, Aarhus N, Denmark
| | - Dang Duong Bang
- DTU Veterinary Laboratory of Applied Micro-Nanotechnology, Department of Poultry, Fish and Fur Animals, National Veterinary Institute, Technical University of Denmark, DK-8200, Aarhus N, Denmark
| | - Anders Wolff
- DTU Nanotech. BioLabchip, Department of Micro and Nanotechnology, Technical University of Denmark, DK-2800 Kgs. Lyngby, Denmark
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Brändstedt J, Wangefjord S, Nodin B, Eberhard J, Sundström M, Manjer J, Jirström K. Associations of anthropometric factors with KRAS and BRAF mutation status of primary colorectal cancer in men and women: a cohort study. PLoS One 2014; 9:e98964. [PMID: 24918610 PMCID: PMC4053324 DOI: 10.1371/journal.pone.0098964] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2013] [Accepted: 05/09/2014] [Indexed: 02/07/2023] Open
Abstract
Obesity is a well-established risk factor for colorectal cancer (CRC), and accumulating evidence suggests a differential influence of sex and anthropometric factors on the molecular carcinogenesis of the disease. The aim of the present study was to investigate the relationship between height, weight, bodyfat percentage, waist- and hip circumference, waist-hip ratio (WHR), body mass index (BMI) and CRC risk according to KRAS and BRAF mutation status of the tumours, with particular reference to potential sex differences. KRAS and BRAF mutations were analysed by pyrosequencing in tumours from 494 incident CRC cases in the Malmö Diet and Cancer Study. Hazard ratios of CRC risk according to anthropometric factors and mutation status were calculated using multivariate Cox regression models. While all anthropometric measures except height were associated with an increased risk of KRAS-mutated tumours, only BMI was associated with an increased risk of KRAS wild type tumours overall. High weight, hip, waist, WHR and BMI were associated with an increased risk of BRAF wild type tumours, but none of the anthropometric factors were associated with risk of BRAF-mutated CRC, neither in the overall nor in the sex-stratified analysis. In men, several anthropometric measures were associated with both KRAS-mutated and KRAS wild type tumours. In women, only a high WHR was significantly associated with an increased risk of KRAS-mutated CRC. A significant interaction was found between sex and BMI with respect to risk of KRAS-mutated tumours. In men, all anthropometric factors except height were associated with an increased risk of BRAF wild type tumours, whereas in women, only bodyfat percentage was associated with an increased risk of BRAF wild type tumours. The results from this prospective cohort study further support an influence of sex and lifestyle factors on different pathways of colorectal carcinogenesis, defined by KRAS and BRAF mutation status of the tumours.
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Affiliation(s)
- Jenny Brändstedt
- Department of Clinical Sciences, Division of Oncology and Pathology, Lund University, Skåne University Hospital, Lund, Sweden
- Department of Surgery, Skåne University Hospital, Malmö, Sweden
- * E-mail:
| | - Sakarias Wangefjord
- Department of Clinical Sciences, Division of Oncology and Pathology, Lund University, Skåne University Hospital, Lund, Sweden
- Department of Surgery, Skåne University Hospital, Malmö, Sweden
| | - Björn Nodin
- Department of Clinical Sciences, Division of Oncology and Pathology, Lund University, Skåne University Hospital, Lund, Sweden
| | - Jakob Eberhard
- Department of Clinical Sciences, Division of Oncology and Pathology, Lund University, Skåne University Hospital, Lund, Sweden
| | - Magnus Sundström
- Department of Immunology, Genetics and Pathology, Uppsala University, Uppsala, Sweden
| | - Jonas Manjer
- Department of Clinical Sciences, Malmö, Lund University, Skåne University Hospital, Malmö, Sweden
- Department of Plastic Surgery, Skåne University Hospital, Malmö, Sweden
| | - Karin Jirström
- Department of Clinical Sciences, Division of Oncology and Pathology, Lund University, Skåne University Hospital, Lund, Sweden
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BRAF mutations in melanoma and colorectal cancer: a single oncogenic mutation with different tumour phenotypes and clinical implications. Crit Rev Oncol Hematol 2012; 87:55-68. [PMID: 23246082 DOI: 10.1016/j.critrevonc.2012.11.003] [Citation(s) in RCA: 52] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2012] [Revised: 10/15/2012] [Accepted: 11/14/2012] [Indexed: 01/08/2023] Open
Abstract
BRAF is an oncogene encoding a serine-threonine protein kinase involved in the MAPK signalling cascade. BRAF acts as direct effector of RAS and through the activation of MEK, promotes tumour growth and survival. Approximately, 8% of cancers carry a BRAF mutation. However, the prevalence of this mutation varies significantly across different tumour types. There has been increasing interest in the specific role of BRAF mutations in cancer growth and progression over the last few years, especially since the clinical introduction of therapeutic BRAF inhibitors. In this paper we review the published literature on the role of BRAF mutations in melanoma and colorectal cancer, focusing on similarities and differences of BRAF mutations with respect to frequency, demographics, risk factors, mutation-associated clinico-pathologic and molecular features and clinical implications between these two diseases.
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Popovici V, Budinska E, Tejpar S, Weinrich S, Estrella H, Hodgson G, Van Cutsem E, Xie T, Bosman FT, Roth AD, Delorenzi M. Identification of a Poor-Prognosis BRAF-Mutant–Like Population of Patients With Colon Cancer. J Clin Oncol 2012; 30:1288-95. [DOI: 10.1200/jco.2011.39.5814] [Citation(s) in RCA: 180] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022] Open
Abstract
Purpose Our purpose was development and assessment of a BRAF-mutant gene expression signature for colon cancer (CC) and the study of its prognostic implications. Materials and Methods A set of 668 stage II and III CC samples from the PETACC-3 (Pan-European Trails in Alimentary Tract Cancers) clinical trial were used to assess differential gene expression between c.1799T>A (p.V600E) BRAF mutant and non-BRAF, non-KRAS mutant cancers (double wild type) and to construct a gene expression–based classifier for detecting BRAF mutant samples with high sensitivity. The classifier was validated in independent data sets, and survival rates were compared between classifier positive and negative tumors. Results A 64 gene-based classifier was developed with 96% sensitivity and 86% specificity for detecting BRAF mutant tumors in PETACC-3 and independent samples. A subpopulation of BRAF wild-type patients (30% of KRAS mutants, 13% of double wild type) showed a gene expression pattern and had poor overall survival and survival after relapse, similar to those observed in BRAF-mutant patients. Thus they form a distinct prognostic subgroup within their mutation class. Conclusion A characteristic pattern of gene expression is associated with and accurately predicts BRAF mutation status and, in addition, identifies a population of BRAF mutated-like KRAS mutants and double wild-type patients with similarly poor prognosis. This suggests a common biology between these tumors and provides a novel classification tool for cancers, adding prognostic and biologic information that is not captured by the mutation status alone. These results may guide therapeutic strategies for this patient segment and may help in population stratification for clinical trials.
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Affiliation(s)
- Vlad Popovici
- Vlad Popovici, Eva Budinska, and Mauro Delorenzi, Swiss Institute of Bioinformatics; Fred T. Bosman and Mauro Delorenzi, Lausanne University Medical Center, Lausanne; Arnaud D. Roth, Geneva University Hospital, Geneva; Arnaud D. Roth, The Swiss Group for Clinical Cancer Research, Bern, Switzerland; Sabine Tejpar and Eric Van Cutsem, University Hospital Gasthuisberg, Katholieke Universiteit Leuven, Leuven, Belgium; and Scott Weinrich, Heather Estrella, Graeme Hodgson, and Tao Xie, Pfizer, La Jolla, CA
| | - Eva Budinska
- Vlad Popovici, Eva Budinska, and Mauro Delorenzi, Swiss Institute of Bioinformatics; Fred T. Bosman and Mauro Delorenzi, Lausanne University Medical Center, Lausanne; Arnaud D. Roth, Geneva University Hospital, Geneva; Arnaud D. Roth, The Swiss Group for Clinical Cancer Research, Bern, Switzerland; Sabine Tejpar and Eric Van Cutsem, University Hospital Gasthuisberg, Katholieke Universiteit Leuven, Leuven, Belgium; and Scott Weinrich, Heather Estrella, Graeme Hodgson, and Tao Xie, Pfizer, La Jolla, CA
| | - Sabine Tejpar
- Vlad Popovici, Eva Budinska, and Mauro Delorenzi, Swiss Institute of Bioinformatics; Fred T. Bosman and Mauro Delorenzi, Lausanne University Medical Center, Lausanne; Arnaud D. Roth, Geneva University Hospital, Geneva; Arnaud D. Roth, The Swiss Group for Clinical Cancer Research, Bern, Switzerland; Sabine Tejpar and Eric Van Cutsem, University Hospital Gasthuisberg, Katholieke Universiteit Leuven, Leuven, Belgium; and Scott Weinrich, Heather Estrella, Graeme Hodgson, and Tao Xie, Pfizer, La Jolla, CA
| | - Scott Weinrich
- Vlad Popovici, Eva Budinska, and Mauro Delorenzi, Swiss Institute of Bioinformatics; Fred T. Bosman and Mauro Delorenzi, Lausanne University Medical Center, Lausanne; Arnaud D. Roth, Geneva University Hospital, Geneva; Arnaud D. Roth, The Swiss Group for Clinical Cancer Research, Bern, Switzerland; Sabine Tejpar and Eric Van Cutsem, University Hospital Gasthuisberg, Katholieke Universiteit Leuven, Leuven, Belgium; and Scott Weinrich, Heather Estrella, Graeme Hodgson, and Tao Xie, Pfizer, La Jolla, CA
| | - Heather Estrella
- Vlad Popovici, Eva Budinska, and Mauro Delorenzi, Swiss Institute of Bioinformatics; Fred T. Bosman and Mauro Delorenzi, Lausanne University Medical Center, Lausanne; Arnaud D. Roth, Geneva University Hospital, Geneva; Arnaud D. Roth, The Swiss Group for Clinical Cancer Research, Bern, Switzerland; Sabine Tejpar and Eric Van Cutsem, University Hospital Gasthuisberg, Katholieke Universiteit Leuven, Leuven, Belgium; and Scott Weinrich, Heather Estrella, Graeme Hodgson, and Tao Xie, Pfizer, La Jolla, CA
| | - Graeme Hodgson
- Vlad Popovici, Eva Budinska, and Mauro Delorenzi, Swiss Institute of Bioinformatics; Fred T. Bosman and Mauro Delorenzi, Lausanne University Medical Center, Lausanne; Arnaud D. Roth, Geneva University Hospital, Geneva; Arnaud D. Roth, The Swiss Group for Clinical Cancer Research, Bern, Switzerland; Sabine Tejpar and Eric Van Cutsem, University Hospital Gasthuisberg, Katholieke Universiteit Leuven, Leuven, Belgium; and Scott Weinrich, Heather Estrella, Graeme Hodgson, and Tao Xie, Pfizer, La Jolla, CA
| | - Eric Van Cutsem
- Vlad Popovici, Eva Budinska, and Mauro Delorenzi, Swiss Institute of Bioinformatics; Fred T. Bosman and Mauro Delorenzi, Lausanne University Medical Center, Lausanne; Arnaud D. Roth, Geneva University Hospital, Geneva; Arnaud D. Roth, The Swiss Group for Clinical Cancer Research, Bern, Switzerland; Sabine Tejpar and Eric Van Cutsem, University Hospital Gasthuisberg, Katholieke Universiteit Leuven, Leuven, Belgium; and Scott Weinrich, Heather Estrella, Graeme Hodgson, and Tao Xie, Pfizer, La Jolla, CA
| | - Tao Xie
- Vlad Popovici, Eva Budinska, and Mauro Delorenzi, Swiss Institute of Bioinformatics; Fred T. Bosman and Mauro Delorenzi, Lausanne University Medical Center, Lausanne; Arnaud D. Roth, Geneva University Hospital, Geneva; Arnaud D. Roth, The Swiss Group for Clinical Cancer Research, Bern, Switzerland; Sabine Tejpar and Eric Van Cutsem, University Hospital Gasthuisberg, Katholieke Universiteit Leuven, Leuven, Belgium; and Scott Weinrich, Heather Estrella, Graeme Hodgson, and Tao Xie, Pfizer, La Jolla, CA
| | - Fred T. Bosman
- Vlad Popovici, Eva Budinska, and Mauro Delorenzi, Swiss Institute of Bioinformatics; Fred T. Bosman and Mauro Delorenzi, Lausanne University Medical Center, Lausanne; Arnaud D. Roth, Geneva University Hospital, Geneva; Arnaud D. Roth, The Swiss Group for Clinical Cancer Research, Bern, Switzerland; Sabine Tejpar and Eric Van Cutsem, University Hospital Gasthuisberg, Katholieke Universiteit Leuven, Leuven, Belgium; and Scott Weinrich, Heather Estrella, Graeme Hodgson, and Tao Xie, Pfizer, La Jolla, CA
| | - Arnaud D. Roth
- Vlad Popovici, Eva Budinska, and Mauro Delorenzi, Swiss Institute of Bioinformatics; Fred T. Bosman and Mauro Delorenzi, Lausanne University Medical Center, Lausanne; Arnaud D. Roth, Geneva University Hospital, Geneva; Arnaud D. Roth, The Swiss Group for Clinical Cancer Research, Bern, Switzerland; Sabine Tejpar and Eric Van Cutsem, University Hospital Gasthuisberg, Katholieke Universiteit Leuven, Leuven, Belgium; and Scott Weinrich, Heather Estrella, Graeme Hodgson, and Tao Xie, Pfizer, La Jolla, CA
| | - Mauro Delorenzi
- Vlad Popovici, Eva Budinska, and Mauro Delorenzi, Swiss Institute of Bioinformatics; Fred T. Bosman and Mauro Delorenzi, Lausanne University Medical Center, Lausanne; Arnaud D. Roth, Geneva University Hospital, Geneva; Arnaud D. Roth, The Swiss Group for Clinical Cancer Research, Bern, Switzerland; Sabine Tejpar and Eric Van Cutsem, University Hospital Gasthuisberg, Katholieke Universiteit Leuven, Leuven, Belgium; and Scott Weinrich, Heather Estrella, Graeme Hodgson, and Tao Xie, Pfizer, La Jolla, CA
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11
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Identification of colorectal cancer related genes with mRMR and shortest path in protein-protein interaction network. PLoS One 2012; 7:e33393. [PMID: 22496748 PMCID: PMC3319543 DOI: 10.1371/journal.pone.0033393] [Citation(s) in RCA: 131] [Impact Index Per Article: 10.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2011] [Accepted: 02/13/2012] [Indexed: 11/19/2022] Open
Abstract
One of the most important and challenging problems in biomedicine and genomics is how to identify the disease genes. In this study, we developed a computational method to identify colorectal cancer-related genes based on (i) the gene expression profiles, and (ii) the shortest path analysis of functional protein association networks. The former has been used to select differentially expressed genes as disease genes for quite a long time, while the latter has been widely used to study the mechanism of diseases. With the existing protein-protein interaction data from STRING (Search Tool for the Retrieval of Interacting Genes), a weighted functional protein association network was constructed. By means of the mRMR (Maximum Relevance Minimum Redundancy) approach, six genes were identified that can distinguish the colorectal tumors and normal adjacent colonic tissues from their gene expression profiles. Meanwhile, according to the shortest path approach, we further found an additional 35 genes, of which some have been reported to be relevant to colorectal cancer and some are very likely to be relevant to it. Interestingly, the genes we identified from both the gene expression profiles and the functional protein association network have more cancer genes than the genes identified from the gene expression profiles alone. Besides, these genes also had greater functional similarity with the reported colorectal cancer genes than the genes identified from the gene expression profiles alone. All these indicate that our method as presented in this paper is quite promising. The method may become a useful tool, or at least plays a complementary role to the existing method, for identifying colorectal cancer genes. It has not escaped our notice that the method can be applied to identify the genes of other diseases as well.
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12
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Faris JE, Ryan DP. Trees, forests, and other implications of a BRAF mutant gene signature in patients with BRAF wild-type disease. J Clin Oncol 2012; 30:1255-7. [PMID: 22393091 DOI: 10.1200/jco.2011.41.1512] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
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13
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Teng HW, Huang YC, Lin JK, Chen WS, Lin TC, Jiang JK, Yen CC, Li AFY, Wang HW, Chang SC, Lan YT, Lin CC, Wang HS, Yang SH. BRAF mutation is a prognostic biomarker for colorectal liver metastasectomy. J Surg Oncol 2012; 106:123-9. [PMID: 22331825 DOI: 10.1002/jso.23063] [Citation(s) in RCA: 66] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2011] [Accepted: 01/21/2012] [Indexed: 12/18/2022]
Abstract
BACKGROUND AND OBJECTIVES In metastatic colorectal cancer, v-Ki-ras2 Kirsten rat sarcoma viral oncogene homolog (KRAS) is a predictive biomarker for anti-epidermal growth factor receptor (EGFR) treatment and V-raf murine sarcoma viral oncogene homolog B1 (BRAF) is a prognostic biomarker. We aimed to determine the impact of KRAS and BRAF mutation as determined from liver metastases specimens on overall survival (OS) in patients following colorectal liver metastasectomy. METHODS Liver metastases specimens (n = 292) obtained from patients after liver metastasectomy were used to determine the KRAS/BRAF genotype. Associations between clinicopathological parameters and KRAS/BRAF genotype were identified by univariate and multivariate analyses using the Cox proportional hazards model. The impact of KRAS/BRAF genotype on survival was analyzed using the Kaplan-Meier method. RESULTS The 5-year survival rate of the cohort was 55.8%. The KRAS and BRAF mutation rates were 38.0 and 2.1%, respectively. BRAF genotype, but not KRAS, was found to be an independent prognostic biomarker (HR = 5.181, P = 0.002) after adjustment for other significant confounding clinicopathological variates: Number of liver metastases (HR = 1.983, P = 0.009), concomitant extrahepatic disease (HR = 1.858, P = 0.014), and surgical margin (HR = 3.241, P < 0.001). BRAF genotype was an independent prognostic biomarker in patients with liver metastases only after metastasectomy (HR = 6.245, P < 0.003). CONCLUSIONS BRAF mutation is an independent prognostic biomarker for colorectal liver metastasectomy.
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Affiliation(s)
- Hao-Wei Teng
- Division of Hematology and Oncology, Department of Medicine, Taipei Veterans General Hospital, Taipei, Taiwan
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14
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Yokota T. Are KRAS/BRAF mutations potent prognostic and/or predictive biomarkers in colorectal cancers? Anticancer Agents Med Chem 2012; 12:163-71. [PMID: 22043994 PMCID: PMC3343383 DOI: 10.2174/187152012799014968] [Citation(s) in RCA: 101] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2011] [Revised: 10/08/2011] [Accepted: 10/11/2011] [Indexed: 12/21/2022]
Abstract
KRAS and BRAF mutations lead to the constitutive activation of EGFR signaling through the oncogenic Ras/Raf/Mek/Erk pathway. Currently, KRAS is the only potential biomarker for predicting the efficacy of anti-EGFR monoclonal antibodies (mAb) in colorectal cancer (CRC). However, a recent report suggested that the use of cetuximab was associated with survival benefit among patients with p.G13D-mutated tumors. Furthermore, although the presence of mutated BRAF is one of the most powerful prognostic factors for advanced and recurrent CRC, it remains unknown whether patients with BRAF-mutated tumors experience a survival benefit from treatment with anti-EGFR mAb. Thus, the prognostic or predictive relevance of the KRAS and BRAF genotype in CRC remains controversial despite several investigations. Routine KRAS/BRAF screening of pathological specimens is required to promote the appropriate clinical use of anti-EGFR mAb and to determine malignant phenotypes in CRC. The significance of KRAS/BRAF mutations as predictive or prognostic biomarkers should be taken into consideration when selecting a KRAS/BRAF screening assay. This article will review the spectrum of KRAS/BRAF genotype and the impact of KRAS/BRAF mutations on the clinicopathological features and prognosis of patients with CRC, particularly when differentiating between the mutations at KRAS codons 12 and 13. Furthermore, the predictive role of KRAS/BRAF mutations in treatments with anti-EGFR mAb will be verified, focusing on KRAS p.G13D and BRAF mutations.
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Affiliation(s)
- Tomoya Yokota
- Division of Gastrointestinal Oncology, Shizuoka Cancer Center, 1007 Shimonagakubo Nagaizumi Suntogun, Shizuoka 411-8777, Japan.
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15
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Abstract
Colorectal cancer (CRC) has a complex pathogenesis involving multiple sequential steps with accumulation of genetic alterations including mutations, gene amplification, and epigenetic changes. Treatment of CRC has undergone a paradigm shift over the past decade due in part to a better understanding of the biology of the disease and development of newer drugs including biologic agents. In the era of personalized medicine, it is attractive to investigate the molecular pathways leading to colorectal cancer tumorigenesis, thus raising the possibility of identifying novel therapeutic targets. It has intuitive appeal to hypothesize that biomarkers that have prognostic and/or predictive value are those that are intimately connected to the pathogenesis of CRC. In this article, we focus on prognostic and predictive markers in CRC that have a substantial body of data in support of their potential role in routine clinical practice.
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16
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Itadani H, Mizuarai S, Kotani H. Can systems biology understand pathway activation? Gene expression signatures as surrogate markers for understanding the complexity of pathway activation. Curr Genomics 2011; 9:349-60. [PMID: 19517027 PMCID: PMC2694555 DOI: 10.2174/138920208785133235] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2008] [Revised: 04/20/2008] [Accepted: 04/25/2008] [Indexed: 02/06/2023] Open
Abstract
Cancer is thought to be caused by a sequence of multiple genetic and epigenetic alterations which occur in one or more of the genes controlling cell cycle progression and signaling transduction. The complexity of carcinogenic mechanisms leads to heterogeneity in molecular phenotype, pathology, and prognosis of cancers. Genome-wide mutational analysis of cancer genes in individual tumors is the most direct way to elucidate the complex process of disease progression, although such high-throughput sequencing technologies are not yet fully developed. As a surrogate marker for pathway activation analysis, expression profiling using microarrays has been successfully applied for the classification of tumor types, stages of tumor progression, or in some cases, prediction of clinical outcomes. However, the biological implication of those gene expression signatures is often unclear. Systems biological approaches leverage the signature genes as a representation of changes in signaling pathways, instead of interpreting the relevance between each gene and phenotype. This approach, which can be achieved by comparing the gene set or the expression profile with those of reference experiments in which a defined pathway is modulated, will improve our understanding of cancer classification, clinical outcome, and carcinogenesis. In this review, we will discuss recent studies on the development of expression signatures to monitor signaling pathway activities and how these signatures can be used to improve the identification of responders to anticancer drugs.
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Affiliation(s)
- Hiraku Itadani
- Department of Cancer Research, Banyu Tsukuba Research Institute, Merck Research Laboratory, Tsukuba, Ibaraki 300-2611, Japan
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17
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Yokota T, Ura T, Shibata N, Takahari D, Shitara K, Nomura M, Kondo C, Mizota A, Utsunomiya S, Muro K, Yatabe Y. BRAF mutation is a powerful prognostic factor in advanced and recurrent colorectal cancer. Br J Cancer 2011; 104:856-62. [PMID: 21285991 PMCID: PMC3048210 DOI: 10.1038/bjc.2011.19] [Citation(s) in RCA: 289] [Impact Index Per Article: 22.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022] Open
Abstract
Background: Activating mutation of KRAS and BRAF are focused on as potential prognostic and predictive biomarkers in patients with colorectal cancer (CRC) treated with anti-EGFR therapies. This study investigated the clinicopathological features and prognostic impact of KRAS/BRAF mutation in advanced and recurrent CRC patients. Method: Patients with advanced and recurrent CRC treated with systemic chemotherapy (n=229) were analysed for KRAS/BRAF genotypes by cycleave PCR. Prognostic factors associated with survival were identified by univariate and multivariate analyses using the Cox proportional hazards model. Results: KRAS and BRAF mutations were present in 34.5% and 6.5% of patients, respectively. BRAF mutated tumours were more likely to develop on the right of the colon, and to be of the poorly differentiated adenocarcinoma or mucinous carcinoma, and peritoneal metastasis. The median overall survival (OS) for BRAF mutation-positive and KRAS 13 mutation-positive patients was 11.0 and 27.7 months, respectively, which was significantly worse than that for patients with wild-type (wt) KRAS and BRAF (40.6 months) (BRAF; HR=4.25, P<0.001, KRAS13; HR=2.03, P=0.024). After adjustment for significant features by multivariate Cox regression analysis, BRAF mutation was associated with poor OS (HR=4.23, P=0.019). Conclusion: Presence of mutated BRAF is one of the most powerful prognostic factors for advanced and recurrent CRC. The KRAS13 mutation showed a trend towards poor OS in patients with advanced and recurrent CRC.
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Affiliation(s)
- T Yokota
- Department of Clinical Oncology, Aichi Cancer Center Hospital, Kanokoden, Chikusa-ku, Nagoya 464-8681, Japan.
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18
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MacDonald CM, Boursier L, D'Cruz DP, Dunn-Walters DK, Spencer J, Rutten HJT, van den Brule AJC. Mathematical analysis of antigen selection in somatically mutated immunoglobulin genes associated with autoimmunity. Lupus 2010; 21:2396-2402. [PMID: 20501503 DOI: 10.1093/annonc/mdq258] [Citation(s) in RCA: 199] [Impact Index Per Article: 14.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
Affinity maturation is a process by which low-affinity antibodies are transformed into highly specific antibodies in germinal centres. This process occurs by hypermutation of immunoglobulin heavy chain variable (IgH V) region genes followed by selection for high-affinity variants. It has been proposed that statistical tests can identify affinity maturation and antigen selection by analysing the frequency of replacement and silent mutations in the complementarity determining regions (CDRs) that contact antigen and the framework regions (FRs) that encode structural integrity. In this study three different methods that have been proposed for detecting selection: the binomial test, the multinomial test and the focused binomial test, have been assessed for their reliability and ability to detect selection in human IgH V genes. We observe first that no statistical test is able to identify selection in the CDR antigen-binding sites, second that tests can reliably detect selection in the FR and third that antibodies from nasal biopsies from patients with Wegener's granulomatosis and pathogenic antibodies from systemic lupus erythematosus do not appear to be as stringently selected for structural integrity as other groups of functional sequences.
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Affiliation(s)
- C M MacDonald
- Department of Mathematics, Kings College London, The Strand, London, UK
| | | | | | | | | | | | - A J C van den Brule
- Department of Molecular Diagnostics, PAMM Laboratory for Pathology; Department of Molecular Diagnostics, Catharina Hospital Eindhoven, Eindhoven, The Netherlands.
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19
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Auman JT, McLeod HL. Colorectal Cancer Cell Lines Lack the Molecular Heterogeneity of Clinical Colorectal Tumors. Clin Colorectal Cancer 2010; 9:40-7. [DOI: 10.3816/ccc.2010.n.005] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
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20
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Sers C, Kuner R, Falk CS, Lund P, Sueltmann H, Braun M, Buness A, Ruschhaupt M, Conrad J, Mang-Fatehi S, Stelniec I, Krapfenbauer U, Poustka A, Schäfer R. Down-regulation of HLA Class I and NKG2D ligands through a concerted action of MAPK and DNA methyltransferases in colorectal cancer cells. Int J Cancer 2009; 125:1626-39. [PMID: 19569244 DOI: 10.1002/ijc.24557] [Citation(s) in RCA: 60] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023]
Abstract
Most malignant features of cancer cells are triggered by activated oncogenes and the loss of tumor suppressors due to mutation or epigenetic inactivation. It is still unclear, to what extend the escape of emerging cancer cells from recognition and elimination by the immune system is determined by similar mechanisms. We compared the transcriptomes of HCT116 colorectal cancer cells deficient in DNA methyltransferases (DNMTs) and of cells, in which the RAS pathway as the major growth-promoting signaling system is blocked by inhibition of MAPK. We identified the MHC Class I genes HLA-A1/A2 and the ULBP2 gene encoding 1 of the 8 known ligands of the activating NK receptor NKG2D among a cluster of immune genes up-regulated under the conditions of both DNMT-deficiency and MEK-inhibition. Bisulphite sequencing analyses of HCT116 with DNMT deficiency or after MEK-inhibition showed that de-methylation of the ULPB2 promoter correlated with its enhanced surface expression. The HLA-A promoters were not methylated indicating that components of the HLA assembly machinery were also suppressed in DNMT-deficient and MEK-inhibited cells. Increased HLA-A2 surface expression was correlated with enhanced recognition and lysis by A2-specific CTL. On the contrary, elevated ULBP2 expression was not reflected by enhanced recognition and lysis by NK cells. Cosuppression of HLA Class I and NKG2D ligands and genes encoding peptide transporters or proteasomal genes mediates a strong functional link between RAS activation, DNMT activity and disruption of the antigen presenting system controlling immune recognition in colorectal cancer cells.
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Affiliation(s)
- Christine Sers
- Institute of Pathology, Charité, Universitätsmedizin Berlin, Berlin, Germany.
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21
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Kim IJ, Lim SB, Kang HC, Chang HJ, Ahn SA, Park HW, Jang SG, Park JH, Kim DY, Jung KH, Choi HS, Jeong SY, Sohn DK, Kim DW, Park JG. Microarray gene expression profiling for predicting complete response to preoperative chemoradiotherapy in patients with advanced rectal cancer. Dis Colon Rectum 2007; 50:1342-53. [PMID: 17665260 DOI: 10.1007/s10350-007-277-7] [Citation(s) in RCA: 112] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Abstract
PURPOSE Preoperative chemoradiotherapy is widely used to improve local control and sphincter preservation in patients with locally advanced rectal cancer. In the present study, we investigated whether microarray gene expression analysis could predict complete response to preoperative chemoradiotherapy in rectal cancer. METHODS Tumor tissues were obtained from 46 patients with rectal cancer (31 for training and 15 for validation testing). All patients underwent preoperative chemoradiotherapy involving 50.4 gray radiotherapy, followed by surgical excision 6 weeks later. Response to chemoradiotherapy was evaluated according to Dworak's tumor regression grade. Tumor regression Grades 1, 2, and 3 were considered partial responses, and tumor regression Grade 4 was considered a complete response. By using the 31 training samples, genes differentially expressed between partial response and complete response were identified, and clustering analysis was performed. Prediction analysis of response to chemoradiotherapy was performed on the 31 training samples by using a selected set of 95 "predictor" genes. Those findings were validated by independent analysis of the 15 test samples. RESULTS The 31 training samples comprised 20 partial response and 11 complete response cases. A primary set of 261 genes was identified as differentiating between partial response and complete response. By supervised clustering using these 261 genes, 30 of 31 training samples were clustered correctly according to tumor response. A gene set comprising the top-ranked 95 genes displaying differential expression between partial response and complete response was applied to predict response to chemoradiotherapy. Complete response and partial response were accurately predicted in 84 percent (26/31) of training samples and 87 percent (13/15) of validation samples. CONCLUSIONS Microarray gene expression analysis was successfully used to predict complete responses to preoperative chemoradiotherapy in patients with advanced rectal cancer.
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Affiliation(s)
- Il-Jin Kim
- Cancer Research Institute and Cancer Research Center, Seoul National University, 28 Yongon-Dong, Chongno-Gu, Seoul, Korea
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22
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Talaat AM, Ward SK, Wu CW, Rondon E, Tavano C, Bannantine JP, Lyons R, Johnston SA. Mycobacterial bacilli are metabolically active during chronic tuberculosis in murine lungs: insights from genome-wide transcriptional profiling. J Bacteriol 2007; 189:4265-74. [PMID: 17384189 PMCID: PMC1913421 DOI: 10.1128/jb.00011-07] [Citation(s) in RCA: 79] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023] Open
Abstract
Chronic tuberculosis represents a major health problem for one-third of the world's population today. A key question relevant to chronic tuberculosis is the physiological status of Mycobacterium tuberculosis during this important stage of infection. To examine the molecular bases of chronic tuberculosis and the role of host immunity in mycobacterial growth, we determined the mycobacterial transcriptional profiles during chronic and reactivation phases of murine tuberculosis using in vivo microarray analysis (IVMA). Following 28 days of aerosol infection, mycobacterial counts remained stable, although the bacilli were metabolically active with a 50% active transcriptome. The expression of genes involved in lipid and carbohydrate pathways was significantly enriched during the middle stage of chronic tuberculosis, suggesting a nutrient-rich microenvironment. A total of 137 genes were significantly regulated in mid-chronic tuberculosis (45 and 60 days) compared to an early stage (14 days) of infection. Additional sets of genes, including the virulence regulator virS, were up-regulated during the reactivation stage, indicating their possible roles in mycobacterial resurgence. Interestingly, a set of potential transcriptional regulators was significantly induced at the late stage of chronic tuberculosis. Bioinformatic analysis identified a large number of genes that could be regulated by one of the potential transcriptional regulators encoded by rv0348, including the sigF operon. Taken together, IVMA provided a better definition of the transcriptional machinery activated during chronic and reactivation stages of tuberculosis and identified a novel transcriptional regulator. A similar approach can be adopted to study key stages of intracellular pathogens.
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Affiliation(s)
- Adel M Talaat
- Laboratory of Bacterial Genomics, Department of Pathobiological Sciences, University of Wisconsin-Madison, Madison, WI 53706-1581, USA.
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Kim IJ, Kang HC, Jang SG, Ahn SA, Yoon HJ, Park JG. Development and applications of a BRAF oligonucleotide microarray. J Mol Diagn 2007; 9:55-63. [PMID: 17251336 PMCID: PMC1867429 DOI: 10.2353/jmoldx.2007.060072] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
We herein describe the development of a sensitive microarray hybridization method called competitive DNA hybridization (CDH) and its use for analysis of BRAF somatic mutations. These mutations have been identified in many human cancers, and fast, reliable BRAF mutation detection may one day facilitate directed therapy of BRAF-mutated tumors. Our fast, reliable mutation detection by CDH is based on the principle that competition among multiple fluorescent-labeled samples for binding to shared wild-type sequences should reduce nonspecific results and increase the positive signals of unshared mutated sequences. The positive signals can then be discriminated based on the labeling of each sample (ie, with Cy3, Cy5, or Alexa-594). For testing of this method, we developed a BRAF oligonucleotide microarray containing 65 mutation types (more than 95% of the known BRAF mutations) and validated this microarray with 20 colorectal cancer tissues/cancer cell lines with BRAF mutations and 60 BRAF-negative samples. In sum, we were able to screen up to nine cancer samples on a single BRAF microarray (three per CDH on three regions per slide), indicating that this method may dramatically decrease the experimental time, cost, and effort of mutation detection in BRAF and other genes amenable to microarray analysis.
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Affiliation(s)
- Il-Jin Kim
- Laboratory of Cell Biology, Cancer Research Institute and Cancer Research Center, Seoul National University, Seoul, Korea 110-799
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Rajalingam K, Schreck R, Rapp UR, Albert S. Ras oncogenes and their downstream targets. BIOCHIMICA ET BIOPHYSICA ACTA-MOLECULAR CELL RESEARCH 2007; 1773:1177-95. [PMID: 17428555 DOI: 10.1016/j.bbamcr.2007.01.012] [Citation(s) in RCA: 303] [Impact Index Per Article: 17.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/08/2006] [Revised: 01/17/2007] [Accepted: 01/19/2007] [Indexed: 12/30/2022]
Abstract
RAS proteins are small GTPases, which serve as master regulators of a myriad of signaling cascades involved in highly diverse cellular processes. RAS oncogenes have been originally discovered as retroviral oncogenes, and ever since constitutively activating RAS mutations have been identified in human tumors, they are in the focus of intense research. In this review, we summarize the biochemical properties of RAS proteins, trace down the evolution of RAS signaling and present an overview of the spatio-temporal activation of major RAS isoforms. We further discuss RAS effector pathways, their role in normal and transformed cell physiology and summarize ongoing attempts to interfere with aberrant RAS signaling. Finally, we comment on the role of micro RNAs in modulating RAS expression, contribution of RAS to stem cell function and on high-throughput analyses of RAS signaling networks.
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Affiliation(s)
- Krishnaraj Rajalingam
- University of Würzburg, Institut für Medizinische Strahlenkunde und Zellforschung, Versbacherstr. 5, D-97078 Würzburg, Germany
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Abstract
Raf kinase signaling has been thoroughly investigated over the last 20 years. A-Raf, B-Raf and C-Raf, the 3 mammalian members of the Raf family, are involved in a variety of cellular processes such as growth, proliferation, survival, differentiation and transformation. The detection of B-RAF mutations in a wide variety of human cancers, the description of wildtype and mutant B-RAF as tumor antigens in melanoma and the promising outcome of clinical trials evaluating the Raf inhibitor Nexavar (Sorafenib, BAY 43-9006) have sparked a broad interest in the scientific community. After a short historical detour and an introduction into Raf kinase signaling, we are going to discuss here recent outcomes of Raf kinase research with respect to tumor formation and give an overview on current efforts to develop anticancer therapies interfering with aberrant Raf kinase signaling.
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Affiliation(s)
- Ralf Schreck
- Institut für Medizinische Strahlenkunde und Zellforschung, MSZ, Universität Würzburg, Würzburg, Germany
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