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Sonzini G, Granados-Aparici S, Sanegre S, Diaz-Lagares A, Diaz-Martin J, de Andrea C, Eritja N, Bao-Caamano A, Costa-Fraga N, García-Ros D, Salguero-Aranda C, Davidson B, López-López R, Melero I, Navarro S, Ramon y Cajal S, de Alava E, Matias-Guiu X, Noguera R. Integrating digital pathology with transcriptomic and epigenomic tools for predicting metastatic uterine tumor aggressiveness. Front Cell Dev Biol 2022; 10:1052098. [DOI: 10.3389/fcell.2022.1052098] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2022] [Accepted: 11/04/2022] [Indexed: 11/19/2022] Open
Abstract
The incidence of new cancer cases is expected to increase significantly in the future, posing a worldwide problem. In this regard, precision oncology and its diagnostic tools are essential for developing personalized cancer treatments. Digital pathology (DP) is a particularly key strategy to study the interactions of tumor cells and the tumor microenvironment (TME), which play a crucial role in tumor initiation, progression and metastasis. The purpose of this study was to integrate data on the digital patterns of reticulin fiber scaffolding and the immune cell infiltrate, transcriptomic and epigenetic profiles in aggressive uterine adenocarcinoma (uADC), uterine leiomyosarcoma (uLMS) and their respective lung metastases, with the aim of obtaining key TME biomarkers that can help improve metastatic prediction and shed light on potential therapeutic targets. Automatized algorithms were used to analyze reticulin fiber architecture and immune infiltration in colocalized regions of interest (ROIs) of 133 invasive tumor front (ITF), 89 tumor niches and 70 target tissues in a total of six paired samples of uADC and nine of uLMS. Microdissected tissue from the ITF was employed for transcriptomic and epigenetic studies in primary and metastatic tumors. Reticulin fiber scaffolding was characterized by a large and loose reticular fiber network in uADC, while dense bundles were found in uLMS. Notably, more similarities between reticulin fibers were observed in paired uLMS then paired uADCs. Transcriptomic and multiplex immunofluorescence-based immune profiling showed a higher abundance of T and B cells in primary tumor and in metastatic uADC than uLMS. Moreover, the epigenetic signature of paired samples in uADCs showed more differences than paired samples in uLMS. Some epigenetic variation was also found between the ITF of metastatic uADC and uLMS. Altogether, our data suggest a correlation between morphological and molecular changes at the ITF and the degree of aggressiveness. The use of DP tools for characterizing reticulin scaffolding and immune cell infiltration at the ITF in paired samples together with information provided by omics analyses in a large cohort will hopefully help validate novel biomarkers of tumor aggressiveness, develop new drugs and improve patient quality of life in a much more efficient way.
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Pischedda S, Rivero-Calle I, Gómez-Carballa A, Cebey-López M, Barral-Arca R, Gómez-Rial J, Pardo-Seco J, Curras-Tuala MJ, Viz-Lasheras S, Bello X, Crujeiras AB, Diaz-Lagares A, González-López MT, Martinón-Torres F, Salas A. Role and Diagnostic Performance of Host Epigenome in Respiratory Morbidity after RSV Infection: The EPIRESVi Study. Front Immunol 2022; 13:875691. [PMID: 35619695 PMCID: PMC9128527 DOI: 10.3389/fimmu.2022.875691] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2022] [Accepted: 04/04/2022] [Indexed: 11/20/2022] Open
Abstract
Background Respiratory syncytial virus (RSV) infection has been associated with the subsequent development of recurrent wheezing and asthma, although the mechanisms involved are still unknown. We investigate the role of epigenetics in the respiratory morbidity after infection by comparing methylation patterns from children who develop recurrent wheezing (RW-RSV), subsequent asthma (AS-RVS), and those experiencing complete recovery (CR-RSV). Methods Prospective, observational study of infants aged < 2 years with RSV respiratory infection admitted to hospital and followed-up after discharge for at least three years. According to their clinical course, patients were categorized into subgroups: RW-RSV (n = 36), AS-RSV (n = 9), and CR-RSV (n = 32). The DNA genome-wide methylation pattern was analyzed in whole blood samples, collected during the acute phase of the infection, using the Illumina Infinium Methylation EPIC BeadChip (850K CpG sites). Differences in methylation were determined through a linear regression model adjusted for age, gender and cell composition. Results Patients who developed respiratory sequelae showed a statistically significant higher proportion of NK and CD8T cells (inferred through a deconvolution approach) than those with complete recovery. We identified 5,097 significant differentially methylated positions (DMPs) when comparing RW-RSV and AS-RVS together against CR-RSV. Methylation profiles affect several genes involved in airway inflammation processes. The most significant DMPs were found to be hypomethylated in cases and therefore generally leading to overexpression of affected genes. The lead CpG position (cg24509398) falls at the gene body of EYA3 (P-value = 2.77×10-10), a tyrosine phosphatase connected with pulmonary vascular remodeling, a key process in the asthma pathology. Logistic regression analysis resulted in a diagnostic epigenetic signature of 3-DMPs (involving genes ZNF2698, LOC102723354 and RPL15/NKIRAS1) that allows to efficiently differentiate sequelae cases from CR-RSV patients (AUC = 1.00). Enrichment pathway analysis reveals the role of the cell cycle checkpoint (FDR P-value = 4.71×10-2), DNA damage (FDP-value = 2.53×10-2), and DNA integrity checkpoint (FDR P-value = 2.56×10-2) in differentiating sequelae from CR-RSV patients. Conclusions Epigenetic mechanisms might play a fundamental role in the long-term sequelae after RSV infection, contributing to explain the different phenotypes observed.
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Affiliation(s)
- Sara Pischedda
- Genetics, Vaccines, Infectious Diseases and Pediatrics Research Group (GENVIP), Instituto de Investigación Sanitaria de Santiago, Santiago de Compostela, Santiago de Compostela, Spain.,Translational Pediatrics and Infectious Diseases, Department of Pediatrics, Hospital Clínico Universitario de Santiago de Compostela, Santiago de Compostela, Spain.,GenPoB Research Group, Instituto de Investigacinó Sanitaria (IDIS), Hospital Clínico Universitario de Santiago (SERGAS), Unidade de Xenética, Santiago de Compostela, Spain.,Centro de Investigación Biomédica en Red de Enfermedades Respiratorias (CIBER-ES), Madrid, Spain
| | - Irene Rivero-Calle
- Genetics, Vaccines, Infectious Diseases and Pediatrics Research Group (GENVIP), Instituto de Investigación Sanitaria de Santiago, Santiago de Compostela, Santiago de Compostela, Spain.,Translational Pediatrics and Infectious Diseases, Department of Pediatrics, Hospital Clínico Universitario de Santiago de Compostela, Santiago de Compostela, Spain.,Centro de Investigación Biomédica en Red de Enfermedades Respiratorias (CIBER-ES), Madrid, Spain
| | - Alberto Gómez-Carballa
- Genetics, Vaccines, Infectious Diseases and Pediatrics Research Group (GENVIP), Instituto de Investigación Sanitaria de Santiago, Santiago de Compostela, Santiago de Compostela, Spain.,Translational Pediatrics and Infectious Diseases, Department of Pediatrics, Hospital Clínico Universitario de Santiago de Compostela, Santiago de Compostela, Spain.,GenPoB Research Group, Instituto de Investigacinó Sanitaria (IDIS), Hospital Clínico Universitario de Santiago (SERGAS), Unidade de Xenética, Santiago de Compostela, Spain.,Centro de Investigación Biomédica en Red de Enfermedades Respiratorias (CIBER-ES), Madrid, Spain
| | - Miriam Cebey-López
- Genetics, Vaccines, Infectious Diseases and Pediatrics Research Group (GENVIP), Instituto de Investigación Sanitaria de Santiago, Santiago de Compostela, Santiago de Compostela, Spain.,Translational Pediatrics and Infectious Diseases, Department of Pediatrics, Hospital Clínico Universitario de Santiago de Compostela, Santiago de Compostela, Spain.,GenPoB Research Group, Instituto de Investigacinó Sanitaria (IDIS), Hospital Clínico Universitario de Santiago (SERGAS), Unidade de Xenética, Santiago de Compostela, Spain
| | - Ruth Barral-Arca
- Genetics, Vaccines, Infectious Diseases and Pediatrics Research Group (GENVIP), Instituto de Investigación Sanitaria de Santiago, Santiago de Compostela, Santiago de Compostela, Spain.,Translational Pediatrics and Infectious Diseases, Department of Pediatrics, Hospital Clínico Universitario de Santiago de Compostela, Santiago de Compostela, Spain.,GenPoB Research Group, Instituto de Investigacinó Sanitaria (IDIS), Hospital Clínico Universitario de Santiago (SERGAS), Unidade de Xenética, Santiago de Compostela, Spain
| | - Jose Gómez-Rial
- Genetics, Vaccines, Infectious Diseases and Pediatrics Research Group (GENVIP), Instituto de Investigación Sanitaria de Santiago, Santiago de Compostela, Santiago de Compostela, Spain.,Translational Pediatrics and Infectious Diseases, Department of Pediatrics, Hospital Clínico Universitario de Santiago de Compostela, Santiago de Compostela, Spain.,Centro de Investigación Biomédica en Red de Enfermedades Respiratorias (CIBER-ES), Madrid, Spain
| | - Jacobo Pardo-Seco
- Genetics, Vaccines, Infectious Diseases and Pediatrics Research Group (GENVIP), Instituto de Investigación Sanitaria de Santiago, Santiago de Compostela, Santiago de Compostela, Spain.,Translational Pediatrics and Infectious Diseases, Department of Pediatrics, Hospital Clínico Universitario de Santiago de Compostela, Santiago de Compostela, Spain.,GenPoB Research Group, Instituto de Investigacinó Sanitaria (IDIS), Hospital Clínico Universitario de Santiago (SERGAS), Unidade de Xenética, Santiago de Compostela, Spain.,Centro de Investigación Biomédica en Red de Enfermedades Respiratorias (CIBER-ES), Madrid, Spain
| | - María-José Curras-Tuala
- Genetics, Vaccines, Infectious Diseases and Pediatrics Research Group (GENVIP), Instituto de Investigación Sanitaria de Santiago, Santiago de Compostela, Santiago de Compostela, Spain.,Translational Pediatrics and Infectious Diseases, Department of Pediatrics, Hospital Clínico Universitario de Santiago de Compostela, Santiago de Compostela, Spain.,GenPoB Research Group, Instituto de Investigacinó Sanitaria (IDIS), Hospital Clínico Universitario de Santiago (SERGAS), Unidade de Xenética, Santiago de Compostela, Spain.,Centro de Investigación Biomédica en Red de Enfermedades Respiratorias (CIBER-ES), Madrid, Spain
| | - Sandra Viz-Lasheras
- Genetics, Vaccines, Infectious Diseases and Pediatrics Research Group (GENVIP), Instituto de Investigación Sanitaria de Santiago, Santiago de Compostela, Santiago de Compostela, Spain.,Translational Pediatrics and Infectious Diseases, Department of Pediatrics, Hospital Clínico Universitario de Santiago de Compostela, Santiago de Compostela, Spain.,GenPoB Research Group, Instituto de Investigacinó Sanitaria (IDIS), Hospital Clínico Universitario de Santiago (SERGAS), Unidade de Xenética, Santiago de Compostela, Spain.,Centro de Investigación Biomédica en Red de Enfermedades Respiratorias (CIBER-ES), Madrid, Spain
| | - Xabier Bello
- Genetics, Vaccines, Infectious Diseases and Pediatrics Research Group (GENVIP), Instituto de Investigación Sanitaria de Santiago, Santiago de Compostela, Santiago de Compostela, Spain.,Translational Pediatrics and Infectious Diseases, Department of Pediatrics, Hospital Clínico Universitario de Santiago de Compostela, Santiago de Compostela, Spain.,GenPoB Research Group, Instituto de Investigacinó Sanitaria (IDIS), Hospital Clínico Universitario de Santiago (SERGAS), Unidade de Xenética, Santiago de Compostela, Spain.,Centro de Investigación Biomédica en Red de Enfermedades Respiratorias (CIBER-ES), Madrid, Spain
| | - Ana B Crujeiras
- Epigenomics in Endocrinology and Nutrition Group, Epigenomics Unit, Instituto De Investigación Sanitaria De Santiago De Compostela (IDIS), Complejo Hospitalario Universitario De Santiago De Compostela (CHUS/SERGAS), Santiago de Compostela, Spain.,Centro De Investigación Biomédica En Red Fisiopatología De La Obesidad Y Nutrición (Ciberobn), Madrid, Spain
| | - Angel Diaz-Lagares
- Cancer Epigenomics, Epigenomics Unit, Translational Medical Oncology (Oncomet), Instituto De Investigación Sanitaria De Santiago De Compostela (IDIS), Complejo Hospitalario Universitario De Santiago De Compostela (CHUS/SERGAS), Santiago De Compostela, Spain.,Centro De Investigación Biomédica En Red Cancer (CIBERONC), Madrid, Spain
| | | | - Federico Martinón-Torres
- Genetics, Vaccines, Infectious Diseases and Pediatrics Research Group (GENVIP), Instituto de Investigación Sanitaria de Santiago, Santiago de Compostela, Santiago de Compostela, Spain.,Translational Pediatrics and Infectious Diseases, Department of Pediatrics, Hospital Clínico Universitario de Santiago de Compostela, Santiago de Compostela, Spain.,Centro de Investigación Biomédica en Red de Enfermedades Respiratorias (CIBER-ES), Madrid, Spain
| | - Antonio Salas
- Genetics, Vaccines, Infectious Diseases and Pediatrics Research Group (GENVIP), Instituto de Investigación Sanitaria de Santiago, Santiago de Compostela, Santiago de Compostela, Spain.,GenPoB Research Group, Instituto de Investigacinó Sanitaria (IDIS), Hospital Clínico Universitario de Santiago (SERGAS), Unidade de Xenética, Santiago de Compostela, Spain.,Centro de Investigación Biomédica en Red de Enfermedades Respiratorias (CIBER-ES), Madrid, Spain.,Instituto de Ciencias Forenses, Facultade de Medicina, Universidade de Santiago de Compostela, Santiago de Compostela, Spain
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Fuentes-Antrás J, García-Barberán V, Costa-Fraga N, Moreno F, Bao-Caamano A, Rodríguez-Casanova A, López de Sá A, De Luna A, Lopez-Cade I, Ramirez-Ruda C, Pascual A, Perez-Segura P, Győrffy B, Ocaña A, Diaz-Lagares A, Garcia-Saenz JA. Abstract P3-05-06: Genome-wide DNA methylation analysis identifies novel biomarkers associated with risk of relapse beyond oncotype DX recurrence-score risk assessment within HR+/HER2- early-stage breast cancer patients. Cancer Res 2022. [DOI: 10.1158/1538-7445.sabcs21-p3-05-06] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Background: Early-stage, node-negative, hormone receptor positive (HR+) HER2 negative (HER2-) breast cancer (BC) patients comprise a subset with good prognosis. Based on gene expression panels, these patients may skip chemotherapy and complete adjuvant endocrine therapy as an individual genomic basis assessment. However, up to 15% of patients categorized as non-high risk by Oncotype DX (Recurrence Score, RS≤25) may experience disease relapse. The field of cancer epigenomics is emerging as a dynamic tool to complement prognostic expression analyses and to provide further insight into the biological underpinnings of early HR+/HER2- BC. Methods: A genome-wide DNA methylation profiling in tumor tissue samples, from node-negative HR+/HER2- BC patients with available Oncotype DX RS data, was analyzed using the Illumina MethylationEPIC 850K BeadChip. We evaluated all differential methylation patterns independently of their position to establish a bioinformatic analytical pipeline. The online tools KM Plotter and ROC Plotter were used to assess the impact of survival outcomes (5-year relapse-free survival, RFS) and response to therapy of the candidate genes. Individual patient data from TCGA was used to analyze the correlation between methylation and mRNA levels in HR+/HER2- BC patients. Statistical significance was defined by p<0.05; no multiple testing correction was applied. Results: 31 patients were evaluated (mean age 51.4, SD 13.3). Four samples were discarded after quality control analysis. Sixteen tumor patients presented a RS ≤25, of which 6 patients had experienced relapse with a median follow-up of 7.1 years. Of the 773,193 loci studied, significant differential methylation was observed between the relapse and non-relapse groups at 19665 cgs (2,5%). Genes were ranked according to differential methylation patterns, and those with Delta ≥|0.25|were selected. Ninety-nine genes met these criteria. Of them, 85 (86%) were hypomethylated and 14 (14%) were hypermethylated in the relapse group. We studied methylation-expression correlations and the impact on RFS in independent datasets. Among the hypomethylated genes, VAC14 (HR 0.71, CI 0.63-0.82, p 9.7e-7), NDUFS6 (HR 0.68, CI 0.59-0.76, p 1.5e-8), and C7orf50 (HR 0.74, 0.6-0.91, p 0.0059) were found significantly associated with a worse RFS and exhibited a negative correlation between methylation levels and gene expression. Among the hypermethylated genes, MFSD7 (HR 1.31, CI 1.15-1.49, p 6.1e-5), PLA2G3 (HR 1.15, CI 1.09-1.40, p 0.0016), and FGFR2 (HR 1.27, CI 1.11-1.45, p 3.6e-4) were significantly associated to a better RFS and showed a strong negative correlation. Additionally, NDUFS6 mRNA levels were found to be increased in patients with worse response to adjuvant chemotherapy (p 0.012, 1.5x higher; ROC 0.733), while C7orf50 expression levels was associated with a better outcome following adjuvant ET (p 0.012, 1.3x higher, ROC 0.795). Conclusion: In this exploratory study, 6 differentially methylated genes were identified to discriminate patients with non-high RS who may be at a higher risk of relapse. An effort is ongoing towards the development of an analytical pipeline including a more extensive annotation of both experimental and validation cohorts.
Citation Format: Jesus Fuentes-Antrás, Vanesa García-Barberán, Nicolas Costa-Fraga, Fernando Moreno, Aida Bao-Caamano, Aitor Rodríguez-Casanova, Alfonso López de Sá, Alicia De Luna, Igor Lopez-Cade, Carmen Ramirez-Ruda, Alejando Pascual, Pedro Perez-Segura, Balázs Győrffy, Alberto Ocaña, Angel Diaz-Lagares, Jose Angel Garcia-Saenz. Genome-wide DNA methylation analysis identifies novel biomarkers associated with risk of relapse beyond oncotype DX recurrence-score risk assessment within HR+/HER2- early-stage breast cancer patients [abstract]. In: Proceedings of the 2021 San Antonio Breast Cancer Symposium; 2021 Dec 7-10; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2022;82(4 Suppl):Abstract nr P3-05-06.
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Affiliation(s)
- Jesus Fuentes-Antrás
- Servicio de Oncología Médica, Instituto de Investigación Sanitaria Hospital Clinico San Carlos (IdISSC), Madrid, Spain
| | - Vanesa García-Barberán
- Servicio de Oncología Médica, Instituto de Investigación Sanitaria Hospital Clinico San Carlos (IdISSC), Madrid, Spain
| | - Nicolas Costa-Fraga
- Translational Medical Oncology Group (Oncomet), Instituto de Investigación Sanitaria de Santiago (IDIS), Santiago de Compostela, Spain
| | - Fernando Moreno
- Servicio de Oncología Médica, Instituto de Investigación Sanitaria Hospital Clinico San Carlos (IdISSC), Madrid, Spain
| | - Aida Bao-Caamano
- Translational Medical Oncology Group (Oncomet), Instituto de Investigación Sanitaria de Santiago (IDIS), Santiago de Compostela, Spain
| | - Aitor Rodríguez-Casanova
- Translational Medical Oncology Group (Oncomet), Instituto de Investigación Sanitaria de Santiago (IDIS), Santiago de Compostela, Spain
| | - Alfonso López de Sá
- Servicio de Oncología Médica, Instituto de Investigación Sanitaria Hospital Clinico San Carlos (IdISSC), Madrid, Spain
| | - Alicia De Luna
- Servicio de Oncología Médica, Instituto de Investigación Sanitaria Hospital Clinico San Carlos (IdISSC), Madrid, Spain
| | - Igor Lopez-Cade
- Servicio de Oncología Médica, Instituto de Investigación Sanitaria Hospital Clinico San Carlos (IdISSC), Madrid, Spain
| | - Carmen Ramirez-Ruda
- Servicio de Oncología Médica, Instituto de Investigación Sanitaria Hospital Clinico San Carlos (IdISSC), Madrid, Spain
| | - Alejando Pascual
- Servicio de Anatomia Patológica, Instituto de Investigación Sanitaria Hospital Clinico San Carlos (IdISSC), Madrid, Spain
| | - Pedro Perez-Segura
- Servicio de Oncología Médica, Instituto de Investigación Sanitaria Hospital Clinico San Carlos (IdISSC), Madrid, Spain
| | | | - Alberto Ocaña
- Servicio de Oncología Médica, Instituto de Investigación Sanitaria Hospital Clinico San Carlos (IdISSC), Madrid, Spain
| | - Angel Diaz-Lagares
- Translational Medical Oncology Group (Oncomet), Instituto de Investigación Sanitaria de Santiago (IDIS), Santiago de Compostela, Spain
| | - Jose Angel Garcia-Saenz
- Servicio de Oncología Médica, Instituto de Investigación Sanitaria Hospital Clinico San Carlos (IdISSC), Madrid, Spain
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Izquierdo AG, Boughanem H, Diaz-Lagares A, Arranz-Salas I, Esteller M, Tinahones FJ, Casanueva FF, Macias-Gonzalez M, Crujeiras AB. DNA methylome in visceral adipose tissue can discriminate patients with and without colorectal cancer. Epigenetics 2021; 17:665-676. [PMID: 34311674 DOI: 10.1080/15592294.2021.1950991] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022] Open
Abstract
Adipose tissue dysfunction, particularly the visceral (VAT) compartment, has been proposed to play a relevant role in colorectal cancer (CRC) development and progression. Epigenetic mechanisms could be involved in this association. The current study aimed to evaluate if specific epigenetic marks in VAT are associated with colorectal cancer (CRC) to identify epigenetic hallmarks of adipose tissue-related CRC. Epigenome-wide DNA methylation was evaluated in VAT from 25 healthy participants and 29 CRC patients, using the Infinium HumanMethylation450K BeadChip. The epigenome-wide methylation analysis identified 170,184 sites able to perfectly separate the CRC and healthy samples. The differentially methylated CpG sites (DMCpGs) showed a global trend for increased methylated levels in CRC with respect to healthy group. Most of the genes encoded by the DMCpGs belonged to metabolic pathways and cell cycle, insulin resistance, and adipocytokine signalling, as well as tumoural transformation processes. In gene-specific analyses, involved genes biologically relevant for the development of CRC include PTPRN2, MAD1L1, TNXB, DIP2C, INPP5A, HDCA4, PRDM16, RPTOR, ATP11A, TBCD, PABPC3, and IER2. The methylation level of some of them showed a discriminatory capacity for detecting CRC higher than 90%, showing IER2 to have the highest capacity. This study reveals that a specific methylation pattern of VAT is associated with CRC. Some of the epigenetic marks identified could provide useful tools for the prediction and personalized treatment of CRC connected to excess adiposity.
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Affiliation(s)
- Andrea G Izquierdo
- Epigenomics in Endocrinology and Nutrition Group, Epigenomics Unit, Instituto De Investigacion Sanitaria De Santiago De Compostela (IDIS), Complejo Hospitalario Universitario De Santiago De Compostela (CHUS/SERGAS), and Centro De Investigacion Biomedica En Red Fisiopatologia De La Obesidad Y Nutricion (Ciberobn), Spain
| | - Hatim Boughanem
- Department of Endocrinology and Nutrition, Virgen De La Victoria University Hospital, University of Malaga (IBIMA), Spain and Centro De Investigacion Biomedica En Red Physiopathology of Obesity and Nutrition (Ciberobn), Málaga, Spain
| | - Angel Diaz-Lagares
- Cancer Epigenetics, Translational Medical Oncology (Oncomet), Instituto De Investigacion Sanitaria De Santiago De Compostela (IDIS), Complejo Hospitalario Universitario De Santiago De Compostela (CHUS/SERGAS), and Centro De Investigacion Biomedica En Red Oncología (CIBERONC), Spain
| | - Isabel Arranz-Salas
- Unit of Anatomical Pathology, Virgen de la Victoria University Hospital, Málaga, Spain
| | - Manel Esteller
- Josep Carreras Leukemia Research Institute (IJC), Badalona, Barcelona, Catalonia, Spain; Centro De Investigacion Biomedica En Red Oncologia (CIBERONC), Madrid, Spain; Institucio Catalana De Recerca I Estudis Avançats (ICREA), Barcelona, Catalonia, Spain; Physiological Sciences Department, School of Medicine and Health Sciences, University of Barcelona (UB), Barcelona, Catalonia, Spain
| | - Francisco J Tinahones
- Department of Endocrinology and Nutrition, Virgen De La Victoria University Hospital, University of Malaga (IBIMA), Spain and Centro De Investigacion Biomedica En Red Physiopathology of Obesity and Nutrition (Ciberobn), Málaga, Spain
| | - Felipe F Casanueva
- Molecular and Cellular Endocrinology Group. Instituto De Investigacion Sanitaria De Santiago De Compostela (IDIS), Complejo Hospitalario Universitario De Santiago De Compostela (CHUS), Santiago De Compostela University (USC) and Centro De Investigacion Biomedica En Red Fisiopatologia De La Obesidad Y Nutricion (Ciberobn), Spain
| | - Manuel Macias-Gonzalez
- Department of Endocrinology and Nutrition, Virgen De La Victoria University Hospital, University of Malaga (IBIMA), Spain and Centro De Investigacion Biomedica En Red Physiopathology of Obesity and Nutrition (Ciberobn), Málaga, Spain
| | - Ana B Crujeiras
- Epigenomics in Endocrinology and Nutrition Group, Epigenomics Unit, Instituto De Investigacion Sanitaria De Santiago De Compostela (IDIS), Complejo Hospitalario Universitario De Santiago De Compostela (CHUS/SERGAS), and Centro De Investigacion Biomedica En Red Fisiopatologia De La Obesidad Y Nutricion (Ciberobn), Spain
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Palanca-Ballester C, Rodriguez-Casanova A, Torres S, Calabuig-Fariñas S, Exposito F, Serrano D, Redin E, Valencia K, Jantus-Lewintre E, Diaz-Lagares A, Montuenga L, Sandoval J, Calvo A. Cancer Epigenetic Biomarkers in Liquid Biopsy for High Incidence Malignancies. Cancers (Basel) 2021; 13:cancers13123016. [PMID: 34208598 PMCID: PMC8233712 DOI: 10.3390/cancers13123016] [Citation(s) in RCA: 33] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2021] [Revised: 06/04/2021] [Accepted: 06/11/2021] [Indexed: 02/07/2023] Open
Abstract
Early alterations in cancer include the deregulation of epigenetic events such as changes in DNA methylation and abnormal levels of non-coding (nc)RNAs. Although these changes can be identified in tumors, alternative sources of samples may offer advantages over tissue biopsies. Because tumors shed DNA, RNA, and proteins, biological fluids containing these molecules can accurately reflect alterations found in cancer cells, not only coming from the primary tumor, but also from metastasis and from the tumor microenvironment (TME). Depending on the type of cancer, biological fluids encompass blood, urine, cerebrospinal fluid, and saliva, among others. Such samples are named with the general term "liquid biopsy" (LB). With the advent of ultrasensitive technologies during the last decade, the identification of actionable genetic alterations (i.e., mutations) in LB is a common practice to decide whether or not targeted therapy should be applied. Likewise, the analysis of global or specific epigenetic alterations may also be important as biomarkers for diagnosis, prognosis, and even for cancer drug response. Several commercial kits that assess the DNA promoter methylation of single genes or gene sets are available, with some of them being tested as biomarkers for diagnosis in clinical trials. From the tumors with highest incidence, we can stress the relevance of DNA methylation changes in the following genes found in LB: SHOX2 (for lung cancer); RASSF1A, RARB2, and GSTP1 (for lung, breast, genitourinary and colon cancers); and SEPT9 (for colon cancer). Moreover, multi-cancer high-throughput methylation-based tests are now commercially available. Increased levels of the microRNA miR21 and several miRNA- and long ncRNA-signatures can also be indicative biomarkers in LB. Therefore, epigenetic biomarkers are attractive and may have a clinical value in cancer. Nonetheless, validation, standardization, and demonstration of an added value over the common clinical practice are issues needed to be addressed in the transfer of this knowledge from "bench to bedside".
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Affiliation(s)
- Cora Palanca-Ballester
- Biomarkers and Precision Medicine (UBMP) and Epigenomics Unit, IIS, La Fe, 46026 Valencia, Spain;
| | - Aitor Rodriguez-Casanova
- Cancer Epigenomics, Translational Medical Oncology (Oncomet), Health Research Institute of Santiago (IDIS), University Clinical Hospital of Santiago (CHUS/SERGAS), 15706 Santiago de Compostela, Spain; (A.R.-C.); (A.D.-L.)
- Roche-CHUS Joint Unit, Translational Medical Oncology Group (Oncomet), Health Research Institute of Santiago (IDIS), 15706 Santiago de Compostela, Spain
| | - Susana Torres
- CIBERONC, ISCIII, 28029 Madrid, Spain; (S.T.); (S.C.-F.); (F.E.); (E.R.); (K.V.); (E.J.-L.); (L.M.)
- Molecular Oncology Laboratory, Fundación Hospital General Universitario de Valencia, 46014 Valencia, Spain
- TRIAL Mixed Unit, Centro de Investigación Príncipe Felipe-Fundación para la Investigación del Hospital General Universitario de Valencia, 46014 Valencia, Spain
| | - Silvia Calabuig-Fariñas
- CIBERONC, ISCIII, 28029 Madrid, Spain; (S.T.); (S.C.-F.); (F.E.); (E.R.); (K.V.); (E.J.-L.); (L.M.)
- Molecular Oncology Laboratory, Fundación Hospital General Universitario de Valencia, 46014 Valencia, Spain
- TRIAL Mixed Unit, Centro de Investigación Príncipe Felipe-Fundación para la Investigación del Hospital General Universitario de Valencia, 46014 Valencia, Spain
- Department of Pathology, Universitat de València, 46010 Valencia, Spain
| | - Francisco Exposito
- CIBERONC, ISCIII, 28029 Madrid, Spain; (S.T.); (S.C.-F.); (F.E.); (E.R.); (K.V.); (E.J.-L.); (L.M.)
- DISNA and Program in Solid Tumors, Center for Applied Medical Research (CIMA), 31008 Pamplona, Spain;
- Department of Pathology, Anatomy and Physiology, School of Medicine, University of Navarra, 31008 Pamplona, Spain
| | - Diego Serrano
- DISNA and Program in Solid Tumors, Center for Applied Medical Research (CIMA), 31008 Pamplona, Spain;
- Department of Pathology, Anatomy and Physiology, School of Medicine, University of Navarra, 31008 Pamplona, Spain
| | - Esther Redin
- CIBERONC, ISCIII, 28029 Madrid, Spain; (S.T.); (S.C.-F.); (F.E.); (E.R.); (K.V.); (E.J.-L.); (L.M.)
- DISNA and Program in Solid Tumors, Center for Applied Medical Research (CIMA), 31008 Pamplona, Spain;
- Department of Pathology, Anatomy and Physiology, School of Medicine, University of Navarra, 31008 Pamplona, Spain
| | - Karmele Valencia
- CIBERONC, ISCIII, 28029 Madrid, Spain; (S.T.); (S.C.-F.); (F.E.); (E.R.); (K.V.); (E.J.-L.); (L.M.)
- DISNA and Program in Solid Tumors, Center for Applied Medical Research (CIMA), 31008 Pamplona, Spain;
- Department of Biochemistry and Genetics, School of Sciences, University of Navarra, 31008 Pamplona, Spain
| | - Eloisa Jantus-Lewintre
- CIBERONC, ISCIII, 28029 Madrid, Spain; (S.T.); (S.C.-F.); (F.E.); (E.R.); (K.V.); (E.J.-L.); (L.M.)
- Molecular Oncology Laboratory, Fundación Hospital General Universitario de Valencia, 46014 Valencia, Spain
- TRIAL Mixed Unit, Centro de Investigación Príncipe Felipe-Fundación para la Investigación del Hospital General Universitario de Valencia, 46014 Valencia, Spain
- Department of Biotechnology, Universitat Politècnica de València, 46022 Valencia, Spain
| | - Angel Diaz-Lagares
- Cancer Epigenomics, Translational Medical Oncology (Oncomet), Health Research Institute of Santiago (IDIS), University Clinical Hospital of Santiago (CHUS/SERGAS), 15706 Santiago de Compostela, Spain; (A.R.-C.); (A.D.-L.)
- CIBERONC, ISCIII, 28029 Madrid, Spain; (S.T.); (S.C.-F.); (F.E.); (E.R.); (K.V.); (E.J.-L.); (L.M.)
| | - Luis Montuenga
- CIBERONC, ISCIII, 28029 Madrid, Spain; (S.T.); (S.C.-F.); (F.E.); (E.R.); (K.V.); (E.J.-L.); (L.M.)
- DISNA and Program in Solid Tumors, Center for Applied Medical Research (CIMA), 31008 Pamplona, Spain;
- Department of Pathology, Anatomy and Physiology, School of Medicine, University of Navarra, 31008 Pamplona, Spain
| | - Juan Sandoval
- Biomarkers and Precision Medicine (UBMP) and Epigenomics Unit, IIS, La Fe, 46026 Valencia, Spain;
- Correspondence: (J.S.); (A.C.)
| | - Alfonso Calvo
- CIBERONC, ISCIII, 28029 Madrid, Spain; (S.T.); (S.C.-F.); (F.E.); (E.R.); (K.V.); (E.J.-L.); (L.M.)
- DISNA and Program in Solid Tumors, Center for Applied Medical Research (CIMA), 31008 Pamplona, Spain;
- Department of Pathology, Anatomy and Physiology, School of Medicine, University of Navarra, 31008 Pamplona, Spain
- Correspondence: (J.S.); (A.C.)
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6
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Rodriguez-Casanova A, Costa-Fraga N, Bao-Caamano A, López-López R, Muinelo-Romay L, Diaz-Lagares A. Epigenetic Landscape of Liquid Biopsy in Colorectal Cancer. Front Cell Dev Biol 2021; 9:622459. [PMID: 33614651 PMCID: PMC7892964 DOI: 10.3389/fcell.2021.622459] [Citation(s) in RCA: 27] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2020] [Accepted: 01/05/2021] [Indexed: 12/24/2022] Open
Abstract
Colorectal cancer (CRC) is one of the most common malignancies and is a major cause of cancer-related deaths worldwide. Thus, there is a clinical need to improve early detection of CRC and personalize therapy for patients with this disease. In the era of precision oncology, liquid biopsy has emerged as a major approach to characterize the circulating tumor elements present in body fluids, including cell-free DNA and RNA, circulating tumor cells, and extracellular vesicles. This non-invasive tool has allowed the identification of relevant molecular alterations in CRC patients, including some indicating the disruption of epigenetic mechanisms. Epigenetic alterations found in solid and liquid biopsies have shown great utility as biomarkers for early detection, prognosis, monitoring, and evaluation of therapeutic response in CRC patients. Here, we summarize current knowledge of the most relevant epigenetic mechanisms associated with cancer development and progression, and the implications of their deregulation in cancer cells and liquid biopsy of CRC patients. In particular, we describe the methodologies used to analyze these epigenetic alterations in circulating tumor material, and we focus on the clinical utility of epigenetic marks in liquid biopsy as tumor biomarkers for CRC patients. We also discuss the great challenges and emerging opportunities of this field for the diagnosis and personalized management of CRC patients.
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Affiliation(s)
- Aitor Rodriguez-Casanova
- Cancer Epigenomics Laboratory, Translational Medical Oncology Group (Oncomet), Health Research Institute of Santiago (IDIS), University Clinical Hospital of Santiago (CHUS/SERGAS), Santiago de Compostela, Spain.,Roche-Chus Joint Unit, Translational Medical Oncology Group (Oncomet), Health Research Institute of Santiago (IDIS), Santiago de Compostela, Spain
| | - Nicolás Costa-Fraga
- Cancer Epigenomics Laboratory, Translational Medical Oncology Group (Oncomet), Health Research Institute of Santiago (IDIS), University Clinical Hospital of Santiago (CHUS/SERGAS), Santiago de Compostela, Spain
| | - Aida Bao-Caamano
- Cancer Epigenomics Laboratory, Translational Medical Oncology Group (Oncomet), Health Research Institute of Santiago (IDIS), University Clinical Hospital of Santiago (CHUS/SERGAS), Santiago de Compostela, Spain
| | - Rafael López-López
- Roche-Chus Joint Unit, Translational Medical Oncology Group (Oncomet), Health Research Institute of Santiago (IDIS), Santiago de Compostela, Spain.,Translational Medical Oncology Group (Oncomet), Health Research Institute of Santiago (IDIS), University Clinical Hospital of Santiago (CHUS/SERGAS), Santiago de Compostela, Spain.,Centro de Investigación Biomédica en Red Cáncer (CIBERONC), Madrid, Spain
| | - Laura Muinelo-Romay
- Centro de Investigación Biomédica en Red Cáncer (CIBERONC), Madrid, Spain.,Liquid Biopsy Analysis Unit, Translational Medical Oncology Group (Oncomet), Health Research Institute of Santiago (IDIS), University Clinical Hospital of Santiago (CHUS/SERGAS), Santiago de Compostela, Spain
| | - Angel Diaz-Lagares
- Cancer Epigenomics Laboratory, Translational Medical Oncology Group (Oncomet), Health Research Institute of Santiago (IDIS), University Clinical Hospital of Santiago (CHUS/SERGAS), Santiago de Compostela, Spain.,Centro de Investigación Biomédica en Red Cáncer (CIBERONC), Madrid, Spain
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7
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Abstract
Liquid biopsy based on the analysis of circulating tumor cells (CTCs) has emerged as an important field of research. Molecular characterization of CTCs can provide insights into cancer biology and biomarkers for the clinic, representing a non-invasive powerful tool for monitoring breast cancer metastasis and predict the therapeutic response. Epigenetic mechanisms play a key role in the control of gene expression and their alteration contributes to cancer development and progression. These epigenetic modifications in CTCs have been described mainly related to modifications of the DNA methylation pattern and changes in the expression profile of noncoding RNAs. Here we summarize the recent findings on the epigenetic characterization of CTCs in breast cancer and their clinical value as tumor biomarkers, and discuss challenges and opportunities in this field.
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Affiliation(s)
- Aida Bao-Caamano
- Cancer Epigenomics, Translational Medical Oncology (Oncomet), Health Research Institute of Santiago (IDIS), University Clinical Hospital of Santiago (CHUS/SERGAS), Santiago de Compostela, Spain
| | - Aitor Rodriguez-Casanova
- Cancer Epigenomics, Translational Medical Oncology (Oncomet), Health Research Institute of Santiago (IDIS), University Clinical Hospital of Santiago (CHUS/SERGAS), Santiago de Compostela, Spain.,Roche-Chus Joint Unit, Translational Medical Oncology Group (Oncomet), Health Research Institute of Santiago de Compostela, Santiago de Compostela, Spain
| | - Angel Diaz-Lagares
- Cancer Epigenomics, Translational Medical Oncology (Oncomet), Health Research Institute of Santiago (IDIS), University Clinical Hospital of Santiago (CHUS/SERGAS), Santiago de Compostela, Spain. .,Centro de Investigación Biomédica en Red Cáncer (CIBERONC), Madrid, Spain.
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8
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Lorenzo PM, Izquierdo AG, Diaz-Lagares A, Carreira MC, Macias-Gonzalez M, Sandoval J, Cueva J, Lopez-Lopez R, Casanueva FF, Crujeiras AB. ZNF577 Methylation Levels in Leukocytes From Women With Breast Cancer Is Modulated by Adiposity, Menopausal State, and the Mediterranean Diet. Front Endocrinol (Lausanne) 2020; 11:245. [PMID: 32390948 PMCID: PMC7191069 DOI: 10.3389/fendo.2020.00245] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/03/2020] [Accepted: 04/02/2020] [Indexed: 12/18/2022] Open
Abstract
The methylation levels of ZNF577 in breast tumors has been previously identified as a possible epigenetic mark of breast cancer associated with obesity. The aim of the current study was to investigate differences in methylation levels of ZNF577 depending on obesity, menopausal state and dietary pattern in blood leukocytes, a non-invasive sample. The methylation levels of ZNF577 of two CpG sites (CpGs) located in promoter and island previously identified as differentially methylated according to adiposity and menopausal state by 450 k array (cg10635122, cg03562414) were evaluated by pyrosequencing in DNA from the blood leukocytes of breast cancer patients [n = 90; n = 64 (71.1%) overweight/obesity and n = 26 (28.9%) normal-weight] and paired tumor tissue biopsies (n = 8 breast cancer patients with obesity; n = 3/5 premenopausal/postmenopausal women). Differences in methylation levels were evaluated at each CpGs individually and at the mean of the two evaluated CpGs. Adherence to the Mediterranean diet was evaluated using the MEDAS-validated questionnaire, and the consumption of food groups of interest was also evaluated using the recommended intakes of the Sociedad Española de Nutricion Comunitaria. The methylation levels of ZNF577 were correlated between paired leukocytes and breast tumor biopsies (r = 0.62; p = 0.001). Moreover, higher methylation was found in leukocytes from patients with obesity (p = 0.002) and postmenopausal patients (p = 0.022) than patients with normal-weight or premenopausal, respectively. After adjusting for the body mass index and age, higher levels of ZNF577 methylation were also found in women with greater adherence to the Mediterranean diet (p = 0.017) or specific foods. Relevantly, the methylation levels of ZNF577 showed a good ability for fish consumption detection [area under the ROC curve (AUC) = 0.72; p = 0.016]. In conclusion, the association between methylation of ZNF577 and adiposity, menopausal state, and adherence to the Mediterranean diet can be detected in the blood leukocytes. The results guarantee the need of performing further studies in longer longitudinal cohorts in order to elucidate the role of ZNF577 methylation in the association between breast cancer, adiposity and dietary patterns.
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Affiliation(s)
- Paula M. Lorenzo
- Laboratory of Epigenomics in Endocrinology and Nutrition (EpiEndoNut), Instituto de Investigacion Sanitaria de Santiago de Compostela (IDIS), Complejo Hospitalario Universitario de Santiago de Compostela (CHUS/SERGAS), Santiago de Compostela, Spain
| | - Andrea G. Izquierdo
- Laboratory of Epigenomics in Endocrinology and Nutrition (EpiEndoNut), Instituto de Investigacion Sanitaria de Santiago de Compostela (IDIS), Complejo Hospitalario Universitario de Santiago de Compostela (CHUS/SERGAS), Santiago de Compostela, Spain
- CIBER de Fisiopatologia de la Obesidad y Nutricion (CIBEOBN), Instituto de Salud Carlos III, Madrid, Spain
| | - Angel Diaz-Lagares
- Cancer Epigenetics, Translational Medical Oncology (Oncomet), Health Research Institute of Santiago (IDIS), University Clinical Hospital of Santiago (CHUS/SERGAS), Santiago de Compostela, Spain
- CIBER de Oncologia (CIBERONC), Instituto de Salud Carlos III, Madrid, Spain
| | - Marcos C. Carreira
- CIBER de Fisiopatologia de la Obesidad y Nutricion (CIBEOBN), Instituto de Salud Carlos III, Madrid, Spain
- Laboratory of Molecular and Cellular Endocrinology, Instituto de Investigacion Sanitaria de Santiago de Compostela (IDIS), Complejo Hospitalario Universitario de Santiago de Compostela (CHUS/SERGAS) and Santiago de Compostela University (USC), Santiago de Compostela, Spain
| | - Manuel Macias-Gonzalez
- CIBER de Fisiopatologia de la Obesidad y Nutricion (CIBEOBN), Instituto de Salud Carlos III, Madrid, Spain
- Department of Endocrinology and Nutrition, Virgen de la Victoria University Hospital, University of Malaga (IBIMA) and CIBEROBN, Málaga, Spain
| | - Juan Sandoval
- Biomarkers and Precision Medicine Unit and Epigenomics Core Facility, Health Research Institute La Fe, Valencia, Spain
| | - Juan Cueva
- Translational Medical Oncology (Oncomet), Health Research Institute of Santiago (IDIS), University Clinical Hospital of Santiago (CHUS/SERGAS), Santiago de Compostela, Spain
| | - Rafael Lopez-Lopez
- CIBER de Oncologia (CIBERONC), Instituto de Salud Carlos III, Madrid, Spain
- Translational Medical Oncology (Oncomet), Health Research Institute of Santiago (IDIS), University Clinical Hospital of Santiago (CHUS/SERGAS), Santiago de Compostela, Spain
| | - Felipe F. Casanueva
- CIBER de Fisiopatologia de la Obesidad y Nutricion (CIBEOBN), Instituto de Salud Carlos III, Madrid, Spain
- Laboratory of Molecular and Cellular Endocrinology, Instituto de Investigacion Sanitaria de Santiago de Compostela (IDIS), Complejo Hospitalario Universitario de Santiago de Compostela (CHUS/SERGAS) and Santiago de Compostela University (USC), Santiago de Compostela, Spain
| | - Ana B. Crujeiras
- Laboratory of Epigenomics in Endocrinology and Nutrition (EpiEndoNut), Instituto de Investigacion Sanitaria de Santiago de Compostela (IDIS), Complejo Hospitalario Universitario de Santiago de Compostela (CHUS/SERGAS), Santiago de Compostela, Spain
- CIBER de Fisiopatologia de la Obesidad y Nutricion (CIBEOBN), Instituto de Salud Carlos III, Madrid, Spain
- *Correspondence: Ana B. Crujeiras
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9
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Villalba M, Redin E, Exposito F, Pajares MJ, Sainz C, Hervas D, Guruceaga E, Diaz-Lagares A, Cirauqui C, Redrado M, Valencia K, de Andrea C, Jantus-Lewintre E, Camps C, Lopez-Lopez R, Lahoz A, Montuenga L, Pio R, Sandoval J, Calvo A. Identification of a novel synthetic lethal vulnerability in non-small cell lung cancer by co-targeting TMPRSS4 and DDR1. Sci Rep 2019; 9:15400. [PMID: 31659178 PMCID: PMC6817908 DOI: 10.1038/s41598-019-51066-3] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2019] [Accepted: 07/29/2019] [Indexed: 12/23/2022] Open
Abstract
Finding novel targets in non-small cell lung cancer (NSCLC) is highly needed and identification of synthetic lethality between two genes is a new approach to target NSCLC. We previously found that TMPRSS4 promotes NSCLC growth and constitutes a prognostic biomarker. Here, through large-scale analyses across 5 public databases we identified consistent co-expression between TMPRSS4 and DDR1. Similar to TMPRSS4, DDR1 promoter was hypomethylated in NSCLC in 3 independent cohorts and hypomethylation was an independent prognostic factor of disease-free survival. Treatment with 5-azacitidine increased DDR1 levels in cell lines, suggesting an epigenetic regulation. Cells lacking TMPRSS4 were highly sensitive to the cytotoxic effect of the DDR1 inhibitor dasatinib. TMPRSS4/DDR1 double knock-down (KD) cells, but not single KD cells suffered a G0/G1 cell cycle arrest with loss of E2F1 and cyclins A and B, increased p21 levels and a larger number of cells in apoptosis. Moreover, double KD cells were highly sensitized to cisplatin, which caused massive apoptosis (~40%). In vivo studies demonstrated tumor regression in double KD-injected mice. In conclusion, we have identified a novel vulnerability in NSCLC resulting from a synthetic lethal interaction between DDR1 and TMPRSS4.
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Affiliation(s)
- Maria Villalba
- IDISNA and Program in Solid Tumors, Center for Applied Medical Research (CIMA), University of Navarra, Pamplona, Spain.,Department of Pathology, Anatomy and Physiology, School of Medicine, University of Navarra, Pamplona, Spain.,CIBERONC, ISC-III, Madrid, Spain
| | - Esther Redin
- IDISNA and Program in Solid Tumors, Center for Applied Medical Research (CIMA), University of Navarra, Pamplona, Spain.,Department of Pathology, Anatomy and Physiology, School of Medicine, University of Navarra, Pamplona, Spain
| | - Francisco Exposito
- IDISNA and Program in Solid Tumors, Center for Applied Medical Research (CIMA), University of Navarra, Pamplona, Spain.,Department of Pathology, Anatomy and Physiology, School of Medicine, University of Navarra, Pamplona, Spain.,CIBERONC, ISC-III, Madrid, Spain
| | - Maria Jose Pajares
- IDISNA and Program in Solid Tumors, Center for Applied Medical Research (CIMA), University of Navarra, Pamplona, Spain.,Department of Pathology, Anatomy and Physiology, School of Medicine, University of Navarra, Pamplona, Spain.,CIBERONC, ISC-III, Madrid, Spain
| | - Cristina Sainz
- IDISNA and Program in Solid Tumors, Center for Applied Medical Research (CIMA), University of Navarra, Pamplona, Spain
| | - David Hervas
- Data Science, Bioestatistics and Bioinformatics, Health Research Institute La Fe, Valencia, Spain
| | - Elizabeth Guruceaga
- Bioinformatics Platform, Center for Applied Medical Research (CIMA), University of Navarra, Pamplona, Spain
| | - Angel Diaz-Lagares
- CIBERONC, ISC-III, Madrid, Spain.,Translational Medical Oncology (Oncomet), Health Research Institute of Santiago (IDIS), University Clinical Hospital of Santiago (CHUS), Santiago de Compostela, Spain
| | - Cristina Cirauqui
- IDISNA and Program in Solid Tumors, Center for Applied Medical Research (CIMA), University of Navarra, Pamplona, Spain
| | - Miriam Redrado
- IDISNA and Program in Solid Tumors, Center for Applied Medical Research (CIMA), University of Navarra, Pamplona, Spain
| | - Karmele Valencia
- IDISNA and Program in Solid Tumors, Center for Applied Medical Research (CIMA), University of Navarra, Pamplona, Spain.,CIBERONC, ISC-III, Madrid, Spain.,Department of Biochemistry and Genetics, School of Science, University of Navarra, Pamplona, Spain
| | - Carlos de Andrea
- IDISNA and Program in Solid Tumors, Center for Applied Medical Research (CIMA), University of Navarra, Pamplona, Spain.,Department of Pathology, Anatomy and Physiology, School of Medicine, University of Navarra, Pamplona, Spain.,CIBERONC, ISC-III, Madrid, Spain
| | - Eloisa Jantus-Lewintre
- CIBERONC, ISC-III, Madrid, Spain.,Molecular Oncology Laboratory, General University Hospital Research Foundation, Valencia, Spain.,Department of Biotechnology, Universitat Politecnica de Valencia, Valencia, Spain
| | - Carlos Camps
- CIBERONC, ISC-III, Madrid, Spain.,Molecular Oncology Laboratory, General University Hospital Research Foundation, Valencia, Spain.,Department of Medicine Universitat de Valencia, Valencia, Spain
| | - Rafael Lopez-Lopez
- CIBERONC, ISC-III, Madrid, Spain.,Translational Medical Oncology (Oncomet), Health Research Institute of Santiago (IDIS), University Clinical Hospital of Santiago (CHUS), Santiago de Compostela, Spain
| | - Agustin Lahoz
- Biomarkers and Precision Medicine Unit, Health Research Institute la Fe, Valencia, Spain
| | - Luis Montuenga
- IDISNA and Program in Solid Tumors, Center for Applied Medical Research (CIMA), University of Navarra, Pamplona, Spain.,Department of Pathology, Anatomy and Physiology, School of Medicine, University of Navarra, Pamplona, Spain.,CIBERONC, ISC-III, Madrid, Spain
| | - Ruben Pio
- IDISNA and Program in Solid Tumors, Center for Applied Medical Research (CIMA), University of Navarra, Pamplona, Spain.,CIBERONC, ISC-III, Madrid, Spain.,Department of Biochemistry and Genetics, School of Science, University of Navarra, Pamplona, Spain
| | - Juan Sandoval
- Biomarkers and Precision Medicine Unit, Health Research Institute la Fe, Valencia, Spain.
| | - Alfonso Calvo
- IDISNA and Program in Solid Tumors, Center for Applied Medical Research (CIMA), University of Navarra, Pamplona, Spain. .,Department of Pathology, Anatomy and Physiology, School of Medicine, University of Navarra, Pamplona, Spain. .,CIBERONC, ISC-III, Madrid, Spain.
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10
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Redin E, Villalba M, Exposito F, Pajares M, Sainz C, Hervas D, Guruceaga E, Diaz-Lagares A, Cirauqui C, Redrado M, De Andrea C, Jantus E, Camps C, López R, Lahoz A, Montuenga L, Pio R, Sandoval J, Calvo A. P2.03-38 Identification of a Novel Synthetic Lethal Vulnerability in Non-Small Cell Lung Cancer by Co-Targeting TMPRSS4 and DDR1. J Thorac Oncol 2019. [DOI: 10.1016/j.jtho.2019.08.1485] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
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11
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Gómez-Miragaya J, Morán S, Calleja-Cervantes ME, Collado-Sole A, Paré L, Gómez A, Serra V, Dobrolecki LE, Lewis MT, Diaz-Lagares A, Eroles P, Prat A, Esteller M, González-Suárez E. The Altered Transcriptome and DNA Methylation Profiles of Docetaxel Resistance in Breast Cancer PDX Models. Mol Cancer Res 2019; 17:2063-2076. [PMID: 31320385 DOI: 10.1158/1541-7786.mcr-19-0040] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2019] [Revised: 06/05/2019] [Accepted: 07/10/2019] [Indexed: 11/16/2022]
Abstract
Taxanes are standard therapy in clinical practice for metastatic breast cancer; however, primary or acquired chemoresistance are a common cause of mortality. Breast cancer patient-derived xenografts (PDX) are powerful tools for the study of cancer biology and drug treatment response. Specific DNA methylation patterns have been associated to different breast cancer subtypes but its association with chemoresistance remains unstudied. Aiming to elucidate docetaxel resistance mechanisms, we performed genome-wide DNA methylation in breast cancer PDX models, including luminal and triple-negative breast cancer (TNBC) models sensitive to docetaxel, their matched models after emergence of chemoresistance and residual disease after short-term docetaxel treatment. We found that DNA methylation profiles from breast cancer PDX models maintain the subtype-specific methylation patterns of clinical samples. Two main DNA methylation clusters were found in TNBC PDX and remain stable during the emergence of docetaxel resistance; however, some genes/pathways were differentially methylated according to docetaxel response. A DNA methylation signature of resistance able to segregate TNBC based on chemotherapy response was identified. Transcriptomic profiling of selected sensitive/resistant pairs and integrative analysis with methylation data demonstrated correlation between some differentially methylated and expressed genes in docetaxel-resistant TNBC PDX models. Multiple gene expression changes were found after the emergence of docetaxel resistance in TNBC. DNA methylation and transcriptional changes identified between docetaxel-sensitive and -resistant TNBC PDX models or residual disease may have predictive value for chemotherapy response in TNBC. IMPLICATIONS: Subtype-specific DNA methylation patterns are maintained in breast cancer PDX models. While no global methylation changes were found, we uncovered differentially DNA methylated and expressed genes/pathways associated with the emergence of docetaxel resistance in TNBC.
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Affiliation(s)
- Jorge Gómez-Miragaya
- Cancer Epigenetics and Biology Program (PEBC), Bellvitge Biomedical Research Institute (IDIBELL), Barcelona, Spain
| | - Sebastián Morán
- Cancer Epigenetics and Biology Program (PEBC), Bellvitge Biomedical Research Institute (IDIBELL), Barcelona, Spain
| | | | - Alejandro Collado-Sole
- Cancer Epigenetics and Biology Program (PEBC), Bellvitge Biomedical Research Institute (IDIBELL), Barcelona, Spain
| | - Laia Paré
- Translational Genomics and Targeted Therapeutics in Solid Tumors, August Pi i Sunyer Biomedical Research Institute (IDIBAPS), Barcelona, Spain
| | - Antonio Gómez
- Cancer Epigenetics and Biology Program (PEBC), Bellvitge Biomedical Research Institute (IDIBELL), Barcelona, Spain
| | - Violeta Serra
- Preclinical Research Program, Vall d'Hebron Institute of Oncology (VHIO), Barcelona, Spain
| | - Lacey E Dobrolecki
- Departments of Molecular and Cellular Biology and Radiology, The Lester and Sue Smith Breast Center, Baylor College of Medicine, Houston, Texas
| | - Michael T Lewis
- Departments of Molecular and Cellular Biology and Radiology, The Lester and Sue Smith Breast Center, Baylor College of Medicine, Houston, Texas
| | - Angel Diaz-Lagares
- Cancer Epigenetics and Biology Program (PEBC), Bellvitge Biomedical Research Institute (IDIBELL), Barcelona, Spain.,Cancer Epigenomics, Translational Medical Oncology (Oncomet), Health Research Institute of Santiago (IDIS), University Clinical Hospital of Santiago (CHUS/SERGAS), CIBERONC, Santiago de Compostela, Spain
| | - Pilar Eroles
- Biomedical Research Institute (INCLIVA), Valencia, Spain. CIBERONC, Spain
| | - Aleix Prat
- Translational Genomics and Targeted Therapeutics in Solid Tumors, August Pi i Sunyer Biomedical Research Institute (IDIBAPS), Barcelona, Spain
| | - Manel Esteller
- Cancer Epigenetics and Biology Program (PEBC), Bellvitge Biomedical Research Institute (IDIBELL), Barcelona, Spain.,Department of Physiological Sciences II, School of Medicine, University of Barcelona, Barcelona, Spain.,Josep Carreras Leukaemia Research Institute, Barcelona, Spain.,Institució Catalana de Recerca i Estudis Avançats (ICREA), Barcelona, Spain
| | - Eva González-Suárez
- Cancer Epigenetics and Biology Program (PEBC), Bellvitge Biomedical Research Institute (IDIBELL), Barcelona, Spain.
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12
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Nicoletti CF, Pinhel MAS, Diaz-Lagares A, Casanueva FF, Jácome A, Pinhanelli VC, de Oliveira BAP, Crujeiras AB, Nonino CB. DNA methylation screening after roux-en Y gastric bypass reveals the epigenetic signature stems from genes related to the surgery per se. BMC Med Genomics 2019; 12:72. [PMID: 31133015 PMCID: PMC6537208 DOI: 10.1186/s12920-019-0522-7] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2018] [Accepted: 05/07/2019] [Indexed: 12/12/2022] Open
Abstract
Background/objectives Obesity has been associated with gene methylation regulation. Recent studies have shown that epigenetic signature plays a role in metabolic homeostasis after Roux-en Y gastric bypass (RYGB). To conduct a genome-wide epigenetic analysis in peripheral blood to investigate whether epigenetic changes following RYGB stem from weight loss or the surgical procedure per se. Subjects/methods By means of the Infinium Human Methylation 450 BeadChip array, global methylation was analyzed in blood of 24 severely obese women before and 6 months after RYGB and in 24 normal-weight women (controls). Results In blood cells, nine DMCpG sites showed low methylation levels before surgery, methylation levels increased after RYGB and neared the levels measured in the controls. Additionally, 44 CpG sites associated with the Wnt and p53 signaling pathways were always differently methylated in the severely obese patients as compared to the controls and were not influenced by RYGB. Finally, 1638 CpG sites related to inflammation, angiogenesis, and apoptosis presented distinct methylation in the post-surgery patients as compared to the controls. Conclusion Bariatric surgery per se acts on CpGs related to inflammation, angiogenesis, and endothelin-signaling. However, the gene cluster associated with obesity remains unchanged, suggesting that weight loss 6 months after RYGB surgery cannot promote this effect. Graphical abstract ![]()
Electronic supplementary material The online version of this article (10.1186/s12920-019-0522-7) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- C F Nicoletti
- Laboratory of Nutrigenomics Studies, Department of Internal Medicine, Ribeirão Preto Medical School, University of Sao Paulo, Sao Paulo, Brazil
| | - M A S Pinhel
- Laboratory of Nutrigenomics Studies, Department of Internal Medicine, Ribeirão Preto Medical School, University of Sao Paulo, Sao Paulo, Brazil
| | - A Diaz-Lagares
- Cancer Epigenomics, Translational Medical Oncology (Oncomet), Health Research Institute of Santiago (IDIS), University Clinical Hospital of Santiago (CHUS/SERGAS), Santiago de Compostela, Spain.,Centro de Investigacion Biomedica en Red Cancer (CIBERONC), Madrid, Spain
| | - F F Casanueva
- Epigenomics in Endocrinology and Nutrition, Health Research Institute of Santiago (IDIS), University Clinical Hospital of Santiago (CHUS/SERGAS) and Santiago de Compostela University (USC), Santiago de Compostela, Spain.,CIBER Fisiopatologia de la Obesidad y Nutricion (CIBERobn), Madrid, Spain
| | - A Jácome
- Department of Mathematics, MODES group, CITIC, Universidade da Coruña, Faculty of Science, A Coruña, Spain
| | - V C Pinhanelli
- Laboratory of Nutrigenomics Studies, Department of Internal Medicine, Ribeirão Preto Medical School, University of Sao Paulo, Sao Paulo, Brazil
| | - B A P de Oliveira
- Laboratory of Nutrigenomics Studies, Department of Internal Medicine, Ribeirão Preto Medical School, University of Sao Paulo, Sao Paulo, Brazil
| | - A B Crujeiras
- Epigenomics in Endocrinology and Nutrition, Health Research Institute of Santiago (IDIS), University Clinical Hospital of Santiago (CHUS/SERGAS) and Santiago de Compostela University (USC), Santiago de Compostela, Spain. .,CIBER Fisiopatologia de la Obesidad y Nutricion (CIBERobn), Madrid, Spain.
| | - C B Nonino
- Laboratory of Nutrigenomics Studies, Department of Internal Medicine, Ribeirão Preto Medical School, University of Sao Paulo, Sao Paulo, Brazil.
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13
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Pineda B, Diaz-Lagares A, Pérez-Fidalgo JA, Burgués O, González-Barrallo I, Crujeiras AB, Sandoval J, Esteller M, Lluch A, Eroles P. A two-gene epigenetic signature for the prediction of response to neoadjuvant chemotherapy in triple-negative breast cancer patients. Clin Epigenetics 2019; 11:33. [PMID: 30786922 PMCID: PMC6381754 DOI: 10.1186/s13148-019-0626-0] [Citation(s) in RCA: 29] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2018] [Accepted: 01/31/2019] [Indexed: 01/14/2023] Open
Abstract
Background Pathological complete response (pCR) after neoadjuvant chemotherapy (NAC) in triple-negative breast cancer (TNBC) varies between 30 and 40% approximately. To provide further insight into the prediction of pCR, we evaluated the role of an epigenetic methylation-based signature. Methods Epigenetic assessment of DNA extracted from biopsy archived samples previous to NAC from TNBC patients was performed. Patients included were categorized according to previous response to NAC in responder (pCR or residual cancer burden, RCB = 0) or non-responder (non-pCR or RCB > 0) patients. A methyloma study was performed in a discovery cohort by the Infinium HumanMethylation450 BeadChip (450K array) from Illumina. The epigenetic silencing of those methylated genes in the discovery cohort were validated by bisulfite pyrosequencing (PyroMark Q96 System version 2.0.6, Qiagen) and qRT-PCR in an independent cohort of TN patients and in TN cell lines. Results Twenty-four and 30 patients were included in the discovery and validation cohorts, respectively. In the discovery cohort, nine genes were differentially methylated: six presented higher methylation in non-responder patients (LOC641519, LEF1, HOXA5, EVC2, TLX3, CDKL2) and three greater methylation in responder patients (FERD3L, CHL1, and TRIP10). After validation, a two-gene (FER3L and TRIP10) epigenetic score predicted RCB = 0 with an area under the ROC curve (AUC) = 0.905 (95% CI = 0.805–1.000). Patients with a positive epigenetic two-gene score showed 78.6% RCB = 0 versus only 10.7% RCB = 0 if signature were negative. Conclusions These results suggest that pCR in TNBC could be accurately predicted with an epigenetic signature of FERD3L and TRIP10 genes. Further prospective validation of these findings is warranted. Electronic supplementary material The online version of this article (10.1186/s13148-019-0626-0) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Begoña Pineda
- Biomedical Research Institute (INCLIVA), Valencia, Spain.,Department of Physiology, Faculty of Medicine, University of Valencia, Valencia, Spain.,Centro de Investigacion Biomedica en Red Cancer (CIBERONC), Madrid, Spain
| | - Angel Diaz-Lagares
- Centro de Investigacion Biomedica en Red Cancer (CIBERONC), Madrid, Spain.,Cancer Epigenetics and Biology Program (PEBC), Bellvitge Biomedical Research Institute (IDIBELL), Barcelona, Spain.,Present Address: Cancer Epigenomics, Translational Medical Oncology (Oncomet), Health Research Institute of Santiago (IDIS), University Clinical Hospital of Santiago (CHUS/SERGAS), CIBERONC, Santiago de Compostela, Spain
| | - José Alejandro Pérez-Fidalgo
- Biomedical Research Institute (INCLIVA), Valencia, Spain.,Centro de Investigacion Biomedica en Red Cancer (CIBERONC), Madrid, Spain.,Oncology Department, Hospital Clínico Universitario de Valencia, Valencia, Spain
| | - Octavio Burgués
- Biomedical Research Institute (INCLIVA), Valencia, Spain.,Centro de Investigacion Biomedica en Red Cancer (CIBERONC), Madrid, Spain.,Pathology Department, Hospital Clínico Universitario de Valencia, Valencia, Spain
| | | | - Ana B Crujeiras
- Cancer Epigenetics and Biology Program (PEBC), Bellvitge Biomedical Research Institute (IDIBELL), Barcelona, Spain.,Present Address: Laboratory of Epigenomics in Endocrinology and Nutrition, Instituto de Investigacion Sanitaria (IDIS), Complejo Hospitalario Universitario de Santiago (CHUS), Santiago de Compostela University (USC) and CIBER Fisiopatologia de la Obesidad y Nutricion (CIBERobn), Madrid, Spain
| | - Juan Sandoval
- Cancer Epigenetics and Biology Program (PEBC), Bellvitge Biomedical Research Institute (IDIBELL), Barcelona, Spain.,Biomarkers and Precision Medicne Unit (UByMP), Instituto de Investigación Sanitaria La Fe (IISLaFeValencia), Valencia, Spain
| | - Manel Esteller
- Centro de Investigacion Biomedica en Red Cancer (CIBERONC), Madrid, Spain.,Cancer Epigenetics and Biology Program (PEBC), Bellvitge Biomedical Research Institute (IDIBELL), Barcelona, Spain.,Physiological Sciences Department, School of Medicine and Health Sciences, University of Barcelona (UB), Barcelona, Spain.,Institució Catalana de Recerca i Estudis Avançats (ICREA), Barcelona, Catalonia, Spain.,Institució Catalana de Recerca i Estudis Avançats (ICREA), Badalona, Barcelona, Catalonia, Spain
| | - Ana Lluch
- Biomedical Research Institute (INCLIVA), Valencia, Spain.,Centro de Investigacion Biomedica en Red Cancer (CIBERONC), Madrid, Spain.,Oncology Department, Hospital Clínico Universitario de Valencia, Valencia, Spain
| | - Pilar Eroles
- Biomedical Research Institute (INCLIVA), Valencia, Spain. .,Centro de Investigacion Biomedica en Red Cancer (CIBERONC), Madrid, Spain. .,COST action, CA15204, Brussels, Belgium.
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14
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Rabionet R, Garcia-Valero M, Sandoval J, Hervas D, Diaz-Lagares A, Escaramis G, Espinet B, Puiggros A, Gomez-Llonin A, Garcia-Muret MP, Estrach T, Servitje O, Muniesa C, Lopez-Lerma I, Pujol RM, Gallardo F. Methylation analysis in Sézary syndrome and integration of exome and transcriptome data. Eur J Cancer 2018. [DOI: 10.1016/j.ejca.2018.07.177] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022]
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15
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Crujeiras AB, Pissios P, Moreno-Navarrete JM, Diaz-Lagares A, Sandoval J, Gomez A, Ricart W, Esteller M, Casanueva FF, Fernandez-Real JM. An Epigenetic Signature in Adipose Tissue Is Linked to Nicotinamide N-Methyltransferase Gene Expression. Mol Nutr Food Res 2018; 62:e1700933. [PMID: 29688621 DOI: 10.1002/mnfr.201700933] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2017] [Revised: 03/19/2018] [Indexed: 01/24/2023]
Abstract
SCOPE The enzyme nicotinamide N-methyltransferase (NNMT) is a major methyltransferase in adipose tissue. We hypothesized an epigenetic signature in association with NNMT gene expression in adipose tissue. METHODS AND RESULTS The global human methylome was analyzed in visceral adipose tissue (VAT) from morbidly obese patients using the Infinium Human Methylation 450 BeadChip array (discovery cohort: n = 11). The findings were confirmed in two additional independent cohorts (cohort 1: n = 60; BMI 20-60 kg m-2 and cohort 2: n = 40; BMI > 40 kg m-2 ) and validated after weight loss (using microarray data). Among the genes associated with the largest methylation fold change were genes related to metabolic processes, proliferation, inflammation, and extracellular matrix remodeling, such as COL23A1, PLEC1, FBXO21, STEAP3, RGS12, IGDCC3, FOXK2, and ORAI2. In fact, the results showed 577 differentially methylated CpG sites (DMCpGs) associated with the NNMT expression levels, with low methylation levels paralleling high NNMT expression. The expression of FBXO21 and FOXK2 was specifically modified after weight loss concomitantly with a decrease in NNMT expression and inflammation-related genes. Interestingly, the adipose tissue NNMT gene expression correlated with markers of adipose tissue inflammation. CONCLUSIONS The expression of NNMT in VAT is associated with a specific methylome signature involving genes linked to adipose tissue metabolic pathophysiology.
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Affiliation(s)
- Ana B Crujeiras
- Laboratory of Molecular and Cellular Endocrinology, Instituto de Investigación Sanitaria (IDIS), Complejo Hospitalario Universitario de Santiago (CHUS/SERGAS) and Santiago de Compostela University (USC), Santiago de Compostela 15706, Spain, CIBER Fisiopatología de la Obesidad y Nutrición (CIBERobn), Madrid, 28029, Spain
| | - Pavlos Pissios
- Division of Endocrinology, Diabetes, and Metabolism, Beth Israel Deaconess Medical Center, Boston, MA, 02215, USA
| | - Jose M Moreno-Navarrete
- Department of Diabetes, Endocrinology and Nutrition, Institut d'Investigació Biomèdica de Girona, Girona, 77190 Spain, CIBER Fisiopatología de la Obesidad y Nutrición (CIBERobn), Madrid, 28029, Spain
| | - Angel Diaz-Lagares
- Translational Medical Oncology (Oncomet), Instituto de Investigación Sanitaria (IDIS), Complejo Hospitalario Universitario de Santiago (CHUS/SERGAS) and CIBERonc, Santiago de Compostela, 15706, Spain
| | - Juan Sandoval
- Laboratory of Personalized Medicine, Epigenomics Unit, Medical Research Institute La Fe, Valencia, 46026, Spain
| | - Antonio Gomez
- Cancer Epigenetics and Biology Program, Bellvitge Biomedical Research Institute (IDIBELL), L'Hospitalet, Catalonia, 08908, Spain
| | - Wilfredo Ricart
- Department of Diabetes, Endocrinology and Nutrition, Institut d'Investigació Biomèdica de Girona, Girona, 77190 Spain, CIBER Fisiopatología de la Obesidad y Nutrición (CIBERobn), Madrid, 28029, Spain
| | - Manel Esteller
- Cancer Epigenetics and Biology Program, Bellvitge Biomedical Research Institute (IDIBELL), L'Hospitalet, Catalonia 08908, Spain, Institucio Catalana de Recerca i Estudis Avançats (ICREA), Passeig de Lluís Companys, 23, Barcelona, 08010, Spain
| | - Felipe F Casanueva
- Laboratory of Molecular and Cellular Endocrinology, Instituto de Investigación Sanitaria (IDIS), Complejo Hospitalario Universitario de Santiago (CHUS/SERGAS) and Santiago de Compostela University (USC), Santiago de Compostela 15706, Spain, CIBER Fisiopatología de la Obesidad y Nutrición (CIBERobn), Madrid, 28029, Spain
| | - Jose M Fernandez-Real
- Department of Diabetes, Endocrinology and Nutrition, Institut d'Investigació Biomèdica de Girona, Girona, 77190 Spain, CIBER Fisiopatología de la Obesidad y Nutrición (CIBERobn), Madrid, 28029, Spain
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16
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Villalba M, Diaz-Lagares A, Redrado M, de Aberasturi AL, Segura V, Bodegas ME, Pajares MJ, Pio R, Freire J, Gomez-Roman J, Montuenga LM, Esteller M, Sandoval J, Calvo A. Epigenetic alterations leading to TMPRSS4 promoter hypomethylation and protein overexpression predict poor prognosis in squamous lung cancer patients. Oncotarget 2017; 7:22752-69. [PMID: 26989022 PMCID: PMC5008398 DOI: 10.18632/oncotarget.8045] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2015] [Accepted: 02/18/2016] [Indexed: 01/09/2023] Open
Abstract
Non-small cell lung cancer (NSCLC) is the leading cause of cancer-related death worldwide, which highlights the need of innovative therapeutic options. Although targeted therapies can be successfully used in a subset of patients with lung adenocarcinomas (ADC), they are not appropriate for patients with squamous cell carcinomas (SCC). In addition, there is an unmet need for the identification of prognostic biomarkers that can select patients at risk of relapse in early stages. Here, we have used several cohorts of NSCLC patients to analyze the prognostic value of both protein expression and DNA promoter methylation status of the prometastatic serine protease TMPRSS4. Moreover, expression and promoter methylation was evaluated in a panel of 46 lung cancer cell lines. We have demonstrated that a high TMPRSS4 expression is an independent prognostic factor in SCC. Similarly, aberrant hypomethylation in tumors, which correlates with high TMPRSS4 expression, is an independent prognostic predictor in SCC. The inverse correlation between expression and methylation status was also observed in cell lines. In vitro studies showed that treatment of cells lacking TMPRSS4 expression with a demethylating agent significantly increased TMPRSS4 levels. In conclusion, TMPRSS4 is a novel independent prognostic biomarker regulated by epigenetic changes in SCC and a potential therapeutic target in this tumor type, where targeted therapy is still underdeveloped.
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Affiliation(s)
- Maria Villalba
- Department of Histology and Pathology, School of Medicine, University of Navarra, Pamplona, Navarra, Spain.,IDISNA and Program in Solid Tumors and Biomarkers, Center for Applied Medical Research (CIMA), University of Navarra, Pamplona, Navarra, Spain
| | - Angel Diaz-Lagares
- Cancer Epigenetics and Biology Program (PEBC), Bellvitge Biomedical Research Institute (IDIBELL), L'Hospitalet, Catalonia, Spain
| | - Miriam Redrado
- IDISNA and Program in Solid Tumors and Biomarkers, Center for Applied Medical Research (CIMA), University of Navarra, Pamplona, Navarra, Spain
| | - Arrate L de Aberasturi
- Department of Histology and Pathology, School of Medicine, University of Navarra, Pamplona, Navarra, Spain.,IDISNA and Program in Solid Tumors and Biomarkers, Center for Applied Medical Research (CIMA), University of Navarra, Pamplona, Navarra, Spain
| | - Victor Segura
- IDISNA and Bioinformatics Unit, Center for Applied Medical Research (CIMA), University of Navarra, Pamplona, Navarra, Spain
| | - Maria Elena Bodegas
- Department of Histology and Pathology, School of Medicine, University of Navarra, Pamplona, Navarra, Spain
| | - Maria J Pajares
- Department of Histology and Pathology, School of Medicine, University of Navarra, Pamplona, Navarra, Spain.,IDISNA and Program in Solid Tumors and Biomarkers, Center for Applied Medical Research (CIMA), University of Navarra, Pamplona, Navarra, Spain
| | - Ruben Pio
- IDISNA and Program in Solid Tumors and Biomarkers, Center for Applied Medical Research (CIMA), University of Navarra, Pamplona, Navarra, Spain.,Department of Biochemistry and Genetics, School of Sciences, University of Navarra, Pamplona, Navarra, Spain
| | - Javier Freire
- Department of Pathology, University Hospital Marques de Valdecilla, IDIVAL, Santander, Spain
| | - Javier Gomez-Roman
- Department of Pathology, University Hospital Marques de Valdecilla, IDIVAL, Santander, Spain
| | - Luis M Montuenga
- Department of Histology and Pathology, School of Medicine, University of Navarra, Pamplona, Navarra, Spain.,IDISNA and Program in Solid Tumors and Biomarkers, Center for Applied Medical Research (CIMA), University of Navarra, Pamplona, Navarra, Spain
| | - Manel Esteller
- Cancer Epigenetics and Biology Program (PEBC), Bellvitge Biomedical Research Institute (IDIBELL), L'Hospitalet, Catalonia, Spain
| | - Juan Sandoval
- Department of Personalized Medicine, Epigenomics Unit, Medical Research Institute La Fe, Valencia, Spain
| | - Alfonso Calvo
- Department of Histology and Pathology, School of Medicine, University of Navarra, Pamplona, Navarra, Spain.,IDISNA and Program in Solid Tumors and Biomarkers, Center for Applied Medical Research (CIMA), University of Navarra, Pamplona, Navarra, Spain
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17
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Aznar MA, Labiano S, Diaz-Lagares A, Molina C, Garasa S, Azpilikueta A, Etxeberria I, Sanchez-Paulete AR, Korman AJ, Esteller M, Sandoval J, Melero I. CD137 (4-1BB) Costimulation Modifies DNA Methylation in CD8+ T Cell–Relevant Genes. Cancer Immunol Res 2017; 6:69-78. [DOI: 10.1158/2326-6066.cir-17-0159] [Citation(s) in RCA: 30] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2017] [Revised: 08/31/2017] [Accepted: 11/03/2017] [Indexed: 11/16/2022]
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18
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Abstract
Epigenetic deregulation is increasingly being recognized as a hallmark of cancer. Recent studies have identified many new epigenetic biomarkers, some of which are being introduced into clinical practice for diagnosis, molecular classification, prognosis or prediction of response to therapies. O-6-methylguanine-DNA methyltransferase gene is the most clinically advanced epigenetic biomarker as it predicts the response to temozolomide and carmustine in gliomas. Therefore, epigenomics may represent a novel and promising tool for precision medicine, and in particular, the detection of epigenomic biomarkers in liquid biopsies will be of great interest for monitoring diseases in patients. Of particular relevance is the identification of epigenetic biomarkers in lung cancer, one of the most prevalent and deadly types of cancer. DNA methylation of SHOX2 and RASSF1A could be used as diagnostic markers to differentiate between normal and tumor samples. MicroRNA and long noncoding RNA signatures associated with lung cancer development or tobacco smoke have also been identified. In addition to the field of biomarkers, therapeutic approaches using DNA methylation and histone deacetylation inhibitors are being tested in clinical trials for several cancer types. Moreover, new DNA editing techniques based on zinc finger and CRISPR/Cas9 technologies allow specific modification of aberrant methylation found in oncogenes or tumor suppressor genes. We envision that epigenomics will translate into the clinical field and will have an impact on lung cancer diagnosis/prognosis and treatment.
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Affiliation(s)
- Josep Mari-Alexandre
- Unit of Inherited Cardiovascular Diseases, Sudden Death and Mechanisms of Disease, Health Research Institute La Fe, Valencia, Spain
| | - Angel Diaz-Lagares
- Translational Medical Oncology (Oncomet), Health Research Institute of Santiago (IDIS), University Clinical Hospital of Santiago (CHUS), CIBERONC, Santiago de Compostela, Spain
| | - Maria Villalba
- Department of Histology and Pathology, School of Medicine, University of Navarra, Pamplona, Navarra, Spain; CIBERONC, IDISNA and Program in Solid Tumors and Biomarkers, Center for Applied Medical Research (CIMA), University of Navarra, Pamplona, Navarra, Spain
| | - Oscar Juan
- Biomarkers and Precision Medicine Unit. Health Research Institute La Fe, Valencia, Spain
| | - Ana B Crujeiras
- Laboratory of Molecular and Cellular Endocrinology, Health Research Institute of Santiago de Compostela (IDIS), Complejo Hospitalario Universitario de Santiago (CHUS) and Santiago de Compostela University (USC), Santiago de Compostela, Spain; CIBER Physiopathology of Obesity and Nutrition (CIBERobn), Madrid, Spain.
| | - Alfonso Calvo
- Department of Histology and Pathology, School of Medicine, University of Navarra, Pamplona, Navarra, Spain; CIBERONC, IDISNA and Program in Solid Tumors and Biomarkers, Center for Applied Medical Research (CIMA), University of Navarra, Pamplona, Navarra, Spain.
| | - Juan Sandoval
- Biomarkers and Precision Medicine Unit. Health Research Institute La Fe, Valencia, Spain.
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19
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Crujeiras AB, Diaz-Lagares A, Stefansson OA, Macias-Gonzalez M, Sandoval J, Cueva J, Lopez-Lopez R, Moran S, Jonasson JG, Tryggvadottir L, Olafsdottir E, Tinahones FJ, Carreira MC, Casanueva FF, Esteller M. Obesity and menopause modify the epigenomic profile of breast cancer. Endocr Relat Cancer 2017; 24:351-363. [PMID: 28442560 DOI: 10.1530/erc-16-0565] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/04/2017] [Accepted: 04/25/2017] [Indexed: 12/20/2022]
Abstract
Obesity is a high risk factor for breast cancer. This relationship could be marked by a specific methylome. The current work was aimed to explore the impact of obesity and menopausal status on variation in breast cancer methylomes. Data from Infinium 450K array-based methylomes of 64 breast tumors were coupled with information on BMI and menopausal status. Additionally, DNA methylation results were validated in 18 non-tumor and 81 tumor breast samples. Breast tumors arising in either pre- or postmenopausal women stratified by BMI or menopausal status alone were not associated with a specific DNA methylation pattern. Intriguingly, the DNA methylation pattern identified in association with the high-risk group (postmenopausal women with high BMI (>25) and premenopausal women with normal or low BMI < 25) exclusively characterized by hypermethylation of 1287 CpG sites as compared with the low-risk group. These CpG sites included the promoter region of fourteen protein-coding genes of which CpG methylation over the ZNF577 promoter region represents the top scoring associated event. In an independent cohort, the ZNF577 promoter methylation remained statistically significant in association with the high-risk group. Additionally, the impact of ZNF577 promoter methylation on mRNA expression levels was demonstrated in breast cancer cell lines after treatment with a demethylating agent (5-azacytidine). In conclusion, the epigenome of breast tumors is affected by a complex interaction between BMI and menopausal status. The ZNF577 methylation quantification is clearly relevant for the development of novel biomarkers of precision therapy in breast cancer.
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Affiliation(s)
- Ana B Crujeiras
- Cancer Epigenetics and Biology Program (PEBC)Bellvitge Biomedical Research Institute (IDIBELL), Barcelona, Catalonia, Spain
- Laboratory of Molecular and Cellular EndocrinologyInstituto de Investigación Sanitaria (IDIS), Complejo Hospitalario Universitario de Santiago (CHUS/SERGAS), Santiago de Compostela University (USC), Santiago de Compostela, Spain
- CIBER Fisiopatología de la Obesidad y Nutrición (CIBERobn)Madrid, Spain
| | - Angel Diaz-Lagares
- Cancer Epigenetics and Biology Program (PEBC)Bellvitge Biomedical Research Institute (IDIBELL), Barcelona, Catalonia, Spain
- Translational Medical Oncology Group (Oncomet)Instituto de Investigación Sanitaria (IDIS); Complejo Hospitalario Universitario de Santiago de Compostela (CHUS/SERGAS) and CIBER de Cancer (CIBERONC), Santiago de Compostela, Spain
| | - Olafur A Stefansson
- Cancer Epigenetics and Biology Program (PEBC)Bellvitge Biomedical Research Institute (IDIBELL), Barcelona, Catalonia, Spain
- Cancer Research LaboratoryFaculty of Medicine, University of Iceland, Reykjavic, Iceland
| | - Manuel Macias-Gonzalez
- CIBER Fisiopatología de la Obesidad y Nutrición (CIBERobn)Madrid, Spain
- Unidad de Gestión Clínica de Endocrinología y NutriciónInstituto de Investigación Biomédica de Málaga (IBIMA), Complejo Hospitalario de Málaga (Virgen de la Victoria), Universidad de Málaga, Málaga, Spain
| | - Juan Sandoval
- Cancer Epigenetics and Biology Program (PEBC)Bellvitge Biomedical Research Institute (IDIBELL), Barcelona, Catalonia, Spain
| | - Juan Cueva
- Translational Medical Oncology Group (Oncomet)Instituto de Investigación Sanitaria (IDIS); Complejo Hospitalario Universitario de Santiago de Compostela (CHUS/SERGAS) and CIBER de Cancer (CIBERONC), Santiago de Compostela, Spain
| | - Rafael Lopez-Lopez
- Translational Medical Oncology Group (Oncomet)Instituto de Investigación Sanitaria (IDIS); Complejo Hospitalario Universitario de Santiago de Compostela (CHUS/SERGAS) and CIBER de Cancer (CIBERONC), Santiago de Compostela, Spain
| | - Sebastian Moran
- Cancer Epigenetics and Biology Program (PEBC)Bellvitge Biomedical Research Institute (IDIBELL), Barcelona, Catalonia, Spain
| | - Jon G Jonasson
- Department of Pathology and the Icelandic Cancer RegistryIcelandic Cancer society and Landspitali University Hospital, Reykjavik, Iceland
| | - Laufey Tryggvadottir
- Department of Pathology and the Icelandic Cancer RegistryIcelandic Cancer society and Landspitali University Hospital, Reykjavik, Iceland
| | - Elinborg Olafsdottir
- Department of Pathology and the Icelandic Cancer RegistryIcelandic Cancer society and Landspitali University Hospital, Reykjavik, Iceland
| | - Francisco J Tinahones
- CIBER Fisiopatología de la Obesidad y Nutrición (CIBERobn)Madrid, Spain
- Unidad de Gestión Clínica de Endocrinología y NutriciónInstituto de Investigación Biomédica de Málaga (IBIMA), Complejo Hospitalario de Málaga (Virgen de la Victoria), Universidad de Málaga, Málaga, Spain
| | - Marcos C Carreira
- Laboratory of Molecular and Cellular EndocrinologyInstituto de Investigación Sanitaria (IDIS), Complejo Hospitalario Universitario de Santiago (CHUS/SERGAS), Santiago de Compostela University (USC), Santiago de Compostela, Spain
- CIBER Fisiopatología de la Obesidad y Nutrición (CIBERobn)Madrid, Spain
| | - Felipe F Casanueva
- Laboratory of Molecular and Cellular EndocrinologyInstituto de Investigación Sanitaria (IDIS), Complejo Hospitalario Universitario de Santiago (CHUS/SERGAS), Santiago de Compostela University (USC), Santiago de Compostela, Spain
- CIBER Fisiopatología de la Obesidad y Nutrición (CIBERobn)Madrid, Spain
| | - Manel Esteller
- Cancer Epigenetics and Biology Program (PEBC)Bellvitge Biomedical Research Institute (IDIBELL), Barcelona, Catalonia, Spain
- Department of Physiological Sciences IISchool of Medicine, University of Barcelona and Instituto Catalana de Recerca i Estudis Avançats (ICREA), Barcelona, Catalonia, Spain
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20
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Aznar MA, Labiano S, Diaz-Lagares A, Esteller M, Sandoval J, Melero I. Abstract 612: Methylation changes in DNA of CD8 T cells following CD137 costimulation. Cancer Res 2017. [DOI: 10.1158/1538-7445.am2017-612] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Introduction: CD137 ligation imprints long term changes in the behavior of costimulated T-cells (1). There is not a satisfactory mechanistic explanation yet.
Experimental procedures: to determine the specific DNA methylation changes occurring upon CD137 costimulation, purified human CD8+ T cells from three healthy donors were activated in vitro for 5 days with anti-CD3 monoclonal antibody and either with an anti-CD137 monoclonal antibody or its corresponding isotype (huIgG4). Activated lymphocytes were left 5 days in culture with huIL-7 without further stimulation. Such back-to-resting CD8+ lymphocytes were reestimulated with anti-CD3 for 12, 24 and 36h to validate the expression of the genes differentially methylated upon primary stimulation at mRNA and protein levels.
DNA methylation profiles of both activated and resting cell subsets were characterized with Infinium 450K DNA methylation array (Illumina). To further confirm our observations, identical experimental procedure was performed with a different anti-CD137 agonist antibody (mIgG1 isotype) in a CD8+ T-cell donor.
Differentially methylated genes between anti-CD3+anti-CD137 versus their corresponding control counterparts were validated by pyrosequencing on activated and resting CD8+ from independent group of healthy donors (n=8 for hIgG anti-CD137 and n= 11 for mIgG anti-CD137). Expression changes were confirmed by qRT-PCR and flow cytometry in activated, rested and reestimulated CD8+ lymphocytes.
Results: 853 genes were differentially methylated in hIgG4 anti-CD137-treated CD8+ T cells as compared with their controls, 52 of which were shared with mIgG1 anti-CD137-costimulated CD8+ T lymphocytes. A number of differentially methylated genes are involved in i) T cell migration, ii) T cell activation, survival and homeostasis and iii) regulation of gene expression including key T-cell transcription factors.
Conclusions: CD137 costimulation induces CD8+ T lymphocytes that are poised to respond more effectively to a second antigen exposure. These acquired functions are imprinted in the genomic DNA of the CD8+ T cells by DNA methylation changes upon CD137 co-stimulation, and involve key genes for CD8+ T cells.
References: 1.
Hendriks, J., Y. Xiao, J.W. Rossen, K.F. van der Sluijs, K. Sugamura, N. Ishii, and J. Borst, During viral infection of the respiratory tract, CD27, 4-1BB, and OX40 collectively determine formation of CD8+ memory T cells and their capacity for secondary expansion. J Immunol 2005, 175: p. 1665-76.
Citation Format: M. Angela Aznar, Sara Labiano, Angel Diaz-Lagares, Manel Esteller, Juan Sandoval, Ignacio Melero. Methylation changes in DNA of CD8 T cells following CD137 costimulation [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2017; 2017 Apr 1-5; Washington, DC. Philadelphia (PA): AACR; Cancer Res 2017;77(13 Suppl):Abstract nr 612. doi:10.1158/1538-7445.AM2017-612
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Affiliation(s)
- M. Angela Aznar
- 1Center for Appplied Medical Research University on Navarra (CIMA), Pamplona, Spain
| | - Sara Labiano
- 1Center for Appplied Medical Research University on Navarra (CIMA), Pamplona, Spain
| | | | - Manel Esteller
- 2Bellvitge Biomedical Research Institute (IDIBELL), Barcelona, Spain
| | | | - Ignacio Melero
- 1Center for Appplied Medical Research University on Navarra (CIMA), Pamplona, Spain
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Crujeiras AB, Diaz-Lagares A, Moreno-Navarrete JM, Sandoval J, Hervas D, Gomez A, Ricart W, Casanueva FF, Esteller M, Fernandez-Real JM. Genome-wide DNA methylation pattern in visceral adipose tissue differentiates insulin-resistant from insulin-sensitive obese subjects. Transl Res 2016; 178:13-24.e5. [PMID: 27477082 DOI: 10.1016/j.trsl.2016.07.002] [Citation(s) in RCA: 56] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/19/2016] [Revised: 06/30/2016] [Accepted: 07/06/2016] [Indexed: 02/06/2023]
Abstract
Elucidating the potential mechanisms involved in the detrimental effect of excess body weight on insulin action is an important priority in counteracting obesity-associated diseases. The present study aimed to disentangle the epigenetic basis of insulin resistance by performing a genome-wide epigenetic analysis in visceral adipose tissue (VAT) from morbidly obese patients depending on the insulin sensitivity evaluated by the clamp technique. The global human methylome screening performed in VAT from 7 insulin-resistant (IR) and 5 insulin-sensitive (IS) morbidly obese patients (discovery cohort) analyzed using the Infinium HumanMethylation450 BeadChip array identified 982 CpG sites able to perfectly separate the IR and IS samples. The identified sites represented 538 unique genes, 10% of which were diabetes-associated genes. The current work identified novel IR-related genes epigenetically regulated in VAT, such as COL9A1, COL11A2, CD44, MUC4, ADAM2, IGF2BP1, GATA4, TET1, ZNF714, ADCY9, TBX5, and HDACM. The gene with the largest methylation fold-change and mapped by 5 differentially methylated CpG sites located in island/shore and promoter region was ZNF714. This gene presented lower methylation levels in IR than in IS patients in association with increased transcription levels, as further reflected in a validation cohort (n = 24; 11 IR and 13 IS). This study reveals, for the first time, a potential epigenetic regulation involved in the dysregulation of VAT that could predispose patients to insulin resistance and future type 2 diabetes in morbid obesity, providing a potential therapeutic target and biomarkers for counteracting this process.
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Affiliation(s)
- A B Crujeiras
- Cancer Epigenetics and Biology Program (PEBC), Bellvitge Biomedical Research Institute (IDIBELL), L'Hospitalet, Catalonia, Spain; Laboratory of Molecular and Cellular Endocrinology, Instituto de Investigación Sanitaria (IDIS), Complejo Hospitalario Universitario de Santiago (CHUS) and Santiago de Compostela University (USC), Santiago de Compostela, Spain; CIBER Fisiopatología de la Obesidad y la Nutrición (CIBERobn), Madrid, Spain.
| | - A Diaz-Lagares
- Cancer Epigenetics and Biology Program (PEBC), Bellvitge Biomedical Research Institute (IDIBELL), L'Hospitalet, Catalonia, Spain
| | - J M Moreno-Navarrete
- Department of Diabetes, Endocrinology and Nutrition, Institut D'investigació Biomèdica De Girona (IdIBGi), Madrid, Spain; CIBER Fisiopatología de la Obesidad y la Nutrición (CIBERobn), Madrid, Spain
| | - J Sandoval
- Laboratory of Personalized Medicine, Epigenomics Unit, Medical Research Institute La Fe, Valencia, Spain
| | - D Hervas
- Biostatistics Unit, Medical Research Institute La Fe, Valencia, Spain
| | - A Gomez
- Cancer Epigenetics and Biology Program (PEBC), Bellvitge Biomedical Research Institute (IDIBELL), L'Hospitalet, Catalonia, Spain
| | - W Ricart
- Department of Diabetes, Endocrinology and Nutrition, Institut D'investigació Biomèdica De Girona (IdIBGi), Madrid, Spain; CIBER Fisiopatología de la Obesidad y la Nutrición (CIBERobn), Madrid, Spain
| | - F F Casanueva
- Laboratory of Molecular and Cellular Endocrinology, Instituto de Investigación Sanitaria (IDIS), Complejo Hospitalario Universitario de Santiago (CHUS) and Santiago de Compostela University (USC), Santiago de Compostela, Spain; CIBER Fisiopatología de la Obesidad y la Nutrición (CIBERobn), Madrid, Spain
| | - M Esteller
- Cancer Epigenetics and Biology Program (PEBC), Bellvitge Biomedical Research Institute (IDIBELL), L'Hospitalet, Catalonia, Spain; Institucio Catalana de Recerca i Estudis Avançats (ICREA), Barcelona, Catalonia, Spain; Passeig de Lluís Companys, 23, Barcelona, Catalonia, Spain
| | - J M Fernandez-Real
- Department of Diabetes, Endocrinology and Nutrition, Institut D'investigació Biomèdica De Girona (IdIBGi), Madrid, Spain; CIBER Fisiopatología de la Obesidad y la Nutrición (CIBERobn), Madrid, Spain.
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Lundqvist A, van Hoef V, Zhang X, Wennerberg E, Lorent J, Witt K, Sanz LM, Liang S, Murray S, Larsson O, Kiessling R, Mao Y, Sidhom JW, Bessell CA, Havel J, Schneck J, Chan TA, Sachsenmeier E, Woods D, Berglund A, Ramakrishnan R, Sodre A, Weber J, Zappasodi R, Li Y, Qi J, Wong P, Sirard C, Postow M, Newman W, Koon H, Velcheti V, Callahan MK, Wolchok JD, Merghoub T, Lum LG, Choi M, Thakur A, Deol A, Dyson G, Shields A, Haymaker C, Uemura M, Murthy R, James M, Wang D, Brevard J, Monaghan C, Swann S, Geib J, Cornfeld M, Chunduru S, Agrawal S, Yee C, Wargo J, Patel SP, Amaria R, Tawbi H, Glitza I, Woodman S, Hwu WJ, Davies MA, Hwu P, Overwijk WW, Bernatchez C, Diab A, Massarelli E, Segal NH, Ribrag V, Melero I, Gangadhar TC, Urba W, Schadendorf D, Ferris RL, Houot R, Morschhauser F, Logan T, Luke JJ, Sharfman W, Barlesi F, Ott PA, Mansi L, Kummar S, Salles G, Carpio C, Meier R, Krishnan S, McDonald D, Maurer M, Gu X, Neely J, Suryawanshi S, Levy R, Khushalani N, Wu J, Zhang J, Basher F, Rubinstein M, Bucsek M, Qiao G, Hembrough T, Spacek J, Vocka M, Zavadova E, Skalova H, Dundr P, Petruzelka L, Francis N, Tilman RT, Hartmann A, MacDonald C, Netikova I, Ballesteros-Merino C, Stump J, Tufman A, Berger F, Neuberger M, Hatz R, Lindner M, Sanborn RE, Handy J, Hylander B, Fox B, Bifulco C, Huber RM, Winter H, Reu S, Sun C, Xiao W, Tian Z, Arora K, Desai N, Repasky E, Kulkarni A, Rajurkar M, Rivera M, Deshpande V, Ting D, Tsai K, Nosrati A, Goldinger S, Hamid O, Algazi A, Chatterjee S, Tumeh P, Hwang J, Liu J, Chen L, Dummer R, Rosenblum M, Daud A, Tsao TS, Ashworth-Sharpe J, Johnson D, Daenthanasanmak A, Bhaumik S, Bieniarz C, Couto J, Farrell M, Ghaffari M, Habensus I, Hubbard A, Jones T, Kelly B, Kosmeder J, Chakraborty P, Lee C, Marner E, Meridew J, Polaske N, Racolta A, Uribe D, Zhang H, Zhang J, Zhang W, Zhu Y, Toth K, Morrison L, Pestic-Dragovich L, Tang L, Tsujikawa T, Borkar RN, Azimi V, Kumar S, Thibault G, Mori M, El Rassi E, Meek M, Clayburgh DR, Kulesz-Martin MF, Flint PW, Coussens LM, Villabona L, Masucci GV, Geiss G, Birditt B, Mei Q, Huang A, Garrett-Mayer E, White AM, Eagan MA, Ignacio E, Elliott N, Dunaway D, Dennis L, Warren S, Beechem J, Dunaway D, Jung J, Nishimura M, Merritt C, Sprague I, Webster P, Liang Y, Warren S, Beechem J, Wenthe J, Enblad G, Karlsson H, Essand M, Paulos C, Savoldo B, Dotti G, Höglund M, Brenner MK, Hagberg H, Loskog A, Bernett MJ, Moore GL, Hedvat M, Bonzon C, Beeson C, Chu S, Rashid R, Avery KN, Muchhal U, Desjarlais J, Hedvat M, Bernett MJ, Moore GL, Bonzon C, Rashid R, Yu X, Chu S, Avery KN, Muchhal U, Desjarlais J, Kraman M, Kmiecik K, Allen N, Faroudi M, Zimarino C, Wydro M, Mehrotra S, Doody J, Srinivasa SP, Govindappa N, Reddy P, Dubey A, Periyasamy S, Adekandi M, Dey C, Joy M, van Loo PF, Zhao F, Veninga H, Shamsili S, Throsby M, Dolstra H, Bakker L, Alva A, Gschwendt J, Loriot Y, Bellmunt J, Feng D, Evans K, Poehlein C, Powles T, Antonarakis ES, Drake CG, Wu H, Poehlein C, De Bono J, Bannerji R, Byrd J, Gregory G, Xiao C, Opat S, Shortt J, Yee AJ, Raje N, Thompson S, Balakumaran A, Kumar S, Rini BI, Choueiri TK, Mariani M, Holtzhausen A, Albiges L, Haanen JB, Atkins MB, Larkin J, Schmidinger M, Magazzù D, di Pietro A, Motzer RJ, Borch TH, Andersen R, Hanks BA, Kongsted P, Pedersen M, Nielsen M, Met Ö, Donia M, Svane IM, Boudadi K, Wang H, Vasselli J, Baughman JE, Scharping N, Wigginton J, Abdallah R, Ross A, Drake CG, Antonarakis ES, Canter RJ, Park J, Wang Z, Grossenbacher S, Luna JI, Menk AV, Withers S, Culp W, Chen M, Monjazeb A, Kent MS, Murphy WJ, Chandran S, Somerville R, Wunderlich J, Danforth D, Moreci R, Yang J, Sherry R, Klebanoff C, Goff S, Paria B, Sabesan A, Srivastava A, Rosenberg SA, Kammula U, Curti B, Whetstone R, Richards J, Faries M, Andtbacka RHI, Grose M, Shafren D, Diaz LA, Le DT, Yoshino T, André T, Bendell J, Dadey R, Koshiji M, Zhang Y, Kang SP, Lam B, Jäger D, Bauer TM, Wang JS, Lee JK, Manji GA, Kudchadkar R, Watkins S, Kauh JS, Tang S, Laing N, Falchook G, Garon EB, Halmos B, Rina H, Leighl N, Lee SS, Walsh W, Ferris R, Dragnev K, Piperdi B, Rodriguez LPA, Shinwari N, Wei Z, Gustafson MP, Maas ML, Deeds M, Armstrong A, Bornschlegl S, Delgoffe GM, Peterson T, Steinmetz S, Gastineau DA, Parney IF, Dietz AB, Herzog T, Backes FJ, Copeland L, Del Pilar Estevez Diz M, Hare TW, Peled J, Huh W, Kim BG, Moore KM, Oaknin A, Small W, Tewari KS, Monk BJ, Kamat AM, Bellmunt J, Choueiri TK, Devlin S, Nam K, De Santis M, Dreicer R, Hahn NM, Perini R, Siefker-Radtke A, Sonpavde G, de Wit R, Witjes JA, Keefe S, Staffas A, Bajorin D, Kline J, Armand P, Kuruvilla J, Moskowitz C, Hamadani M, Ribrag V, Zinzani PL, Chlosta S, Thompson S, Lumish M, Balakumaran A, Bartlett N, Kyi C, Sabado R, Saenger Y, William L, Donovan MJ, Sacris E, Mandeli J, Salazar AM, Rodriguez KP, Friedlander P, Bhardwaj N, Powderly J, Brody J, Nemunaitis J, Emens L, Luke JJ, Patnaik A, McCaffery I, Miller R, Ahr K, Laport G, Coveler AL, Smith DC, Grilley-Olson JE, Gajewski TF, Goel S, Gardai SJ, Law CL, Means G, Manley T, Perales M, Curti B, Marrone KA, Rosner G, Anagnostou V, Riemer J, Wakefield J, Zanhow C, Baylin S, Gitlitz B, Brahmer J, Giralt S, McDermott DF, Signoretti S, Li W, Schloss C, Michot JM, Armand P, Ding W, Ribrag V, Christian B, Balakumaran A, Taur Y, Marinello P, Chlosta S, Zhang Y, Shipp M, Zinzani PL, Najjar YG, Lin, Butterfield LH, Tarhini AA, Davar D, Pamer E, Zarour H, Rush E, Sander C, Kirkwood JM, Fu S, Bauer T, Molineaux C, Bennett MK, Orford KW, Papadopoulos KP, van den Brink MRM, Padda SK, Shah SA, Colevas AD, Narayanan S, Fisher GA, Supan D, Wakelee HA, Aoki R, Pegram MD, Villalobos VM, Jenq R, Liu J, Takimoto CH, Chao M, Volkmer JP, Majeti R, Weissman IL, Sikic BI, Page D, Yu W, Conlin A, Annels N, Ruzich J, Lewis S, Acheson A, Kemmer K, Perlewitz K, Moxon NM, Mellinger S, Bifulco C, Martel M, Koguchi Y, Pandha H, Fox B, Urba W, McArthur H, Pedersen M, Westergaard MCW, Borch TH, Nielsen M, Kongsted P, Juhler-Nøttrup T, Donia M, Simpson G, Svane IM, Desai J, Markman B, Sandhu S, Gan H, Friedlander ML, Tran B, Meniawy T, Lundy J, Colyer D, Mostafid H, Ameratunga M, Norris C, Yang J, Li K, Wang L, Luo L, Qin Z, Mu S, Tan X, Song J, Harrington K, Millward M, Katz MHG, Bauer TW, Varadhachary GR, Acquavella N, Merchant N, Petroni G, Slingluff CL, Rahma OE, Rini BI, Melcher A, Powles T, Chen M, Song Y, Puhlmann M, Atkins MB, Sathyanaryanan S, Hirsch HA, Shu J, Deshpande A, Khattri A, Grose M, Reeves J, Zi T, Brisson R, Harvey C, Michaelson J, Law D, Seiwert T, Shah J, Mateos MV, Matsumoto M, Davies B, Blacklock H, Rocafiguera AO, Goldschmidt H, Iida S, Yehuda DB, Ocio E, Rodríguez-Otero P, Jagannath S, Lonial S, Kher U, Au G, Marinello P, San-Miguel J, Shah J, Lonial S, de Oliveira MR, Yimer H, Mateos MV, Rifkin R, Schjesvold F, Ocio E, Karpathy R, Rodríguez-Otero P, San-Miguel J, Ghori R, Marinello P, Jagannath S, Spreafico A, Lee V, Ngan RKC, To KF, Ahn MJ, Shafren D, Ng QS, Hong RL, Lin JC, Swaby RF, Gause C, Saraf S, Chan ATC, Lam E, Tannir NM, Meric-Bernstam F, Ricca J, Vaishampayan U, Orford KW, Molineaux C, Gross M, MacKinnon A, Whiting S, Voss M, Yu EY, Wu H, Schloss C, Merghoub T, Albertini MR, Ranheim EA, Hank JA, Zuleger C, McFarland T, Collins J, Clements E, Weber S, Weigel T, Neuman H, Wolchok JD, Hartig G, Mahvi D, Henry M, Gan J, Yang R, Carmichael L, Kim K, Gillies SD, Sondel PM, Subbiah V, Zamarin D, Murthy R, Noffsinger L, Hendricks K, Bosch M, Lee JM, Lee MH, Garon EB, Goldman JW, Baratelli FE, Schaue D, Batista L, Wang G, Rosen F, Yanagawa J, Walser TC, Lin YQ, Adams S, Marincola FM, Tumeh PC, Abtin F, Suh R, Marliot F, Reckamp K, Wallace WD, Zeng G, Elashoff DA, Sharma S, Dubinett SM, Bhardwaj N, Friedlander P, Pavlick AC, Ernstoff MS, Vasaturo A, Gastman B, Hanks B, Albertini MR, Luke JJ, Keler T, Davis T, Vitale LA, Sharon E, Danaher P, Morishima C, Carpentier S, Cheever M, Fling S, Heery CR, Kim JW, Lamping E, Marte J, McMahon S, Cordes L, Fakhrejahani F, Madan R, Poggionovo C, Tsang K, Jochems C, Salazar R, Zhang M, Helwig C, Schlom J, Gulley JL, Li R, Amrhein J, Cohen Z, Frayssinet V, Champagne M, Kamat A, Aznar MA, Labiano S, Diaz-Lagares A, Esteller M, Sandoval J, Melero I, Barbee SD, Bellovin DI, Fieschi J, Timmer JC, Wondyfraw N, Johnson S, Park J, Chen A, Mkrtichyan M, Razai AS, Jones KS, Hata CY, Gonzalez D, Van den Eynde M, Deveraux Q, Eckelman BP, Borges L, Bhardwaj R, Puri RK, Suzuki A, Leland P, Joshi BH, Bartkowiak T, Jaiswal A, Pagès F, Ager C, Ai M, Budhani P, Chin R, Hong D, Curran M, Hastings WD, Pinzon-Ortiz M, Murakami M, Dobson JR, Galon J, Quinn D, Wagner JP, Rong X, Shaw P, Dammassa E, Guan W, Dranoff G, Cao A, Fulton RB, Leonardo S, Hermitte F, Fraser K, Kangas TO, Ottoson N, Bose N, Huhn RD, Graff J, Lowe J, Gorden K, Uhlik M, Vitale LA, Smith SG, O’Neill T, Widger J, Crocker A, He LZ, Weidlick J, Sundarapandiyan K, Ramakrishna V, Storey J, Thomas LJ, Goldstein J, Nguyen K, Marsh HC, Keler T, Grailer J, Gilden J, Stecha P, Garvin D, Hartnett J, Fan F, Cong M, Cheng ZJJ, Ravindranathan S, Hinner MJ, Aiba RSB, Schlosser C, Jaquin T, Allersdorfer A, Berger S, Wiedenmann A, Matschiner G, Schüler J, Moebius U, Koppolu B, Rothe C, Shane OA, Horton B, Spranger S, Gajewski TF, Moreira D, Adamus T, Zhao X, Swiderski P, Pal S, Zaharoff D, Kortylewski M, Kosmides A, Necochea K, Schneck J, Mahoney KM, Shukla SA, Patsoukis N, Chaudhri A, Pham H, Hua P, Schvartsman G, Bu X, Zhu B, Hacohen N, Wu CJ, Fritsch E, Boussiotis VA, Freeman GJ, Moran AE, Polesso F, Lukaesko L, Bassett R, Weinberg A, Rådestad E, Egevad L, Mattsson J, Sundberg B, Henningsohn L, Levitsky V, Uhlin M, Rafelson W, Reagan JL, McQuade JL, Fast L, Sasikumar P, Sudarshan N, Ramachandra R, Gowda N, Samiulla D, Chandrasekhar T, Adurthi S, Mani J, Nair R, Haydu LE, Dhudashia A, Gowda N, Ramachandra M, Sankin A, Gartrell B, Cumberbatch K, Huang H, Stern J, Schoenberg M, Zang X, Davies MA, Swanson R, Kornacker M, Evans L, Rickel E, Wolfson M, Valsesia-Wittmann S, Shekarian T, Simard F, Nailo R, Dutour A, Tawbi H, Jallas AC, Caux C, Marabelle A, Glitza I, Kline D, Chen X, Fosco D, Kline J, Overacre A, Chikina M, Brunazzi E, Shayan G, Horne W, Kolls J, Ferris RL, Delgoffe GM, Bruno TC, Workman C, Vignali D, Adusumilli PS, Ansa-Addo EA, Li Z, Gerry A, Sanderson JP, Howe K, Docta R, Gao Q, Bagg EAL, Tribble N, Maroto M, Betts G, Bath N, Melchiori L, Lowther DE, Ramachandran I, Kari G, Basu S, Binder-Scholl G, Chagin K, Pandite L, Holdich T, Amado R, Zhang H, Glod J, Bernstein D, Jakobsen B, Mackall C, Wong R, Silk JD, Adams K, Hamilton G, Bennett AD, Brett S, Jing J, Quattrini A, Saini M, Wiedermann G, Gerry A, Jakobsen B, Binder-Scholl G, Brewer J, Duong M, Lu A, Chang P, Mahendravada A, Shinners N, Slawin K, Spencer DM, Foster AE, Bayle JH, Bergamaschi C, Ng SSM, Nagy B, Jensen S, Hu X, Alicea C, Fox B, Felber B, Pavlakis G, Chacon J, Yamamoto T, Garrabrant T, Cortina L, Powell DJ, Donia M, Kjeldsen JW, Andersen R, Westergaard MCW, Bianchi V, Legut M, Attaf M, Dolton G, Szomolay B, Ott S, Lyngaa R, Hadrup SR, Sewell AK, Svane IM, Fan A, Kumai T, Celis E, Frank I, Stramer A, Blaskovich MA, Wardell S, Fardis M, Bender J, Lotze MT, Goff SL, Zacharakis N, Assadipour Y, Prickett TD, Gartner JJ, Somerville R, Black M, Xu H, Chinnasamy H, Kriley I, Lu L, Wunderlich J, Robbins PF, Rosenberg S, Feldman SA, Trebska-McGowan K, Kriley I, Malekzadeh P, Payabyab E, Sherry R, Rosenberg S, Goff SL, Gokuldass A, Blaskovich MA, Kopits C, Rabinovich B, Lotze MT, Green DS, Kamenyeva O, Zoon KC, Annunziata CM, Hammill J, Helsen C, Aarts C, Bramson J, Harada Y, Yonemitsu Y, Helsen C, Hammill J, Mwawasi K, Denisova G, Bramson J, Giri R, Jin B, Campbell T, Draper LM, Stevanovic S, Yu Z, Weissbrich B, Restifo NP, Trimble CL, Rosenberg S, Hinrichs CS, Tsang K, Fantini M, Hodge JW, Fujii R, Fernando I, Jochems C, Heery C, Gulley J, Soon-Shiong P, Schlom J, Jing W, Gershan J, Blitzer G, Weber J, McOlash L, Johnson BD, Kiany S, Gangxiong H, Kleinerman ES, Klichinsky M, Ruella M, Shestova O, Kenderian S, Kim M, Scholler J, June CH, Gill S, Moogk D, Zhong S, Yu Z, Liadi I, Rittase W, Fang V, Dougherty J, Perez-Garcia A, Osman I, Zhu C, Varadarajan N, Restifo NP, Frey A, Krogsgaard M, Landi D, Fousek K, Mukherjee M, Shree A, Joseph S, Bielamowicz K, Byrd T, Ahmed N, Hegde M, Lee S, Byrd D, Thompson J, Bhatia S, Tykodi S, Delismon J, Chu L, Abdul-Alim S, Ohanian A, DeVito AM, Riddell S, Margolin K, Magalhaes I, Mattsson J, Uhlin M, Nemoto S, Villarroel PP, Nakagawa R, Mule JJ, Mailloux AW, Mata M, Nguyen P, Gerken C, DeRenzo C, Spencer DM, Gottschalk S, Mathieu M, Pelletier S, Stagg J, Turcotte S, Minutolo N, Sharma P, Tsourkas A, Powell DJ, Mockel-Tenbrinck N, Mauer D, Drechsel K, Barth C, Freese K, Kolrep U, Schult S, Assenmacher M, Kaiser A, Mullinax J, Hall M, Le J, Kodumudi K, Royster E, Richards A, Gonzalez R, Sarnaik A, Pilon-Thomas S, Nielsen M, Krarup-Hansen A, Hovgaard D, Petersen MM, Loya AC, Junker N, Svane IM, Rivas C, Parihar R, Gottschalk S, Rooney CM, Qin H, Nguyen S, Su P, Burk C, Duncan B, Kim BH, Kohler ME, Fry T, Rao AA, Teyssier N, Pfeil J, Sgourakis N, Salama S, Haussler D, Richman SA, Nunez-Cruz S, Gershenson Z, Mourelatos Z, Barrett D, Grupp S, Milone M, Rodriguez-Garcia A, Robinson MK, Adams GP, Powell DJ, Santos J, Havunen R, Siurala M, Cervera-Carrascón V, Parviainen S, Antilla M, Hemminki A, Sethuraman J, Santiago L, Chen JQ, Dai Z, Wardell S, Bender J, Lotze MT, Sha H, Su S, Ding N, Liu B, Stevanovic S, Pasetto A, Helman SR, Gartner JJ, Prickett TD, Robbins PF, Rosenberg SA, Hinrichs CS, Bhatia S, Burgess M, Zhang H, Lee T, Klingemann H, Soon-Shiong P, Nghiem P, Kirkwood JM, Rossi JM, Sherman M, Xue A, Shen YW, Navale L, Rosenberg SA, Kochenderfer JN, Bot A, Veerapathran A, Gokuldass A, Stramer A, Sethuraman J, Blaskovich MA, Wiener D, Frank I, Santiago L, Rabinovich B, Fardis M, Bender J, Lotze MT, Waller EK, Li JM, Petersen C, Blazar BR, Li J, Giver CR, Wang Z, Grossenbacher SK, Sturgill I, Canter RJ, Murphy WJ, Zhang C, Burger MC, Jennewein L, Waldmann A, Mittelbronn M, Tonn T, Steinbach JP, Wels WS, Williams JB, Zha Y, Gajewski TF, Williams LC, Krenciute G, Kalra M, Louis C, Gottschalk S, Xin G, Schauder D, Jiang A, Joshi N, Cui W, Zeng X, Menk AV, Scharping N, Delgoffe GM, Zhao Z, Hamieh M, Eyquem J, Gunset G, Bander N, Sadelain M, Askmyr D, Abolhalaj M, Lundberg K, Greiff L, Lindstedt M, Angell HK, Kim KM, Kim ST, Kim S, Sharpe AD, Ogden J, Davenport A, Hodgson DR, Barrett C, Lee J, Kilgour E, Hanson J, Caspell R, Karulin A, Lehmann P, Ansari T, Schiller A, Sundararaman S, Lehmann P, Hanson J, Roen D, Karulin A, Lehmann P, Ayers M, Levitan D, Arreaza G, Liu F, Mogg R, Bang YJ, O’Neil B, Cristescu R, Friedlander P, Wassman K, Kyi C, Oh W, Bhardwaj N, Bornschlegl S, Gustafson MP, Gastineau DA, Parney IF, Dietz AB, Carvajal-Hausdorf D, Mani N, Velcheti V, Schalper K, Rimm D, Chang S, Levy R, Kurland J, Krishnan S, Ahlers CM, Jure-Kunkel M, Cohen L, Maecker H, Kohrt H, Chen S, Crabill G, Pritchard T, McMiller T, Pardoll D, Pan F, Topalian S, Danaher P, Warren S, Dennis L, White AM, D’Amico L, Geller M, Disis ML, Beechem J, Odunsi K, Fling S, Derakhshandeh R, Webb TJ, Dubois S, Conlon K, Bryant B, Hsu J, Beltran N, Müller J, Waldmann T, Duhen R, Duhen T, Thompson L, Montler R, Weinberg A, Kates M, Early B, Yusko E, Schreiber TH, Bivalacqua TJ, Ayers M, Lunceford J, Nebozhyn M, Murphy E, Loboda A, Kaufman DR, Albright A, Cheng J, Kang SP, Shankaran V, Piha-Paul SA, Yearley J, Seiwert T, Ribas A, McClanahan TK, Cristescu R, Mogg R, Ayers M, Albright A, Murphy E, Yearley J, Sher X, Liu XQ, Nebozhyn M, Lunceford J, Joe A, Cheng J, Plimack E, Ott PA, McClanahan TK, Loboda A, Kaufman DR, Forrest-Hay A, Guyre CA, Narumiya K, Delcommenne M, Hirsch HA, Deshpande A, Reeves J, Shu J, Zi T, Michaelson J, Law D, Trehu E, Sathyanaryanan S, Hodkinson BP, Hutnick NA, Schaffer ME, Gormley M, Hulett T, Jensen S, Ballesteros-Merino C, Dubay C, Afentoulis M, Reddy A, David L, Fox B, Jayant K, Agrawal S, Agrawal R, Jeyakumar G, Kim S, Kim H, Silski C, Suisham S, Heath E, Vaishampayan U, Vandeven N, Viller NN, O’Connor A, Chen H, Bossen B, Sievers E, Uger R, Nghiem P, Johnson L, Kao HF, Hsiao CF, Lai SC, Wang CW, Ko JY, Lou PJ, Lee TJ, Liu TW, Hong RL, Kearney SJ, Black JC, Landis BJ, Koegler S, Hirsch B, Gianani R, Kim J, He MX, Zhang B, Su N, Luo Y, Ma XJ, Park E, Kim DW, Copploa D, Kothari N, doo Chang Y, Kim R, Kim N, Lye M, Wan E, Kim N, Lye M, Wan E, Kim N, Lye M, Wan E, Knaus HA, Berglund S, Hackl H, Karp JE, Gojo I, Luznik L, Hong HS, Koch SD, Scheel B, Gnad-Vogt U, Kallen KJ, Wiegand V, Backert L, Kohlbacher O, Hoerr I, Fotin-Mleczek M, Billingsley JM, Koguchi Y, Conrad V, Miller W, Gonzalez I, Poplonski T, Meeuwsen T, Howells-Ferreira A, Rattray R, Campbell M, Bifulco C, Dubay C, Bahjat K, Curti B, Urba W, Vetsika EK, Kallergi G, Aggouraki D, Lyristi Z, Katsarlinos P, Koinis F, Georgoulias V, Kotsakis A, Martin NT, Aeffner F, Kearney SJ, Black JC, Cerkovnik L, Pratte L, Kim R, Hirsch B, Krueger J, Gianani R, Martínez-Usatorre A, Jandus C, Donda A, Carretero-Iglesia L, Speiser DE, Zehn D, Rufer N, Romero P, Panda A, Mehnert J, Hirshfield KM, Riedlinger G, Damare S, Saunders T, Sokol L, Stein M, Poplin E, Rodriguez-Rodriguez L, Silk A, Chan N, Frankel M, Kane M, Malhotra J, Aisner J, Kaufman HL, Ali S, Ross J, White E, Bhanot G, Ganesan S, Monette A, Bergeron D, Amor AB, Meunier L, Caron C, Morou A, Kaufmann D, Liberman M, Jurisica I, Mes-Masson AM, Hamzaoui K, Lapointe R, Mongan A, Ku YC, Tom W, Sun Y, Pankov A, Looney T, Au-Young J, Hyland F, Conroy J, Morrison C, Glenn S, Burgher B, Ji H, Gardner M, Mongan A, Omilian AR, Conroy J, Bshara W, Angela O, Burgher B, Ji H, Glenn S, Morrison C, Mongan A, Obeid JM, Erdag G, Smolkin ME, Deacon DH, Patterson JW, Chen L, Bullock TN, Slingluff CL, Obeid JM, Erdag G, Deacon DH, Slingluff CL, Bullock TN, Loffredo JT, Vuyyuru R, Beyer S, Spires VM, Fox M, Ehrmann JM, Taylor KA, Korman AJ, Graziano RF, Page D, Sanchez K, Ballesteros-Merino C, Martel M, Bifulco C, Urba W, Fox B, Patel SP, De Macedo MP, Qin Y, Reuben A, Spencer C, Guindani M, Bassett R, Wargo J, Racolta A, Kelly B, Jones T, Polaske N, Theiss N, Robida M, Meridew J, Habensus I, Zhang L, Pestic-Dragovich L, Tang L, Sullivan RJ, Logan T, Khushalani N, Margolin K, Koon H, Olencki T, Hutson T, Curti B, Roder J, Blackmon S, Roder H, Stewart J, Amin A, Ernstoff MS, Clark JI, Atkins MB, Kaufman HL, Sosman J, Weber J, McDermott DF, Weber J, Kluger H, Halaban R, Snzol M, Roder H, Roder J, Asmellash S, Steingrimsson A, Blackmon S, Sullivan RJ, Wang C, Roman K, Clement A, Downing S, Hoyt C, Harder N, Schmidt G, Schoenmeyer R, Brieu N, Yigitsoy M, Madonna G, Botti G, Grimaldi A, Ascierto PA, Huss R, Athelogou M, Hessel H, Harder N, Buchner A, Schmidt G, Stief C, Huss R, Binnig G, Kirchner T, Sellappan S, Thyparambil S, Schwartz S, Cecchi F, Nguyen A, Vaske C. 31st Annual Meeting and Associated Programs of the Society for Immunotherapy of Cancer (SITC 2016): part one. J Immunother Cancer 2016. [PMCID: PMC5123387 DOI: 10.1186/s40425-016-0172-7] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
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Moran S, Martínez-Cardús A, Sayols S, Musulén E, Balañá C, Estival-Gonzalez A, Moutinho C, Heyn H, Diaz-Lagares A, de Moura MC, Stella GM, Comoglio PM, Ruiz-Miró M, Matias-Guiu X, Pazo-Cid R, Antón A, Lopez-Lopez R, Soler G, Longo F, Guerra I, Fernandez S, Assenov Y, Plass C, Morales R, Carles J, Bowtell D, Mileshkin L, Sia D, Tothill R, Tabernero J, Llovet JM, Esteller M. Epigenetic profiling to classify cancer of unknown primary: a multicentre, retrospective analysis. Lancet Oncol 2016; 17:1386-1395. [PMID: 27575023 DOI: 10.1016/s1470-2045(16)30297-2] [Citation(s) in RCA: 296] [Impact Index Per Article: 37.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2016] [Revised: 06/29/2016] [Accepted: 07/01/2016] [Indexed: 12/27/2022]
Abstract
BACKGROUND Cancer of unknown primary ranks in the top ten cancer presentations and has an extremely poor prognosis. Identification of the primary tumour and development of a tailored site-specific therapy could improve the survival of these patients. We examined the feasability of using DNA methylation profiles to determine the occult original cancer in cases of cancer of unknown primary. METHODS We established a classifier of cancer type based on the microarray DNA methylation signatures (EPICUP) in a training set of 2790 tumour samples of known origin representing 38 tumour types and including 85 metastases. To validate the classifier, we used an independent set of 7691 known tumour samples from the same tumour types that included 534 metastases. We applied the developed diagnostic test to predict the tumour type of 216 well-characterised cases of cancer of unknown primary. We validated the accuracy of the predictions from the EPICUP assay using autopsy examination, follow-up for subsequent clinical detection of the primary sites months after the initial presentation, light microscopy, and comprehensive immunohistochemistry profiling. FINDINGS The tumour type classifier based on the DNA methylation profiles showed a 99·6% specificity (95% CI 99·5-99·7), 97·7% sensitivity (96·1-99·2), 88·6% positive predictive value (85·8-91·3), and 99·9% negative predictive value (99·9-100·0) in the validation set of 7691 tumours. DNA methylation profiling predicted a primary cancer of origin in 188 (87%) of 216 patients with cancer with unknown primary. Patients with EPICUP diagnoses who received a tumour type-specific therapy showed improved overall survival compared with that in patients who received empiric therapy (hazard ratio [HR] 3·24, p=0·0051 [95% CI 1·42-7·38]; log-rank p=0·0029). INTERPRETATION We show that the development of a DNA methylation based assay can significantly improve diagnoses of cancer of unknown primary and guide more precise therapies associated with better outcomes. Epigenetic profiling could be a useful approach to unmask the original primary tumour site of cancer of unknown primary cases and a step towards the improvement of the clinical management of these patients. FUNDING European Research Council (ERC), Cellex Foundation, the Institute of Health Carlos III (ISCIII), Cancer Australia, Victorian Cancer Agency, Samuel Waxman Cancer Research Foundation, the Health and Science Departments of the Generalitat de Catalunya, and Ferrer.
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Affiliation(s)
- Sebastian Moran
- Cancer Epigenetics and Biology Program (PEBC), Bellvitge Biomedical Research Institute (IDIBELL), L'Hospitalet, Barcelona, Catalonia, Spain
| | - Anna Martínez-Cardús
- Cancer Epigenetics and Biology Program (PEBC), Bellvitge Biomedical Research Institute (IDIBELL), L'Hospitalet, Barcelona, Catalonia, Spain
| | - Sergi Sayols
- Cancer Epigenetics and Biology Program (PEBC), Bellvitge Biomedical Research Institute (IDIBELL), L'Hospitalet, Barcelona, Catalonia, Spain
| | - Eva Musulén
- Department of Pathology, Hospital Universitari Germans Trias i Pujol, C/ Ctra de Canyet s/n, Badalona, Barcelona, Catalonia, Spain
| | - Carme Balañá
- Medical Oncology, Catalan Institute of Oncology (ICO), University Hospital Germans Trias i Pujol, Badalona, Barcelona, Catalonia, Spain
| | - Anna Estival-Gonzalez
- Medical Oncology, Catalan Institute of Oncology (ICO), University Hospital Germans Trias i Pujol, Badalona, Barcelona, Catalonia, Spain
| | - Cátia Moutinho
- Cancer Epigenetics and Biology Program (PEBC), Bellvitge Biomedical Research Institute (IDIBELL), L'Hospitalet, Barcelona, Catalonia, Spain
| | - Holger Heyn
- Cancer Epigenetics and Biology Program (PEBC), Bellvitge Biomedical Research Institute (IDIBELL), L'Hospitalet, Barcelona, Catalonia, Spain
| | - Angel Diaz-Lagares
- Cancer Epigenetics and Biology Program (PEBC), Bellvitge Biomedical Research Institute (IDIBELL), L'Hospitalet, Barcelona, Catalonia, Spain
| | - Manuel Castro de Moura
- Cancer Epigenetics and Biology Program (PEBC), Bellvitge Biomedical Research Institute (IDIBELL), L'Hospitalet, Barcelona, Catalonia, Spain
| | - Giulia M Stella
- Cardiothoracic and Vascular Department, Pneumology Unit, IRCCS Policlinico San Matteo Foundation, Pavia, Italy
| | | | | | - Xavier Matias-Guiu
- Department of Pathology and Molecular Genetics/Oncologic Pathology Group, Hospital Universitari Arnau de Vilanova, Universitat de Lleida, IRBLleida, Lleida, Catalonia, Spain
| | - Roberto Pazo-Cid
- Medical Oncology Service, Hospital Miguel Servet, Zaragoza, Spain
| | - Antonio Antón
- Medical Oncology Service, Hospital Miguel Servet, Zaragoza, Spain
| | - Rafael Lopez-Lopez
- Medical Oncology Service, Complejo Hospitalario Universitario de Santiago, Santiago de Compostela, Spain
| | - Gemma Soler
- Medical Oncology, Catalan Institute of Oncology (ICO), Hospital Duran i Reynals, L'Hospitalet de Llobregat, Barcelona, Catalonia, Spain
| | - Federico Longo
- Medical Oncology Service, Hospital Universitario Ramon y Cajal, Madrid, Spain
| | - Isabel Guerra
- Biobanco Vasco, Hospital Universitario de Araba, Vitoria, Spain
| | - Sara Fernandez
- Biobanco Vasco, Hospital Universitario de Basurto, Bilbao, Spain
| | - Yassen Assenov
- Division of Epigenomics and Cancer Risk Factors at the German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Christoph Plass
- Division of Epigenomics and Cancer Risk Factors at the German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Rafael Morales
- Oncology Department, Vall d'Hebron University Hospital, Universitat Autònoma de Barcelona (UAB), Barcelona, Catalonia, Spain; Oncology Department, Vall d'Hebron Institute of Oncology (VHIO), Barcelona, Catalonia, Spain
| | - Joan Carles
- Oncology Department, Vall d'Hebron University Hospital, Universitat Autònoma de Barcelona (UAB), Barcelona, Catalonia, Spain; Oncology Department, Vall d'Hebron Institute of Oncology (VHIO), Barcelona, Catalonia, Spain
| | - David Bowtell
- The Peter MacCallum Cancer Centre, Melbourne, VIC, Australia; The Sir Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, Victoria, Australia; The Department of Pathology, University of Melbourne, Parkville, VIC, Australia
| | - Linda Mileshkin
- The Peter MacCallum Cancer Centre, Melbourne, VIC, Australia; The Sir Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, Victoria, Australia; The Department of Pathology, University of Melbourne, Parkville, VIC, Australia
| | - Daniela Sia
- Liver Cancer Program, Division of Liver Diseases, Tisch Cancer Institute, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Richard Tothill
- The Peter MacCallum Cancer Centre, Melbourne, VIC, Australia; The Department of Pathology, University of Melbourne, Parkville, VIC, Australia
| | - Josep Tabernero
- Oncology Department, Vall d'Hebron University Hospital, Universitat Autònoma de Barcelona (UAB), Barcelona, Catalonia, Spain; Oncology Department, Vall d'Hebron Institute of Oncology (VHIO), Barcelona, Catalonia, Spain
| | - Josep M Llovet
- Liver Cancer Translational Research Laboratory, Barcelona Clinic Liver Cancer (BCLC) Group, Liver Unit, IDIBAPS, Hospital Clínic, CIBERehd, Barcelona, Catalonia, Spain; School of Medicine, University of Barcelona, Barcelona, Catalonia, Spain; Institucio Catalana de Recerca i Estudis Avançats (ICREA), Barcelona, Catalonia, Spain; Liver Cancer Program, Division of Liver Diseases, Tisch Cancer Institute, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Manel Esteller
- Cancer Epigenetics and Biology Program (PEBC), Bellvitge Biomedical Research Institute (IDIBELL), L'Hospitalet, Barcelona, Catalonia, Spain; School of Medicine, University of Barcelona, Barcelona, Catalonia, Spain; Institucio Catalana de Recerca i Estudis Avançats (ICREA), Barcelona, Catalonia, Spain.
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Diaz-Lagares A, Mendez-Gonzalez J, Hervas D, Saigi M, Pajares MJ, Garcia D, Crujeiras AB, Lopez-Lopez R, Pio R, Montuenga LM, Zulueta JJ, Nadal E, Rosell A, Esteller M, Sandoval J. Abstract LB-155: Identification of a DNA methylation signature in liquid biopsy for early non-small cell lung cancer (NSCLC) diagnosis. Cancer Res 2016. [DOI: 10.1158/1538-7445.am2016-lb-155] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Introduction: Lung cancer is the leading cause worldwide, mainly due to late diagnosis. The aim of this work was to identify a panel of epigenetic biomarkers for improving early diagnosis of lung cancer patients using minimally and non-invasive biological fluids.
Patients and Methods: DNA hypermethylated biomarkers were identified performing a Genome-wide DNA methylation analysis (Infinium 450K array) in Non-small cell lung cancer (NSCLC) primary tumors from two different public databases (Discovery cohorts): CURELUNG FP7 Consortium (237 stage I NSCLC, 25 non-tumoral lung samples) and The Cancer Genome Atlas (TCGA; 350 stage I NSCLC, 62 non-tumoral lung samples). DNA methylation levels of selected candidates were analyzed by pyrosequencing in non- or minimally invasive samples from three independent cohorts of stage I NSCLC patients and non-tumoral controls (Validation cohorts): bronchoalveolar aspirates (82 NSCLC; 29 controls), bronchoalveolar lavages (51 NSCLC; 29 controls) and sputum (72 NSCLC; 26 controls). Combined Receiver Operating Characteristic (ROC) curve was obtained to evaluate the diagnostic utility of the epigenetic signature.
Results: We identified a panel of 4 cancer-specific genes (BCAT1, CDO1, TRIM58 and ZNF177) with CpG island hypermethylation-associated silencing in early stage NSCLC primary tumors. All these genes presented significantly higher mean levels of%methylation (M) in NSCLC primary tumors respect to non-tumoral controls: BCAT1 (NSCLC: M>50%; Controls: M<20%), CDO1 (NSCLC: M>40%; Controls: M<10%), TRIM58 (NSCLC: M>50%; Controls: M<20%) and ZNF177 (NSCLC: M>40%; Controls : M<20%). Importantly, the diagnostic utility of the combination of this 4-gene panel signature was validated in liquid biopsy, showing a very high diagnostic accuracy with areas under the ROC curve (AUC) close to the maximum value: bronchoalveolar aspirates (AUC = 0.91; 95% CI [0.83, 0.98]; p < 0.001), bronchoalveolar lavages (AUC = 0.85; 95% CI [0.78, 0.93]; p < 0.001) and sputum (AUC = 0.93; 95% CI [0.86, 1.0]; p < 0.001).
Conclusions: The herein identified DNA methylation signature could improve, in combination with current diagnostic protocols, the early diagnosis and outcome of NSCLC patients. The high diagnostic accuracy of this signature obtained in liquid biopsy offers a minimally invasive and easy accessible tool for early lung cancer diagnosis.
Citation Format: A Diaz-Lagares, J Mendez-Gonzalez, D Hervas, M Saigi, MJ Pajares, D Garcia, AB Crujeiras, R Lopez-Lopez, R Pio, LM Montuenga, JJ Zulueta, E Nadal, A Rosell, M Esteller, J Sandoval. Identification of a DNA methylation signature in liquid biopsy for early non-small cell lung cancer (NSCLC) diagnosis. [abstract]. In: Proceedings of the 107th Annual Meeting of the American Association for Cancer Research; 2016 Apr 16-20; New Orleans, LA. Philadelphia (PA): AACR; Cancer Res 2016;76(14 Suppl):Abstract nr LB-155.
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Affiliation(s)
| | | | - D Hervas
- 2Medical Research Institute La Fe, Valencia, Spain
| | - M Saigi
- 3Catalan Institute of Oncology, L’Hospitalet de Llobregat, Spain
| | | | - D Garcia
- 1IDIBELL, L’Hospitalet de Llobregat, Spain
| | - AB Crujeiras
- 5Health Research Institute of Santiago (IDIS-CHUS) and CIBERobn, Santiago de Compostela, Spain
| | - R Lopez-Lopez
- 6University Hospital of Santiago de Compostela (CHUS)-IDIS, Santiago de Compostela, Spain
| | - R Pio
- 4University of Navarra, Pamplona, Spain
| | | | | | - E Nadal
- 3Catalan Institute of Oncology, L’Hospitalet de Llobregat, Spain
| | - A Rosell
- 1IDIBELL, L’Hospitalet de Llobregat, Spain
| | - M Esteller
- 1IDIBELL, L’Hospitalet de Llobregat, Spain
| | - J Sandoval
- 1IDIBELL, L’Hospitalet de Llobregat, Spain
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Villalba M, Diaz-Lagares A, Redrado M, de Aberasturi A, Pajares M, Pio R, Montuenga L, Esteller M, Sandoval J, Calvo A. TMPRSS4 protein overexpression and its promoter hypomethylation predict poor prognosis in squamous lung cancer patients. Eur J Cancer 2016. [DOI: 10.1016/s0959-8049(16)61038-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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Diaz-Lagares A, Mendez-Gonzalez J, Hervas D, Saigi M, Pajares MJ, Garcia D, Crujerias AB, Pio R, Montuenga LM, Zulueta J, Nadal E, Rosell A, Esteller M, Sandoval J. A Novel Epigenetic Signature for Early Diagnosis in Lung Cancer. Clin Cancer Res 2016; 22:3361-71. [DOI: 10.1158/1078-0432.ccr-15-2346] [Citation(s) in RCA: 86] [Impact Index Per Article: 10.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2015] [Accepted: 01/16/2016] [Indexed: 11/16/2022]
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Roscigno G, Quintavalle C, Donnarumma E, Puoti I, Diaz-Lagares A, Iaboni M, Fiore D, Russo V, Todaro M, Romano G, Thomas R, Cortino G, Gaggianesi M, Esteller M, Croce CM, Condorelli G. MiR-221 promotes stemness of breast cancer cells by targeting DNMT3b. Oncotarget 2016; 7:580-92. [PMID: 26556862 PMCID: PMC4808019 DOI: 10.18632/oncotarget.5979] [Citation(s) in RCA: 69] [Impact Index Per Article: 8.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2015] [Accepted: 10/09/2015] [Indexed: 01/06/2023] Open
Abstract
Cancer stem cells (CSCs) are a small part of the heterogeneous tumor cell population possessing self-renewal and multilineage differentiation potential as well as a great ability to sustain tumorigenesis. The molecular pathways underlying CSC phenotype are not yet well characterized. MicroRNAs (miRs) are small noncoding RNAs that play a powerful role in biological processes. Early studies have linked miRs to the control of self-renewal and differentiation in normal and cancer stem cells. We aimed to study the functional role of miRs in human breast cancer stem cells (BCSCs), also named mammospheres. We found that miR-221 was upregulated in BCSCs compared to their differentiated counterpart. Similarly, mammospheres from T47D cells had an increased level of miR-221 compared to differentiated cells. Transfection of miR-221 in T47D cells increased the number of mammospheres and the expression of stem cell markers. Among miR-221's targets, we identified DNMT3b. Furthermore, in BCSCs we found that DNMT3b repressed the expression of various stemness genes, such as Nanog and Oct 3/4, acting on the methylation of their promoters, partially reverting the effect of miR-221 on stemness. We hypothesize that miR-221 contributes to breast cancer tumorigenicity by regulating stemness, at least in part through the control of DNMT3b expression.
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Affiliation(s)
- Giuseppina Roscigno
- Department of Molecular Medicine and Medical Biotechnology, “Federico II” University of Naples, Naples, Italy
- IEOS-CNR, Naples, Italy
| | - Cristina Quintavalle
- Department of Molecular Medicine and Medical Biotechnology, “Federico II” University of Naples, Naples, Italy
- IEOS-CNR, Naples, Italy
| | | | - Ilaria Puoti
- Department of Molecular Medicine and Medical Biotechnology, “Federico II” University of Naples, Naples, Italy
| | - Angel Diaz-Lagares
- Epigenetic and Cancer Biology Program (PEBC) IDIBELL, Hospital Duran I Reynals, Barcelona, Spain
| | - Margherita Iaboni
- Department of Molecular Medicine and Medical Biotechnology, “Federico II” University of Naples, Naples, Italy
| | - Danilo Fiore
- Department of Molecular Medicine and Medical Biotechnology, “Federico II” University of Naples, Naples, Italy
| | - Valentina Russo
- Department of Molecular Medicine and Medical Biotechnology, “Federico II” University of Naples, Naples, Italy
| | - Matilde Todaro
- Department of Surgical and Oncological Sciences, Cellular and Molecular Pathophysiology Laboratory, University of Palermo, Palermo, Italy
| | - Giulia Romano
- Department of Molecular Virology, Immunology and Medical Genetics, Human Cancer Genetics Program, Comprehensive Cancer Center, The Ohio State University, Columbus, OH, USA
| | - Renato Thomas
- Department of Surgical and Oncology, Clinica Mediterranea, Naples, Italy
| | - Giuseppina Cortino
- Department of Surgical and Oncology, Clinica Mediterranea, Naples, Italy
| | - Miriam Gaggianesi
- Department of Surgical and Oncological Sciences, Cellular and Molecular Pathophysiology Laboratory, University of Palermo, Palermo, Italy
| | - Manel Esteller
- Epigenetic and Cancer Biology Program (PEBC) IDIBELL, Hospital Duran I Reynals, Barcelona, Spain
| | - Carlo M. Croce
- Department of Molecular Virology, Immunology and Medical Genetics, Human Cancer Genetics Program, Comprehensive Cancer Center, The Ohio State University, Columbus, OH, USA
| | - Gerolama Condorelli
- Department of Molecular Medicine and Medical Biotechnology, “Federico II” University of Naples, Naples, Italy
- IEOS-CNR, Naples, Italy
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Simo-Riudalbas L, Diaz-Lagares A, Gatto S, Gagliardi M, Crujeiras AB, Matarazzo MR, Esteller M, Sandoval J. Genome-Wide DNA Methylation Analysis Identifies Novel Hypomethylated Non-Pericentromeric Genes with Potential Clinical Implications in ICF Syndrome. PLoS One 2015; 10:e0132517. [PMID: 26161907 PMCID: PMC4498748 DOI: 10.1371/journal.pone.0132517] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2014] [Accepted: 06/15/2015] [Indexed: 01/22/2023] Open
Abstract
INTRODUCTION AND RESULTS Immunodeficiency, centromeric instability and facial anomalies syndrome (ICF) is a rare autosomal recessive disease, characterized by severe hypomethylation in pericentromeric regions of chromosomes (1, 16 and 9), marked immunodeficiency and facial anomalies. The majority of ICF patients present mutations in the DNMT3B gene, affecting the DNA methyltransferase activity of the protein. In the present study, we have used the Infinium 450K DNA methylation array to evaluate the methylation level of 450,000 CpGs in lymphoblastoid cell lines and untrasformed fibroblasts derived from ICF patients and healthy donors. Our results demonstrate that ICF-specific DNMT3B variants A603T/STP807ins and V699G/R54X cause global DNA hypomethylation compared to wild-type protein. We identified 181 novel differentially methylated positions (DMPs) including subtelomeric and intrachromosomic regions, outside the classical ICF-related pericentromeric hypomethylated positions. Interestingly, these sites were mainly located in intergenic regions and inside the CpG islands. Among the identified hypomethylated CpG-island associated genes, we confirmed the overexpression of three selected genes, BOLL, SYCP2 and NCRNA00221, in ICF compared to healthy controls, which are supposed to be expressed in germ line and silenced in somatic tissues. CONCLUSIONS In conclusion, this study contributes in clarifying the direct relationship between DNA methylation defect and gene expression impairment in ICF syndrome, identifying novel direct target genes of DNMT3B. A high percentage of the DMPs are located in the subtelomeric regions, indicating a specific role of DNMT3B in methylating these chromosomal sites. Therefore, we provide further evidence that hypomethylation in specific non-pericentromeric regions of chromosomes might be involved in the molecular pathogenesis of ICF syndrome. The detection of DNA hypomethylation at BOLL, SYCP2 and NCRNA00221 may pave the way for the development of specific clinical biomarkers with the aim to facilitate the identification of ICF patients.
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Affiliation(s)
- L. Simo-Riudalbas
- Cancer Epigenetics and Biology Program (PEBC), Bellvitge Biomedical Research Institute (IDIBELL), Barcelona, Catalonia, Spain
| | - A. Diaz-Lagares
- Cancer Epigenetics and Biology Program (PEBC), Bellvitge Biomedical Research Institute (IDIBELL), Barcelona, Catalonia, Spain
| | - S. Gatto
- Institute of Genetics and Biophysics ABT, CNR, Naples, Italy
| | - M. Gagliardi
- Institute of Genetics and Biophysics ABT, CNR, Naples, Italy
| | - A. B. Crujeiras
- Cancer Epigenetics and Biology Program (PEBC), Bellvitge Biomedical Research Institute (IDIBELL), Barcelona, Catalonia, Spain
| | - M. R. Matarazzo
- Institute of Genetics and Biophysics ABT, CNR, Naples, Italy
| | - M. Esteller
- Cancer Epigenetics and Biology Program (PEBC), Bellvitge Biomedical Research Institute (IDIBELL), Barcelona, Catalonia, Spain
- Department of Physiological Sciences II, School of Medicine, University of Barcelona, Barcelona, Catalonia, Spain
- Institucio Catalana de Recerca i Estudis Avançats (ICREA), Barcelona, Catalonia, Spain
| | - J. Sandoval
- Cancer Epigenetics and Biology Program (PEBC), Bellvitge Biomedical Research Institute (IDIBELL), Barcelona, Catalonia, Spain
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Pineda B, Diaz-Lagares A, Perez-Fidalgo JA, Alonso E, Sandoval J, Gonzalez I, Crujeiras AB, Burgues O, Esteller M, Lluch A, Eroles P. DNA methylation signature to identify treatment response in triple negative breast cancer. J Clin Oncol 2015. [DOI: 10.1200/jco.2015.33.15_suppl.1079] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Affiliation(s)
| | - Angel Diaz-Lagares
- Cancer Epigenetics and Biology Program (PEBC), Bellvitge Biomedical Research Institute (IDIBELL), Barcelona, Spain
| | | | - Elisa Alonso
- Phatology Deparment, Hospital Clinico Valencia, Valencia, Spain
| | - Juan Sandoval
- Cancer Epigenetics and Biology Program (PEBC), Bellvitge Biomedical Research Institute (IDIBELL), Barcelona, Spain
| | | | - Ana-Belen Crujeiras
- Cancer Epigenetics and Biology Program (PEBC), Bellvitge Biomedical Research Institute (IDIBELL), Barcelona, Spain
| | - Octavio Burgues
- Phatology Deparment, Hospital Clinico Valencia, Valencia, Spain
| | - Manel Esteller
- Institut d’Investigación Biomedica de Bellvitge, Barcelona, Spain
| | - Ana Lluch
- Hospital Clinico Universitario de Valencia, Valencia, Spain
| | - Pilar Eroles
- Institute of Health Research (INCLIVA), Valencia, Spain
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30
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Quintavalle C, Mangani D, Roscigno G, Romano G, Diaz-Lagares A, Iaboni M, Donnarumma E, Fiore D, De Marinis P, Soini Y, Esteller M, Condorelli G. MiR-221/222 target the DNA methyltransferase MGMT in glioma cells. PLoS One 2013; 8:e74466. [PMID: 24147153 PMCID: PMC3798259 DOI: 10.1371/journal.pone.0074466] [Citation(s) in RCA: 75] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2013] [Accepted: 07/31/2013] [Indexed: 11/19/2022] Open
Abstract
Glioblastoma multiforme (GBM) is one of the most deadly types of cancer. To date, the best clinical approach for treatment is based on administration of temozolomide (TMZ) in combination with radiotherapy. Much evidence suggests that the intracellular level of the alkylating enzyme O6-methylguanine–DNA methyltransferase (MGMT) impacts response to TMZ in GBM patients. MGMT expression is regulated by the methylation of its promoter. However, evidence indicates that this is not the only regulatory mechanism present. Here, we describe a hitherto unknown microRNA-mediated mechanism of MGMT expression regulation. We show that miR-221 and miR-222 are upregulated in GMB patients and that these paralogues target MGMT mRNA, inducing greater TMZ-mediated cell death. However, miR-221/miR-222 also increase DNA damage and, thus, chromosomal rearrangements. Indeed, miR-221 overexpression in glioma cells led to an increase in markers of DNA damage, an effect rescued by re-expression of MGMT. Thus, chronic miR-221/222-mediated MGMT downregulation may render cells unable to repair genetic damage. This, associated also to miR-221/222 oncogenic potential, may poor GBM prognosis.
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Affiliation(s)
- Cristina Quintavalle
- Department of Molecular Medicine and Medical Biotechnology, "Federico II” University ofNaples, Naples, Italy
- IEOS, CNR, Naples, Italy
| | - Davide Mangani
- Department of Molecular Medicine and Medical Biotechnology, "Federico II” University ofNaples, Naples, Italy
| | - Giuseppina Roscigno
- Department of Molecular Medicine and Medical Biotechnology, "Federico II” University ofNaples, Naples, Italy
- IEOS, CNR, Naples, Italy
| | | | - Angel Diaz-Lagares
- Epigenetic and Cancer Biology Program (PEBC) IDIBELL, Hospital Duran i Reynals, Barcelona, Spain
| | - Margherita Iaboni
- Department of Molecular Medicine and Medical Biotechnology, "Federico II” University ofNaples, Naples, Italy
| | | | - Danilo Fiore
- Department of Molecular Medicine and Medical Biotechnology, "Federico II” University ofNaples, Naples, Italy
| | | | - Ylermi Soini
- Department of Pathology and Forensic Medicine, Institute of Clinical Medicine, Pathology and Forensic Medicine, School of Medicine, Cancer Center of Eastern Finland, University of Eastern Finland, Kuopio, Finland
| | - Manel Esteller
- Epigenetic and Cancer Biology Program (PEBC) IDIBELL, Hospital Duran i Reynals, Barcelona, Spain
| | - Gerolama Condorelli
- Department of Molecular Medicine and Medical Biotechnology, "Federico II” University ofNaples, Naples, Italy
- IEOS, CNR, Naples, Italy
- * E-mail:
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31
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Viteri S, Diaz-Lagares A, González A, Martin Algarra S, Redondo P, Espinos J, González Cao M. VEGF serum levels during bevacizumab plus paclitaxel combination in metastatic melanoma. J Clin Oncol 2007. [DOI: 10.1200/jco.2007.25.18_suppl.8534] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
8534 Background: Angiogenesis has an important role in melanoma progression. A prognostic value has been suggested for serum VEGF in melanoma. The novel agent bevacizumab (Bev) has demonstrated in combination with chemotherapy high activity in other tumors. We studied the combination of weekly paclitaxel (TXL) and bevacizumab (Bev) in previously treated metastatic melanoma patients (pts) and analyzed serum VEGF levels before and during treatment. Methods: TXL 70 mg/m2 weekly and Bev 10 mg/kg biweekly during 5 consecutive weeks every six weeks. VEGF levels pre-treatment and at response evaluation were analyzed with enzyme-linked immunoassays. Results: 13 pts have been treated: male/female: 4/9, median age: 45 (29–71), median PS ECOG: 2 (0–3), stage distribution M1b/ M1c: 2/11, high LDH levels: 8 pts. Median number of previous lines: 3 (1–6). Hematological toxicity: G III lymphopenia in 6 pts, G III leucopenia in 2 pts, G III thrombocytopenia in 1 pt and G I anemia in 3 pts. Non-hematological toxicities: alopecia in 7 pts, diarrhea G I in 4 pts, epistaxis G I in 8 pts. Response (and time to progression, months [m]): 2/12 PR (6 m and 4 m), 1/12 MR (6 m), 7/12 SD (7+ m, 7 m, 4 m, 4+ m, 3 m, 3 m, 3+ m), 2/12 PD. Responses were seen in soft tissue, lung and brain metastases. Overall survival at 12 months was 43.3%. Pre-treatment serum levels were high in five patients and they became negative at response evaluation (1 pt achieved MR, 3 pts SD and 1 pt PD). Unexpectedly patients with high pre-treatment VEGF levels had long survival: 4/5 patients remain alive and 2 pts have survived over one year: 12+ m, 12+ m, 5 m, 3+ m, 3.5+ m.VEGF was undetectable pre-treatment and at response evaluation in 7 pts, only 2/7 pts remained alive: 15+ m, 8 m, 7.5 m, 7 m, 6.8+ m, 3 m, 2.6 m. Conclusions: The combination of Bev and weekly TXL is active in melanoma and it has a good tolerance profile. Serum VEGF could be a good marker in this setting. Further research is needed to confirm these results. No significant financial relationships to disclose.
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Affiliation(s)
- S. Viteri
- Clinica Universitaria de Navarra, Pamplona, Spain
| | | | - A. González
- Clinica Universitaria de Navarra, Pamplona, Spain
| | | | - P. Redondo
- Clinica Universitaria de Navarra, Pamplona, Spain
| | - J. Espinos
- Clinica Universitaria de Navarra, Pamplona, Spain
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