1
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Bui VNV, Daugaard TF, Sorensen BS, Nielsen AL. Expression of the non-coding RNA nc886 facilitates the development of tyrosine kinase inhibitor resistance in EGFR-mutated non-small-cell lung cancer cells. Biochem Biophys Res Commun 2024; 731:150395. [PMID: 39024976 DOI: 10.1016/j.bbrc.2024.150395] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2024] [Revised: 07/03/2024] [Accepted: 07/11/2024] [Indexed: 07/20/2024]
Abstract
Treatment of non-small-cell lung cancer (NSCLC) patients possessing EGFR-activating mutations with tyrosine kinase inhibitors (TKIs) can confer an initial promising response. However, TKI resistance inevitably arises. Numerous TKI resistance mechanisms are identified including EGFR secondary mutations, bypass receptor tyrosine kinase (RTK) signaling, and cellular transition e.g. epithelial-mesenchymal transition (EMT). To increase the knowledge of TKI resistance we performed an epigenetic screen to identify small non-coding (nc) genes with DNA methylation alterations in HCC827 NSCLC EGFR-mutated cells with acquired TKI resistance. We analyzed Infinium Methylation EPIC 850K Array data for DNA methylation changes present in both TKI-resistant HCC827 cells with EMT and MET-amplification. Hereby, we identified that the polymorphic maternal imprinted gene nc886 (vtRNA2-1) has a decrease in promoter DNA methylation in TKI-resistant cells. This epigenetic change was associated with an increase in the expression of nc886. The induction of EMT did not affect nc886 expression. CRISPR/Cas9-mediated distortion of the nc886 sequence increased the sensitivity of HCC827 cells towards TKI. Finally, nc886 sequence distortion hindered MET RTK activation and instead was EMT the endpoint TKI resistance mechanism. In conclusion, the expression of nc886 contributes to TKI resistance in the HCC827 NSCLC cell line by supporting cell survival and selection of the endpoint TKI resistance mechanism. We propose DNA methylation and expression changes for nc886 to constitute a novel TKI resistance contributing mechanism in NSCLC.
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MESH Headings
- Humans
- Carcinoma, Non-Small-Cell Lung/genetics
- Carcinoma, Non-Small-Cell Lung/drug therapy
- Carcinoma, Non-Small-Cell Lung/pathology
- Carcinoma, Non-Small-Cell Lung/metabolism
- Cell Line, Tumor
- DNA Methylation
- Drug Resistance, Neoplasm/genetics
- Epigenesis, Genetic/drug effects
- Epithelial-Mesenchymal Transition/genetics
- Epithelial-Mesenchymal Transition/drug effects
- ErbB Receptors/genetics
- ErbB Receptors/metabolism
- Gene Expression Regulation, Neoplastic/drug effects
- Lung Neoplasms/genetics
- Lung Neoplasms/drug therapy
- Lung Neoplasms/pathology
- Lung Neoplasms/metabolism
- Mutation
- RNA, Untranslated/genetics
- RNA, Untranslated/metabolism
- Tyrosine Kinase Inhibitors/pharmacology
- Tyrosine Kinase Inhibitors/therapeutic use
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Affiliation(s)
- Vivian N V Bui
- Department of Biomedicine, Aarhus University, 8000, Aarhus, Denmark.
| | - Tina F Daugaard
- Department of Biomedicine, Aarhus University, 8000, Aarhus, Denmark.
| | - Boe S Sorensen
- Department of Clinical Biochemistry, Aarhus University Hospital, 8200, Aarhus, Denmark; Department of Clinical Medicine, Aarhus University, 8200, Aarhus, Denmark.
| | - Anders L Nielsen
- Department of Biomedicine, Aarhus University, 8000, Aarhus, Denmark.
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2
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Matsubara D, Yoshimoto T, Akolekar N, Totsuka T, Amano Y, Kihara A, Miura T, Isagawa Y, Sakuma Y, Ishikawa S, Ushiku T, Fukayama M, Niki T. Genetic and phenotypic determinants of morphologies in 3D cultures and xenografts of lung tumor cell lines. Cancer Sci 2022; 114:1757-1770. [PMID: 36533957 PMCID: PMC10067422 DOI: 10.1111/cas.15702] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2022] [Revised: 12/01/2022] [Accepted: 12/11/2022] [Indexed: 12/23/2022] Open
Abstract
We previously proposed the classification of lung adenocarcinoma into two groups: the bronchial epithelial phenotype (BE phenotype) with high-level expressions of bronchial epithelial markers and actionable genetic abnormalities of tyrosine kinase receptors and the non-BE phenotype with low-level expressions of bronchial Bronchial epithelial (BE) epithelial markers and no actionable genetic abnormalities of tyrosine kinase receptors. Here, we performed a comprehensive analysis of tumor morphologies in 3D cultures and xenografts across a panel of lung cancer cell lines. First, we demonstrated that 40 lung cancer cell lines (23 BE and 17 non-BE) can be classified into three groups based on morphologies in 3D cultures on Matrigel: round (n = 31), stellate (n = 5), and grape-like (n = 4). The latter two morphologies were significantly frequent in the non-BE phenotype (1/23 BE, 8/17 non-BE, p = 0.0014), and the stellate morphology was only found in the non-BE phenotype. SMARCA4 mutations were significantly frequent in stellate-shaped cells (4/4 stellate, 4/34 non-stellate, p = 0.0001). Next, from the 40 cell lines, we successfully established 28 xenograft tumors (18 BE and 10 non-BE) in NOD/SCID mice and classified histological patterns of the xenograft tumors into three groups: solid (n = 20), small nests in desmoplasia (n = 4), and acinar/papillary (n = 4). The latter two patterns were characteristically found in the BE phenotype. The non-BE phenotype exhibited a solid pattern with significantly less content of alpha-SMA-positive fibroblasts (p = 0.0004) and collagen (p = 0.0006) than the BE phenotype. Thus, the morphology of the tumors in 3D cultures and xenografts, including stroma genesis, reflects the intrinsic properties of the cancer cell lines. Furthermore, this study serves as an excellent resource for lung adenocarcinoma cell lines, with clinically relevant information on molecular and morphological characteristics and drug sensitivity.
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Affiliation(s)
- Daisuke Matsubara
- Department of Integrative Pathology, Jichi Medical University, Tochigi, Japan.,Department of Pathology, University of Tsukuba, Ibaraki, Japan
| | - Taichiro Yoshimoto
- Department of Integrative Pathology, Jichi Medical University, Tochigi, Japan
| | | | | | - Yusuke Amano
- Department of Integrative Pathology, Jichi Medical University, Tochigi, Japan
| | - Atsushi Kihara
- Department of Integrative Pathology, Jichi Medical University, Tochigi, Japan
| | - Tamaki Miura
- Department of Integrative Pathology, Jichi Medical University, Tochigi, Japan
| | - Yuriko Isagawa
- Department of Integrative Pathology, Jichi Medical University, Tochigi, Japan
| | - Yuji Sakuma
- Department of Integrative Pathology, Jichi Medical University, Tochigi, Japan
| | - Shumpei Ishikawa
- Department of Preventive Medicine, University of Tokyo, Tokyo, Japan
| | - Tetsuo Ushiku
- Human Pathology Department, Graduate School of Medicine, University of Tokyo, Tokyo, Japan
| | - Masashi Fukayama
- Human Pathology Department, Graduate School of Medicine, University of Tokyo, Tokyo, Japan
| | - Toshiro Niki
- Department of Integrative Pathology, Jichi Medical University, Tochigi, Japan
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3
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Garcia C, Furtado de Almeida AA, Costa M, Britto D, Correa F, Mangabeira P, Silva L, Silva J, Royaert S, Marelli JP. Single-base resolution methylomes of somatic embryogenesis in Theobroma cacao L. reveal epigenome modifications associated with somatic embryo abnormalities. Sci Rep 2022; 12:15097. [PMID: 36064870 PMCID: PMC9445004 DOI: 10.1038/s41598-022-18035-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2021] [Accepted: 08/04/2022] [Indexed: 11/09/2022] Open
Abstract
Propagation by somatic embryogenesis in Theobroma cacao has some issues to be solved, as many morphologically abnormal somatic embryos that do not germinate into plants are frequently observed, thus hampering plant production on a commercial scale. For the first time the methylome landscape of T. cacao somatic embryogenesis was examined, using whole-genome bisulfite sequencing technique, with the aim to understand the epigenetic basis of somatic embryo abnormalities. We identified 873 differentially methylated genes (DMGs) in the CpG context between zygotic embryos, normal and abnormal somatic embryos, with important roles in development, programmed cell death, oxidative stress, and hypoxia induction, which can help to explain the morphological abnormalities of somatic embryos. We also identified the role of ethylene and its precursor 1-aminocyclopropane-1-carboxylate in several biological processes, such as hypoxia induction, cell differentiation and cell polarity, that could be associated to the development of abnormal somatic embryos. The biological processes and the hypothesis of ethylene and its precursor involvement in the somatic embryo abnormalities in cacao are discussed.
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Affiliation(s)
| | | | - Marcio Costa
- Department of Biological Sciences, State University of Santa Cruz, Ilhéus, Brazil
| | | | - Fabio Correa
- Department of Statistics, Rhodes University, Makhanda, South Africa
| | - Pedro Mangabeira
- Department of Biological Sciences, State University of Santa Cruz, Ilhéus, Brazil
| | | | - Jose Silva
- Department of Biological Sciences, State University of Santa Cruz, Ilhéus, Brazil
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4
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Wang YW, Chen SC, Gu DL, Yeh YC, Tsai JJ, Yang KT, Jou YS, Chou TY, Tang TK. A novel HIF1α-STIL-FOXM1 axis regulates tumor metastasis. J Biomed Sci 2022; 29:24. [PMID: 35365182 PMCID: PMC8973879 DOI: 10.1186/s12929-022-00807-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2021] [Accepted: 03/24/2022] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Metastasis is the major cause of morbidity and mortality in cancer that involves in multiple steps including epithelial-mesenchymal transition (EMT) process. Centrosome is an organelle that functions as the major microtubule organizing center (MTOC), and centrosome abnormalities are commonly correlated with tumor aggressiveness. However, the conclusive mechanisms indicating specific centrosomal proteins participated in tumor progression and metastasis remain largely unknown. METHODS The expression levels of centriolar/centrosomal genes in various types of cancers were first examined by in silico analysis of the data derived from The Cancer Genome Atlas (TCGA), Gene Expression Omnibus (GEO), and European Bioinformatics Institute (EBI) datasets. The expression of STIL (SCL/TAL1-interrupting locus) protein in clinical specimens was further assessed by Immunohistochemistry (IHC) analysis and the oncogenic roles of STIL in tumorigenesis were analyzed using in vitro and in vivo assays, including cell migration, invasion, xenograft tumor formation, and metastasis assays. The transcriptome differences between low- and high-STIL expression cells were analyzed by RNA-seq to uncover candidate genes involved in oncogenic pathways. The quantitative polymerase chain reaction (qPCR) and reporter assays were performed to confirm the results. The chromatin immunoprecipitation (ChIP)-qPCR assay was applied to demonstrate the binding of transcriptional factors to the promoter. RESULTS The expression of STIL shows the most significant increase in lung and various other types of cancers, and is highly associated with patients' survival rate. Depletion of STIL inhibits tumor growth and metastasis. Interestingly, excess STIL activates the EMT pathway, and subsequently enhances cancer cell migration and invasion. Importantly, we reveal an unexpected role of STIL in tumor metastasis. A subset of STIL translocate into nucleus and associate with FOXM1 (Forkhead box protein M1) to promote tumor metastasis and stemness via FOXM1-mediated downstream target genes. Furthermore, we demonstrate that hypoxia-inducible factor 1α (HIF1α) directly binds to the STIL promoter and upregulates STIL expression under hypoxic condition. CONCLUSIONS Our findings indicate that STIL promotes tumor metastasis through the HIF1α-STIL-FOXM1 axis, and highlight the importance of STIL as a promising therapeutic target for lung cancer treatment.
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Affiliation(s)
- Yi-Wei Wang
- Institute of Biomedical Sciences, Academia Sinica, 128 Academia Rd., Sec. 2, Taipei, 11529, Taiwan
| | - Shu-Chuan Chen
- Institute of Biomedical Sciences, Academia Sinica, 128 Academia Rd., Sec. 2, Taipei, 11529, Taiwan
| | - De-Leung Gu
- Institute of Biomedical Sciences, Academia Sinica, 128 Academia Rd., Sec. 2, Taipei, 11529, Taiwan
| | - Yi-Chen Yeh
- Department of Pathology and Laboratory Medicine, Taipei Veterans General Hospital, Taipei, Taiwan
| | - Jhih-Jie Tsai
- Institute of Biomedical Sciences, Academia Sinica, 128 Academia Rd., Sec. 2, Taipei, 11529, Taiwan
| | - Kuo-Tai Yang
- Institute of Biomedical Sciences, Academia Sinica, 128 Academia Rd., Sec. 2, Taipei, 11529, Taiwan
- Dept. of Animal Science, National Pingtung University of Science and Technology, Pingtung, Taiwan
| | - Yuh-Shan Jou
- Institute of Biomedical Sciences, Academia Sinica, 128 Academia Rd., Sec. 2, Taipei, 11529, Taiwan
| | - Teh-Ying Chou
- Department of Pathology and Laboratory Medicine, Taipei Veterans General Hospital, Taipei, Taiwan
| | - Tang K Tang
- Institute of Biomedical Sciences, Academia Sinica, 128 Academia Rd., Sec. 2, Taipei, 11529, Taiwan.
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5
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Hoang PH, Landi MT. DNA Methylation in Lung Cancer: Mechanisms and Associations with Histological Subtypes, Molecular Alterations, and Major Epidemiological Factors. Cancers (Basel) 2022; 14:cancers14040961. [PMID: 35205708 PMCID: PMC8870477 DOI: 10.3390/cancers14040961] [Citation(s) in RCA: 30] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2021] [Revised: 12/14/2021] [Accepted: 02/11/2022] [Indexed: 01/27/2023] Open
Abstract
Lung cancer is the major leading cause of cancer-related mortality worldwide. Multiple epigenetic factors-in particular, DNA methylation-have been associated with the development of lung cancer. In this review, we summarize the current knowledge on DNA methylation alterations in lung tumorigenesis, as well as their associations with different histological subtypes, common cancer driver gene mutations (e.g., KRAS, EGFR, and TP53), and major epidemiological risk factors (e.g., sex, smoking status, race/ethnicity). Understanding the mechanisms of DNA methylation regulation and their associations with various risk factors can provide further insights into carcinogenesis, and create future avenues for prevention and personalized treatments. In addition, we also highlight outstanding questions regarding DNA methylation in lung cancer to be elucidated in future studies.
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6
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Farooq M, Herman JG. Noninvasive Diagnostics for Early Detection of Lung Cancer: Challenges and Potential with a Focus on Changes in DNA Methylation. Cancer Epidemiol Biomarkers Prev 2020; 29:2416-2422. [PMID: 33148791 DOI: 10.1158/1055-9965.epi-20-0704] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2020] [Revised: 08/20/2020] [Accepted: 10/13/2020] [Indexed: 11/16/2022] Open
Abstract
Lung cancer remains the leading cause of cancer deaths in the United States and the world. Early detection of this disease can reduce mortality, as demonstrated for low-dose computed tomography (LDCT) screening. However, there remains a need for improvements in lung cancer detection to complement LDCT screening and to increase adoption of screening. Molecular changes in the tumor, and the patient's response to the presence of the tumor, have been examined as potential biomarkers for diagnosing lung cancer. There are significant challenges to developing an effective biomarker with sufficient sensitivity and specificity for the early detection of lung cancer, particularly the detection of circulating tumor DNA, which is present in very small quantities. We will review approaches to develop biomarkers for the early detection of lung cancer, with special consideration to detection of rare tumor events, focus on the use of DNA methylation-based detection in plasma and sputum, and discuss the promise and challenges of lung cancer early detection. Plasma-based detection of lung cancer DNA methylation may provide a simple cost-effective method for the early detection of lung cancer.See all articles in this CEBP Focus section, "NCI Early Detection Research Network: Making Cancer Detection Possible."
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Affiliation(s)
- Maria Farooq
- Department of Medicine, The University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania
| | - James G Herman
- Department of Medicine, The University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania. .,UPMC Hillman Comprehensive Cancer Center, Pittsburgh, Pennsylvania
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7
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Lecamwasam A, Ekinci EI, Saffery R, Dwyer KM. Potential for Novel Biomarkers in Diabetes-Associated Chronic Kidney Disease: Epigenome, Metabolome, and Gut Microbiome. Biomedicines 2020; 8:E341. [PMID: 32927866 PMCID: PMC7555227 DOI: 10.3390/biomedicines8090341] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2020] [Revised: 08/28/2020] [Accepted: 09/09/2020] [Indexed: 12/25/2022] Open
Abstract
Diabetes-associated chronic kidney disease is a pandemic issue. Despite the global increase in the number of individuals with this chronic condition together with increasing morbidity and mortality, there are currently only limited therapeutic options to slow disease progression. One of the reasons for this is that the current-day "gold standard" biomarkers lack adequate sensitivity and specificity to detect early diabetic chronic kidney disease (CKD). This review focuses on the rapidly evolving areas of epigenetics, metabolomics, and the gut microbiome as potential sources of novel biomarkers in diabetes-associated CKD and discusses their relevance to clinical practice. However, it also highlights the problems associated with many studies within these three areas-namely, the lack of adequately powered longitudinal studies, and the lack of reproducibility of results which impede biomarker development and clinical validation in this complex and susceptible population.
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Affiliation(s)
- Ashani Lecamwasam
- Epigenetics Group, Murdoch Children’s Research Institute, Parkville, VIC 3052, Australia;
- Department of Endocrinology, Austin Health, Ivanhoe, VIC 3079, Australia;
- School of Medicine, Faculty of Health, Deakin University, Geelong Waurn Ponds, VIC 3220, Australia;
| | - Elif I. Ekinci
- Department of Endocrinology, Austin Health, Ivanhoe, VIC 3079, Australia;
- Department of Medicine, University of Melbourne, Parkville, VIC 3010, Australia
| | - Richard Saffery
- Epigenetics Group, Murdoch Children’s Research Institute, Parkville, VIC 3052, Australia;
- Department of Paediatrics, University of Melbourne, Parkville, VIC 3010, Australia
| | - Karen M. Dwyer
- School of Medicine, Faculty of Health, Deakin University, Geelong Waurn Ponds, VIC 3220, Australia;
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8
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Lim M, Park J, Lowe AC, Jeong HO, Lee S, Park HC, Lee K, Kim GH, Kim MH, Cho YK. A lab-on-a-disc platform enables serial monitoring of individual CTCs associated with tumor progression during EGFR-targeted therapy for patients with NSCLC. Am J Cancer Res 2020; 10:5181-5194. [PMID: 32373206 PMCID: PMC7196290 DOI: 10.7150/thno.44693] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2020] [Accepted: 03/14/2020] [Indexed: 12/13/2022] Open
Abstract
Rationale: Unlike traditional biopsy, liquid biopsy, which is a largely non-invasive diagnostic and monitoring tool, can be performed more frequently to better track tumors and mutations over time and to validate the efficiency of a cancer treatment. Circulating tumor cells (CTCs) are considered promising liquid biopsy biomarkers; however, their use in clinical settings is limited by high costs and a low throughput of standard platforms for CTC enumeration and analysis. In this study, we used a label-free, high-throughput method for CTC isolation directly from whole blood of patients using a standalone, clinical setting-friendly platform. Methods: A CTC-based liquid biopsy approach was used to examine the efficacy of therapy and emergent drug resistance via longitudinal monitoring of CTC counts, DNA mutations, and single-cell-level gene expression in a prospective cohort of 40 patients with epidermal growth factor receptor (EGFR)-mutant non-small cell lung cancer. Results: The change ratio of the CTC counts was associated with tumor response, detected by CT scan, while the baseline CTC counts did not show association with progression-free survival or overall survival. We achieved a 100% concordance rate for the detection of EGFR mutation, including emergence of T790M, between tumor tissue and CTCs. More importantly, our data revealed the importance of the analysis of the epithelial/mesenchymal signature of individual pretreatment CTCs to predict drug responsiveness in patients. Conclusion: The fluid-assisted separation technology disc platform enables serial monitoring of CTC counts, DNA mutations, as well as unbiased molecular characterization of individual CTCs associated with tumor progression during targeted therapy.
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9
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Circulating Tumour Cells in Lung Cancer. Recent Results Cancer Res 2019. [PMID: 31605226 DOI: 10.1007/978-3-030-26439-0_6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/25/2023]
Abstract
Circulating tumour cells (CTCs) constitute a potential tumour surrogate that could serve as "liquid biopsy" with the advantage to be a minimally invasive approach compared to traditional tissue biopsies. As CTCs are thought to be the source of metastatic lesions, their analysis represents a potential means of tracking cancer cells from the primary tumour en route to distant sites, thus providing valuable insights into the metastatic process. However, several problems, such as their rarity in the peripheral blood, the technical limitations of single-cell downstream analysis and their phenotypic variability, make CTC detection and molecular characterisation very challenging. Nevertheless, in the last decade, there has been an exponential increase of interest in the development of powerful cellular and molecular methodologies applied to CTCs. In this chapter, we focus on the recent advances of functional studies and molecular profiling of CTCs. We will also highlight the clinical relevance of CTC detection and enumeration, and discuss their potential as tumour biomarkers with special focus on lung cancer.
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10
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Chen PH, Cai L, Huffman K, Yang C, Kim J, Faubert B, Boroughs L, Ko B, Sudderth J, McMillan EA, Girard L, Chen D, Peyton M, Shields MD, Yao B, Shames DS, Kim HS, Timmons B, Sekine I, Britt R, Weber S, Byers LA, Heymach JV, Chen J, White MA, Minna JD, Xiao G, DeBerardinis RJ. Metabolic Diversity in Human Non-Small Cell Lung Cancer Cells. Mol Cell 2019; 76:838-851.e5. [PMID: 31564558 DOI: 10.1016/j.molcel.2019.08.028] [Citation(s) in RCA: 114] [Impact Index Per Article: 22.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2019] [Revised: 07/17/2019] [Accepted: 08/27/2019] [Indexed: 12/18/2022]
Abstract
Intermediary metabolism in cancer cells is regulated by diverse cell-autonomous processes, including signal transduction and gene expression patterns, arising from specific oncogenotypes and cell lineages. Although it is well established that metabolic reprogramming is a hallmark of cancer, we lack a full view of the diversity of metabolic programs in cancer cells and an unbiased assessment of the associations between metabolic pathway preferences and other cell-autonomous processes. Here, we quantified metabolic features, mostly from the 13C enrichment of molecules from central carbon metabolism, in over 80 non-small cell lung cancer (NSCLC) cell lines cultured under identical conditions. Because these cell lines were extensively annotated for oncogenotype, gene expression, protein expression, and therapeutic sensitivity, the resulting database enables the user to uncover new relationships between metabolism and these orthogonal processes.
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Affiliation(s)
- Pei-Hsuan Chen
- Children's Medical Center Research Institute at UT Southwestern Medical Center, 5323 Harry Hines Blvd., Dallas, TX 75390, USA
| | - Ling Cai
- Children's Medical Center Research Institute at UT Southwestern Medical Center, 5323 Harry Hines Blvd., Dallas, TX 75390, USA; Quantitative Biomedical Research Center, Department of Population and Data Sciences at UT Southwestern Medical Center, 5323 Harry Hines Blvd., Dallas, TX 75390, USA
| | - Kenneth Huffman
- Hamon Center for Therapeutic Oncology, University of Texas Southwestern Medical Center, 5323 Harry Hines Blvd., Dallas, TX 75390, USA
| | - Chendong Yang
- Children's Medical Center Research Institute at UT Southwestern Medical Center, 5323 Harry Hines Blvd., Dallas, TX 75390, USA
| | - Jiyeon Kim
- Children's Medical Center Research Institute at UT Southwestern Medical Center, 5323 Harry Hines Blvd., Dallas, TX 75390, USA
| | - Brandon Faubert
- Children's Medical Center Research Institute at UT Southwestern Medical Center, 5323 Harry Hines Blvd., Dallas, TX 75390, USA
| | - Lindsey Boroughs
- Children's Medical Center Research Institute at UT Southwestern Medical Center, 5323 Harry Hines Blvd., Dallas, TX 75390, USA
| | - Bookyung Ko
- Children's Medical Center Research Institute at UT Southwestern Medical Center, 5323 Harry Hines Blvd., Dallas, TX 75390, USA
| | - Jessica Sudderth
- Children's Medical Center Research Institute at UT Southwestern Medical Center, 5323 Harry Hines Blvd., Dallas, TX 75390, USA
| | | | - Luc Girard
- Hamon Center for Therapeutic Oncology, University of Texas Southwestern Medical Center, 5323 Harry Hines Blvd., Dallas, TX 75390, USA; Department of Pharmacology, University of Texas Southwestern Medical Center, 5323 Harry Hines Blvd., Dallas, TX 75390 USA
| | - Dong Chen
- Winship Cancer Institute, Emory University, Atlanta, GA 30322, USA
| | - Michael Peyton
- Hamon Center for Therapeutic Oncology, University of Texas Southwestern Medical Center, 5323 Harry Hines Blvd., Dallas, TX 75390, USA
| | - Misty D Shields
- Hamon Center for Therapeutic Oncology, University of Texas Southwestern Medical Center, 5323 Harry Hines Blvd., Dallas, TX 75390, USA
| | - Bo Yao
- Quantitative Biomedical Research Center, Department of Population and Data Sciences at UT Southwestern Medical Center, 5323 Harry Hines Blvd., Dallas, TX 75390, USA
| | - David S Shames
- Department of Oncology Biomarker Development, Genentech Inc., South San Francisco, CA 94080, USA
| | - Hyun Seok Kim
- Department of Cell Biology, UTSW Medical Center, Dallas, TX 75390, USA
| | - Brenda Timmons
- Hamon Center for Therapeutic Oncology, University of Texas Southwestern Medical Center, 5323 Harry Hines Blvd., Dallas, TX 75390, USA
| | - Ikuo Sekine
- Hamon Center for Therapeutic Oncology, University of Texas Southwestern Medical Center, 5323 Harry Hines Blvd., Dallas, TX 75390, USA
| | - Rebecca Britt
- Hamon Center for Therapeutic Oncology, University of Texas Southwestern Medical Center, 5323 Harry Hines Blvd., Dallas, TX 75390, USA
| | - Stephanie Weber
- Hamon Center for Therapeutic Oncology, University of Texas Southwestern Medical Center, 5323 Harry Hines Blvd., Dallas, TX 75390, USA
| | - Lauren A Byers
- Department of Thoracic/Head and Neck Medical Oncology, University of Texas, MD Anderson Cancer Center, Houston, TX 77030, USA
| | - John V Heymach
- Department of Thoracic/Head and Neck Medical Oncology, University of Texas, MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Jing Chen
- Winship Cancer Institute, Emory University, Atlanta, GA 30322, USA
| | - Michael A White
- Department of Cell Biology, UTSW Medical Center, Dallas, TX 75390, USA
| | - John D Minna
- Hamon Center for Therapeutic Oncology, University of Texas Southwestern Medical Center, 5323 Harry Hines Blvd., Dallas, TX 75390, USA; Department of Pharmacology, University of Texas Southwestern Medical Center, 5323 Harry Hines Blvd., Dallas, TX 75390 USA; Department of Internal Medicine, University of Texas Southwestern Medical Center, 5323 Harry Hines Blvd., Dallas, TX 75390, USA
| | - Guanghua Xiao
- Quantitative Biomedical Research Center, Department of Population and Data Sciences at UT Southwestern Medical Center, 5323 Harry Hines Blvd., Dallas, TX 75390, USA
| | - Ralph J DeBerardinis
- Children's Medical Center Research Institute at UT Southwestern Medical Center, 5323 Harry Hines Blvd., Dallas, TX 75390, USA; Howard Hughes Medical Institute, University of Texas Southwestern Medical Center, 5323 Harry Hines Blvd., Dallas, TX 75390, USA.
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11
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ZEB2 in T-cells and T-ALL. Adv Biol Regul 2019; 74:100639. [PMID: 31383581 DOI: 10.1016/j.jbior.2019.100639] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2019] [Revised: 07/21/2019] [Accepted: 07/23/2019] [Indexed: 12/14/2022]
Abstract
The identification of the rare but recurrent t(2; 14)(q22; q32) translocation involving the ZEB2 locus in T-cell acute lymphoblastic leukemia, suggested that ZEB2 is an oncogenic driver of this high-risk subtype of leukemia. ZEB2, a zinc finger E-box homeobox binding transcription factor, is a master regulator of cellular plasticity and its expression is correlated with poor overall survival of cancer patients. Recent loss- and gain-of-function in the mouse revealed important roles of ZEB2 during different stages of hematopoiesis, including the T-cell lineage. Here, we summarize the roles of ZEB2 in T-cells, their development, and malignant transformation to T-ALL.
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12
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Chung VY, Tan TZ, Ye J, Huang RL, Lai HC, Kappei D, Wollmann H, Guccione E, Huang RYJ. The role of GRHL2 and epigenetic remodeling in epithelial-mesenchymal plasticity in ovarian cancer cells. Commun Biol 2019; 2:272. [PMID: 31372511 PMCID: PMC6656769 DOI: 10.1038/s42003-019-0506-3] [Citation(s) in RCA: 50] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2018] [Accepted: 06/18/2019] [Indexed: 12/12/2022] Open
Abstract
Cancer cells exhibit phenotypic plasticity during epithelial-mesenchymal transition (EMT) and mesenchymal-epithelial transition (MET) involving intermediate states. To study genome-wide epigenetic remodeling associated with EMT plasticity, we integrate the analyses of DNA methylation, ChIP-sequencing of five histone marks (H3K4me1, H3K4me3, H3K27Ac, H3K27me3 and H3K9me3) and transcriptome profiling performed on ovarian cancer cells with different epithelial/mesenchymal states and on a knockdown model of EMT suppressor Grainyhead-like 2 (GRHL2). We have identified differentially methylated CpG sites associated with EMT, found at promoters of epithelial genes and GRHL2 binding sites. GRHL2 knockdown results in CpG methylation gain and nucleosomal remodeling (reduction in permissive marks H3K4me3 and H3K27ac; elevated repressive mark H3K27me3), resembling the changes observed across progressive EMT states. Epigenetic-modifying agents such as 5-azacitidine, GSK126 and mocetinostat further reveal cell state-dependent plasticity upon GRHL2 overexpression. Overall, we demonstrate that epithelial genes are subject to epigenetic control during intermediate phases of EMT/MET involving GRHL2.
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Affiliation(s)
- Vin Yee Chung
- Cancer Science Institute of Singapore, National University of Singapore, Singapore, 117599 Singapore
| | - Tuan Zea Tan
- Cancer Science Institute of Singapore, National University of Singapore, Singapore, 117599 Singapore
| | - Jieru Ye
- Cancer Science Institute of Singapore, National University of Singapore, Singapore, 117599 Singapore
| | - Rui-Lan Huang
- Department of Obstetrics and Gynecology, Shuang Ho Hospital, Taipei Medical University, 11031 Taipei, Taiwan
| | - Hung-Cheng Lai
- Department of Obstetrics and Gynecology, Shuang Ho Hospital, Taipei Medical University, 11031 Taipei, Taiwan
| | - Dennis Kappei
- Cancer Science Institute of Singapore, National University of Singapore, Singapore, 117599 Singapore
- Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, 117596 Singapore
| | - Heike Wollmann
- Institute of Molecular and Cell Biology, A*STAR, Singapore, 138673 Singapore
| | - Ernesto Guccione
- Institute of Molecular and Cell Biology, A*STAR, Singapore, 138673 Singapore
| | - Ruby Yun-Ju Huang
- Cancer Science Institute of Singapore, National University of Singapore, Singapore, 117599 Singapore
- School of Medicine, College of Medicine, National Taiwan University, 10051 Taipei, Taiwan
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13
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Differential regulation of PD-L1 expression by immune and tumor cells in NSCLC and the response to treatment with atezolizumab (anti-PD-L1). Proc Natl Acad Sci U S A 2018; 115:E10119-E10126. [PMID: 30297397 PMCID: PMC6205493 DOI: 10.1073/pnas.1802166115] [Citation(s) in RCA: 172] [Impact Index Per Article: 28.7] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
Programmed death-ligand 1 (PD-L1) expression on tumor cells and tumor-infiltrating immune cells is regulated by distinct mechanisms and has nonredundant roles in regulating anticancer immunity, and PD-L1 on both cell types is important for predicting best response to atezolizumab in non-small cell lung cancer. Programmed death-ligand 1 (PD-L1) expression on tumor cells (TCs) by immunohistochemistry is rapidly gaining importance as a diagnostic for the selection or stratification of patients with non-small cell lung cancer (NSCLC) most likely to respond to single-agent checkpoint inhibitors. However, at least two distinct patterns of PD-L1 expression have been observed with potential biological and clinical relevance in NSCLC: expression on TC or on tumor-infiltrating immune cells (ICs). We investigated the molecular and cellular characteristics associated with PD-L1 expression in these distinct cell compartments in 4,549 cases of NSCLC. PD-L1 expression on IC was more prevalent and likely reflected IFN-γ–induced adaptive regulation accompanied by increased tumor-infiltrating lymphocytes and effector T cells. High PD-L1 expression on TC, however, reflected an epigenetic dysregulation of the PD-L1 gene and was associated with a distinct histology described by poor immune infiltration, sclerotic/desmoplastic stroma, and mesenchymal molecular features. Importantly, durable clinical responses to atezolizumab (anti–PD-L1) were observed in patients with tumors expressing high PD-L1 levels on either TC alone [40% objective response rate (ORR)] or IC alone (22% ORR). Thus, PD-L1 expression on TC or IC can independently attenuate anticancer immunity and emphasizes the functional importance of IC in regulating the antitumor T cell response.
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14
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Le AVP, Szaumkessel M, Tan TZ, Thiery JP, Thompson EW, Dobrovic A. DNA Methylation Profiling of Breast Cancer Cell Lines along the Epithelial Mesenchymal Spectrum-Implications for the Choice of Circulating Tumour DNA Methylation Markers. Int J Mol Sci 2018; 19:ijms19092553. [PMID: 30154364 PMCID: PMC6164039 DOI: 10.3390/ijms19092553] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2018] [Revised: 06/29/2018] [Accepted: 08/13/2018] [Indexed: 12/18/2022] Open
Abstract
(1) Background: Epithelial–mesenchymal plasticity (EMP) is a dynamic process whereby epithelial carcinoma cells reversibly acquire morphological and invasive characteristics typical of mesenchymal cells. Identifying the methylation differences between epithelial and mesenchymal states may assist in the identification of optimal DNA methylation biomarkers for the blood-based monitoring of cancer. (2) Methods: Methylation-sensitive high-resolution melting (MS-HRM) was used to examine the promoter methylation status of a panel of established and novel markers in a range of breast cancer cell lines spanning the epithelial–mesenchymal spectrum. Pyrosequencing was used to validate the MS-HRM results. (3) Results: VIM, DKK3, and CRABP1 were methylated in the majority of epithelial breast cancer cell lines, while methylation of GRHL2, MIR200C, and CDH1 was restricted to mesenchymal cell lines. Some markers that have been used to assess minimal residual disease such as AKR1B1 and APC methylation proved to be specific for epithelial breast cell lines. However, RASSF1A, RARβ, TWIST1, and SFRP2 methylation was seen in both epithelial and mesenchymal cell lines, supporting their suitability for a multimarker panel. (4) Conclusions: Profiling DNA methylation shows a distinction between epithelial and mesenchymal phenotypes. Understanding how DNA methylation varies between epithelial and mesenchymal phenotypes may lead to more rational selection of methylation-based biomarkers for circulating tumour DNA analysis.
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Affiliation(s)
- Anh Viet-Phuong Le
- Olivia Newton John Cancer Research Institute, Heidelberg, VIC 3084, Australia.
- Department of Surgery, St. Vincent's Hospital, University of Melbourne, Melbourne, VIC 3065, Australia.
| | - Marcin Szaumkessel
- Olivia Newton John Cancer Research Institute, Heidelberg, VIC 3084, Australia.
| | - Tuan Zea Tan
- Cancer Science Institute of Singapore, 14 Medical Drive, National University of Singapore, Singapore 117599, Singapore.
| | - Jean-Paul Thiery
- Cancer Science Institute of Singapore, 14 Medical Drive, National University of Singapore, Singapore 117599, Singapore.
- INSERM UMR 1186, Integrative Tumor Immunology and Genetic Oncology, Gustave Roussy, Université Paris-Sud, 94805 Villejuif, France.
| | - Erik W Thompson
- Department of Surgery, St. Vincent's Hospital, University of Melbourne, Melbourne, VIC 3065, Australia.
- Institute of Health and Biomedical Innovation and School of Biomedical Sciences, Queensland University of Technology, Kelvin Grove, QLD 4059, Australia.
- Translational Research Institute, Woolloongabba, QLD 4102, Australia.
| | - Alexander Dobrovic
- Olivia Newton John Cancer Research Institute, Heidelberg, VIC 3084, Australia.
- Department of Clinical Pathology, University of Melbourne, Parkville, VIC 3010, Australia.
- School of Cancer Medicine, La Trobe University Bundoora, Bundoora, VIC 3086, Australia.
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15
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McKain MR, Johnson MG, Uribe‐Convers S, Eaton D, Yang Y. Practical considerations for plant phylogenomics. APPLICATIONS IN PLANT SCIENCES 2018; 6:e1038. [PMID: 29732268 PMCID: PMC5895195 DOI: 10.1002/aps3.1038] [Citation(s) in RCA: 101] [Impact Index Per Article: 16.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/22/2018] [Accepted: 03/13/2018] [Indexed: 05/10/2023]
Abstract
The past decade has seen a major breakthrough in our ability to easily and inexpensively sequence genome-scale data from diverse lineages. The development of high-throughput sequencing and long-read technologies has ushered in the era of phylogenomics, where hundreds to thousands of nuclear genes and whole organellar genomes are routinely used to reconstruct evolutionary relationships. As a result, understanding which options are best suited for a particular set of questions can be difficult, especially for those just starting in the field. Here, we review the most recent advances in plant phylogenomic methods and make recommendations for project-dependent best practices and considerations. We focus on the costs and benefits of different approaches in regard to the information they provide researchers and the questions they can address. We also highlight unique challenges and opportunities in plant systems, such as polyploidy, reticulate evolution, and the use of herbarium materials, identifying optimal methodologies for each. Finally, we draw attention to lingering challenges in the field of plant phylogenomics, such as reusability of data sets, and look at some up-and-coming technologies that may help propel the field even further.
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Affiliation(s)
- Michael R. McKain
- Department of Biological SciencesThe University of AlabamaBox 870344TuscaloosaAlabama35487USA
| | - Matthew G. Johnson
- Department of Biological SciencesTexas Tech University2901 Main Street, Box 43131LubbockTexas79409USA
| | - Simon Uribe‐Convers
- Department of Ecology and Evolutionary BiologyUniversity of Michigan830 North UniversityAnn ArborMichigan48109USA
| | - Deren Eaton
- Department of Ecology, Evolution, and Environmental BiologyColumbia University1200 Amsterdam AvenueNew YorkNew York10027USA
| | - Ya Yang
- Department of Plant and Microbial BiologyUniversity of Minnesota–Twin Cities1445 Gortner AvenueSt. PaulMinnesota55108USA
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16
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Saffari A, Silver MJ, Zavattari P, Moi L, Columbano A, Meaburn EL, Dudbridge F. Estimation of a significance threshold for epigenome-wide association studies. Genet Epidemiol 2018; 42:20-33. [PMID: 29034560 PMCID: PMC5813244 DOI: 10.1002/gepi.22086] [Citation(s) in RCA: 103] [Impact Index Per Article: 17.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2016] [Revised: 05/30/2017] [Accepted: 07/24/2017] [Indexed: 12/17/2022]
Abstract
Epigenome-wide association studies (EWAS) are designed to characterise population-level epigenetic differences across the genome and link them to disease. Most commonly, they assess DNA-methylation status at cytosine-guanine dinucleotide (CpG) sites, using platforms such as the Illumina 450k array that profile a subset of CpGs genome wide. An important challenge in the context of EWAS is determining a significance threshold for declaring a CpG site as differentially methylated, taking multiple testing into account. We used a permutation method to estimate a significance threshold specifically for the 450k array and a simulation extrapolation approach to estimate a genome-wide threshold. These methods were applied to five different EWAS datasets derived from a variety of populations and tissue types. We obtained an estimate of α=2.4×10-7 for the 450k array, and a genome-wide estimate of α=3.6×10-8. We further demonstrate the importance of these results by showing that previously recommended sample sizes for EWAS should be adjusted upwards, requiring samples between ∼10% and ∼20% larger in order to maintain type-1 errors at the desired level.
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Affiliation(s)
- Ayden Saffari
- Department of Non‐Communicable Disease EpidemiologyLondon School of Hygiene and Tropical MedicineLondonUnited Kingdom
- MRC Unit, The Gambia and MRC International Nutrition GroupLondon School of Hygiene and Tropical MedicineLondonUnited Kingdom
- Department of Psychological Sciences, BirkbeckUniversity of LondonLondonUnited Kingdom
| | - Matt J. Silver
- MRC Unit, The Gambia and MRC International Nutrition GroupLondon School of Hygiene and Tropical MedicineLondonUnited Kingdom
| | - Patrizia Zavattari
- Department of Biomedical SciencesUniversity of CagliariCagliariSardiniaItaly
| | - Loredana Moi
- Department of Biomedical SciencesUniversity of CagliariCagliariSardiniaItaly
| | - Amedeo Columbano
- Department of Biomedical SciencesUniversity of CagliariCagliariSardiniaItaly
| | - Emma L. Meaburn
- Department of Psychological Sciences, BirkbeckUniversity of LondonLondonUnited Kingdom
| | - Frank Dudbridge
- Department of Non‐Communicable Disease EpidemiologyLondon School of Hygiene and Tropical MedicineLondonUnited Kingdom
- Department of Health SciencesUniversity of LeicesterLeicesterUnited Kingdom
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17
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Fang J, Zhang JG, Deng HW, Wang YP. Joint Detection of Associations between DNA Methylation and Gene Expression from Multiple Cancers. IEEE J Biomed Health Inform 2017; 22:1960-1969. [PMID: 29990049 DOI: 10.1109/jbhi.2017.2784621] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
DNA methylation plays an important role in the development of various cancers mainly through the regulation on gene expression. Hence, the study on the relation between DNA methylation and gene expression is of particular interest to understand cancers. Recently, an increasing number of datasets are available from multiple cancers, which makes it possible to study both the similarity and difference of genomic alterations across multiple tumor types. However, most of the existing pan-cancer analysis methods perform simple aggregations, which may overlook the heterogeneity of the interactions. In this paper, we propose a novel method to jointly detect complex associations between DNA methylation and gene expression levels from multiple cancers. The main idea is to apply joint sparse canonical correlation analysis to detect a small set of methylated sites, which are associated with another set of genes either shared across cancers or specific to a particular group (group-specific) of cancers. These methylated sites and genes form a complex module with strong multivariate correlations. We further introduced a joint sparse precision matrix estimation method to identify driver methylation-gene pairs in the module. These pairs are characterized by significant partial correlations, which may imply high functional impacts and contribute to complementary information to the main step. We apply our method to The Cancer Genome Atlas(TCGA) datasets with 1166 samples from four cancers. The results reveal significant shared and groupspecific interactions between DNA methylation and gene expression levels. To promote reproducible research, the Matlab code is available at https://sites.google.com/site/jianfang86/jointTCGA.
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18
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Shi YX, Wang Y, Li X, Zhang W, Zhou HH, Yin JY, Liu ZQ. Genome-wide DNA methylation profiling reveals novel epigenetic signatures in squamous cell lung cancer. BMC Genomics 2017; 18:901. [PMID: 29169318 PMCID: PMC5701423 DOI: 10.1186/s12864-017-4223-3] [Citation(s) in RCA: 53] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2017] [Accepted: 10/17/2017] [Indexed: 11/15/2022] Open
Abstract
Background Epigenetic alterations are strongly associated with the development of cancer. The aim of this study was to identify epigenetic pattern in squamous cell lung cancer (LUSC) on a genome-wide scale. Results Here we performed DNA methylation profiling on 24 LUSC and paired non-tumor lung (NTL) tissues by Illumina Human Methylation 450 K BeadArrays, and identified 5214 differentially methylated probes. By integrating DNA methylation and mRNA expression data, 449 aberrantly methylated genes accompanied with altered expression were identified. Ingenuity Pathway analysis highlighted these genes which were closely related to the carcinogenesis of LUSC, such as ERK family, NFKB signaling pathway, Hedgehog signaling pathway, providing new clues for understanding the molecular mechanisms of LUSC pathogenesis. To verify the results of high-throughput screening, we used 56 paired independent tissues for clinical validation by pyrosequencing. Subsequently, another 343 tumor tissues from the Cancer Genome Atlas (TCGA) database were utilized for further validation. Then, we identified a panel of DNA methylation biomarkers (CLDN1, TP63, TBX5, TCF21, ADHFE1 and HNF1B) in LUSC. Furthermore, we performed receiver operating characteristics (ROC) analysis to assess the performance of biomarkers individually, suggesting that they could be suitable as potential diagnostic biomarkers for LUSC. Moreover, hierarchical clustering analysis of the DNA methylation data identified two tumor subgroups, one of which showed increased DNA methylation. Conclusions Collectively, these results suggest that DNA methylation plays critical roles in lung tumorigenesis and may potentially be proposed as a diagnostic biomarker. Trial registration ChiCTR-RCC-12002830 Date of registration: 2012–12-17. Electronic supplementary material The online version of this article (10.1186/s12864-017-4223-3) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Yuan-Xiang Shi
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, Changsha, 410008, People's Republic of China.,Institute of Clinical Pharmacology, Central South University, Hunan Key Laboratory of Pharmacogenetics, Changsha, 410078, People's Republic of China.,Hunan Province Cooperation Innovation Center for Molecular Target New Drug Study, Hengyang, 421001, People's Republic of China
| | - Ying Wang
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, Changsha, 410008, People's Republic of China.,Institute of Clinical Pharmacology, Central South University, Hunan Key Laboratory of Pharmacogenetics, Changsha, 410078, People's Republic of China
| | - Xi Li
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, Changsha, 410008, People's Republic of China.,Institute of Clinical Pharmacology, Central South University, Hunan Key Laboratory of Pharmacogenetics, Changsha, 410078, People's Republic of China.,Hunan Province Cooperation Innovation Center for Molecular Target New Drug Study, Hengyang, 421001, People's Republic of China
| | - Wei Zhang
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, Changsha, 410008, People's Republic of China.,Institute of Clinical Pharmacology, Central South University, Hunan Key Laboratory of Pharmacogenetics, Changsha, 410078, People's Republic of China.,Hunan Province Cooperation Innovation Center for Molecular Target New Drug Study, Hengyang, 421001, People's Republic of China
| | - Hong-Hao Zhou
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, Changsha, 410008, People's Republic of China.,Institute of Clinical Pharmacology, Central South University, Hunan Key Laboratory of Pharmacogenetics, Changsha, 410078, People's Republic of China.,Hunan Province Cooperation Innovation Center for Molecular Target New Drug Study, Hengyang, 421001, People's Republic of China
| | - Ji-Ye Yin
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, Changsha, 410008, People's Republic of China. .,Institute of Clinical Pharmacology, Central South University, Hunan Key Laboratory of Pharmacogenetics, Changsha, 410078, People's Republic of China. .,Hunan Province Cooperation Innovation Center for Molecular Target New Drug Study, Hengyang, 421001, People's Republic of China.
| | - Zhao-Qian Liu
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, Changsha, 410008, People's Republic of China. .,Institute of Clinical Pharmacology, Central South University, Hunan Key Laboratory of Pharmacogenetics, Changsha, 410078, People's Republic of China. .,Hunan Province Cooperation Innovation Center for Molecular Target New Drug Study, Hengyang, 421001, People's Republic of China.
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19
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Duruisseaux M, Esteller M. Lung cancer epigenetics: From knowledge to applications. Semin Cancer Biol 2017; 51:116-128. [PMID: 28919484 DOI: 10.1016/j.semcancer.2017.09.005] [Citation(s) in RCA: 187] [Impact Index Per Article: 26.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2017] [Revised: 09/12/2017] [Accepted: 09/13/2017] [Indexed: 12/17/2022]
Abstract
Lung cancer is the leading cause of cancer-related mortality worldwide. Advances in our understanding of the genomics of lung cancer have led to substantial progress in the treatment of specific molecular subsets. Immunotherapy also emerges as a major breakthrough in lung cancer treatment. However, challenges remain as a consensual approach for early lung cancer detection remains elusive while primary or secondary drug resistance eventually leads to treatment failure in all patients with advanced disease. Furthermore, a large portion of patients are still treated with conventional chemotherapy that is only modestly effective. The last two decades have seen exponential developments in the epigenetic understanding of lung cancer. Epigenetic alterations in DNA methylation, non-coding RNA expression, chromatin modeling and post transcriptional regulators are key events in each step of lung cancer pathogenesis. Here, we review the central role epigenetic disruptions play in lung cancer carcinogenesis and the acquisition of cancerous phenotype and aggressive behavior as well as in the resistance to therapy. Epigenetic disruptions could represent reliable biomarkers for lung cancer risk assessment, early diagnosis, prognosis stratification, molecular classification and prediction of treatment efficacy. The therapeutic potential of epigenetics targeted drugs in combination with chemotherapy, targeted therapy and/or immunotherapy is currently being intensively investigated. We suggest that integration of tissue-derived or circulating epigenetic biomarkers and epidrugs in clinical trial design will translate epigenetic knowledge of lung cancer into the clinic and improve lung cancer patient outcomes.
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Affiliation(s)
- Michaël Duruisseaux
- Cancer Epigenetics and Biology Program (PEBC), Bellvitge Biomedical Research Institute (IDIBELL), 08908 L'Hospitalet de Llobregat, Barcelona, Catalonia, Spain and Centro de Investigación Biomédica en Red de Cáncer (CIBERONC); Department of Respiratory Medecine, Hôpital Louis-Pradel, Hospices civils de Lyon, 28 avenue du Doyen Lépine, 69677, Lyon cedex, France.
| | - Manel Esteller
- Cancer Epigenetics and Biology Program (PEBC), Bellvitge Biomedical Research Institute (IDIBELL), 08908 L'Hospitalet de Llobregat, Barcelona, Catalonia, Spain and Centro de Investigación Biomédica en Red de Cáncer (CIBERONC); Instituciò Catalana de Recerca i Estudis Avançats (ICREA), 08010, Barcelona, Catalonia, Spain; Department of Physiological Sciences II, School of Medicine, University of Barcelona, 08036, Barcelona, Catalonia, Spain.
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20
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Lau KW, Seng C, Lim TKH, Tan DSW. Expanded molecular interrogation for potential actionable targets in non-squamous non-small cell lung cancer. ANNALS OF TRANSLATIONAL MEDICINE 2017; 5:372. [PMID: 29057232 PMCID: PMC5635263 DOI: 10.21037/atm.2017.08.42] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/20/2017] [Accepted: 08/03/2017] [Indexed: 12/15/2022]
Abstract
The advent of targeted therapies has established new standards of care for defined molecular subsets of non-small cell lung cancer (NSCLC). Not only has this led to significant changes in the routine clinical management of lung cancer e.g., multiplexed genomic testing, but it has provided important principles and benchmarks for determining "actionability". At present, the clinical paradigms are most evolved for EGFR mutations and ALK rearrangements, where multiple randomized phase III trials have determined optimal treatment strategies in both treatment naïve and resistant settings. However, this may not always be feasible with low prevalence alterations e.g., ROS1 and BRAF mutations. Another emerging observation is that not all targets are equally "actionable", necessitating a rigorous preclinical, clinical and translational framework to prosecute new targets and drug candidates. In this review, we will cover the role of targeted therapies for NSCLC harbouring BRAF, MET, HER2 and RET alterations, all of which have shown promise in non-squamous non-small cell lung cancer (ns-NSCLC). We further review some early epigenetic targets in NSCLC, an area of emerging interest. With increased molecular segmentation of lung cancer, we discuss the upcoming challenges in drug development and implementation of precision oncology approaches, especially in light of the complex and rapidly evolving therapeutic landscape.
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Affiliation(s)
- Kah Weng Lau
- Department of Anatomical Pathology, Singapore General Hospital, Singapore
- Institute of Molecular and Cell Biology, ASTAR, Singapore
| | - Claudia Seng
- Division of Medical Oncology, National Cancer Centre Singapore, Singapore
| | - Tony K H Lim
- Department of Anatomical Pathology, Singapore General Hospital, Singapore
| | - Daniel S W Tan
- Division of Medical Oncology, National Cancer Centre Singapore, Singapore
- Cancer Therapeutics Research Laboratory, Singapore
- Genome Institute of Singapore, ASTAR, Singapore
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21
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Horie M, Kaczkowski B, Ohshima M, Matsuzaki H, Noguchi S, Mikami Y, Lizio M, Itoh M, Kawaji H, Lassmann T, Carninci P, Hayashizaki Y, Forrest ARR, Takai D, Yamaguchi Y, Micke P, Saito A, Nagase T. Integrative CAGE and DNA Methylation Profiling Identify Epigenetically Regulated Genes in NSCLC. Mol Cancer Res 2017; 15:1354-1365. [PMID: 28698358 DOI: 10.1158/1541-7786.mcr-17-0191] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2017] [Revised: 06/12/2017] [Accepted: 06/28/2017] [Indexed: 11/16/2022]
Abstract
Lung cancer is the leading cause of cancer-related deaths worldwide. The majority of cancer driver mutations have been identified; however, relevant epigenetic regulation involved in tumorigenesis has only been fragmentarily analyzed. Epigenetically regulated genes have a great theranostic potential, especially in tumors with no apparent driver mutations. Here, epigenetically regulated genes were identified in lung cancer by an integrative analysis of promoter-level expression profiles from Cap Analysis of Gene Expression (CAGE) of 16 non-small cell lung cancer (NSCLC) cell lines and 16 normal lung primary cell specimens with DNA methylation data of 69 NSCLC cell lines and 6 normal lung epithelial cells. A core set of 49 coding genes and 10 long noncoding RNAs (lncRNA), which are upregulated in NSCLC cell lines due to promoter hypomethylation, was uncovered. Twenty-two epigenetically regulated genes were validated (upregulated genes with hypomethylated promoters) in the adenocarcinoma and squamous cell cancer subtypes of lung cancer using The Cancer Genome Atlas data. Furthermore, it was demonstrated that multiple copies of the REP522 DNA repeat family are prominently upregulated due to hypomethylation in NSCLC cell lines, which leads to cancer-specific expression of lncRNAs, such as RP1-90G24.10, AL022344.4, and PCAT7. Finally, Myeloma Overexpressed (MYEOV) was identified as the most promising candidate. Functional studies demonstrated that MYEOV promotes cell proliferation, survival, and invasion. Moreover, high MYEOV expression levels were associated with poor prognosis.Implications: This report identifies a robust list of 22 candidate driver genes that are epigenetically regulated in lung cancer; such genes may complement the known mutational drivers.Visual Overview: http://mcr.aacrjournals.org/content/molcanres/15/10/1354/F1.large.jpg Mol Cancer Res; 15(10); 1354-65. ©2017 AACR.
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Affiliation(s)
- Masafumi Horie
- Department of Respiratory Medicine, Graduate School of Medicine, The University of Tokyo, Bunkyo-ku, Tokyo, Japan
- Division for Health Service Promotion, The University of Tokyo, Bunkyo-ku, Tokyo, Japan
- Division of Genomic Technologies (DGT), RIKEN Center for Life Science Technologies, Yokohama, Kanagawa, Japan
| | - Bogumil Kaczkowski
- Division of Genomic Technologies (DGT), RIKEN Center for Life Science Technologies, Yokohama, Kanagawa, Japan.
| | - Mitsuhiro Ohshima
- Department of Biochemistry, Ohu University School of Pharmaceutical Sciences, Koriyama, Fukushima, Japan
| | - Hirotaka Matsuzaki
- Department of Respiratory Medicine, Graduate School of Medicine, The University of Tokyo, Bunkyo-ku, Tokyo, Japan
| | - Satoshi Noguchi
- Department of Respiratory Medicine, Graduate School of Medicine, The University of Tokyo, Bunkyo-ku, Tokyo, Japan
| | - Yu Mikami
- Department of Respiratory Medicine, Graduate School of Medicine, The University of Tokyo, Bunkyo-ku, Tokyo, Japan
- Department of Clinical Laboratory, Graduate School of Medicine, The University of Tokyo, Bunkyo-ku, Tokyo, Japan
| | - Marina Lizio
- Division of Genomic Technologies (DGT), RIKEN Center for Life Science Technologies, Yokohama, Kanagawa, Japan
| | - Masayoshi Itoh
- Division of Genomic Technologies (DGT), RIKEN Center for Life Science Technologies, Yokohama, Kanagawa, Japan
- RIKEN Preventive Medicine and Diagnosis Innovation Program, Wako, Saitama, Japan
| | - Hideya Kawaji
- Division of Genomic Technologies (DGT), RIKEN Center for Life Science Technologies, Yokohama, Kanagawa, Japan
- RIKEN Preventive Medicine and Diagnosis Innovation Program, Wako, Saitama, Japan
| | - Timo Lassmann
- Division of Genomic Technologies (DGT), RIKEN Center for Life Science Technologies, Yokohama, Kanagawa, Japan
- Telethon Kids Institute, the University of Western Australia, Perth, Western Australia, Australia
| | - Piero Carninci
- Division of Genomic Technologies (DGT), RIKEN Center for Life Science Technologies, Yokohama, Kanagawa, Japan
| | | | - Alistair R R Forrest
- Division of Genomic Technologies (DGT), RIKEN Center for Life Science Technologies, Yokohama, Kanagawa, Japan
- Harry Perkins Institute of Medical Research, QEII Medical Centre and Centre for Medical Research, the University of Western Australia, Nedlands, Western Australia, Australia
| | - Daiya Takai
- Department of Clinical Laboratory, Graduate School of Medicine, The University of Tokyo, Bunkyo-ku, Tokyo, Japan
| | - Yoko Yamaguchi
- Department of Biochemistry, Nihon University School of Dentistry, Chiyoda-ku, Tokyo, Japan
- Division of Functional Morphology Dental Research Center Nihon University School of Dentistry, Chiyoda-ku, Tokyo, Japan
| | - Patrick Micke
- Department of Immunology, Genetics and Pathology, Uppsala University, Uppsala, Sweden
| | - Akira Saito
- Department of Respiratory Medicine, Graduate School of Medicine, The University of Tokyo, Bunkyo-ku, Tokyo, Japan.
- Division for Health Service Promotion, The University of Tokyo, Bunkyo-ku, Tokyo, Japan
| | - Takahide Nagase
- Department of Respiratory Medicine, Graduate School of Medicine, The University of Tokyo, Bunkyo-ku, Tokyo, Japan
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22
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Abstract
Epigenetic deregulation is of importance in tumorigenesis. In particular CpG islands (CGI), are frequently hypermethylated. Here, genome-wide DNA-methylation profiles of 480,000 CpGs in lung cancer cells were generated. It was observed that intra- and intergenic CGI exhibited higher methylation compared to normal cells. The functional annotation of hypermethylated CGI revealed that the hypermethylation was associated with homeobox domain genes and targets marked by repressive histone modifications. The strongest methylation variation was observed in transitional areas of CGI, termed shores. 5'-shores of promoter-associated CGI in lung cancer cell lines were higher methylated than 3'-shores. Within two tandem-oriented genes, a significant hypermethylation of the downstream-located CGI promoters was revealed. Hypermethylation correlates with the length of the intergenic region between such tandem genes. As the RASSF1A tumor suppressor gene represents such a downstream tandem gene, its silencing was analyzed using an inducible system. It was determined that the induction of an upstream gene led to a repression of RASSF1A through a process involving histone deacetylases and CPSF1. A tumor-specific increase in expression of histone deacetylases and CPSF1 was detected in lung cancer. Our results suggest that the downstream gene could be susceptible to epigenetic silencing when organized in a tandem orientation.
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Lu Y, Li S, Zhu S, Gong Y, Shi J, Xu L. Methylated DNA/RNA in Body Fluids as Biomarkers for Lung Cancer. Biol Proced Online 2017; 19:2. [PMID: 28331435 PMCID: PMC5356409 DOI: 10.1186/s12575-017-0051-8] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2017] [Accepted: 03/02/2017] [Indexed: 12/21/2022] Open
Abstract
DNA/RNA methylation plays an important role in lung cancer initiation and progression. Liquid biopsy makes use of cells, nucleotides and proteins released from tumor cells into body fluids to help with cancer diagnosis and prognosis. Methylation of circulating tumor DNA (ctDNA) has gained increasing attention as biomarkers for lung cancer. Here we briefly introduce the biological basis and detection method of ctDNA methylation, and review various applications of methylated DNA in body fluids in lung cancer screening, diagnosis, prognosis, monitoring and treatment prediction. We also discuss the emerging role of RNA methylation as biomarkers for cancer.
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Affiliation(s)
- Yan Lu
- No.2 oncology department, Yueyang Hospital of Integrated Traditional Chinese and Western Medicine, Shanghai University of Traditional Chinese Medicine, No.110, Ganhe Rd, Shanghai, China
| | - Shulin/Sl Li
- MD Anderson Cancer Center, the university of Texas, 1840 Old Spanish Trail, Houston, TX USA
| | - Shiguo/Sg Zhu
- Department of Immunology and Pathogenic Biology, School of Basic Medical Sciences, Shanghai University of Traditional Chinese Medicine, 1200 Cai Lun Rd, Shanghai, China
| | - Yabin/Yb Gong
- No.2 oncology department, Yueyang Hospital of Integrated Traditional Chinese and Western Medicine, Shanghai University of Traditional Chinese Medicine, No.110, Ganhe Rd, Shanghai, China
| | - Jun/J Shi
- No.2 oncology department, Yueyang Hospital of Integrated Traditional Chinese and Western Medicine, Shanghai University of Traditional Chinese Medicine, No.110, Ganhe Rd, Shanghai, China
| | - Ling/L Xu
- No.2 oncology department, Yueyang Hospital of Integrated Traditional Chinese and Western Medicine, Shanghai University of Traditional Chinese Medicine, No.110, Ganhe Rd, Shanghai, China
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Analysis of Microarray Data on Gene Expression and Methylation to Identify Long Non-coding RNAs in Non-small Cell Lung Cancer. Sci Rep 2016; 6:37233. [PMID: 27849024 PMCID: PMC5110979 DOI: 10.1038/srep37233] [Citation(s) in RCA: 33] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2016] [Accepted: 10/26/2016] [Indexed: 12/28/2022] Open
Abstract
To identify what long non-coding RNAs (lncRNAs) are involved in non-small cell lung cancer (NSCLC), we analyzed microarray data on gene expression and methylation. Gene expression chip and HumanMethylation450BeadChip were used to interrogate genome-wide expression and methylation in tumor samples. Differential expression and methylation were analyzed through comparing tumors with adjacent non-tumor tissues. LncRNAs expressed differentially and correlated with coding genes and DNA methylation were validated in additional tumor samples using RT-qPCR and pyrosequencing. In vitro experiments were performed to evaluate lncRNA’s effects on tumor cells. We identified 8,500 lncRNAs expressed differentially between tumor and non-tumor tissues, of which 1,504 were correlated with mRNA expression. Two of the lncRNAs, LOC146880 and ENST00000439577, were positively correlated with expression of two cancer-related genes, KPNA2 and RCC2, respectively. High expression of LOC146880 and ENST00000439577 were also associated with poor survival. Analysis of lncRNA expression in relation to DNA methylation showed that LOC146880 expression was down-regulated by DNA methylation in its promoter. Lowering the expression of LOC146880 or ENST00000439577 in tumor cells could inhibit cell proliferation, invasion and migration. Analysis of microarray data on gene expression and methylation allows us to identify two lncRNAs, LOC146880 and ENST00000439577, which may promote the progression of NSCLC.
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25
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Tombolan L, Poli E, Martini P, Zin A, Millino C, Pacchioni B, Celegato B, Bisogno G, Romualdi C, Rosolen A, Lanfranchi G. Global DNA methylation profiling uncovers distinct methylation patterns of protocadherin alpha4 in metastatic and non-metastatic rhabdomyosarcoma. BMC Cancer 2016; 16:886. [PMID: 27842508 PMCID: PMC5109816 DOI: 10.1186/s12885-016-2936-3] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2016] [Accepted: 10/25/2016] [Indexed: 12/16/2022] Open
Abstract
Background Rhabdomyosarcoma (RMS), which can be classified as embryonal RMS (ERMS) and alveolar RMS (ARMS), represents the most frequent soft tissue sarcoma in the pediatric population; the latter shows greater aggressiveness and metastatic potential with respect to the former. Epigenetic alterations in cancer include DNA methylation changes and histone modifications that influence overall gene expression patterns. Different tumor subtypes are characterized by distinct methylation signatures that could facilitate early disease detection and greater prognostic accuracy. Methods A genome-wide approach was used to examine methylation patterns associated with different prognoses, and DNA methylome analysis was carried out using the Agilent Human DNA Methylation platform. The results were validated using bisulfite sequencing and 5-aza-2′deoxycytidine treatment in RMS cell lines. Some in vitro functional studies were also performed to explore the involvement of a target gene in RMS tumor cells. Results In accordance with the Intergroup Rhabdomyosarcoma Study (IRS) grouping, study results showed that distinct methylation patterns distinguish RMS subgroups and that a cluster of protocadherin genes are hypermethylated in metastatic RMS. Among these, PCDHA4, whose expression was decreased by DNA methylation, emerged as a down-regulated gene in the metastatic samples. As PCDHA4-silenced cells have a significantly higher cell proliferation rate paralleled by higher cell invasiveness, PCDHA4 seems to behave as a tumor suppressor in metastatic RMS. Conclusion Study results demonstrated that DNA methylation patterns distinguish between metastatic and non-metastatic RMS and suggest that epigenetic regulation of specific genes could represent a novel therapeutic target that could enhance the efficiency of RMS treatments. Electronic supplementary material The online version of this article (doi:10.1186/s12885-016-2936-3) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- L Tombolan
- Department of Biology, University of Padova, Padova, Italy. .,Department of Women's and Children's Health, University of Padova, Padova, Italy.
| | - E Poli
- Department of Women's and Children's Health, University of Padova, Padova, Italy
| | - P Martini
- Department of Biology, University of Padova, Padova, Italy
| | - A Zin
- Institute of Pediatric Research, IRP, Padova, Italy
| | - C Millino
- C.R.I.B.I.-Biotechnology Centre, University of Padova, Padova, Italy
| | - B Pacchioni
- C.R.I.B.I.-Biotechnology Centre, University of Padova, Padova, Italy
| | - B Celegato
- C.R.I.B.I.-Biotechnology Centre, University of Padova, Padova, Italy
| | - G Bisogno
- Department of Women's and Children's Health, Hematology Oncology Division, University of Padova, Padova, Italy
| | - C Romualdi
- Department of Biology, University of Padova, Padova, Italy
| | - A Rosolen
- Department of Women's and Children's Health, Hematology Oncology Division, University of Padova, Padova, Italy
| | - G Lanfranchi
- Department of Biology, University of Padova, Padova, Italy. .,C.R.I.B.I.-Biotechnology Centre, University of Padova, Padova, Italy.
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26
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Duan K, Li L, Tan XD, Yin P. A novel model for identification of prognostic indicator for clinical outcome of squamous cell lung carcinoma. Tumour Biol 2016; 37:10.1007/s13277-016-5407-1. [PMID: 27830468 DOI: 10.1007/s13277-016-5407-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2016] [Accepted: 09/13/2016] [Indexed: 11/25/2022] Open
Abstract
Squamous cell carcinoma of the lung (SCCL) is the most common and aggressive lung tumor with poor clinical outcome. Identification and development of potential genes in prognostic process could be beneficial for clinical management. Sequencing data of 300 SCCL samples at level 3 were downloaded from The Cancer Genome Atlas (TCGA) data portal. Single-factor survival analysis was performed by the Kaplan-Meier method. Functional annotation was conducted on the high-frequency genes filtered out by 1000 times of the least absolute shrinkage and selectionator operator regression analysis. Meanwhile, multi-factor survival analysis was conducted and ROC curve were produced. Risk coefficient and expression level of each gene were used in the division of high-risk and low-risk genes. The number of high-risk genes of each sample was obtained, and the survival condition of different samples was analyzed. Finally, the number of optimal high-risk genes was obtained. Seven thousand nine hundred ninety-eight differential expressed mRNAs were obtained, and 2041 potential prognostic genes were screened out. Twenty one of the 22 high-frequency genes were showed to have significant impact on prognostic process. Single-factor analysis was performed on the 22 models, and eight efficient models were obtained, and seven among them were proven to be significant. By random testing, ≥5 genes and ≥6 genes were proven to be most stable and ≥6 genes were finally recognized as the beneficial indicator to distinguish lung squamous cell carcinoma. Twenty-two potential genes differentially expressed in lung squamous cell carcinoma were identified as potential prognostic indicator in clinical outcome, and the novel model in this study could be applied in other cancer types.
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Affiliation(s)
- Kai Duan
- Department of Epidemiology and Biostatistics, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430071, China
| | - Li Li
- Department of Epidemiology and Biostatistics, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430071, China
| | - Xiao-Dong Tan
- Department of Epidemiology and Biostatistics, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430071, China
| | - Ping Yin
- Department of Epidemiology and Biostatistics, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430071, China.
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27
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Abstract
Lung cancer is the leading cause of cancer-related deaths worldwide. Recent implementation of low-dose computed tomography (LDCT) screening is predicted to lead to diagnosis of lung cancer at an earlier stage, with survival benefit. However, there is still a pressing need for biomarkers that will identify individuals eligible for screening, as well as improve the diagnostic accuracy of LDCT. In addition, biomarkers for prognostic stratification of patients with early stage disease, and those that can be used as surrogates to monitor tumor evolution, will greatly improve clinical management. Molecular alterations found in the DNA of tumor cells, such as mutations, translocations and methylation, are reflected in DNA that is released from the tumor into the bloodstream. Thus, in recent years, circulating tumor DNA (ctDNA) has gained increasing attention as a noninvasive alternative to tissue biopsies and potential surrogate for the entire tumor genome. Activating gene mutations found in ctDNA have been proven effective in predicting response to targeted therapy. Analysis of ctDNA is also a valuable tool for longitudinal follow-up of cancer patients that does not require serial biopsies and may anticipate the acquisition of resistance. DNA methylation has also emerged as a promising marker for early detection, prognosis and real-time follow-up of tumor dynamics that is independent of the genomic composition of the primary tumor. This review summarizes the various investigational applications of methylated ctDNA in lung cancer reported to date. It also provides a brief overview of the technologies for analysis of DNA methylation in liquid biopsies, and the challenges that befall the implementation of methylated ctDNA into routine clinical practice.
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Affiliation(s)
- Delphine Lissa
- Laboratory of Human Carcinogenesis, National Cancer Institute, NIH, Bethesda, MD 20892, USA
| | - Ana I Robles
- Laboratory of Human Carcinogenesis, National Cancer Institute, NIH, Bethesda, MD 20892, USA
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28
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Delpuech O, Rooney C, Mooney L, Baker D, Shaw R, Dymond M, Wang D, Zhang P, Cross S, Veldman-Jones M, Wilson J, Davies BR, Dry JR, Kilgour E, Smith PD. Identification of Pharmacodynamic Transcript Biomarkers in Response to FGFR Inhibition by AZD4547. Mol Cancer Ther 2016; 15:2802-2813. [PMID: 27550940 DOI: 10.1158/1535-7163.mct-16-0297] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2016] [Accepted: 08/11/2016] [Indexed: 11/16/2022]
Abstract
The challenge of developing effective pharmacodynamic biomarkers for preclinical and clinical testing of FGFR signaling inhibition is significant. Assays that rely on the measurement of phospho-protein epitopes can be limited by the availability of effective antibody detection reagents. Transcript profiling enables accurate quantification of many biomarkers and provides a broader representation of pathway modulation. To identify dynamic transcript biomarkers of FGFR signaling inhibition by AZD4547, a potent inhibitor of FGF receptors 1, 2, and 3, a gene expression profiling study was performed in FGFR2-amplified, drug-sensitive tumor cell lines. Consistent with known signaling pathways activated by FGFR, we identified transcript biomarkers downstream of the RAS-MAPK and PI3K/AKT pathways. Using different tumor cell lines in vitro and xenografts in vivo, we confirmed that some of these transcript biomarkers (DUSP6, ETV5, YPEL2) were modulated downstream of oncogenic FGFR1, 2, 3, whereas others showed selective modulation only by FGFR2 signaling (EGR1). These transcripts showed consistent time-dependent modulation, corresponding to the plasma exposure of AZD4547 and inhibition of phosphorylation of the downstream signaling molecules FRS2 or ERK. Combination of FGFR and AKT inhibition in an FGFR2-mutated endometrial cancer xenograft model enhanced modulation of transcript biomarkers from the PI3K/AKT pathway and tumor growth inhibition. These biomarkers were detected on the clinically validated nanoString platform. Taken together, these data identified novel dynamic transcript biomarkers of FGFR inhibition that were validated in a number of in vivo models, and which are more robustly modulated by FGFR inhibition than some conventional downstream signaling protein biomarkers. Mol Cancer Ther; 15(11); 2802-13. ©2016 AACR.
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Affiliation(s)
- Oona Delpuech
- AstraZeneca Pharmaceutical, Oncology iMed, CRUK-CI, Li Ka Shing Centre, Cambridge, United Kingdom.
| | - Claire Rooney
- AstraZeneca Pharmaceutical, Darwing Building, Cambridge, United Kingdom
| | - Lorraine Mooney
- AstraZeneca Pharmaceutical, Alderley Park, Macclesfield, United Kingdom
| | - Dawn Baker
- AstraZeneca Pharmaceutical, Alderley Park, Macclesfield, United Kingdom
| | - Robert Shaw
- AstraZeneca Pharmaceutical, Alderley Park, Macclesfield, United Kingdom
| | - Michael Dymond
- AstraZeneca Pharmaceutical, Alderley Park, Macclesfield, United Kingdom
| | - Dennis Wang
- AstraZeneca Pharmaceutical, Oncology iMed, CRUK-CI, Li Ka Shing Centre, Cambridge, United Kingdom
| | - Pei Zhang
- AstraZeneca Pharmaceutical, Oncology iMed, CRUK-CI, Li Ka Shing Centre, Cambridge, United Kingdom
| | - Sarah Cross
- AstraZeneca Pharmaceutical, Riverside, Granta Park, Cambridge, United Kingdom
| | | | - Joanne Wilson
- AstraZeneca Pharmaceutical, Oncology iMed, CRUK-CI, Li Ka Shing Centre, Cambridge, United Kingdom
| | - Barry R Davies
- AstraZeneca Pharmaceutical, Oncology iMed, CRUK-CI, Li Ka Shing Centre, Cambridge, United Kingdom
| | - Jonathan R Dry
- AstraZeneca Pharmaceutical, Gatehouse, Waltham, Massachusetts
| | - Elaine Kilgour
- AstraZeneca Pharmaceutical, Alderley Park, Macclesfield, United Kingdom
| | - Paul D Smith
- AstraZeneca Pharmaceutical, Oncology iMed, CRUK-CI, Li Ka Shing Centre, Cambridge, United Kingdom
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29
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Quantitative comparison of DNA methylation assays for biomarker development and clinical applications. Nat Biotechnol 2016; 34:726-37. [PMID: 27347756 DOI: 10.1038/nbt.3605] [Citation(s) in RCA: 223] [Impact Index Per Article: 27.9] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2015] [Accepted: 05/10/2016] [Indexed: 02/08/2023]
Abstract
DNA methylation patterns are altered in numerous diseases and often correlate with clinically relevant information such as disease subtypes, prognosis and drug response. With suitable assays and after validation in large cohorts, such associations can be exploited for clinical diagnostics and personalized treatment decisions. Here we describe the results of a community-wide benchmarking study comparing the performance of all widely used methods for DNA methylation analysis that are compatible with routine clinical use. We shipped 32 reference samples to 18 laboratories in seven different countries. Researchers in those laboratories collectively contributed 21 locus-specific assays for an average of 27 predefined genomic regions, as well as six global assays. We evaluated assay sensitivity on low-input samples and assessed the assays' ability to discriminate between cell types. Good agreement was observed across all tested methods, with amplicon bisulfite sequencing and bisulfite pyrosequencing showing the best all-round performance. Our technology comparison can inform the selection, optimization and use of DNA methylation assays in large-scale validation studies, biomarker development and clinical diagnostics.
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30
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Integrated genomic analysis of colorectal cancer progression reveals activation of EGFR through demethylation of the EREG promoter. Oncogene 2016; 35:6403-6415. [PMID: 27270421 PMCID: PMC5161754 DOI: 10.1038/onc.2016.170] [Citation(s) in RCA: 54] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2015] [Revised: 02/26/2016] [Accepted: 04/12/2016] [Indexed: 12/15/2022]
Abstract
Key molecular drivers that underlie transformation of colonic epithelium into colorectal adenocarcinoma (CRC) are well described. However, the mechanisms through which clinically targeted pathways are activated during CRC progression have yet to be elucidated. Here, we used an integrative genomics approach to examine CRC progression. We used laser capture microdissection to isolate colonic crypt cells, differentiated surface epithelium, adenomas, carcinomas and metastases, and used gene expression profiling to identify pathways that were differentially expressed between the different cell types. We identified a number of potentially important transcriptional changes in developmental and oncogenic pathways, and noted a marked upregulation of EREG in primary and metastatic cancer cells. We confirmed this pattern of gene expression by in situ hybridization and observed staining consistent with autocrine expression in the tumor cells. Upregulation of EREG during the adenoma-carcinoma transition was associated with demethylation of two key sites within its promoter, and this was accompanied by an increase in the levels of epidermal growth factor receptor (EGFR) phosphorylation, as assessed by reverse-phase protein analysis. In CRC cell lines, we demonstrated that EREG demethylation led to its transcriptional upregulation, higher levels of EGFR phosphorylation, and sensitization to EGFR inhibitors. Low levels of EREG methylation in patients who received cetuximab as part of a phase II study were associated with high expression of the ligand and a favorable response to therapy. Conversely, high levels of promoter methylation and low levels of EREG expression were observed in tumors that progressed after treatment. We also noted an inverse correlation between EREG methylation and expression levels in several other cancers, including those of the head and neck, lung and bladder. Therefore, we propose that upregulation of EREG expression through promoter demethylation might be an important means of activating the EGFR pathway during the genesis of CRC and potentially other cancers.
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31
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An Integrated Prognostic Classifier for Stage I Lung Adenocarcinoma Based on mRNA, microRNA, and DNA Methylation Biomarkers. J Thorac Oncol 2016; 10:1037-48. [PMID: 26134223 DOI: 10.1097/jto.0000000000000560] [Citation(s) in RCA: 91] [Impact Index Per Article: 11.4] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2023]
Abstract
INTRODUCTION Up to 30% stage I lung cancer patients suffer recurrence within 5 years of curative surgery. We sought to improve existing protein-coding gene and microRNA expression prognostic classifiers by incorporating epigenetic biomarkers. METHODS Genome-wide screening of DNA methylation and pyrosequencing analysis of HOXA9 promoter methylation were performed in two independently collected cohorts of stage I lung adenocarcinoma. The prognostic value of HOXA9 promoter methylation alone and in combination with mRNA and miRNA biomarkers was assessed by Cox regression and Kaplan-Meier survival analysis in both cohorts. RESULTS Promoters of genes marked by polycomb in embryonic stem cells were methylated de novo in tumors and identified patients with poor prognosis. The HOXA9 locus was methylated de novo in stage I tumors (p < 0.0005). High HOXA9 promoter methylation was associated with worse cancer-specific survival (hazard ratio [HR], 2.6; p = 0.02) and recurrence-free survival (HR, 3.0; p = 0.01), and identified high-risk patients in stratified analysis of stages IA and IB. Four protein-coding gene (XPO1, BRCA1, HIF1α, and DLC1), miR-21 expression, and HOXA9 promoter methylation were each independently associated with outcome (HR, 2.8; p = 0.002; HR, 2.3; p = 0.01; and HR, 2.4; p = 0.005, respectively), and when combined, identified high-risk, therapy naive, stage I patients (HR, 10.2; p = 3 × 10). All associations were confirmed in two independently collected cohorts. CONCLUSION A prognostic classifier comprising three types of genomic and epigenomic data may help guide the postoperative management of stage I lung cancer patients at high risk of recurrence.
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32
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Shaw Bagnall J, Byun S, Miyamoto DT, Kang JH, Maheswaran S, Stott SL, Toner M, Manalis SR. Deformability-based cell selection with downstream immunofluorescence analysis. Integr Biol (Camb) 2016; 8:654-64. [PMID: 26999591 DOI: 10.1039/c5ib00284b] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
Mechanical properties of single cells have been shown to relate to cell phenotype and malignancy. However, until recently, it has been difficult to directly correlate each cell's biophysical characteristics to its molecular traits. Here, we present a cell sorting technique for use with a suspended microchannel resonator (SMR), which can measure biophysical characteristics of a single cell based on the sensor's record of its buoyant mass as well as its precise position while it traverses through a constricted microfluidic channel. The measurement provides information regarding the amount of time a cell takes to pass through a constriction (passage time), as related to the cell's deformability and surface friction, as well as the particular manner in which it passes through. In the method presented here, cells of interest are determined based on passage time, and are collected off-chip for downstream immunofluorescence imaging. The biophysical single-cell SMR measurement can then be correlated to the molecular expression of the collected cell. This proof-of-principle is demonstrated by sorting and collecting tumor cells from cell line-spiked blood samples as well as a metastatic prostate cancer patient blood sample, identifying them by their surface protein expression and relating them to distinct SMR signal trajectories.
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Affiliation(s)
- Josephine Shaw Bagnall
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA.
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Soto J, Rodriguez-Antolin C, Vallespín E, de Castro Carpeño J, Ibanez de Caceres I. The impact of next-generation sequencing on the DNA methylation-based translational cancer research. Transl Res 2016; 169:1-18.e1. [PMID: 26687736 DOI: 10.1016/j.trsl.2015.11.003] [Citation(s) in RCA: 38] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/02/2015] [Revised: 10/29/2015] [Accepted: 11/14/2015] [Indexed: 01/08/2023]
Abstract
Epigenetics is currently in an exponential phase of growth, constituting one of the most promising fields in science, particularly in cancer research. Impaired epigenetic processes can lead to abnormal gene activity or inactivity, causing cellular disorders that are closely associated with tumor initiation and progression. Thus, there is a pivotal role of massive sequencing techniques for epigenetics, which aim to find novel biomarkers, factors of prognosis and prediction, and targets for achieving personalized treatments. We present a brief description of the evolution of next-generation sequencing technologies and its coupling with DNA methylation analysis techniques, highlighting its future in translational medicine and presenting significant findings in several malignancies. We also expose critical topics related to the implementation of these approaches, which is expected to be affordable for most research centers in the near future.
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Affiliation(s)
- Javier Soto
- Cancer Epigenetics Laboratory, INGEMM, La Paz University Hospital, Madrid, Spain; Biomarkers and Experimental Therapeutics in Cancer, IdiPAZ, Madrid, Spain
| | - Carlos Rodriguez-Antolin
- Cancer Epigenetics Laboratory, INGEMM, La Paz University Hospital, Madrid, Spain; Biomarkers and Experimental Therapeutics in Cancer, IdiPAZ, Madrid, Spain
| | - Elena Vallespín
- Structural and Functional Genomics, INGEMM-IdiPAZ-CIBERER, La Paz University Hospital, Madrid, Spain
| | | | - Inmaculada Ibanez de Caceres
- Cancer Epigenetics Laboratory, INGEMM, La Paz University Hospital, Madrid, Spain; Biomarkers and Experimental Therapeutics in Cancer, IdiPAZ, Madrid, Spain.
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Uribe-Convers S, Settles ML, Tank DC. A Phylogenomic Approach Based on PCR Target Enrichment and High Throughput Sequencing: Resolving the Diversity within the South American Species of Bartsia L. (Orobanchaceae). PLoS One 2016; 11:e0148203. [PMID: 26828929 PMCID: PMC4734709 DOI: 10.1371/journal.pone.0148203] [Citation(s) in RCA: 47] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2015] [Accepted: 01/14/2016] [Indexed: 11/30/2022] Open
Abstract
Advances in high-throughput sequencing (HTS) have allowed researchers to obtain large amounts of biological sequence information at speeds and costs unimaginable only a decade ago. Phylogenetics, and the study of evolution in general, is quickly migrating towards using HTS to generate larger and more complex molecular datasets. In this paper, we present a method that utilizes microfluidic PCR and HTS to generate large amounts of sequence data suitable for phylogenetic analyses. The approach uses the Fluidigm Access Array System (Fluidigm, San Francisco, CA, USA) and two sets of PCR primers to simultaneously amplify 48 target regions across 48 samples, incorporating sample-specific barcodes and HTS adapters (2,304 unique amplicons per Access Array). The final product is a pooled set of amplicons ready to be sequenced, and thus, there is no need to construct separate, costly genomic libraries for each sample. Further, we present a bioinformatics pipeline to process the raw HTS reads to either generate consensus sequences (with or without ambiguities) for every locus in every sample or—more importantly—recover the separate alleles from heterozygous target regions in each sample. This is important because it adds allelic information that is well suited for coalescent-based phylogenetic analyses that are becoming very common in conservation and evolutionary biology. To test our approach and bioinformatics pipeline, we sequenced 576 samples across 96 target regions belonging to the South American clade of the genus Bartsia L. in the plant family Orobanchaceae. After sequencing cleanup and alignment, the experiment resulted in ~25,300bp across 486 samples for a set of 48 primer pairs targeting the plastome, and ~13,500bp for 363 samples for a set of primers targeting regions in the nuclear genome. Finally, we constructed a combined concatenated matrix from all 96 primer combinations, resulting in a combined aligned length of ~40,500bp for 349 samples.
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Affiliation(s)
- Simon Uribe-Convers
- Department of Biological Sciences, University of Idaho, Moscow, Idaho, United States of America
- Institute for Bioinformatics and Evolutionary Studies, University of Idaho, Moscow, Idaho, United States of America
- Stillinger Herbarium, University of Idaho, Moscow, Idaho, United States of America
- * E-mail:
| | - Matthew L. Settles
- Department of Biological Sciences, University of Idaho, Moscow, Idaho, United States of America
- Institute for Bioinformatics and Evolutionary Studies, University of Idaho, Moscow, Idaho, United States of America
| | - David C. Tank
- Department of Biological Sciences, University of Idaho, Moscow, Idaho, United States of America
- Institute for Bioinformatics and Evolutionary Studies, University of Idaho, Moscow, Idaho, United States of America
- Stillinger Herbarium, University of Idaho, Moscow, Idaho, United States of America
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DNA methylation transcriptionally regulates the putative tumor cell growth suppressor ZNF677 in non-small cell lung cancers. Oncotarget 2016; 6:394-408. [PMID: 25504438 PMCID: PMC4381603 DOI: 10.18632/oncotarget.2697] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2014] [Accepted: 11/04/2014] [Indexed: 12/20/2022] Open
Abstract
In our study, we investigated the role of ZNF677 in non-small cell lung cancers (NSCLC). By comparing ZNF677 expression in primary tumor (TU) and in the majority of cases also of corresponding non-malignant lung tissue (NL) samples from > 1,000 NSCLC patients, we found tumor-specific downregulation of ZNF677 expression (adjusted p-values < 0.001). We identified methylation as main mechanism for ZNF677 downregulation in NSCLC cells and we observed tumor-specific ZNF677 methylation in NSCLC patients (p < 0.0001). In the majority of TUs, ZNF677 methylation was associated with loss of ZNF677 expression. Moreover, ZNF677 overexpression in NSCLC cells was associated with reduced cell proliferation and cell migration. ZNF677 was identified to regulate expression of many genes mainly involved in growth hormone regulation and interferon signalling. Finally, patients with ZNF677 methylated TUs had a shorter overall survival compared to patients with ZNF677 not methylated TUs (p = 0.013). Overall, our results demonstrate that ZNF677 is trancriptionally regulated by methylation in NSCLCs, suggest that ZNF677 has tumor cell growth suppressing properties in NSCLCs and that ZNF677 methylation might serve as prognostic parameter in these patients.
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Zhang YA, Ma X, Sathe A, Fujimoto J, Wistuba I, Lam S, Yatabe Y, Wang YW, Stastny V, Gao B, Larsen JE, Girard L, Liu X, Song K, Behrens C, Kalhor N, Xie Y, Zhang MQ, Minna JD, Gazdar AF. Validation of SCT Methylation as a Hallmark Biomarker for Lung Cancers. J Thorac Oncol 2015; 11:346-360. [PMID: 26725182 DOI: 10.1016/j.jtho.2015.11.004] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2015] [Revised: 11/02/2015] [Accepted: 11/04/2015] [Indexed: 12/14/2022]
Abstract
INTRODUCTION The human secretin gene (SCT) encodes secretin, a hormone with limited tissue distribution. Analysis of the 450k methylation array data in The Cancer Genome Atlas (TCGA) indicated that the SCT promoter region is differentially hypermethylated in lung cancer. Our purpose was to validate SCT methylation as a potential biomarker for lung cancer. METHODS We analyzed data from TCGA and developed and applied SCT-specific bisulfite DNA sequencing and quantitative methylation-specific polymerase chain reaction assays. RESULTS The analyses of TCGA 450K data for 801 samples showed that SCT hypermethylation has an area under the curve (AUC) value greater than 0.98 that can be used to distinguish lung adenocarcinomas or squamous cell carcinomas from nonmalignant lung tissue. Bisulfite sequencing of lung cancer cell lines and normal blood cells allowed us to confirm that SCT methylation is highly discriminative. By applying a quantitative methylation-specific polymerase chain reaction assay, we found that SCT hypermethylation is frequently detected in all major subtypes of malignant non-small cell lung cancer (AUC = 0.92, n = 108) and small cell lung cancer (AUC = 0.93, n = 40) but is less frequent in lung carcinoids (AUC = 0.54, n = 20). SCT hypermethylation appeared in samples of lung carcinoma in situ during multistage pathogenesis and increased in invasive samples. Further analyses of TCGA 450k data showed that SCT hypermethylation is highly discriminative in most other types of malignant tumors but less frequent in low-grade malignant tumors. The only normal tissue with a high level of methylation was the placenta. CONCLUSIONS Our findings demonstrated that SCT methylation is a highly discriminative biomarker for lung and other malignant tumors, is less frequent in low-grade malignant tumors (including lung carcinoids), and appears at the carcinoma in situ stage.
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Zhao X, Modur V, Carayannopoulos LN, Laterza OF. Biomarkers in Pharmaceutical Research. Clin Chem 2015; 61:1343-53. [PMID: 26408531 DOI: 10.1373/clinchem.2014.231712] [Citation(s) in RCA: 37] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2015] [Accepted: 08/17/2015] [Indexed: 11/06/2022]
Abstract
BACKGROUND Biomarkers are important tools in drug development and are used throughout pharmaceutical research. CONTENT This review focuses on molecular biomarkers in drug development. It contains sections on how biomarkers are used to assess target engagement, pharmacodynamics, safety, and proof-of-concept. It also covers the use of biomarkers as surrogate end points and patient selection/companion diagnostics and provides insights into clinical biomarker discovery and biomarker development/validation with regulatory implications. To survey biomarkers used in drug development--acknowledging that many pharmaceutical development biomarkers are not published--we performed a focused PubMed search employing "biomarker" and the names of the largest pharmaceutical companies as keywords and filtering on clinical trials and publications in the last 10 years. This yielded almost 500 entries, the majority of which included disease-related (approximately 60%) or prognostic/predictive (approximately 20%) biomarkers. A notable portion (approximately 8%) included HER2 (human epidermal growth factor receptor 2) testing, highlighting the utility of biomarkers for patient selection. The remaining publications included target engagement, safety, and drug metabolism biomarkers. Oncology, cardiovascular disease, and osteoporosis were the areas with the most citations, followed by diabetes and Alzheimer disease. SUMMARY Judicious biomarker use can improve pharmaceutical development efficiency by helping to select patients most appropriate for treatment using a given mechanism, optimize dose selection, and provide earlier confidence in accelerating or discontinuing compounds in clinical development. Optimal application of biomarker technology requires understanding of candidate drug pharmacology, detailed modeling of biomarker readouts relative to pharmacokinetics, rigorous validation and qualification of biomarker assays, and creative application of these elements to drug development problems.
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Affiliation(s)
| | - Vijay Modur
- Translational Medicine, Genzyme Corporation, Cambridge, MA
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RETRACTED ARTICLE: Targeted DNA methylation analysis explores association of adenocarcinoma and neuroendocrine epitypes with lung cancer. Tumour Biol 2015; 37:2537. [PMID: 26386722 DOI: 10.1007/s13277-015-3826-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022] Open
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O'Leary K, Shia A, Cavicchioli F, Haley V, Comino A, Merlano M, Mauri F, Walter K, Lackner M, Wischnewsky MB, Crook T, Lo Nigro C, Schmid P. Identification of Endoglin as an epigenetically regulated tumour-suppressor gene in lung cancer. Br J Cancer 2015; 113:970-8. [PMID: 26325105 PMCID: PMC4578092 DOI: 10.1038/bjc.2015.302] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2015] [Revised: 07/17/2015] [Accepted: 07/29/2015] [Indexed: 12/25/2022] Open
Abstract
Background: The transforming growth factor-beta (TGF- β) pathway has been implicated in proliferation, migration and invasion of various cancers. Endoglin is a TGF-β accessory receptor that modulates signalling. We identified Endoglin as an epigenetically silenced tumour-suppressor gene in lung cancer by means of a genome-wide screening approach, then sought to characterise its effect on lung cancer progression. Methods: Methylation microarray and RNA sequencing were carried out on lung cancer cell lines. Epigenetic silencing of Endoglin was confirmed by methylation and expression analyses. An expression vector and a 20-gene expression panel were used to evaluate Endoglin function. Pyrosequencing was carried out on two independent cohorts comprising 112 and 202 NSCLC cases, respectively, and the impact of Endoglin methylation on overall survival (OS) was evaluated. Results: Methylation in the promoter region resulted in silencing of Endoglin, which could be reactivated by demethylation. Increased invasion coupled with altered EMT marker expression was observed in cell lines with an epithelial-like, but not those with a mesenchymal-like, profile when Endoglin was absent. Methylation was associated with decreased OS in stage I but not in stages II–III disease. Conclusions: We show that Endoglin is a common target of epigenetic silencing in lung cancer. We reveal a link between Endoglin silencing and EMT progression that might be associated with decreased survival in stage I disease.
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Affiliation(s)
- K O'Leary
- Brighton and Sussex Medical School, University of Sussex, Brighton BN1 9RY, UK
| | - A Shia
- Brighton and Sussex Medical School, University of Sussex, Brighton BN1 9RY, UK.,Barts Cancer Institute, Queen Mary University of London, Old Anatomy Building, Charterhouse Square, London EC1M 6BQ, UK
| | - F Cavicchioli
- Brighton and Sussex Medical School, University of Sussex, Brighton BN1 9RY, UK
| | - V Haley
- Brighton and Sussex Medical School, University of Sussex, Brighton BN1 9RY, UK
| | - A Comino
- Pathology Department, S. Croce General Hospital, via Coppino 26, 12100, Cuneo, Italy
| | - M Merlano
- Medical Oncology, Oncology Department, S. Croce General Hospital, via Carle 25, 12100, Cuneo, Italy
| | - F Mauri
- Department of Histopathology, Imperial College London, Hammersmith Campus, Du Cane Road, London, W12 0HS, UK
| | - K Walter
- Oncology Biomarker Development, Genentech, Inc., 550 Grandview Boulevard, South San Francisco, CA 94080, USA
| | - M Lackner
- Oncology Biomarker Development, Genentech, Inc., 550 Grandview Boulevard, South San Francisco, CA 94080, USA
| | - M B Wischnewsky
- eScience Lab, Department of Biomathematics, University of Bremen, Bremen 28359, Germany
| | - T Crook
- Division of Cancer Research, Medical Research Institute, Jacqui Wood Cancer Centre, University of Dundee, Ninewells Hospital And Medical School, Dundee DD1 9SY, UK
| | - C Lo Nigro
- Laboratory of Cancer Genetics and Translational Oncology, Oncology Department, S. Croce Genreal Hospital, via Carle 25, Cuneo 12100, Italy
| | - P Schmid
- Brighton and Sussex Medical School, University of Sussex, Brighton BN1 9RY, UK.,Barts Cancer Institute, Queen Mary University of London, Old Anatomy Building, Charterhouse Square, London EC1M 6BQ, UK
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Zhong K, Chen W, Xiao N, Zhao J. The clinicopathological significance and potential drug target of E-cadherin in NSCLC. Tumour Biol 2015; 36:6139-48. [PMID: 25758052 DOI: 10.1007/s13277-015-3298-1] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2014] [Accepted: 03/01/2015] [Indexed: 01/01/2023] Open
Abstract
Human epithelial cadherin (E-cadherin), a member of transmembrane glycoprotein family, encoded by the E-cadherin gene, plays a key role in cell-cell adhesion, adherent junction in normal epithelial tissues, contributing to tissue differentiation and homeostasis. Although previous studies indicated that inactivation of the E-cadherin is mainly induced by hypermethylation of E-cadherin gene, evidence concerning E-cadherin hypermethylation in the carcinogenesis and development of non-small cell lung carcinoma (NSCLC) remains controversial. In this study, we conducted a meta-analysis to quantitatively evaluate the effects of E-cadherin hypermethylation on the incidence and clinicopathological characteristics of NSCLC. A comprehensive search of PubMed and Embase databases was performed up to October 2014. Analyses of pooled data were performed. Odds ratios (ORs) were calculated and summarized. Our meta-analysis combining 18 published articles demonstrated that the hypermethylation frequencies in NSCLC were significantly higher than those in normal control tissues, OR = 3.55, 95 % confidence interval (CI) = 1.98-6.36, p < 0.0001. Further analysis showed that E-cadherin hypermethylation was not strongly associated with the sex or smoking status in NSCLC patients. In addition, E-cadherin hypermethylation was also not strongly associated with pathological types, differentiated status, clinical stages, or metastatic status in NSCLC patients. The results from the current study indicate that the hypermethylation frequency of E-cadherin in NSCLC is strongly associated with NSCLC incidence and it may be an early event in carcinogenesis of NSCLC. We also discussed the potential value of E-cadherin as a drug target that may bring new direction and hope for cancer treatment through gene-targeted therapy.
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Affiliation(s)
- Kaize Zhong
- Department of Thoracic Surgery, Qilu Hospital of Shandong University, 107 Wenhuaxi Road, Jinan, 250012, China
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Schliekelman MJ, Taguchi A, Zhu J, Dai X, Rodriguez J, Celiktas M, Zhang Q, Chin A, Wong CH, Wang H, McFerrin L, Selamat SA, Yang C, Kroh EM, Garg KS, Behrens C, Gazdar AF, Laird-Offringa IA, Tewari M, Wistuba II, Thiery JP, Hanash SM. Molecular portraits of epithelial, mesenchymal, and hybrid States in lung adenocarcinoma and their relevance to survival. Cancer Res 2015; 75:1789-800. [PMID: 25744723 DOI: 10.1158/0008-5472.can-14-2535] [Citation(s) in RCA: 155] [Impact Index Per Article: 17.2] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2014] [Accepted: 01/28/2015] [Indexed: 12/22/2022]
Abstract
Epithelial-to-mesenchymal transition (EMT) is a key process associated with tumor progression and metastasis. To define molecular features associated with EMT states, we undertook an integrative approach combining mRNA, miRNA, DNA methylation, and proteomic profiles of 38 cell populations representative of the genomic heterogeneity in lung adenocarcinoma. The resulting data were integrated with functional profiles consisting of cell invasiveness, adhesion, and motility. A subset of cell lines that were readily defined as epithelial or mesenchymal based on their morphology and E-cadherin and vimentin expression elicited distinctive molecular signatures. Other cell populations displayed intermediate/hybrid states of EMT, with mixed epithelial and mesenchymal characteristics. A dominant proteomic feature of aggressive hybrid cell lines was upregulation of cytoskeletal and actin-binding proteins, a signature shared with mesenchymal cell lines. Cytoskeletal reorganization preceded loss of E-cadherin in epithelial cells in which EMT was induced by TGFβ. A set of transcripts corresponding to the mesenchymal protein signature enriched in cytoskeletal proteins was found to be predictive of survival in independent datasets of lung adenocarcinomas. Our findings point to an association between cytoskeletal and actin-binding proteins, a mesenchymal or hybrid EMT phenotype and invasive properties of lung adenocarcinomas.
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Affiliation(s)
- Mark J Schliekelman
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, Washington
| | - Ayumu Taguchi
- Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Jun Zhu
- Department of Genetics and Genomic Sciences, Institute of Genomics and Multiscale Biology, Mount Sinai School of Medicine, New York, New York
| | - Xudong Dai
- Department of Genetics and Genomic Sciences, Institute of Genomics and Multiscale Biology, Mount Sinai School of Medicine, New York, New York
| | - Jaime Rodriguez
- Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Muge Celiktas
- Department of Clinical Cancer Prevention, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Qing Zhang
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, Washington
| | - Alice Chin
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, Washington
| | - Chee-Hong Wong
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, Washington
| | - Hong Wang
- Department of Clinical Cancer Prevention, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Lisa McFerrin
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, Washington
| | - Suhaida A Selamat
- Department of Surgery, Biochemistry and Molecular Biology, Norris Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, California
| | - Chenchen Yang
- Department of Surgery, Biochemistry and Molecular Biology, Norris Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, California
| | - Evan M Kroh
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, Washington
| | - Kavita S Garg
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, Washington
| | - Carmen Behrens
- Department of Thoracic/Head and Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Adi F Gazdar
- Hamon Center for Therapeutic Oncology Research, Department of Pathology, University of Texas Southwestern Medical Center, Dallas, Texas
| | - Ite A Laird-Offringa
- Department of Surgery, Biochemistry and Molecular Biology, Norris Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, California
| | - Muneesh Tewari
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, Washington. Division of Clinical Research, Fred Hutchinson Cancer Research Center, Seattle, Washington. Division of Human Biology, Fred Hutchinson Cancer Research Center, Seattle, Washington
| | - Ignacio I Wistuba
- Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Jean P Thiery
- Institute of Molecular Cell Biology, Singapore. Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
| | - Samir M Hanash
- Department of Clinical Cancer Prevention, The University of Texas MD Anderson Cancer Center, Houston, Texas.
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Wang Z, Wang B, Guo H, Shi G, Hong X. Clinicopathological significance and potential drug target of T-cadherin in NSCLC. DRUG DESIGN DEVELOPMENT AND THERAPY 2014; 9:207-16. [PMID: 25565774 PMCID: PMC4278732 DOI: 10.2147/dddt.s74259] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
Abstract
Background Previous studies demonstrate that T-cadherin is a candidate tumor suppressor in several types of human tumors, including non-small cell lung cancer (NSCLC). Lack of protein expression of T-cadherin by hypermethylation has been found to play an important role in lung alveolar differentiation regulation and epithelial tumorigenesis. However, the correlation between T-cadherin hypermethylation and clinicopathological characteristics of NSCLC remains unclear. Here we conducted a systematic review and meta-analysis to quantitatively evaluate the effects of T-cadherin hypermethylation on the incidence of NSCLC and clinicopathological characteristics. Methods A detailed literature search was carried out for related research publications. Analyses of pooled data were performed. Odds ratio (OR) and hazard ratio (HR) were calculated and summarized, respectively. Results Final analysis of 1,172 NSCLC patients from 15 eligible studies was performed. T-cadherin hypermethylation was observed to be significantly higher in NSCLC than in normal lung tissue, based on the pooled OR from nine studies including 532 NSCLC and 372 normal lung tissue samples (OR=8.19, 95% confidence interval [CI]=5.41–12.39, P<0.00001). T-cadherin hypermethylation may also be associated with pathological types. The pooled OR was obtained from four studies including 111patients with squamous cell carcinoma and 106 with adenocarcinoma (OR=0.35, 95% CI=0.19–0.66, P=0.001), which indicated that T-cadherin hypermethylation plays a more important role in the pathogenesis of adenocarcinoma. We did not find that T-cadherin hypermethylation was correlated with the sex or smoking status, clinical stages, or epidermal growth factor receptor (EGFR) mutation status. However, T-cadherin hypermethylation was found to be significantly higher in poorly differentiated NSCLC than in moderately and highly differentiated NSCLC, and NSCLC patients with T-cadherin hypermethylation had a lower survival rate than those without T-cadherin hypermethylation. Conclusion The results of this meta-analysis suggest that T-cadherin hypermethylation is associated with an increased risk and worse survival in NSCLC. T-cadherin hypermethylation, which induces the inactivation of T-cadherin gene, plays an important role in the carcinogenesis, cancer progression, as well as clinical outcome.
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Affiliation(s)
- Zhidong Wang
- Oncology Department, Eighth Hospital of Changsha, Changsha, People's Republic of China
| | - Bin Wang
- Oncology Department, Eighth Hospital of Changsha, Changsha, People's Republic of China
| | - Huanchen Guo
- Department of Respiratory Medicine, Shouguang Hospital of Traditional Chinese Medicine, Shouguang, People's Republic of China
| | - Guoyu Shi
- Department of Respiratory Medicine, Shouguang Hospital of Traditional Chinese Medicine, Shouguang, People's Republic of China
| | - Xiuqin Hong
- Institute of Gerontology, Hunan Geriatric Hospital, Changsha, People's Republic of China
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Cai Z, Xu D, Zhang Q, Zhang J, Ngai SM, Shao J. Classification of lung cancer using ensemble-based feature selection and machine learning methods. MOLECULAR BIOSYSTEMS 2014; 11:791-800. [PMID: 25512221 DOI: 10.1039/c4mb00659c] [Citation(s) in RCA: 71] [Impact Index Per Article: 7.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Lung cancer is one of the leading causes of death worldwide. There are three major types of lung cancers, non-small cell lung cancer (NSCLC), small cell lung cancer (SCLC) and carcinoid. NSCLC is further classified into lung adenocarcinoma (LADC), squamous cell lung cancer (SQCLC) as well as large cell lung cancer. Many previous studies demonstrated that DNA methylation has emerged as potential lung cancer-specific biomarkers. However, whether there exists a set of DNA methylation markers simultaneously distinguishing such three types of lung cancers remains elusive. In the present study, ROC (Receiving Operating Curve), RFs (Random Forests) and mRMR (Maximum Relevancy and Minimum Redundancy) were proposed to capture the unbiased, informative as well as compact molecular signatures followed by machine learning methods to classify LADC, SQCLC and SCLC. As a result, a panel of 16 DNA methylation markers exhibits an ideal classification power with an accuracy of 86.54%, 84.6% and a recall 84.37%, 85.5% in the leave-one-out cross-validation (LOOCV) and independent data set test experiments, respectively. Besides, comparison results indicate that ensemble-based feature selection methods outperform individual ones when combined with the incremental feature selection (IFS) strategy in terms of the informative and compact property of features. Taken together, results obtained suggest the effectiveness of the ensemble-based feature selection approach and the possible existence of a common panel of DNA methylation markers among such three types of lung cancer tissue, which would facilitate clinical diagnosis and treatment.
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Affiliation(s)
- Zhihua Cai
- Affiliated Cancer Hospital of Guangzhou Medical University, Guangzhou, Guangdong Province, China
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Lin SH, Wang J, Saintigny P, Wu CC, Giri U, Zhang J, Menju T, Diao L, Byers L, Weinstein JN, Coombes KR, Girard L, Komaki R, Wistuba II, Date H, Minna JD, Heymach JV. Genes suppressed by DNA methylation in non-small cell lung cancer reveal the epigenetics of epithelial-mesenchymal transition. BMC Genomics 2014; 15:1079. [PMID: 25486910 PMCID: PMC4298954 DOI: 10.1186/1471-2164-15-1079] [Citation(s) in RCA: 39] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2014] [Accepted: 11/26/2014] [Indexed: 11/10/2022] Open
Abstract
Background DNA methylation is associated with aberrant gene expression in cancer, and has been shown to correlate with therapeutic response and disease prognosis in some types of cancer. We sought to investigate the biological significance of DNA methylation in lung cancer. Results We integrated the gene expression profiles and data of gene promoter methylation for a large panel of non-small cell lung cancer cell lines, and identified 578 candidate genes with expression levels that were inversely correlated to the degree of DNA methylation. We found these candidate genes to be differentially methylated in normal lung tissue versus non-small cell lung cancer tumors, and segregated by histologic and tumor subtypes. We used gene set enrichment analysis of the genes ranked by the degree of correlation between gene expression and DNA methylation to identify gene sets involved in cellular migration and metastasis. Our unsupervised hierarchical clustering of the candidate genes segregated cell lines according to the epithelial-to-mesenchymal transition phenotype. Genes related to the epithelial-to-mesenchymal transition, such as AXL, ESRP1, HoxB4, and SPINT1/2, were among the nearly 20% of the candidate genes that were differentially methylated between epithelial and mesenchymal cells. Greater numbers of genes were methylated in the mesenchymal cells and their expressions were upregulated by 5-azacytidine treatment. Methylation of the candidate genes was associated with erlotinib resistance in wild-type EGFR cell lines. The expression profiles of the candidate genes were associated with 8-week disease control in patients with wild-type EGFR who had unresectable non-small cell lung cancer treated with erlotinib, but not in patients treated with sorafenib. Conclusions Our results demonstrate that the underlying biology of genes regulated by DNA methylation may have predictive value in lung cancer that can be exploited therapeutically. Electronic supplementary material The online version of this article (doi:10.1186/1471-2164-15-1079) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Steven H Lin
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd,, Unit 097, Houston, TX 77030, USA.
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Karlsson A, Jönsson M, Lauss M, Brunnström H, Jönsson P, Borg Å, Jönsson G, Ringnér M, Planck M, Staaf J. Genome-wide DNA methylation analysis of lung carcinoma reveals one neuroendocrine and four adenocarcinoma epitypes associated with patient outcome. Clin Cancer Res 2014; 20:6127-40. [PMID: 25278450 DOI: 10.1158/1078-0432.ccr-14-1087] [Citation(s) in RCA: 85] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
PURPOSE Lung cancer is the worldwide leading cause of death from cancer. DNA methylation in gene promoter regions is a major mechanism of gene expression regulation that may promote tumorigenesis. However, whether clinically relevant subgroups based on DNA methylation patterns exist in lung cancer remains unclear. EXPERIMENTAL DESIGN Whole-genome DNA methylation analysis using 450K Illumina BeadArrays was performed on 12 normal lung tissues and 124 tumors, including 83 adenocarcinomas, 23 squamous cell carcinomas (SqCC), 1 adenosquamous cancer, 5 large cell carcinomas, 9 large cell neuroendocrine carcinomas (LCNEC), and 3 small-cell carcinomas (SCLC). Unsupervised bootstrap clustering was performed to identify DNA methylation subgroups, which were validated in 695 adenocarcinomas and 122 SqCCs. Subgroups were characterized by clinicopathologic factors, whole-exome sequencing data, and gene expression profiles. RESULTS Unsupervised analysis identified five DNA methylation subgroups (epitypes). One epitype was distinctly associated with neuroendocrine tumors (LCNEC and SCLC). For adenocarcinoma, remaining four epitypes were associated with unsupervised and supervised gene expression phenotypes, and differences in molecular features, including global hypomethylation, promoter hypermethylation, genomic instability, expression of proliferation-associated genes, and mutations in KRAS, TP53, KEAP1, SMARCA4, and STK11. Furthermore, these epitypes were associated with clinicopathologic features such as smoking history and patient outcome. CONCLUSIONS Our findings highlight one neuroendocrine and four adenocarcinoma epitypes associated with molecular and clinicopathologic characteristics, including patient outcome. This study demonstrates the possibility to further subgroup lung cancer, and more specifically adenocarcinomas, based on epigenetic/molecular classification that could lead to more accurate tumor classification, prognostication, and tailored patient therapy.
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Affiliation(s)
- Anna Karlsson
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden
| | - Mats Jönsson
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden
| | - Martin Lauss
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden
| | - Hans Brunnström
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden
| | - Per Jönsson
- Department of Thoracic Surgery, Lund University and Skåne University Hospital, Lund, Sweden
| | - Åke Borg
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden. CREATE Health Strategic Center for Translational Cancer Research, Lund University, Lund, Sweden
| | - Göran Jönsson
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden. CREATE Health Strategic Center for Translational Cancer Research, Lund University, Lund, Sweden
| | - Markus Ringnér
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden. CREATE Health Strategic Center for Translational Cancer Research, Lund University, Lund, Sweden
| | - Maria Planck
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden
| | - Johan Staaf
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Lund, Sweden. CREATE Health Strategic Center for Translational Cancer Research, Lund University, Lund, Sweden.
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Cheng X, Chen H. Tumor heterogeneity and resistance to EGFR-targeted therapy in advanced nonsmall cell lung cancer: challenges and perspectives. Onco Targets Ther 2014; 7:1689-704. [PMID: 25285017 PMCID: PMC4181629 DOI: 10.2147/ott.s66502] [Citation(s) in RCA: 57] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023] Open
Abstract
Lung cancer, mostly nonsmall cell lung cancer, continues to be the leading cause of cancer-related death worldwide. With the development of tyrosine kinase inhibitors that selectively target lung cancer-related epidermal growth factor receptor mutations, management of advanced nonsmall cell lung cancer has been greatly transformed. Improvements in progression-free survival and life quality of the patients were observed in numerous clinical studies. However, overall survival is not prolonged because of later-acquired drug resistance. Recent studies reveal a heterogeneous subclonal architecture of lung cancer, so it is speculated that the tumor may rapidly adapt to environmental changes via a Darwinian selection mechanism. In this review, we aim to provide an overview of both spatial and temporal tumor heterogeneity as potential mechanisms underlying epidermal growth factor receptor tyrosine kinase inhibitor resistance in nonsmall cell lung cancer and summarize the possible origins of tumor heterogeneity covering theories of cancer stem cells and clonal evolution, as well as genomic instability and epigenetic aberrations in lung cancer. Moreover, investigational measures that overcome heterogeneity-associated drug resistance and new assays to improve tumor assessment are also discussed.
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Affiliation(s)
- Xinghua Cheng
- Department of Thoracic Surgery, Fudan University Shanghai Cancer Center, Shanghai, People's Republic of China
| | - Haiquan Chen
- Department of Thoracic Surgery, Fudan University Shanghai Cancer Center, Shanghai, People's Republic of China
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McNally B, Linder M, Valdes R. Epigenetic primer for diagnostic applications: a window into personalized medicine. Per Med 2014; 11:323-337. [DOI: 10.2217/pme.14.21] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
Epigenetic testing, primarily in the form of DNA methylation analysis, is currently being used in healthcare settings to help identify and manage disease conditions and to develop and select drugs that specifically target epigenetic machinery. Yet, the clinical application of epigenetic analysis is still in its infancy. With a number of large-scale national and international epigenomic consortia projects in progress to identify tissue-specific epigenomes in normal and disease conditions, we are now poised for a new era of understanding disease processes based upon genetic changes that do not involve alterations to the DNA sequence. The developing epigenetic knowledge base will significantly advance the practice of personalized medicine and precision therapeutics. In this article, we provide a primer on the fundamentals of epigenetics with an emphasis on DNA methylation and review the prospective uses of epigenetic testing in advancing healthcare.
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Affiliation(s)
| | - Mark Linder
- PGXL Laboratories, Louisville, KY 40202, USA
- Department of Pathology & Laboratory Medicine, University of Louisville School of Medicine, MDR Building, 511 S Flloyd Street, Room 222, Louisville KY 40292, USA
| | - Roland Valdes
- PGXL Laboratories, Louisville, KY 40202, USA
- Department of Pathology & Laboratory Medicine, University of Louisville School of Medicine, MDR Building, 511 S Flloyd Street, Room 222, Louisville KY 40292, USA
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Färkkilä A, Andersson N, Bützow R, Leminen A, Heikinheimo M, Anttonen M, Unkila-Kallio L. HER2 and GATA4 are new prognostic factors for early-stage ovarian granulosa cell tumor-a long-term follow-up study. Cancer Med 2014; 3:526-36. [PMID: 24687970 PMCID: PMC4101743 DOI: 10.1002/cam4.230] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2013] [Revised: 02/10/2014] [Accepted: 02/14/2014] [Indexed: 12/11/2022] Open
Abstract
Granulosa cell tumors (GCTs) carry a risk of recurrence also at an early stage, but reliable prognostic factors are lacking. We assessed clinicopathological prognostic factors and the prognostic roles of the human epidermal growth factor receptors (HER 2–4) and the transcription factor GATA4 in GCTs. We conducted a long-term follow-up study of 80 GCT patients with a mean follow-up time of 16.8 years. A tumor-tissue microarray was immunohistochemically stained for HER2–4 and GATA4. Expression of HER2–4 mRNA was studied by means of real time polymerase chain reaction and HER2 gene amplification was analyzed by means of silver in situ hybridization. The results were correlated to clinical data on recurrences and survival. We found that GCTs have an indolent prognosis, with 5-year disease-specific survival (DSS) being 97.5%. Tumor recurrence was detected in 24% of the patients at a median of 7.0 years (range 2.6–18 years) after diagnosis. Tumor stage was not prognostic of disease-free survival (DFS). Of the molecular prognostic factors, high-level expression of HER2, and GATA4, and high nuclear atypia were prognostic of shorter DFS. In multivariate analyses, high-level coexpression of HER2 and GATA4 independently predicted DFS (hazard ratio [HR] 8.75, 95% CI 2.20–39.48, P = 0.002). High-level expression of GATA4 also predicted shorter DSS (HR 3.96, 95% CI 1.45–12.57, P = 0.006). In multivariate analyses, however, tumor stage (II–III) and nuclear atypia were independent prognostic factors of DSS. In conclusion HER2 and GATA4 are new molecular prognostic markers of GCT recurrence, which could be utilized to optimize the management and follow-up of patients with early-stage GCTs.
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Affiliation(s)
- Anniina Färkkilä
- Department of Obstetrics and Gynecology, University of Helsinki and Helsinki University Central Hospital, Helsinki, Finland; Children's Hospital, University of Helsinki and Helsinki University Central Hospital, Helsinki, Finland
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Walter K, Holcomb T, Januario T, Yauch RL, Du P, Bourgon R, Seshagiri S, Amler LC, Hampton GM, S Shames D. Discovery and development of DNA methylation-based biomarkers for lung cancer. Epigenomics 2014; 6:59-72. [DOI: 10.2217/epi.13.81] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023] Open
Abstract
Lung cancer remains the primary cause of cancer-related deaths worldwide. Improved tools for early detection and therapeutic stratification would be expected to increase the survival rate for this disease. Alterations in the molecular pathways that drive lung cancer, which include epigenetic modifications, may provide biomarkers to help address this major unmet clinical need. Epigenetic changes, which are defined as heritable changes in gene expression that do not alter the primary DNA sequence, are one of the hallmarks of cancer, and prevalent in all types of cancer. These modifications represent a rich source of biomarkers that have the potential to be implemented in clinical practice. This perspective describes recent advances in the discovery of epigenetic biomarkers in lung cancer, specifically those that result in the methylation of DNA at CpG sites. We discuss one approach for methylation-based biomarker assay development that describes the discovery at a genome-scale level, which addresses some of the practical considerations for design of assays that can be implemented in the clinic. We emphasize that an integrated technological approach will enable the development of clinically useful DNA methylation-based biomarker assays. While this article focuses on current literature and primary research findings in lung cancer, the principles we describe here apply to the discovery and development of epigenetic biomarkers for other types of cancer.
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Affiliation(s)
- Kimberly Walter
- Department of Oncology Biomarker Development, Genentech Inc., South San Francisco, CA 94080, USA
| | - Thomas Holcomb
- Department of Oncology Biomarker Development, Genentech Inc., South San Francisco, CA 94080, USA
| | - Tom Januario
- Department of Discovery Oncology, Genentech Inc., South San Francisco, CA 94080, USA
| | - Robert L Yauch
- Department of Discovery Oncology, Genentech Inc., South San Francisco, CA 94080, USA
| | - Pan Du
- Department of Bioinformatics & Computational Biology, Genentech Inc., South San Francisco, CA 94080, USA
| | - Richard Bourgon
- Department of Bioinformatics & Computational Biology, Genentech Inc., South San Francisco, CA 94080, USA
| | - Somasekar Seshagiri
- Department of Molecular Biology, Genentech Inc., South San Francisco, CA 94080, USA
| | - Lukas C Amler
- Department of Oncology Biomarker Development, Genentech Inc., South San Francisco, CA 94080, USA
| | - Garret M Hampton
- Department of Oncology Biomarker Development, Genentech Inc., South San Francisco, CA 94080, USA
| | - David S Shames
- Department of Oncology Biomarker Development, Genentech Inc., South San Francisco, CA 94080, USA
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Liu H, Park J, Manning C, Goehlmann HW, Marshall DJ. Metastatic signature in lung cancer is associated with sensitivity to anti-integrin αVmonoclonal antibody intetumumab. Genes Chromosomes Cancer 2014; 53:349-57. [DOI: 10.1002/gcc.22145] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2013] [Revised: 01/02/2014] [Accepted: 01/03/2014] [Indexed: 11/10/2022] Open
Affiliation(s)
- Huiqing Liu
- Janssen Research and Development, Janssen Pharmaceutical Companies of Johnson and Johnson; Spring House PA 19477 USA
| | - Jaehong Park
- Janssen Research and Development, Janssen Pharmaceutical Companies of Johnson and Johnson; Spring House PA 19477 USA
| | - Carol Manning
- Janssen Research and Development, Janssen Pharmaceutical Companies of Johnson and Johnson; Spring House PA 19477 USA
| | - Hinrich W.H. Goehlmann
- Janssen Research and Development, Janssen Pharmaceutical Companies of Johnson and Johnson; Turnhoutseweg 30 2340 Beerse Belgium
| | - Deborah J. Marshall
- Janssen Research and Development, Janssen Pharmaceutical Companies of Johnson and Johnson; Spring House PA 19477 USA
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