Identification of NCCRP1 as an epigenetically regulated tumor suppressor and biomarker for malignant phenotypes of squamous cell carcinoma of the esophagus
- Authors:
- Published online on: August 14, 2017 https://doi.org/10.3892/ol.2017.6753
- Pages: 4822-4828
Abstract
Introduction
Esophageal cancer remains a significant cause of cancer-related death and its incidence rate has shown a drastic increase of more than 6-fold worldwide (1,2). Esophageal squamous cell carcinoma (ESCC) is a dominant histological type of esophageal malignances (3,4). The poor prognosis and increasing incidence of ESCC highlight the need for improved detection, prediction, monitoring, and treatment methods (2,5). Existing histopathological terms, such as the pathologic TNM classification, are insufficient to accurately predict individual differences in outcome and inform personalized treatment (2,6). Genetic and epigenetic alterations, such as aberrant gene expression, copy number alterations, and DNA methylation, are associated with the development of ESCC, as well as other malignancies, and evidence for the potential prognostic role of genomic and epigenetic profiles has been accumulating (7,8). Since molecular signatures can have clinical application in risk stratification for prediction of treatment response, metastatic potential, recurrence, and survival, researchers should continue their efforts to identify novel ESCC-related molecular events (9,10).
Non-specific cytotoxic cell receptor protein 1 (NCCRP1) was initially cloned from fish species and predicted to be a type II/III membrane protein (11). NCCRP1 was believed to be a receptor expressed in non-specific cytotoxic cells that was responsible for their cytolytic functions (12). Later, Kallio et al investigated the human gene and found that NCCRP1 is expressed intracellularly and is a paralog of the F-box superfamily of proteins, which are components of the E3 ubiquitin ligase complexes and regulate the cell cycle (13). More importantly, NCCRP1 mRNA was found to be abundantly expressed in human tissues containing squamous epithelium and silencing of NCCRP1 caused a significant decrease in the growth of HeLa cells (13). However, the role of NCCRP1 in ESCC is unknown.
In the present study, we focused on NCCRP1 as a candidate ESCC-related gene for the following reasons: (1) NCCRP1 is abundant in the squamous epithelium; (2) NCCRP1 is involved in cell proliferation; (3) the NCCRP1 gene harbors a CpG island in the promoter region (suggesting the possibility of methylation); (4) NCCRP1 is a paralog of the F-box superfamily of proteins that regulate the cell cycle (14–16); and, finally, (5) there are no published data related to NCCRP1 expression in ESCC. The purpose of the present study was to evaluate the expression, regulatory mechanisms, and clinical significance of NCCRP1 in ESCC.
Materials and methods
Ethics
This study conformed to the ethical guidelines of the World Medical Association Declaration of Helsinki Ethical Principles for Medical Research Involving Human Subjects. Written informed consent for the use of clinical samples and data, as required by the institutional review board at Nagoya University, Japan, was obtained from all patients.
Sample collection
Nine ESCC cell lines (TE1, TE2, TE3, NUEC1, NUEC2, NUEC3, TT, TTn, and WSSC) and a control non-tumorigenic epithelial cell line (FHs74) were obtained from the American Type Culture Collection (Manassas, VA, USA), Japanese Collection of Research Bioresources Cell Bank (Osaka, Japan), or were established in our institute (17). Cells were stored at −80°C using cell preservative solution (Cell Banker; Mitsubishi Chemical Medience Corporation, Tokyo, Japan) and cultured in RPMI-1640 (Sigma-Aldrich, St. Louis, MO, USA) supplemented with 10% fetal bovine serum in an atmosphere containing 5% CO2 at 37°C. A total of 213 primary ESCC tissues and adjacent normal tissues were acquired from patients who underwent radical esophageal resection at Nagoya University Hospital between October 2001 and January 2016. All tissue samples were diagnosed histologically as ESCC, frozen immediately after resection, and stored at −80°C. Specimens were classified histologically using the seventh edition of the UICC staging system for esophageal cancer. Patients were questioned to determine their levels of alcohol consumption, and excessive alcohol consumption was defined as >210 g/week for ≥3 years (18). Since 2006, neoadjuvant chemotherapy (fluorouracil combined with platinum-based drugs) was administered to patients with clinical stage II/III ESCC unless contraindicated by the patient's condition or patient refusal (19,20). Postoperative follow-up examinations included physical examination, measurement of serum tumor markers every 3 months, and enhanced computed tomography of the chest and abdominal cavity every 6 months. Adjuvant chemotherapy was administered to selected patients according to the patient's condition and the physician's discretion.
Quantitative real-time reverse-transcription polymerase chain reaction (qRT-PCR)
The levels of NCCRP1 mRNA were determined using qRT-PCR. Total RNA (10 µg) isolated from ESCC cell lines and 213 primary ESCCs and adjacent normal tissues was used as the template for cDNA synthesis. Glyceraldehyde-3-phosphate dehydrogenase (GAPDH) mRNA levels (TaqMan, GAPDH control reagents: Applied Biosystems, Foster City, CA, USA) were quantified to normalize expression levels (9). qRT-PCR was performed using the SYBR Green PCR Core Reagents Kit (Applied Biosystems) as follows: One cycle at 95°C for 10 min; 40 cycles at 95°C for 5 sec, and 60°C for 60 sec. All samples were tested in triplicate, and samples without template were included in each PCR plate as negative controls. Real-time detection of SYBR Green fluorescence was conducted using an ABI StepOnePlus Real-Time PCR System (Applied Biosystems). The expression level of each sample is shown as the value of the NCCRP1 amplicon divided by that of GAPDH (21). Sequences of specific primers are listed in Table I.
Methylation analysis of NCCRP1 gene
Nucleotide sequence analysis was conducted to determine the presence of CpG islands around the promoter region of NCCRP1. CpG islands were defined as follows: ≥200-bp region with GC content >50% and CpG: Expected CpG ≥0.6 identified using Methyl Primer Express Software (Applied Biosystems). Genomic DNA isolated from the cell lines was treated with bisulfite for bisulfite sequence analysis. Bisulfite DNA from nine ESCC cell lines and control cell (FHs 74) was amplified with specific primers (Table I) and sequenced using Big Dye Terminator v3.1 Cycle Sequencing Kit (Thermo Fisher Scientific, Waltham, MA, USA) and a 3730x l DNA Analyzer (Applied Biosystems) at Eurofins Genomics Co Ltd, Tokyo, Japan. To assess the relationship between promoter hypermethylation and NCCRP1 transcription, GC cells (1.5×106 cells) were treated with 5-aza-2′-deoxycytidine (5-aza-dC; Sigma-Aldrich) to inhibit DNA methylation and then cultured for 6 days with medium changes on days 1, 3, and 5 (22). RNA was extracted and qRT-PCR was performed as described above.
Copy number analysis
NCCRP1 copy number of nine ESCC cell lines was determined using TaqMan Copy Number Assays (Applied Biosystems). Twenty nanograms of genomic DNA was amplified using specific primer pairs according to the manufacturer's instructions (assay ID: Hs02638838_cn, within exon 6). Data were analyzed using CopyCaller Software (Life Technologies, Carlsbad, CA) (23). Copy number loss was defined as copy number value equal to 1 determined in the analyzed region of the NCCRP1 locus.
Statistical analysis
Numeric variables between the two groups were compared using the Mann-Whitney U test. The χ2 test was used to analyze the association between the expression status of NCCRP1 and clinicopathological parameters. Overall and disease-free survival rates were calculated using the Kaplan-Meier method, and differences in survival curves were analyzed using the log-rank test. We performed multivariable regression analysis to detect prognostic factors using the Cox proportional hazards model, and variables with a P-value <0.05 were entered into the final model. All statistical analysis was performed using JMP 10 software (SAS Institute Inc., Cary, NC, USA). A P-value <0.05 was considered statistically significant.
Results
Expression, methylation, and copy number analysis of cell lines
NCCRP1 harbors a CpG island flanking the transcription initiation site (length 920 bp, GC 64.9%, CpG 5.7%; Fig. 1A). NCCRP1 mRNA expression levels differed among nine ESCC cell lines (Fig. 1B). Bisulfite sequence analysis revealed that CpG sites in NCCRP1 DNA in all ESCC cells were CG (complete methylation) and that the corresponding positions in a control cell line FHs74=were TG (absence of methylation) (Fig. 1C). When we compared the levels of NCCRP1 mRNA in ESCC cell lines before and after demethylation, reactivation of NCCRP1 transcription was detected in all ESCC cells (Fig. 1B). Moreover, there was no detectable loss of copy number in ESCC cell lines (Fig. 1B).
Clinical implications of NCCRP1 mRNA levels in surgically resected esophageal tissues
The median age of the 213 patients was 66 years (range, 44–84 years). The male:female ratio was 167:16. According to the UICC staging system (seventh edition), 42, 54, 107, and 10 patients were in pathological stages I, II, III, and IV, respectively. The median duration of patient follow-up was 35.2 months (range, 4.8–173 months) or until death. In 204 (95.8%) patients, NCCRP1 mRNA expression levels were lower in ESCC tissues compared with the corresponding non-cancerous adjacent tissues. The mean expression level of NCCRP1 mRNA was significantly reduced in ESCC tissues compared with that in adjacent normal tissues (Fig. 2A).
Patients were assigned to one of two groups according to their median NCCRP1 mRNA expression level in ESCC tissues (high NCCRP1 expression group, n=107; low NCCRP1 expression group, n=106). No significant association was found between NCCRP1 expression groups and clinicopathological parameters including patient sex and tumor size, location, and depth (Table II). Patients in the low NCCRP1 expression group tended to have a shorter overall survival (OS) time than those in the high NCCRP1 expression group (5-year OS rates were 52 and 69% for the low and high expression groups, respectively; P=0.031; Fig. 2B). In multivariate analysis for overall survival, low NCCRP1 expression was identified as an independent prognostic factor (hazard ratio, 1.75; 95% confidence interval, 1.08–2.87; P=0.022; Table III). Disease-free survival (DFS) was also significantly poorer in the low NCCRP1 expression group than in the high NCCRP1 expression group (3-year DFS rates were 47 and 61% for the low and high NCCRP1 expression groups, respectively; P=0.042; Fig. 2C). The frequency of overall recurrence after radical esophagectomy in the low NCCRP1 expression group was higher than that of the high NCCRP1 expression group (49 and 35%, respectively, P=0.032; Fig. 3A). No appreciable trends were found in metastasis site as the initial recurrence in comparisons between low and high NCCRP1 expression groups (Fig. 3A).
Table II.Association between the expression of NCCRP1 mRNA and clinicopathological parameters of 213 patients with squamous cell carcinoma of the esophagus. |
Table III.Prognostic factors for overall survival of 213 patients with squamous cell carcinoma of the esophagus. |
We conducted a subgroup analysis according to administration of neoadjuvant chemotherapy (fluorouracil combined with platinum-based drugs) to further explore the significance of NCCRP1 expression in ESCC. The prognostic impact of NCCRP1 expression was similar between patients with and without neoadjuvant chemotherapy (Fig. 3B).
Discussion
Previous molecular studies have provided evidence that ESCC arises not only from the combined effects of environmental factors such as cigarette smoking or excessive alcohol consumption and susceptible genetic variants, but also from the accumulation of genetic and epigenetic alterations that play crucial roles in the process of cellular immortalization and tumorigenesis (6,7,24). Understanding of the molecular mechanisms and alterations behind the initiation and progression of esophageal tumorigenesis is essential for disease monitoring and identification of novel therapeutic and clinical targets for ESCC (2,25). To date, multiple genetic and epigenetic changes in oncogenes and tumor suppressor genes (TSGs), cell cycle regulators, cell adhesion molecules, and DNA repair genes have been implicated in esophageal carcinogenesis (7,26,27). Nevertheless, the molecular pathogenesis of ESCC is still incompletely understood and it is vitally important to decipher the underlying mechanisms of carcinogenesis. We hypothesized that NCCRP1 is a candidate ESCC-related gene.
The NCCRP1 gene is located on chromosome 19q13.2 and encodes a 31-kDa protein composed of 275 amino acid residues (11,13). There are no previous reports on oncological roles of NCCRP1. In this study, we investigated the expression, methylation status, DNA copy number, and functions of NCCRP1 in ESCC. Our results suggest that NCCRP1 functions as a TSG that might be responsible, at least in part, for ESCC carcinogenesis since most ESCCs examined showed reduced NCCRP1 mRNA expression compared with matched non-cancerous tissues. We also evaluated the association of NCCRP1 expression with clinical characteristics of ESCC. Patients with low NCCRP1 expression were likely to have a poor prognosis, implying a tumor suppressive role of NCCRP1 in ESCC progression and suggesting that the expression status of NCCRP1 in ESCC tissues might be a novel biomarker to predict postoperative outcomes. Of note, the expression of NCCRP1 had no significant association with typical risk factors for ESCC prognosis, such as tumor depth and lymph node metastasis. This finding may highlight the utility of NCCRP1 for stratifying patients at risk of adverse prognosis independent of the TNM staging system. Since findings of the JCOG9907 phase III study comparing the survival benefit of pre- or postoperative cisplatin plus fluorouracil in clinical stage II/III ESCC demonstrated the superiority of neoadjuvant chemotherapy, neoadjuvant cisplatin plus fluorouracil followed by esophagectomy has been the standard treatment for patients with ESCC in Japan (19,20). In this study, we found that the prognostic impact of NCCRP1 expression was similar between patients who received neoadjuvant chemotherapy and those who did not. This result emphasized the clinical utility of NCCRP1 expression to predict postoperative prognosis regardless of whether the patient received neoadjuvant chemotherapy.
Promoter hypermethylation leads to transcriptional silencing of TSGs in various malignancies (28,29). With respect to regulatory mechanisms, all examined ESCC cell lines harbored NCCRP1 promoter hypermethylation. Furthermore, NCCRP1 transcription increased in cells treated with a DNA methylation inhibitor. To the best of our knowledge, this is the first report of hypermethylation of NCCRP1. However, none of the ESCC cell lines had copy number loss at the NCCRP1 locus. These findings indicate that promoter hypermethylation is a pivotal mechanism that inhibits NCCRP1 transcription in ESCC. As tumor-specific aberrant DNA methylation can be detected more stably than mRNA expression levels (30), it has become recognized as a promising tool for liquid biopsy and assessment of locoregional recurrence at surgical margin imprints (31,32). Detection of NCCRP1 methylation in the circulating blood, in addition to ESCC tissues, would enhance the diagnostic utility of NCCRP1.
As future perspectives, our findings can be translated into several clinical applications as follows: i) the expression and methylation status of NCCRP1 in preoperative biopsy tissues obtained during endoscopic surveillance may identify patients requiring intensive perioperative treatment; ii) the expression levels of NCCRP1 in surgical specimens may predict recurrence and subsequent adverse prognosis, which will likely aid efforts to design appropriate postoperative therapeutic and surveillance strategies; and iii) demethylating agents targeting NCCRP1 may serve as therapeutics. However, this study has some limitations. Further studies including pathway analysis in esophageal carcinogenesis are needed to clarify the molecular mechanisms underlying the biological activities of NCCRP1 in ESCC. Also, this study was limited by the relatively small sample size and lack of external validation of the reproducibility of the expression assays and their standardization across laboratories. Finally, this study is limited by its lack of direct functional analysis of NCCRP1. Better understanding of the tumor suppressive functions of NCCRP1 would be elucidated by forced expression of NCCRP1.
Nevertheless, taken together our findings support the conclusion that NCCRP1 acts as a putative tumor suppressor gene that is inactivated by promoter hypermethylation and might serve as a promising biomarker to predict postoperative prognosis in ESCC.
References
Siegel RL, Miller KD and Jemal A: Cancer statistics, 2015. CA Cancer J Clin. 65:5–29. 2015. View Article : Google Scholar : PubMed/NCBI | |
Huang FL and Yu SJ: Esophageal cancer: Risk factors, genetic association and treatment. Asian J Surg. pii: S1015-S9584. 30201–30209. 2016.(Epub ahead of print). | |
Tanaka H, Kanda M, Koike M, Iwata N, Shimizu D, Ezaka K, Sueoka S, Tanaka Y, Takami H, Hashimoto R, et al: Adherens junctions associated protein 1 serves as a predictor of recurrence of squamous cell carcinoma of the esophagus. Int J Oncol. 47:1811–1818. 2015. View Article : Google Scholar : PubMed/NCBI | |
Pennathur A, Gibson MK, Jobe BA and Luketich JD: Oesophageal carcinoma. Lancet. 381:400–412. 2013. View Article : Google Scholar : PubMed/NCBI | |
Hong L, Han Y, Zhang H and Fan D: Prognostic markers in esophageal cancer: From basic research to clinical use. Expert Rev Gastroenterol Hepatol. 9:887–889. 2015. View Article : Google Scholar : PubMed/NCBI | |
Arnal Domper MJ, Arenas Ferrández Á and Arbeloa Lanas Á: Esophageal cancer: Risk factors, screening and endoscopic treatment in Western and Eastern countries. World J Gastroenterol. 21:7933–7943. 2015. View Article : Google Scholar : PubMed/NCBI | |
Song Y, Li L, Ou Y, Gao Z, Li E, Li X, Zhang W, Wang J, Xu L, Zhou Y, et al: Identification of genomic alterations in oesophageal squamous cell cancer. Nature. 509:91–95. 2014. View Article : Google Scholar : PubMed/NCBI | |
Oya H, Kanda M, Takami H, Hibino S, Shimizu D, Niwa Y, Koike M, Nomoto S, Yamada S, Nishikawa Y, et al: Overexpression of melanoma-associated antigen D4 is an independent prognostic factor in squamous cell carcinoma of the esophagus. Dis Esophagus. 28:188–195. 2015. View Article : Google Scholar : PubMed/NCBI | |
Kanda M, Nomoto S, Oya H, Takami H, Shimizu D, Hibino S, Hashimoto R, Kobayashi D, Tanaka C, Yamada S, et al: The expression of melanoma-associated antigen D2 both in surgically resected and serum samples serves as clinically relevant biomarker of gastric cancer progression. Ann Surg Oncol. 23 Suppl 2:S214–S221. 2016. View Article : Google Scholar : PubMed/NCBI | |
Kanda M, Shimizu D, Tanaka H, Tanaka C, Kobayashi D, Hayashi M, Iwata N, Niwa Y, Yamada S, Fujii T, et al: Significance of SYT8 for the detection, prediction, and treatment of peritoneal metastasis from gastric cancer. Ann Surg. Dec 6–2016.(Epub ahead of print). View Article : Google Scholar : PubMed/NCBI | |
Reimers K, Qarn Abu M, Allmeling C, Bucan V and Vogt PM: Identification of the non-specific cytotoxic cell receptor protein 1 (NCCRP1) in regenerating axolotl limbs. J Comp Physiol B. 176:599–605. 2006. View Article : Google Scholar : PubMed/NCBI | |
Cai J, Wei S, Wang B, Huang Y, Tang J, Lu Y, Wu Z and Jian J: Cloning and expression analysis of nonspecific cytotoxic cell receptor 1 (Ls-NCCRP1) from red snapper (Lutjanus sanguineus). Mar Genomics. 11:39–44. 2013. View Article : Google Scholar : PubMed/NCBI | |
Kallio H, Tolvanen M, Jänis J, Pan PW, Laurila E, Kallioniemi A, Kilpinen S, Tuominen VJ, Isola J, Valjakka J, et al: Characterization of non-specific cytotoxic cell receptor protein 1: A new member of the lectin-type subfamily of F-box proteins. PLoS One. 6:e271522011. View Article : Google Scholar : PubMed/NCBI | |
Cepeda D, Ng HF, Sharifi HR, Mahmoudi S, Cerrato VS, Fredlund E, Magnusson K, Nilsson H, Malyukova A, Rantala J, et al: CDK-mediated activation of the SCF(FBXO) (28) ubiquitin ligase promotes MYC-driven transcription and tumourigenesis and predicts poor survival in breast cancer. EMBO Mol Med. 5:1067–1086. 2013. View Article : Google Scholar : PubMed/NCBI | |
Chiorazzi M, Rui L, Yang Y, Ceribelli M, Tishbi N, Maurer CW, Ranuncolo SM, Zhao H, Xu W, Chan WC, et al: Related F-box proteins control cell death in Caenorhabditis elegans and human lymphoma. Proc Natl Acad Sci USA. 110:3943–3948. 2013. View Article : Google Scholar : PubMed/NCBI | |
Wang FF, Zhang XJ, Yan YR, Zhu XH, Yu J, Ding Y, Hu JL, Zhou WJ, Zeng ZC, Liao WT, et al: FBX8 is a metastasis suppressor downstream of miR-223 and targeting mTOR for degradation in colorectal carcinoma. Cancer Lett. 388:85–95. 2017. View Article : Google Scholar : PubMed/NCBI | |
Hibino S, Kanda M, Oya H, Takami H, Shimizu D, Nomoto S, Hishida M, Niwa Y, Koike M, Yamada S, et al: Reduced expression of DENND2D through promoter hypermethylation is an adverse prognostic factor in squamous cell carcinoma of the esophagus. Oncol Rep. 31:693–700. 2014.PubMed/NCBI | |
Mayne ST and Navarro SA: Diet, obesity and reflux in the etiology of adenocarcinomas of the esophagus and gastric cardia in humans. J Nutr. 132 (11 Suppl):3467S–3470S. 2002.PubMed/NCBI | |
Ando N, Kato H, Igaki H, Shinoda M, Ozawa S, Shimizu H, Nakamura T, Yabusaki H, Aoyama N, Kurita A, et al: A randomized trial comparing postoperative adjuvant chemotherapy with cisplatin and 5-fluorouracil versus preoperative chemotherapy for localized advanced squamous cell carcinoma of the thoracic esophagus (JCOG9907). Ann Surg Oncol. 19:68–74. 2012. View Article : Google Scholar : PubMed/NCBI | |
Kataoka K, Takeuchi H, Mizusawa J, Igaki H, Ozawa S, Abe T, Nakamura K, Kato K, Ando N and Kitagawa Y: Prognostic impact of postoperative morbidity after esophagectomy for esophageal cancer: Exploratory analysis of JCOG9907. Ann Surg. 265:1152–1157. 2017. View Article : Google Scholar : PubMed/NCBI | |
Kanda M, Oya H, Nomoto S, Takami H, Shimizu D, Hashimoto R, Sueoka S, Kobayashi D, Tanaka C, Yamada S, et al: Diversity of clinical implication of B-cell translocation gene 1 expression by histopathologic and anatomic subtypes of gastric cancer. Dig Dis Sci. 60:1256–1264. 2015. View Article : Google Scholar : PubMed/NCBI | |
Kanda M, Shimizu D, Tanaka H, Shibata M, Iwata N, Hayashi M, Kobayashi D, Tanaka C, Yamada S, Fujii T, et al: Metastatic pathway-specific transcriptome analysis identifies MFSD4 as a putative tumor suppressor and biomarker for hepatic metastasis in patients with gastric cancer. Oncotarget. 7:13667–13679. 2016. View Article : Google Scholar : PubMed/NCBI | |
Kanda M, Tanaka C, Kobayashi D, Tanaka H, Shimizu D, Shibata M, Takami H, Hayashi M, Iwata N, Niwa Y, et al: Epigenetic suppression of the immunoregulator MZB1 is associated with the malignant phenotype of gastric cancer. Int J Cancer. 139:2290–2298. 2016. View Article : Google Scholar : PubMed/NCBI | |
Lin EW, Karakasheva TA, Hicks PD, Bass AJ and Rustgi AK: The tumor microenvironment in esophageal cancer. Oncogene. 35:5337–5349. 2016. View Article : Google Scholar : PubMed/NCBI | |
Xin M, Dong XW and Guo XL: Role of the interaction between galectin-3 and cell adhesion molecules in cancer metastasis. Biomed Pharmacother. 69:179–185. 2015. View Article : Google Scholar : PubMed/NCBI | |
Lee HW, Kwon J, Kang MC, Noh MK, Koh JS, Kim JH and Park JH: Overexpression of HSP47 in esophageal squamous cell carcinoma: Clinical implications and functional analysis. Dis Esophagus. 29:848–855. 2015. View Article : Google Scholar : PubMed/NCBI | |
Shim HJ, Shin MH, Kim HN, Kim JH, Hwang JE, Bae WK, Chung IJ and Cho SH: The prognostic significance of FGFR4 Gly388 polymorphism in esophageal squamous cell carcinoma after concurrent chemoradiotherapy. Cancer Res Treat. 48:71–79. 2016. View Article : Google Scholar : PubMed/NCBI | |
Bird A: DNA methylation patterns and epigenetic memory. Genes Dev. 16:6–21. 2002. View Article : Google Scholar : PubMed/NCBI | |
Jones PA: Functions of DNA methylation: Islands, start sites, gene bodies and beyond. Nat Rev Genet. 13:484–492. 2012. View Article : Google Scholar : PubMed/NCBI | |
Bird A: Perceptions of epigenetics. Nature. 447:396–398. 2007. View Article : Google Scholar : PubMed/NCBI | |
Hayashi M, Bernert H, Kagohara LT, Maldonado L, Brait M, Schoenberg M, Bivalacqua T, Netto GJ, Koch W, Sidransky D and Hoque MO: Epigenetic inactivation of VGF associated with Urothelial cell carcinoma and its potential as a non-invasive biomarker using urine. Oncotarget. 5:3350–3361. 2014. View Article : Google Scholar : PubMed/NCBI | |
Hayashi M, Guerrero-Preston R, Okamura J, Michailidi C, Kahn Z, Li X, Ahn J, Goldsmith M and Koch W: Innovative rapid gene methylation analysis of surgical margin tissues in head and neck cancer. Ann Surg Oncol. 21:3124–3131. 2014. View Article : Google Scholar : PubMed/NCBI |