Abstract
DNA methylation is an important epigenetic modification and is frequently altered in cancer. Convert of 5-methylcytosine (5 mC) to 5-hydroxymethylcytosine (5 hmC) by ten-eleven translocation (TET) family enzymes plays important biological functions in embryonic stem cells, development, aging and disease. Recent reports showed that level of 5 hmC was altered in various types of cancers. However, the change of 5 hmC level in hepatocellular carcinoma (HCC) and association with clinical outcome were not well defined. Here, we reported that level of 5 hmC was decreased in HCC tissues, as compared with non-tumor tissues. Clincopathological analysis showed the decreased level of 5 hmC in HCC was associated with tumor size, AFP level and poor overall survival. We also found that the decreased level of 5 hmC in non-tumor tissues was associated with tumor recurrence in the first year after surgical resection. In an animal model with carcinogen DEN-induced HCC, we found that the level of 5 hmC was gradually decreased in the livers during the period of induction. There was further reduction of 5 hmC in tumor tissues when tumors were developed. In contrast, level of 5 mC was increased in HCC tissues and the increased 5 mC level was associated with capsular invasion, vascular thrombosis, tumor recurrence and overall survival. Furthermore, our data showed that expression of TET1, but not TET2 and TET3, was downregulated in HCC. Taken together, our data indicated 5 hmC may be served as a prognostic marker for HCC and the decreased expression of TET1 is likely one of the mechanisms underlying 5 hmC loss in HCC.
Introduction
The mammalian DNA methylation is methylated predominantly at the C5 position of cytosine bases within CpG disnuclotides and is catalyzed by a family of DNA methyltransferases (DNMTs). This epigenetic modification has been implicated in various biological progresses, including X chromosome inactivation, gene regulation, transcriptional silencing, and genomic imprinting. In tumor cells, the normal pattern of DNA methylation is often altered, resulting in global hypomethylation of the genome in conjunction with hypermethylation at CpG islands within the promoters of critical genes such as tumor suppressors [1].
Concurrently, accumulating evidence has suggested that DNA methylation may be reversible in mammalian cells. However, the molecule mechanisms about this process are not clearly demonstrated. TET family has three members (TET1, TET2 and TET3) that contain 2-oxoglutarate-(2OG) and Fe(II)-dependant dioxygenase domain in the C terminus. TET proteins are able to convert 5 mC to 5 hmC in the Fe(II) and α-KG-dependent manner [2], [3]. The 5 hmC could be detected in many mammalian tissues and cell types [4], [5]. Recent data have been shown that the TET proteins can further oxidize 5 hmC into 5-formylcytosine (5 fC) and 5-carboxylcytosine (5 caC) [6], [7]. Convert of 5-methylcytosine (5 mC) to 5-hydroxymethylcytosine (5 hmC) by TET family enzymes plays important biological functions in embryonic stem cells, development, aging and disease [8].
Recent studies have shown that 5 hmC is substantially decreased in human prostate, breast, colon, lung, liver, pancreatic cancers, glioma and melanoma [9]–[12]. In glioma, IDH1 mutations reduce α-ketoglutarate (α-KG) and accumulate 2-hydroxyglutarate (2-HG) which inhibits activity of TET 5-methylcytosine hydroxylases, leading to the decreased level of 5 hmC [13]. In melanoma, the decreased 5 hmC plays a critical role in melanoma development. In addition, the decreased expressions of IDH2 and TET2 are responsible for the decreased 5 hmC and restoration of IDH2 or TET2 suppresses melanoma growth and increases tumor-free survival in animal models [12]. These studies indicated that the altered 5 hmC may play an important role in pathogenesis of cancers.
Hepatocellular carcinoma (HCC) is one of the most frequent malignancies with high mortality rate. Epigenetic modifications including DNA methylation are frequently changed in HCC and participate to hepatocarcinogenesis [14]. However, it is not well known whether level of 5 hmC is changed in HCC and the altered 5 hmC is associated with outcome of patients with HCC. Thus, in this study we investigated alternation of 5 hmC in HCC from human patients and an animal model with carcinogen DEN-induced liver cancer. Our data showed that 5 hmC may be served as a prognostic marker for HCC and the decreased expression of TET1 is likely one of the mechanisms underlying 5 hmC loss in HCC.
Materials and Methods
Ethics Statement
Human samples were obtained from all patients with written informed consent. Both written informed consent and study were approved by the Institutional Review Board of the Southwest Hospital, Third Military Medical University. The Wistar rats used in this research were obtained from the Third Military Medical University and were maintained at pathogen-free conditions. All procedures were done according to protocols approved by the Institutional Review Board of the Southwest Hospital, Third Military Medical University and conformed to the NIH guidelines on the ethical use of animals.
Tissue Samples and Cells
Fresh and paraffin fixed tumor specimens were obtained from all patients with written informed consent. All patients underwent surgical resection of primary HCC at the Institute of Hepatobiliary Surgery, Southwest Hospital, Third Military Medical University.
Human HCC cell lines (PLC/PRF/5 and HuH7) were cultured in DMEM (Gibco) medium with 10% FBS (Gibco). Cells were cultured at 37°C in a humidified atmosphere containing 5% CO2.
Western Blot Analysis
Fresh human HCC and paired non-HCC counterpart tissues were harvested and lysated in the lysis buffer for 30 min at 4°C. Total tissue extracts were separated in 10% SDS-polyacrylamide gel electrophoresis (PAGE) and then transferred on PVDF membrane (Millipore). The membranes were then blocked in 5% milk for 2 hours at room temperature (RT) and blotted with antibody overnight at 4°C. Antibodies used in the study were goat anti-TET1 (Santa Cruz), goat anti-TET2 (Abcam), rabbit anti-TET3 (Gene Tex) and rabbit anti-GAPDH (Cell Signaling). After washing with PBST and incubation with either anti-rabbit IgG or anti-goat IgG horseradish peroxidase-conjugated secondary antibody with a dilution at 1∶2000 in PBST, immunocomplexes were visualized using SuperSignal West Femto Chemiluminescent Substrate (Pierce). For quantification, signals were densitometrically normalized to GAPDH by GeneTools image analysis program (SynGene).
Immunohistochemical Staining
Tissue specimens were obtained with informed consent from patients undergoing hepatectomy for HCC at the Institute of Hepatobiliary Surgery, Southwest Hospital, Third Military Medical University, China. A tissue array block containing HCC samples and their corresponding noncancerous liver tissues was constructed. Immunohistochemical staining was performed as previously described [15]. Scoring for immunohistochemical staining was performed by the pathologists using a scale from 0 to 3 representing negative (–), weak (+), moderate (++) and strong (+++) staining. Antibodies used in the study were rabbit anti-5 hmC (Active Motif) and rabbit anti-5 mC (Abcam). The clinical and pathological information of the patients was summarized in the Table 1 and 2, and Table S1 in File S1.
Table 1. Correlation of 5 hmC level in HCC tumor tissues and clinicopathological parameters in HCC patients.
5 hmC | ||||
Variable | n | Low | High | p-value |
Age (years) | ||||
<50 | 92 | 59 | 33 | |
≥50 | 54 | 46 | 8 | 0.006** |
Gender | ||||
Female | 20 | 10 | 10 | |
Male | 126 | 95 | 31 | 0.019* |
Tumor recurrence | ||||
– | 79 | 56 | 23 | |
+ | 67 | 49 | 18 | 0.765 |
Tumor stage | ||||
I | 9 | 8 | 1 | |
II | 68 | 49 | 19 | |
III | 69 | 48 | 21 | 0.470 |
Tumor size (cm) | ||||
<5 | 40 | 23 | 17 | |
≥5 | 99 | 77 | 22 | 0.016* |
Serum AFP level (ng/ml) | ||||
≤20 | 32 | 32 | 0 | |
21–400 | 44 | 31 | 13 | |
>400 | 57 | 36 | 21 | <0.001** |
Tumor cell structure | ||||
Trabecular | 102 | 72 | 30 | |
Solid | 44 | 33 | 11 | 0.271 |
Necrosis | ||||
+ | 71 | 49 | 22 | |
++ | 43 | 30 | 13 | |
+++ | 32 | 26 | 6 | 0.246 |
Capsular invasion | ||||
– | 45 | 30 | 15 | |
+ | 61 | 48 | 13 | |
++ | 40 | 27 | 13 | 0.887 |
Vascular thrombosis | ||||
– | 46 | 3 | 14 | |
+ | 100 | 73 | 27 | 0.671 |
Interstitial hyperplasia of tumor | ||||
+ | 42 | 29 | 13 | |
++ | 66 | 49 | 17 | |
+++ | 38 | 27 | 11 | 0.829 |
Note: (1) *p<0.05,
p<0.01 significant difference. (2) x2 test. (3) Total number <146 due to missing data.
Table 2. Correlation of 5 mC level in HCC tumor tissues and clinicopathological parameters in HCC patients.
5 mC | ||||
Variable | n | Low | High | p-value |
Age (years) | ||||
<50 | 91 | 25 | 66 | |
≥50 | 54 | 21 | 33 | 0.155 |
Gender | ||||
Female | 19 | 4 | 15 | |
Male | 126 | 42 | 84 | 0.287 |
Tumor recurrence | ||||
– | 73 | 27 | 46 | |
+ | 72 | 19 | 53 | 0.025* |
Tumor stage | ||||
I | 7 | 4 | 3 | |
II | 69 | 22 | 47 | |
III | 69 | 19 | 50 | 0.172 |
Tumor size (cm) | ||||
<5 | 39 | 15 | 24 | |
≥5 | 97 | 29 | 68 | 0.185 |
Serum AFP level (ng/ml) | ||||
≤20 | 31 | 19 | 12 | |
21–400 | 43 | 17 | 26 | |
>400 | 58 | 16 | 42 | 0.245 |
Tumor cell structure | ||||
Trabecular | 102 | 30 | 72 | |
Solid | 43 | 16 | 27 | 0.844 |
Necrosis | ||||
+ | 72 | 25 | 47 | |
++ | 43 | 11 | 39 | |
+++ | 30 | 11 | 19 | 0.999 |
Capsular invasion | ||||
– | 44 | 18 | 26 | |
+ | 61 | 22 | 39 | |
++ | 40 | 6 | 34 | 0.008* |
Vascular thrombosis | ||||
– | 44 | 23 | 21 | |
+ | 101 | 33 | 78 | 0.000** |
Interstitial hyperplasia of tumor | ||||
+ | 42 | 16 | 26 | |
++ | 65 | 21 | 44 | |
+++ | 38 | 10 | 28 | 0.171 |
Note: (1) *p<0.05,
p<0.01 significant difference. (2) x2 test. (3) Total number <145 due to missing data.
Induction of Liver Cancer in Rats with Diethylnitrosamine (DEN)
Male Wistar rats (6 weeks old, 170 g) were maintained in pathogen-free conditions at the animal facility of Third Military Medical University and received humane care according to the criteria outlined in the “Guide for the Care and Use of Laboratory Animals” prepared by the National Academy of Sciences. An acclimatization period of 4 days was carried out. The weight of the rats was recorded every week. Animals received 10 mg/Kg/day of DEN (Sigma) for 24 weeks. Rats were given the weekly dose of DEN in drinking water (0.01% v/v) corresponding to the estimated water consumption of 6 days. Once the animals consumed the administered DEN solution, they were given DEN-free water for the rest of the week. DENA solution was prepared each week.
Statistical Analysis
A Student’s t test was used to calculate the statistical significance of the experimental data. The Kaplan–Meier survival curves and log-rank test were used for estimation of survival and difference between groups. The level of significance was set as *P<0.05 and **P<0.01. The software tools SPSS 10.0 and Microsoft Excel were used.
Results
Level of 5 hmC was Decreased in Human HCC Tissues
In order to detect level of 5 hmC in HCC, we firstly examine newly developed anti-5 hmC specific antibody to detect 5 hmC in HCC cell lines by immunofluorescent staining. Our result showed that anti-5 hmC antibody could detect 5 hmC in HCC cells. Staining of 5 hmC was mainly localized in the nucleus of HCC cells (Figure 1A). Furthermore, we detected 5 hmC in paraffin-embedded tissues from HCC patients by immunohistochemistry. As shown in Figure 1B, a nuclear staining was observed in cells from tumor and non-tumor tissues of HCC patients. These results indicated that this newly developed anti-5 hmC specific antibody could be used to examine level of 5 hmC in HCC. To further investigate the level of 5 hmC in tumor and non-tumor tissues of HCC patients, we generated a tissue array containing 146 HCC samples and their corresponding noncancerous liver tissues to determine 5 hmC level by immunohistochemistry. The representative images of 5 hmC level with high, equal and low in HCC tumors, as compared with non-tumor tissues, was shown in Figure 1C. 101 out of 146 cases (69%) had the decreased level of 5 hmC in HCC tumors, as compared with non-tumor tissues. Only 33 out of 146 cases (23%) had the increased level of 5 hmC in HCC tumors, as compared with non-tumor tissues and the rest of 12 cases (8%) had equal amount of 5 hmC (Figure 1D). This data indicated that 5 hmC was decreased in HCC tumors.
Level of 5 hmC in Tumor Tissues was Associated with Overall Survival in HCC
Subsequently, we investigated whether the altered level of 5 hmC was related to outcome of HCC patients. Figures 2A and 2B showed that 5 hmC could be detected in 100 out of 146 cases (68%) of HCC tumor tissues. Among these positive samples, there were 11%, 30% and 59% of cases with strong, moderate and weak levels, respectively. Clinicopathological analysis showed that low level of 5 hmC (weak and negative) were significantly associated with age (p = 0.006), gender (p = 0.019), tumor size (p = 0.016) and AFP level (p<0.001) (Table 1). Kaplan–Meier analysis indicated that patients with low level of 5 hmC had a significantly shorter overall survival than those with high level of 5 hmC (p = 0.037) (Figure 2C).
Level of 5 hmC in Non-tumor Tissues was Associated with HCC Recurrence in the First Year
Figures 3A and 3B showed that 5 hmC could be detected in 118 out of 146 cases (81%) of non-tumor tissues. Among these positive samples, there were 30%, 34% and 36% of cases with strong, moderate and weak levels, respectively. Clinicopathological analysis showed that there was no correlation between expression levels of 5 hmC in non-tumor tissue with clinicopathological parameters (Table S1 in File S1). Kaplan–Meier analysis indicated that patients with low level of 5 hmC had no significantly shorter overall survival than those with high level of 5 hmC (Figure S1 in File S1). Since recurrence rate in HCC is high and the most of recurrence occurs in the first year after surgery [16], thus we analyzed whether 5 hmC level in non-tumor tissues was associated with HCC recurrence in the first year. Among 146 HCC patients, there were 75 cases whose experienced recurrence in the first year. In these 75 cases, 5 hmC could be detected in 64 cases. 15, 22 and 26 cases exhibited strong, moderate and weak level of 5 hmC (Figure 3C). No significant association was found between 5 hmC level and other parameters such as age, gender, tumor size, tumor stages and AFP level (Table S2 in File S1). Interestingly, we observed that 5 hmC level was positively correlated with interstitial hyperplasia of tumor (p = 0.019). Using Kaplan-Meier analysis method, we found that Low level 5 hmC in non-tumor was shorter overall survival than those with high level of 5 hmC (p = 0.018) (Figure 3D).
Level of 5 hmC is Dynamic Changed in an Animal Model of DEN-induced Liver Cancer
To determine whether the altered level of 5 hmC may occur in development of HCC, we investigated level of 5 hmC in an animal model with carcinogen DEN-induced liver cancer. This tumor model resembles human HCC because DEN induced chronic injure, inflammation, fibrogenesis and development of HCC [15]. In this tumor model, we found that 5 hmC level was gradually decreased in liver during period of induction with DEN, as compared with normal liver tissues with high level of 5 hmC (Figures 4A and 4B). Furthermore, we found that level of 5 hmC was further decreased in liver cancer tissues, as compared with non-tumor tissue (Figure 4C). This data may support the notation that decrease of 5 hmC is a novel biomarker for development of HCC.
Level of 5 mC was Increased HCC Tissues and was Associated with Poor Prognosis
Since DNA methylation is reversible in mammalian cells, status of DNA methylation is based on balance of 5 mC and 5 hmC. Therefore, we further investigated 5 mC level in HCC tissues by immunohistochemistry. Our results showed staining 5 mC was localized in the nuclei of cancer cells (Figure 5A), Among 145 HCC samples, there were 11, 13 and 121 cases with low, equal and high levels of 5 mC in tumor tissues when compared with the matched non-tumor tissues, respectively (Figures 5B and 5C). No significant association was found between level of 5 mC and other parameters such as age, gender, tumor size, tumor stages and AFP level (Table 2). Interestingly, we observed that 5 mC expression was positively correlated with of capsular invasion (p = 0.008), vascular thrombosis (p = 0.000) and tumor recurrence (p = 0.025) (Table 2). Using Kaplan-Meier analysis method, we found that high level of 5 mC in HCC tissues was significantly correlated with short overall survival (P = 0.018) (Figure 5D).
Downregulation of TET1 Expression in HCC Tissues
Since conversion to 5 hmC from 5 mC is mediated by TET enzymes, we wonder whether the global reduction 5 hmC in HCC was due to the decreased expression of TET in HCC. Thus, we performed western blotting analysis to measure expression of three TET genes in tumor and matched non-tumor HCC tissues from 20 fresh tumor specimens (Table S3 in File S1). Our results showed that level of TET1 protein was significantly decreased in HCC tissues, as compared with non-tumor tissues (Figures 6A and 6B). However, there were no significant differences in expression of TET2 and TET3 between HCC tumors and not-tumor tissues (Figures 6A and 6B). This data suggest that the diminished expression of TET1 may represent one of the molecular mechanisms underlying global loss of 5-hmC in HCC.
Discussion
DNA methylation was the first well-characterized epigenetic modification and has been demonstrated to play an important role in carcinogenesis [1]. In recent years, the balance of DNA methylation and demethylation in epigenetic modification has become a hot topic in cancer research. These studies have demonstrated that aberrant DNA methylation in cancer is not only associated with the repression of chromatin related to specific genes, but also with the repression of large chromosomal regions [1]. Recently, the discovery of 5 hmC as a novel DNA modification marker occurred in mammalian genomes has raised many questions regarding the role of this DNA demethylation in epigenetic regulation. The 5 mC oxidative pathway mediated by the TET proteins may be relevant for activation or repression of gene expression by associating with transcriptional repressors or activation factors [2], [17]. Recent studies have demonstrated that the altered 5 hmC was observed in different types of cancers and might play an important role in pathogenesis of cancers [9]–[13]. However, it is not well known whether level of 5 hmC is changed in HCC and the altered 5 hmC is associated with outcome of patients with HCC.
Thus, in this study we investigated alternation of 5 hmC in HCC from human patients and an animal model with carcinogen DEN-induced liver cancer. Our data showed that level of 5 hmC was significantly reduced in HCC tumor tissues, as compared with non-tumor tissues. This data further supported the previous observations of the reduced level of 5 hmC occurred in other types of cancers [10]. Furthermore, we demonstrated that low level of 5 hmC in HCC was correlated with tumor size and AFP level. The most importantly, low level of 5 hmC in HCC was associated with short overall survival of patients with HCC. The recent study showed that there was a correlation between loss of 5 hmC and outcome of patients with melanoma [12]. This data indicated that the decreased level of 5 hmC predicts poor prognosis of HCC patients.
Furthermore, our data indicated that 5 mC level was increased in HCC tissues and the increased 5 mC level was associated with capsular invasion, vascular thrombosis, tumor recurrence and overall survival. The increased 5 mC level is coincident with the decreased 5 hmC level in HCC tissues. This data suggest that status of DNA methylation is based on balance of 5 mC and 5 hmC and DNA methylation is reversible in HCC tumor cells.
In order to know whether the altered level of 5 hmC may occur in development of HCC, we investigated level of 5 hmC in an animal model with carcinogen DEN-induced liver cancer. Our results showed that there was a gradual reduction of 5 hmC in liver during period of induction and there was a further reduction in tumors, as compared with non-tumor tissues. This data indicated that altered level of 5 hmC might participate in process of hepatocarcinogenesis.
Previous studies demonstrated that the decrease level of 5 hmC in tumors was due to the reduced expression of TET1/2/3 and IDH2 genes or tumor derived IDH1 and IDH2 mutations [18], [19]. In our study, we detected TET1/2/3 protein expression in 20 HCC patient samples by western blotting analysis. Our result found that only TET1 expression was decreased in HCC tumors, as compared with non-tumor tissues. There were comparable expression of TET2 and TET3 in both of HCC tumors and non-tumor tissues. This data indicated that TET1 may play an important role in conversion of 5 mC to 5 hmC in HCC. Recently, Lian et al reported that 5 hmC is lost in melanoma and rebuilding the 5 hmC landscape in melanoma cells by reintroducing active TET2 or IDH2 suppresses melanoma growth and increases tumor-free survival in animal models [12]. It has been shown that different TET family members participate in different types of cancers as the putative tumor suppressor functions [9]–[13]. Therefore, our observations provide potential molecular mechanism for the observed underlying global loss of 5 hmC and poor prognosis in human liver cancer.
Taken together, our data showed that 5 hmC may be served as a prognostic marker for HCC and the decreased expression of TET1 is likely one of the mechanisms underlying 5 hmC loss in HCC.
Supporting Information
Funding Statement
This work was supported by funds from National Natural Sciences Foundation of China (No. 81090423, 81020108026, 81000966 and 81101630) and National Basic Research Program of China (973 Program, No.2010CB529406). The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
References
- 1. Esteller M (2008) Epigenetics in cancer. N Engl J Med 358: 1148–1159. [DOI] [PubMed] [Google Scholar]
- 2. Tahiliani M, Koh KP, Shen Y, Pastor WA, Bandukwala H, et al. (2009) Conversion of 5-methylcytosine to 5-hydroxymethylcytosine in mammalian DNA by MLL partner TET1. Science 324: 930–935. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 3. Ito S, D’Alessio AC, Taranova OV, Hong K, Sowers LC, et al. (2010) Role of Tet proteins in 5 mC to 5 hmC conversion, ES-cell self-renewal and inner cell mass specification. Nature 466: 1129–1133. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4. Globisch D, Münzel M, Müller M, Michalakis S, Wagner M, et al. (2010) Tissue distribution of 5-hydroxymethylcytosine and search for active demethylation intermediates. PLOS ONE 5: e15367. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5. Song CX, Szulwach KE, Fu Y, Dai Q, Yi C, et al. (2011) Selective chemical labeling reveals the genome wide distribution of 5-hydroxymethylcytosine. Nat Biotechnol 29: 68–72. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 6. Ito S, Shen L, Dai Q, Wu SC, Collins LB, et al. (2011) Tet proteins can convert 5-Methylcytosine to 5-Formylcytosine and 5-Carboxylcytosine. Science 333: 1300–1303. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 7. He YF, Li BZ, Li Z, Liu P, Wang Y, et al. (2011) Tet-mediated formation of 5-Carboxylcytosine and its excision by TDG in mammalian DNA. Science 333: 1303–1307. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8. Tan L, Shi YG (2012) Tet family proteins and 5-hydroxymethylcytosine in development and disease. Development. 139: 1895–1902. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9. Haffner MC, Chaux A, Meeker AK, Esopi DM, Gerber J, et al. (2011) Global 5-hydroxymethylcytosine content is significantly reduced in tissue stem/progenitor cell compartments and in human cancers. Oncotarget 2: 627–637. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10. Yang H, Liu F, Bai F, Zhang JY, Ma SH, et al. (2013) Tumor development is associated with decrease of TET gene expression and 5-methlcytosine hydroxylation. Oncogene 32: 663–669. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 11. Xu Y, Wu F, Tan L, Kong L, Xiong L, et al. (2011b) Genome-wide regulation of 5 hmC, 5 mC, and gene expression by Tet1 hydroxylase in mouse embryonic stem cells. Mol Cell 42: 451–464. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 12. Lian CG, Xu Y, Ceol C, Wu F, Larson A, et al. (2012) Loss of 5-hydroxymethylcytosine is an epigenetic hallmark of melanoma. Cell 150: 1135–1146. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 13. Xu W, Yang H, Liu Y, Yang Y, Wang P, et al. (2011) Oncometabolite 2-hydroxyglutarate is a competitive inhibitor of α-ketoglutarate-dependent dioxygenases. Cancer Cell 19: 17–30. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 14. Sun L, Hyeon JL, Jae-Hoon K, Hyo-Suk L, Ja JJ, et al. (2003) Aberrant CpG island hypermethylation along multistep hepatocarcinogenesis. Am J Pathol 163: 1371–1378. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 15. Shan J, Shen J, Liu L, Xia F, Xu C, et al. (2012) Nanog regulates self-renewal of cancer stem cells through the insulin-like growth factor pathway in human hepatocellular carcinoma. Hepatology 56: 1004–1014. [DOI] [PubMed] [Google Scholar]
- 16. Llovet JM, Burroughs A, Bruix J (2003) Hepatocellular carcinoma. Lancet 362: 1907–1917. [DOI] [PubMed] [Google Scholar]
- 17. Iyer LM, Thiliani M, Rao A, Aravind L (2009) Prediction of novel families of enzymes involved in oxidative and other complex modifications of bases in nucleic acids. Cell cycle 8: 1698–1710. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 18. Figueroa ME, Abdel-Wahab O, Lu C, Ward PS, Patel J, et al. (2010) Leukemic IDH1 and IDH2 mutations result in a hypermethylation phenotype, disrupt TET2 function, and impair hematopoietic differentiation. Cancer Cell 18: 553–567. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 19. Noushmehr H, Weisenberger DJ, Diefes K, Phillips HS, Pujara K, et al. (2010) Identification of a CpG island methylator phenotype that defines a distinct subgroup of glioma. Cancer Cell 17: 510–522. [DOI] [PMC free article] [PubMed] [Google Scholar]
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