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Published online before print
August 9, 2006, 10.1101/gr.5319906 Genome Res. 16:1075-1083, 2006 ©2006 by Cold Spring Harbor Laboratory Press; ISSN 1088-9051/06 $5.00 OPEN ACCESS ARTICLE
Letter Human embryonic stem cells have a unique epigenetic signature1Illumina, Inc., San Diego, California 92121, USA; 2Laboratory of Neuroscience, National Institute on Aging, National Institutes of Health, Baltimore, Maryland 21224, USA; 3Stem Cell Center, American Type Culture Collection, Manassas, Virginia 20108, USA; 4McKusickNathans Institute of Genetic Medicine, Johns Hopkins University, Baltimore, Maryland 21205, USA; 5Stem Cell Center, Burnham Institute for Medical Research, La Jolla, California 92037, USA; 6ES Cell International, The Gemini 117610, Singapore; 7BresaGen, Inc., Athens, Georgia 30605, USA; 8Reliance Life Sciences Pvt. Ltd., Mumbai 400 701, India; 9Cellartis AB, 413 46 Goteborg, Sweden; 10Theradigm, Inc., Baltimore, Maryland 21227, USA; 11Cognate Therapeutics, Inc., Baltimore, Maryland 21227, USA
Human embryonic stem (hES) cells originate during an embryonic period of active epigenetic remodeling. DNA methylation patterns are likely to be critical for their self-renewal and pluripotence. We compared the DNA methylation status of 1536 CpG sites (from 371 genes) in 14 independently isolated hES cell lines with five other cell types: 24 cancer cell lines, four adult stem cell populations, four lymphoblastoid cell lines, five normal human tissues, and an embryonal carcinoma cell line. We found that the DNA methylation profile clearly distinguished the hES cells from all of the other cell types. A subset of 49 CpG sites from 40 genes contributed most to the differences among cell types. Another set of 25 sites from 23 genes distinguished hES cells from normal differentiated cells and can be used as biomarkers to monitor differentiation. Our results indicate that hES cells have a unique epigenetic signature that may contribute to their developmental potential.
Human embryonic stem (hES) cells are unique in their abilities to maintain pluripotence and a normal diploid karyotype over long periods in culture. These properties make hES cells leading candidates for use in cell therapy and for studies of early human development. Human ES cells have been investigated by multiple techniques, including gene expression profiling, mitochondrial sequencing, immunocytochemistry, genotyping, and functional assays (Andrews et al. 2005
Human ES cell lines are derived from blastocyst-stage embryos that are excess after in vitro fertilization (IVF) procedures (Thomson et al. 1998
Methylation profiles of human ES cell lines We applied a comprehensive DNA methylation profiling approach to assess the epigenetic state of 36 human ES cell cultures, derived from 14 independently isolated lines of hES cells (Thomson et al. 1998 We measured methylation in the 14 independently derived hES lines that originated in several different laboratories, an aneuploid derivative of the diploid line BG01 (BG01V) and a diploid revertant of the aneuploid line SA02 (SA02.5), and NTERA2 (Table 1). The cells were all undifferentiated populations. Each cell line showed a slightly different methylation profile (epigeno-type), but unsupervised hierarchical clustering based on the methylation status at each of the 1536 sites revealed that all hES cells (and NTERA2) could be easily separated from all differentiated cells, somatic stem cells, and cancer cell lines (Fig. 1A; Supplemental Table 1).
Within the ES cell type, the cell lines separated into subclusters according to their sex, since the analyzed loci include multiple X chromosome-linked genes. As shown in Figure 1A, all the male lines (BG01, BG02, WA01, TE06, SA01, and HUES7) were clustered together, while the female lines were clustered into three subgroups: group 1 (BG03, TE04, WA07, and WA09), group 2 (SA02/SA02.5), and group 3 (Relicell hES1, ES02, and ES03). The only exception was NTERA2, an aneuploid (hypotriploid) embryonal carcinoma cell line, which was most similar to the female group 3, even though it is a male cell line by origin. Furthermore, cluster analysis of methylation profiles of six X-linked housekeeping genes (ELK1, EFNB1, FMR1, G6PD, GLA, and GPC3) segregated all the hES cells, including various in vitro passages, NTERA2, somatic stem cells, differentiated lymphoblastoid cells, and human tissues accurately by their sex (Fig. 1B). NTERA2 has many of the qualities of hES cells, including pluripotence. Although methylation patterns of NTERA2 cells were in general similar to those of hES cells, certain CpG sites were distinctly different. For example, four imprinted genes (NDN, SGCE, PEG3, and SNURF) were hypermethylated in NTERA2 but unmethylated in all hES cells, while other genes such as RUNX3, POMC, PTPN6, and KCNK4 are hypomethylated in NTERA2 and hypermethylated in the hES cells (data not shown).
Using all 1536 CpG sites, we determined the overall methylation levels for three sample groups: the hES cell lines, cancer cell lines, and a group that comprised the differentiated lymphoblastoid cells and somatic stem cells. We found the average methylation level of analyzed genes in cancer cell lines (38%) to be greater than in hES cell lines (35%) which in turn was greater than in differentiated cells and somatic stem cells (32%) (Fig. 2A) at a high confidence level (P = 4.78 x 105). Since the 371 genes that we examined were not selected randomly (for example, many tumor suppressor and other cancer-related genes were included), the higher methylation level we obtained for the cancer cell lines was expected, because promoter hypermethylation has been established as the most frequent mechanism for gene inactivation in cancers (Esteller 2002
We further looked at the overall methylation levels of these cell populations according to different gene categoriesimprinted genes, tumor suppressor genes, and genes in the MHC region (Supplemental Table 2). While the average methylation level of imprinted genes was quite similar in all sample groups (Fig. 2B), the variation was small in differentiated cells and hES cells, while cancer cell lines exhibited a very broad distribution of methylation levels in imprinted genes. This observation indicates that patterns of imprinting are established very early in embryo development and, in general, they are tightly controlled during in vitro culturing. It also confirms that loss of imprinting is one of the common epigenetic changes in cancer (Lee 2003
Methylation profiles differ between hES cells and differentiated cells
Both unsupervised clustering based on all 1536 sites (Fig. 1A) and the methylation signatures shown in Figure 3 indicated that somatic stem cells had overall methylation profiles that were more similar to differentiated cells than to hES cells. When we use the methylation signature of the 49 CpG sites, somatic stem cells separate from normal tissues and lymphoblastoid cell lines, but this difference is much smaller than between other groups of samples (Fig. 3).
Unique methylation signature of pluripotent cells
Methylation changes during prolonged passage Methylation profiling of hES cells can serve to assess epigenetic stability during cell culture. To assess the amount of change during culture, we compared the methylation pattern at different passage numbers for nine hES cell lines. The passage interval of hES cells varies in different laboratories, owing both to planned schedules and to experimental conditions that affect growth rates, but is generally between four and seven days. We observed that different hES cell lines showed different changes with time in culture, and that the degree of overall change in methylation was roughly proportional to the number of passages separating compared preparations. For example, we observed few changes between p41 and p63 (22 additional passages) in the WA07 cell line, but relatively more changes between p33 and p78 (45 additional passages) in WA09 and between p55 and p146 (91 additional passages) in ES02. Some CpG sites lost methylation during time in culture, while some gained methylation (Supplemental Table 4). Among these sites, there are known imprinted genes (ASCL2, PEG10), nonimprinted autosomal genes such as COL1A2, HLADQA1, and RASSF1, a gene in which changed methylation level after prolonged passage was reported previously (Maitra et al. 2005
Although methylation changes did occur with time in culture, we did not find a specific set of genes in the group studied that changed predictably. Complicating this analysis is the fact that passage number is only a rough measure of time in culture, and that some lines, such as SA02.5, were derived from previous lines (Heins et al. 2006
Validation of BeadArray methylation data
A good correlation between methylation patterns was obtained between real-time MSP and BeadArray data. The Spearman correlation coefficient between the two methods for each tested CpG site was 0.87 (ASC_1350), 0.82 (HS3ST2_955), 0.86 (HTR1B_1278), and 0.89 (TP73_377), respectively (Supplemental Table 6). This agrees well with the correlation previously obtained with five other sites using different samples (Bibikova et al. 2006
The ability to access the epigenomic information for a large number of genes or the entire genome (Rakyan et al. 2004 Our results may help resolve a concern that, because hES cells share certain characteristics with cancer cells (lack of senescence, regulation of cell cycle, and contact inhibition), they may be partially transformed cells that are prone to form tumors. Our results show that the methylation profile of hES cells was significantly different from that of cancer cells, and that imprinted genes are tightly controlled in hES cells and differentiated cells, but not cancer cells (Fig. 2B). This suggests that some qualities of hES cells are coincidentally, not functionally, similar to cancer cells.
A panel of 49 CpG sites from 40 genes was identified whose differential methylation was sufficient to define distinct epigenetic signatures among hES cells, all differentiated cells, somatic stem cells, and cancer cell lines. Profound methylation differences between hES cells and every other cell type extended well beyond the 49 CpG sites used for the analysis in Figure 3, but these sites were major contributors. These 49 sites will be useful markers for monitoring hES cell cultures for signs that they are becoming differentiated or acquiring epigenetic similarities to cancer cells. We also selected a list of 25 methylation sites from 23 genes that distinguish undifferentiated, pluripotent cells from normal differentiated cells and somatic stem cells. These 25 CpG sites will be valuable for detecting more subtle changes that are indicative of hES cell differentiation. It is important to note that these 25 sites are useful biomarkers of developmental potential, but they are not the only markers of cellular differentiation. The methylation profiles were different for a much larger number of CpG sites (Supplemental Table 3), which is reflected by the fact that good separation was achieved when we clustered these samples using all 1536 CpG sites (Fig. 1A). Among the genes with elevated methylation levels in hES cells are genes encoding proteins involved in nuclear and extracellular signaling (e.g., THBS2, IL13, IL16, TNF, MSF(SEPT9), PI3), stress response and apoptosis ASC(PYCARD), CASP8), cell cycle control (CDKN1B, RASSF1), and genes from the HLA locus (HLA-DQA1, HLA-DPA1). Two growth factor receptor genes, FGFR3 and TGFBR1, had a very low methylation level in hES cells as compared with that in differentiated cells and somatic stem cells. TGF
We monitored epigenomic stability through multiple passages of nine of the hES cell lines and were able to detect finer resolution methylation changes during extended passages (Supplemental Table 4). The changes, while useful for pinpointing differences in hES cell preparations, do not obscure the fundamental distinctive methylation profile of hES cells; in most cases, the early and late passage preparations still cluster closely together (Figs. 1A, 3), making it feasible to establish a correlation between epigenetic stability measured by methylation profiling and variations in culture conditions. Recently efforts have been directed toward development of new culture systems for the maintenance of hES cells in vitro (Ludwig et al. 2006
The methylation profiles also served to distinguish between male and female lines with high reliability. Detailed examination showed that this difference could be attributed to methylation patterns of X-linked genes included in the analysis (Fig. 1B). It is tempting to suggest that the methylation pattern we observe could be used as a surrogate for X inactivation. However, a careful study of X chromosome inactivation in hES cells found evidence of X inactivation in WA09 but not in WA07 lines (Hoffman et al. 2005 Our results show that DNA methylation pattern distinguishes hES cells from other types of cells examined, which suggests that this epigenetic characteristic is involved in hES cell characteristics such as self-renewal and pluripotence. The genes were selected for the array because of their significance in cancer, not because of their association with stem cells. Yet the methylation pattern at even a small subset of these genes is sufficient to reliably distinguish hES cells from normal adult cells, somatic stem cells, and tumor cell populations. This suggests that global epigenetic changes may lie at the heart of features of hES cells such as pluripotence and self-renewal. Perturbation of the expression of key differentially methylated genes may reveal the functional significance of these epigenetic events and yield clues about how the genes function in stem cell maintenance at a molecular level. Our results also highlight the importance of methylation in regulating cell differentiation. Compared with hES cells, somatic stem cells had overall methylation profiles that were more similar to differentiated cells, as is illustrated by their coclustering with normal tissues (Figs. 1A, 3, 4). This result may be a consequence of the more restricted developmental repertory of somatic stem cells compared with embryonic stem cells.
The hES cell preparations used for this analysis differed in ethnic origin, time in culture, culture conditions, and laboratory-specific methods. Despite this diversity, there is striking similarity in methylation pattern among all hES cell lines, demonstrating that there may be an hES cell-specific epigenetic signature. These observations should be considered in light of the efforts to create patient-specific hES cells by transplantation of somatic nuclei (Holm et al. 2005
Stem cell lines for methylation analysis Twelve hES cell lines listed on the NIH registry were analyzed for this study (Table 1). The cell pellets were obtained from five providers or collaborating laboratories, where the lines had been maintained under each laboratory's standard conditions. The characteristics of these twelve hES cell lines used are available at http://stemcells.nih.gov/research/registry/eligibilityCriteria.asp. Multiple passages were available on nine of the lines, as described (Maitra et al. 2005
DNA samples
DNA methylation profiling using bead arrays
Cluster analysis and selection of differentially methylated CpG sites
We used a supervised analysis method, "Between Group Analysis" (Culhane et al. 2002
In order to identify sites that provide the best discrimination between hES samples and all normal differentiated samples (including adult stem cells), we performed a t-test on the difference in mean methylation level between groups. We selected sites with P < 0.001 and with the additional filter of mean |
We thank our colleagues at the BIMR, especially Evan Snyder, for contributing to the collegial culture of BIMR's Stem Cell Center. This work was supported in part by National Institutes of Health Grant R44-CA097851 (to J.-B.F.), and a grant from the Alzheimer's Disease Association (to J.F.L). We wish to thank the private donors to the BIMR Stem Cell Center who make this work possible. Illumina, BeadArray, and GoldenGate are registered trademarks or trademarks of Illumina, Inc.
12 Present address: Invitrogen, Inc., Carlsbad, CA 92008, USA.
E-mail jfan{at}illumina.com; fax (858) 202-4680. Article published online before print. Article and publication date are at http://www.genome.org/cgi/doi/10.1101/gr.5319906. Freely available online through the Genome Research Open Access option. Supplemental material is available online at www.genome.org.
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Received March 24, 2006; accepted in revised format June 22, 2006. This article has been cited by other articles:
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