G-quadruplex DNA is a four-stranded DNA structure formed by non-Watson-Crick base pairing between stacked sets of four guanines. Many possible functions have been proposed for this structure, but its in vivo role in the cell is still largely unresolved. We carried out a genome-wide survey of the evolutionary conservation of regions with the potential to form G-quadruplex DNA structures (G4 DNA motifs) across seven yeast species. We found that G4 DNA motifs were significantly more conserved than expected by chance, and the nucleotide-level conservation patterns suggested that the motif conservation was the result of the formation of G4 DNA structures. We characterized the association of conserved and non-conserved G4 DNA motifs in Saccharomyces cerevisiae with more than 40 known genome features and gene classes. Our comprehensive, integrated evolutionary and functional analysis confirmed the previously observed associations of G4 DNA motifs with promoter regions and the rDNA, and it identified several previously unrecognized associations of G4 DNA motifs with genomic features, such as mitotic and meiotic double-strand break sites (DSBs). Conserved G4 DNA motifs maintained strong associations with promoters and the rDNA, but not with DSBs. We also performed the first analysis of G4 DNA motifs in the mitochondria, and surprisingly found a tenfold higher concentration of the motifs in the AT-rich yeast mitochondrial DNA than in nuclear DNA. The evolutionary conservation of the G4 DNA motif and its association with specific genome features supports the hypothesis that G4 DNA has in vivo functions that are under evolutionary constraint.
DNA can form structures other than the traditional double helix. The G-quadruplex, a stable four-stranded structure formed by guanine-rich DNA, is one such alternative structure. Sequence motifs with the potential to form G-quadruplex structures (G4 DNA motifs) are found in the genomes of many species. However, since such motifs can occur by chance, it is not known which sequence regions form G-quadruplexes in vivo, and if formed, how they function. Evolutionary conservation of a sequence across species provides evidence of a biologically important function. We found that G4 DNA motifs in S. cerevisiae are more conserved than expected among related fungi, and the patterns of this conservation suggest that many of the motifs form functional G-quadruplexes. We explored potential functions of the G-quadruplex by identifying significant associations of motifs with annotated genome features. Our analysis corroborated and refined previous hypotheses about the importance of G-quadruplexes in telomeres and gene promoters, and suggested intriguing additional roles in double strand break processing and the mitochondria.
Citation:Capra JA, Paeschke K, Singh M, Zakian VA (2010) G-Quadruplex DNA Sequences Are Evolutionarily Conserved and Associated with Distinct Genomic Features in Saccharomyces cerevisiae. PLoS Comput Biol 6(7): e1000861. doi:10.1371/journal.pcbi.1000861
Editor: Gary D. Stormo, Washington University School of Medicine, United States of America
Received: October 7, 2009; Accepted: June 15, 2010; Published: July 22, 2010
Copyright: © 2010 Capra et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
Funding:This work was supported by US National Institutes of Health grant R37 GM026938 (VAZ), a postdoctoral fellowship from Deutsche Forschungsgemeinschaft (DFG, KP), and the Quantitative and Computational Biology Program NIH grant T32 HG003284 (JAC). MS thanks the NSF for grants IIS-0612231 and the NIH for grant GM076275. This research has also been supported by the NIH Center of Excellence grant P50 GM071508. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
Competing interests: The authors have declared that no competing interests exist.
DNA primarily exists as a double helix. However, DNA can also adopt other structural conformations that have the potential to play critical roles in a range of biological processes. One such structure is G-quadruplex DNA (G4 DNA structure), which was discovered in the late 1980s when biochemical experiments demonstrated that oligodeoxynucleotides that contain four separated runs of two, three, or four guanines (G-tracts) can spontaneously form four-stranded structures ,  (Fig. 1A). G4 DNA structures consist of stacked planar G-quartets that are held together by Hoogsteen hydrogen bonding between four guanines from each of the G-tracts (Fig. 1B). The guanines can come from a single nucleic acid strand (intra-molecular) or multiple strands (inter-molecular), and the strands may be oriented in a parallel or anti-parallel orientation. G4 DNA structures are compact, highly stable under physiological pH and salt conditions, resistant to degradation by nucleases, and can have melting temperatures even higher than that of duplex DNA , . G4 DNA structures can be formed from runs of two guanines, but they are less stable than those with longer runs.
(A) Structure of a G-quartet. The planar ring of four hydrogen-bonded guanines is formed by guanines from different G-tracts, which are separated by intervening loop regions in the intra-molecular G4 DNA structure. (B) Schematic of an intra-molecular G4 DNA structure consisting of three G-quartets. Inter-molecular G4 DNA structures can also form from two or four strands. (C) The G4 DNA motif sequence used in this study with four G-tracts of three guanines separated by loop regions.
The G4 DNA structure is of considerable interest because of its potential to influence a variety of biological processes , . For example, telomeric DNA in most eukaryotic organisms consists of G-rich repeated sequence ending with a 3′ single stranded G-rich overhang that can form G-quadruplexes in vitro , . The first direct evidence for the presence of G4 DNA structures in vivo came from studies using G4 DNA-specific antibodies to detect intermolecular structures at ciliate telomeres where their formation and dissolution are cell cycle regulated -. However, as described in detail in this paper, telomeric DNAs are not the only chromosomal sequences with the ability to form G4 DNA structures.
Because experimental characterization of the in vivo functions of G4 DNA structures has proved difficult , especially at non-telomeric loci, genome-wide computational analyses have played an increasing role in the identification of regions that have the potential to form G4 DNA structures (G4 DNA motifs). The distribution of G4 DNA motifs has been investigated in S. cerevisiae , human , , and a number of prokaryotic genomes  in the hope that the patterns of occurrence will provide insight into the functional roles of these structures. In each case, a computational search for variations of the G4 DNA motif, usually four tracts of three or more guanines separated by loop regions of any nucleotide, was performed (Fig. 1C). Across a wide range of species, G4 DNA motifs were found in telomeres, G-rich micro- and mini-satellites, near promoters, and within the ribosomal DNA (rDNA) –. In the human genome, genes that are near G4 DNA motifs fall into specific functional classes; for example, oncogenes and tumor suppressor genes have particularly high or low G4 DNA forming potential –. Recently, human G4 DNA motifs were reported be associated with recombination prone regions  and to show mutational patterns that preserved the potential to form G4 DNA structures . Computational analysis in S. cerevisiae identified several hundred G4 DNA motifs, and found them to be significantly associated with promoter regions and to a lesser extent with open reading frames (ORFs) . Thus, studies in a wide range of organisms have led to the proposal that G4 DNA structures affect multiple cellular processes beyond their roles at telomeres. However, direct support for formation and function of G4 DNA structures in vivo is still largely unavailable.
In this study, we integrated genome sequence data, experimental analysis, and computational exploration of genome annotations to investigate the conservation and function of G4 DNA structures in S. cerevisiae. Evolutionary conservation across related species has played a vital role in defining functional elements such as genes and regulatory sites , . We identified sequence motifs with the potential to form G-quadruplex structures in S. cerevisiae and six other fungal species and assessed the evolutionary sequence conservation of the motifs across these seven species. We found that G4 DNA motifs and the nucleotides comprising them were more evolutionarily conserved than expected by chance; however, they were not as strongly conserved as genes and many known regulatory sites. Additionally, the patterns of nucleotide conservation within the motifs indicated that the evolutionary constraint was likely the result of pressure to maintain the ability of these motifs to form G4 DNA structures. This analysis provides strong evidence that many computationally identified G4 DNA motifs form functional G4 DNA structures in vivo. To characterize possible functions for the structures, we evaluated the association of conserved and non-conserved G4 DNA motifs with a range of genomic features. These tests corroborated previous observations of the significant associations of G4 DNA motifs with gene promoters and rDNA , and suggested several new potential biological functions, such as roles in double strand break repair and in the mitochondrial genome.
Sequence conservation of G4 DNA motifs
The genome-wide occurrence of sequence motifs with the potential to form G-quadruplex DNA in S. cerevisiae was identified previously , but the presence of a predicted motif in a DNA sequence does not imply that it forms a G4 DNA structure in vivo. Sequences with the potential to form G4 DNA structures occur frequently by chance . The conservation of a motif across related species provides evidence that the motif is under evolutionary constraint and suggests that it serves some function.
To characterize the conservation of G4 DNA motifs in the S. cerevisiae genome  across closely related species, we defined a set of candidate DNA regions using an algorithm similar to those used previously –, , . We sought DNA regions with at least four tracts of three or more consecutive guanines (G-tracts) separated by loop regions of limited length (Fig. 1C). We considered loop length thresholds in the range of 5 to 50 nucleotides (nt). Unless otherwise stated, all results are based on the set of motifs with loops of 25 nt or less. (The genome locations of these G4 DNA motifs are given in Dataset S1.) This threshold was selected to include the longest previously reported loop in a G4 DNA structure (22 nt) . Regions containing more than four G-tracts separated by less than a given loop length threshold were counted as a single motif. (See Methods for a comparison of our motif definition with previous approaches.) In this paper, “G4 DNA motif” refers to DNA sites that match this sequence pattern, and “G4 DNA structure” refers to the G-quadruplex DNA secondary structure potentially formed by sequences containing the G4 DNA motif.
We analyzed the sequence conservation of S. cerevisiae G4 DNA motifs across the genomes of seven Saccharomyces strains (Fig. 2A). The five sensu stricto strains (S. cerevisiae, S. paradoxus, S. mikatae, S. kudriavzevii, S. bayanus) are estimated to have diverged from each other ~10–20 million years ago, while S. castellii and S. kluyveri are more evolutionarily distant from S. cerevisiae (~100 million years since divergence) . The overall number of G4 DNA motifs found in each of these species was within a factor of two of the number found in S. cerevisiae (Table 1).
(A) The phylogenetic tree for the seven yeast species considered in this study (not to scale). The four sensu stricto species (S. paradoxus, S. mikatae, S. kudriavzevii, S. bayanus) diverged from S. cerevisiae within the last ~20 million years. S. castelli and S. kluyveri are considerably more distant . The percent sequence identity to S. cerevisiae over the alignable regions is given in parentheses. (B) The evolutionary conservation of the 507 non-telomeric, nuclear S. cerevisiae G4 DNA motifs in sequence regions that could be aligned to at least one other genome. Significantly more G4 DNA motifs were conserved than expected by chance between S. cerevisiae and five of the six species considered. The one exception was S. kluyveri, which is the most distant and GC-rich species among the seven yeasts.
Due to lack of available sequence data and the difficulty of aligning repeat-rich regions from telomeric and mitochondrial DNAs, G4 DNA motifs in these regions were not included in the conservation analysis. In addition, we only considered motifs found in one complete copy of the rDNA repeat. After these filtering steps, 552 of the 668 total S. cerevisiae G4 DNA motifs we identified remained, and 507 of these were in regions that could be aligned to at least one other species.
The number of non-telomeric, nuclear G4 DNA motifs found in the S. cerevisiae genome increased with the maximum length allowed for the loop regions (Fig. 3). For example, there were 54 motifs with all loops less than or equal to 10 nt, and 552 G4 DNA motifs with loops less than or equal to 25 nt. This increasing pattern is similar to that observed in a previous analysis  that placed an explicit limit on motif length and did not constrain the loops.
The number of G4 DNA motifs identified in S. cerevisiae increases as maximum loop length limit is increased (blue line). More than half of the motifs are conserved in at least one other species at each loop threshold (green line). The number of motifs conserved in all sensu stricto species also increases as longer loops are tolerated (red line).
S. cerevisiae G4 DNA motifs are more conserved across related species than expected by chance.
We evaluated the conservation of the G4 DNA motifs on both the motif-level and nucleotide level. In the motif analysis, we determined if G4 DNA motifs occurred at the corresponding location in the genomes of S. cerevisiae and each of the other species considered. For a S. cerevisiae motif to be considered conserved in another species, a G4 DNA motif had to be present in a sequence position that overlapped that of the S. cerevisiae motif. We did not require conservation of the exact sequence of the motif; that is, conserved motifs could have different loop sizes, number of G-tracts, and nucleotide sequences.
The majority of the S. cerevisiae G4 DNA motifs included in the evolutionary analysis were conserved in at least one other species (Fig. 3). This result held for loop length thresholds from 5 to 50 nt. The number of motifs conserved across all sensu stricto yeasts also increased with the maximum allowed loop length, but compared to shorter G4 DNA motifs, a smaller fraction of the long motifs exhibited this deep conservation. At the 25 nt loop length threshold, 64% (324 of 507) of the alignable G4 DNA motifs were conserved in at least one other species, and 7% (34 of 507) were conserved across all of the sensu stricto species. The latter group will be referred to as the “conserved” G4 DNA motifs. (The genome locations of all conserved G4 DNA motifs are given in Dataset S2.)
The number of G4 DNA motifs conserved between S. cerevisiae and each of the six other related fungi is given in Fig. 2B. As expected, the number of conserved motifs roughly followed the evolutionary distances between the species: each of the sensu stricto species had considerably more conserved motifs than the two more distantly related species (S. castellii, S. kluyveri).
Significantly more G4 DNA motifs were conserved than expected between S. cerevisiae and five of the six related species (see Fig. 2B for p-values). For example, 206 motifs were conserved between S. cerevisiae and S. paradoxus. The expected number of motifs conserved between S. cerevisiae and a genome with the sequence content and evolutionary distance of S. paradoxus is 174. The expected number of conserved motifs was estimated by generating 10,000 random genomes and their corresponding alignments to S. cerevisiae using an evolutionary model that maintained the substitution probabilities and evolutionary distance between each species pair, but had no explicit pressure to maintain the motifs (see Methods). Only three out of the 10,000 random genomes yielded as many conserved motifs as were observed. However, the S. cerevisiae G4 DNA motifs were not more conserved than expected with S. kluyveri, the most distant and most GC-rich species considered. The greater GC content of this species made it more likely that a G4 DNA motif would be conserved by chance than in species with a GC content similar to that of S. cerevisiae.
Nucleotide conservation patterns in G4 DNA motifs indicate pressure to maintain the G4 DNA structure.
The above results suggest that G4 DNA motifs are more conserved across species than expected. However, these findings do not explicitly tie this conservation to the formation of the G4 DNA structure. It is possible that the motifs are conserved due to associations with other genomic features that are responsible for the observed evolutionary conservation. These possibilities can be distinguished by considering G4 DNA motif conservation at the nucleotide level.
In the nucleotide level analysis, each individual nucleotide position in the sequence alignments was assigned a value that quantified its evolutionary conservation. We compared the evolutionary conservation of different sets of nucleotides from S. cerevisiae G4 DNA motifs and the surrounding sequence regions. The nucleotide conservation scores were taken from the phastCons program, which assigns each alignment column a value between zero and one that represents the posterior probability that the position is conserved according to a phylogenetic Hidden Markov Model , .
The nucleotides of 308 of the 507 alignable G4 DNA motifs (61%) were more conserved than the 100 nucleotides on either side of the motif. This conservation was significantly greater than that expected by chance (p = 7.394×10−7, binomial test). In a similar test that pooled nucleotides across G4 DNA motifs, we found that the average conservation of all the nucleotides over all of the motifs was significantly higher than the average conservation of all positions in neighboring regions within 100 nt on either side (p<2.2×10−16 for difference, Wilcoxon rank sum test) (Table 2). This p-value was so low because there were thousands of nucleotides representing the two groups being compared. In both of these tests, nucleotides in G4 DNA motifs were significantly more conserved than neighboring nucleotides. In addition, the motif nucleotides were also significantly more conserved (p<2.2×10−16, Wilcoxon rank sum test) than the average conservation of all nucleotides in the alignments.
Analyzing nucleotide conservation patterns also allowed us to demonstrate that the conservation of the motifs is likely due to evolutionary pressure to maintain the ability to form G4 DNA structures. The G4 DNA motif consists of four tracts of at least three guanines separated by short loop regions that can contain any nucleotide (Fig. 1C). If a motif forms a functional G4 DNA structure, we would expect mutations that disrupt G-tracts to be more rare than those that maintain G-tracts, since the disruption of a G-tract prevents the formation of the G4 DNA structure . Thus, we compared the conservation of disruptive and non-disruptive nucleotide positions within G-tracts. In the motif, a minimum of three guanines in a G-tract is required for stable G4 DNA structure formation, but many G-tracts have more than three guanines. For example, in a G-tract of four G's (GGGG), a mutation of the first or last guanine (non-disruptive positions) would not break the G4 DNA motif pattern while a mutation in either of the two middle positions (disruptive positions) would prevent formation. We compared these two types of G-tract nucleotides in S. cerevisiae, and found that disruptive positions were significantly more conserved than non-disruptive positions (0.670 v. 0.631, p = 2.365×10−9, Wilcoxon rank sum test) (Table 2).
The motif-level conserved G4 DNA motifs exhibited similar nucleotide conservation patterns. The average conservation of conserved motif nucleotides was significantly greater than that of the surrounding nucleotides (0.722 v. 0.652, p<2.2×10−16). The disruptive positions showed an even greater difference in nucleotide conservation with the non-disruptive positions (0.778 v. 0.641, p = 1.987×10−6).
The distribution of conserved and non-conserved G4 DNA motifs in the S. cerevisiae genome
Disregarding the G-rich telomeres, the distribution of G4 DNA motifs across the 16 yeast nuclear chromosomes was relatively constant (Fig. 4). Chromosome XVI had the lowest density of G4 DNA motifs with 0.034 G4 sites per kb of sequence, while chromosome VI had the highest at 0.067 per kb. G4 DNA motifs were found across the entire length of most chromosomes (Fig. 4). The longest stretch of the genome without a G4 DNA motif was a 180 kb ORF-rich region on the right arm of chromosome IV (1062535–1242537). A region on the right arm of chromosome VI had the highest density of G4 DNA with seven G4 DNA motifs within ~16 kb (182580–199009). This region contains a variety of functional elements, including an autonomously replicated sequence (ARS), tRNA genes, several ORFs, and a Ty1 retrotransposon.
Each small circle represents the location of a G4 DNA motif in a chromosome. Motifs conserved across the sensu stricto species are highlighted in red.
The G4 DNA motifs conserved in all of the sensu stricto species were also distributed across the genome. At least one was found on each chromosome, except for chromosome V (Fig. 4). These motifs occurred in a range of genomic contexts; 11 out of 34 were found in ORFs. This is significantly fewer than expected by chance (q<0.0001). Four motifs were conserved across all seven species. Two of these were in the coding regions for the mature ribosomal DNA, and two were within the ORFs of conserved genes (MEP3, an ammonium transporter; PBP1, a protein involved in response to glucose deprivation). Since each of these conserved G4 DNA motifs was in a region likely constrained for other functional reasons, we cannot attribute their conservation to their ability to form G4 DNA structures.
The length and physical properties of conserved and non-conserved G4 DNA motifs
Conserved G4 DNA motifs were on average longer and had more G-tracts than non-conserved motifs (Table 3). Non-telomeric, non-mitochondrial G4 DNA motifs ranged in length from 17 to 162 nt with an average of 54.3±16.8 nt (± standard deviation), while the average conserved motif was 63.3±28.3 nt (p = 0.137, Wilcoxon rank-sum test). When interpreting these statistics, it is important to note that regions with more than four G-tracts in close proximity were counted as a single G4 motif. These sites have the potential to form several different G4 DNA structures; this was found in 50% (17/34) of the conserved motifs but in only 22% (120/552) of all G4 DNA motifs (p = 1.58×10−4, Fisher's exact test). Reflecting this pattern, conserved G4 DNA motifs had an average of 5.1±1.9 G-tracts, while all motifs had only 4.3±0.8 (p = 1.47×10−5). The G-tracts within conserved G4 DNA motifs were also longer (3.7±1.4 nt) than average (3.3±0.8 nt) (p = 3.65×10−10). In contrast, the average loop length was shorter among the conserved motifs (10.8±6.9 nt) than in all motifs (12.2±7.2 nt) (p = 0.0169). G4 DNA structures can vary in the number of stacked G-quartets they contain. This number is determined by the number of consecutive guanines found over the G-tracts of the G4 DNA motif. As expected based on the greater average G-tract length in conserved G4 motifs, the average number of stacked G-quartets is greater for conserved motifs (3.3±0.4) than overall (3.0±0.2) (p<2.2×10−16). However, the vast majority of G4 DNA motifs (both conserved and non-conserved) only have the potential to form structures with three stacked G-quartets. Finally, as noted above, disruptive positions in conserved G4 motifs showed a greater difference in nucleotide conservation as compared to non-disruptive positions than did non-conserved G4 motifs.
Associations between G4 DNA motifs and genome features
To investigate potential functional roles of G4 DNA motifs, we computed the association between the motifs (both conserved and non-conserved) and an extensive set of functional genomic features (Table 4, Datasets S3 and S4). An earlier analysis of the S. cerevisiae genome computed the enrichment of G4 DNA motifs in yeast promoters and ORFs by generating random sets of promoters and ORFs based on a position-specific transition matrix and found that both classes of sequences were enriched in G4 DNA motifs . Here we greatly extend this earlier analysis by quantifying the association of S. cerevisiae G4 DNA motifs with more than 40 genome features and gene classes that includes those curated by the Saccharomyces Genome Database (SGD), along with many other experimentally determined genome features that have not yet been annotated in the SGD. (See Methods for the full list.) We developed a new genome-wide method to assess the significance of the association (and lack of association) between G4 DNA motifs and genome features that takes into account their lengths and chromosomal distributions (Methods). To account for the testing of multiple association hypotheses, we control the false discovery rate (FDR) and report a q-value for each test , . In this context, q-values are analogous to p-values and can be interpreted as the minimum false positive rate at which an association can be called significant. We use a q-value threshold of 0.05 (an expected false positive rate of 5%).
Multiple genome features were found to be significantly associated with G4 DNA motifs (Table 4). First, we describe the results for the full set of all nuclear, non-telomeric G4 DNA motifs, and then we contrast these with the associations observed for the highly conserved motifs. Several of the significant associations for the full motif set support previous findings , , , , ; G4 DNA motifs were strongly associated with single and double promoters (q = 0.005, q<0.001) and transcription factor (TF) binding sites  (q<0.001). We also found a previously unrecognized association between G4 DNA motifs and regions within 500 nt of non-essential ORFs (q<0.001) that could reflect a function for the G4 DNA structure in regulating this gene class. We also confirmed the previous finding that G4 DNA motifs were significantly associated with the rDNA repeat (q = 0.005). G4 DNA motifs were also significantly more likely to be found in ORFs annotated as “dubious” in the SGD than expected by chance (q<0.001). In contrast, the association with all confirmed ORFs was not statistically significant (q = 1.0). A previous study found that G4 DNA motifs were significantly enriched in S. cerevisiae ORFs , but it considered dubious and verified ORFs together.
We discovered several associations that may indicate further functions of G4 DNA structures (Table 4). Since G4 DNA structures can form only when the DNA is in a single-stranded state, we analyzed regions of the S. cerevisiae genome where the DNA has a propensity to be single-stranded. In particular, we evaluated the association of G4 DNA motifs with sites of spontaneous DNA damage as marked by a high content of phosphorylated H2A (hereafter called γ-H2AX), an early and eukaryotic-wide marker of DNA damage. (Both of the S. cerevisiae H2A genes are the equivalent of the H2AX variant in more complex cells; in yeast, H2A is phosphorylated but not replaced in response to DNA damage , ). The positions of these sites in cells that have not been exposed to DNA damaging agents mark regions of the genome that are particularly susceptible to breakage, which likely occurs mainly as a result of impaired DNA replication. The occurrence of G4 DNA motifs was significantly associated with genome wide sites of high γ-H2AX binding (q<0.001). This finding was originally based on genome wide γ-H2AX binding sites identified using a high-density whole genome array (M. Grunstein, personal communication); however, it also held for sites of high γ-H2AX binding determined using a genome wide ChIP on Chip array (see Methods). The reported q-values are based on our ChIP-chip analysis.
DNA double strand breaks occur much more often in meiotic than in mitotic cells, where they are initated via the action of the Spo11 nuclease and lead to meiotic recombination . Using a genome-wide map of preferred meiotic DSB sites, determined by identifying single-stranded DNA formed at meiotic DSBs , we found a significant association between G4 DNA motifs and these experimentally determined meiotic DSB sites (q<0.001).
The 34 G4 DNA motifs conserved across the sensu stricto species maintained the significant associations with TF binding sites (q<0.001), double promoters (q<0.001), and the rDNA (q<0.001). However, for these conserved motifs, the associations with DSBs (q = 1.0), γ-H2AX binding sites (q = 0.335), and dubious ORFs (q = 0.162) were not significant. Though these associations did not pass the significance threshold, each of these features was among the strongest associations for conserved motifs (Dataset S4).
In addition, we identified genome features that were significantly under-associated with G4 DNA motifs; that is, they overlapped with G4 DNA motifs significantly less than expected by chance. For all nuclear, non-telomeric G4 DNA motifs, the only significant under-associations were with essential ORFs (q = 0.032) and the first 100 nucleotides upstream of ORFs (q<0.001). The conserved G4 DNA motifs are associated with both ORFs and coding sequences significantly less than expected (q<0.001 for both). This is particularly notable given the high conservation of these regions.
As described above, we observed significant associations between G4 DNA motifs and promoter regions and TF binding sites. G-rich regulatory motifs have been shown to be largely responsible for the enrichment of G4 DNA motifs in regions upstream of transcription start sites in human genes , , . We explored the effect of known TF binding sites in yeast on the significant association between G4 DNA motifs and promoter regions by examining the overlaps of G4 DNA motifs and the 3328 known TF binding sites as defined in SGD . G4 DNA motifs and TF binding sites were significantly associated (q<0.001). Moreover, the significant association of G4 DNA motifs and promoter regions held when the motifs that directly overlap TF binding sites were not considered (q = 0.001). Thus, this association is likely not due solely to the presence of G-rich TF recognition sites in yeast promoters.
Mitochondrial G4 DNA motifs
A previous analysis of the G4 DNA motifs in the yeast genome did not consider the mtDNA . We found that mtDNA had an order of magnitude more G4 DNA motifs per kb (0.373) than any of the nuclear chromosomes (0.034–0.067). This high density is surprising because the yeast mtDNA is far more AT-rich than the nuclear genome (83% AT in mtDNA compared to 62% AT genome-wide). The distribution of the G4 DNA motifs across the mtDNA was biased towards regions that do not encode ORFs, rRNA, or tRNA genes (Fig. 5). Only two of the 32 mitochondrial G4 DNA motifs overlapped an ORF, and none of the motifs overlapped tRNA or rRNA genes (q<0.001 for this amount of overlap with mitochondrial features). Due to the lack of sequence information for the mtDNA in other fungi, we were not able to analyze the evolutionary conservation of the mitochondrial G4 DNA motifs.
The horizontal black line represents the 75kb mtDNA genome. The rectangles above mark the location of tRNA genes (green), rRNA genes (red), and ORFs (blue). ORFs that encode multiple genes (like COX1, subunit I of cytochrome c oxidase) are drawn as a single rectangle. The vertical black lines below indicate the location of the 32 G4 DNA motifs across the mtDNA. The width of these lines reflects the actual length of the G4 DNA motif. (Note that several motifs are so close that they overlap in the figure.) All motifs are drawn below the mtDNA sequence regardless of the strand on which they occur. The distribution of mitochondiral G4 DNA motifs is biased against overlapping these genomic features; only two of the 32 motifs overlap a tRNA, rRNA, or ORF (q<0.001).
G4 DNA motifs form G4 DNA structures in vitro
We tested the ability of five G4 DNA motifs to form the G4 DNA structure in vitro (Fig. 6A). We chose five different G4 DNA motifs, which varied by genomic location, loop length, feature associations, and evolutionary conservation. Since several of the motifs contained relatively long loops, it was not obvious that they would form stable structures. The formation of G4 DNA structures was detected by circular dichroism (CD) spectroscopy, which is a sensitive method for analyzing G4 DNA structures that can discriminate a structure's topology (parallel vs. anti-parallel) , , and native polyacrylamide gels. Oligodeoxynucleotides containing the predicted G4 DNA motifs were incubated in 1 M NaCl and incubated at 60°C for 48h as previously described . All three of the G4 DNA motifs tested with CD spectroscopy showed clear G4 DNA structure formation at room temperature. Each of the structures formed in a parallel conformation (Fig. 6B). G4 DNA structure formation was also demonstrated for each of the five candidate sequences by the slower mobility of the oligodeoxynucleotides after the formation of the G4 DNA structure in native polyacrylamide gels relative to the mobility of the linear form of the oligodeoxynucleotide (Fig. 6C).
(A) Characterization of the five experimentally tested G4 DNA motifs. The motifs were selected to represent a range of genome locations and conditions. (B) Circular dichroism analysis of the three of the five G4 DNA motifs tested demonstrates that they form parallel G4 DNA structures. The G4 motif tested is indicated by the chromosome number above the graph. (C) Native acrylamide gel comparing the migration of oligonucleotides before and after the formation of the G4 DNA structure. The G4 DNA structure (indicated by the cartoon on the right) migrates more slowly than linear DNA. The G4 motif tested is indicated by the chromosome number beneath the gel.
The complementary computational and experimental analyses presented here address the evolutionary conservation and potential function of G4 DNA motifs throughout the S. cerevisiae genome. We identified G4 DNA motifs across seven yeast species and found that the motifs are significantly more conserved than expected and are associated with specific functional features of the S. cerevisiae genome.
Evolutionary conservation of G4 DNA motifs
The evolutionary conservation of a G4 DNA motif provides insight into the probability of its formation and function in vivo. We determined the conservation in location and sequence of G4 DNA motifs in the S. cerevisiae genome among six other fungal species. A significant number of G4 DNA motifs were conserved in location between S. cerevisiae and all but the most distantly related fungal genome considered (Fig. 2). Of the over 500 non-telomeric, nuclear G4 DNA motifs, 64% were conserved in at least one other fungal genome, and 34 motifs (7%) were conserved across the sensu stricto species.
Positional conservation of G4 DNA motifs does not necessarily imply that the ability to form G4 DNA structures is responsible for the evolutionary constraint. However, the nucleotides in the motif sequences were more conserved than surrounding positions and nucleotides within motifs whose mutation would likely disrupt the ability to form G4 DNA structures were significantly more conserved than other motif nucleotides. This pattern suggests that the observed evolutionary conservation is related to the motif itself rather than to some overlapping feature, and provides substantial evidence for evolutionary pressure to maintain the formation of G4 DNA structures.
Examining the conservation of G4 DNA motifs across six species at a range of evolutionary distances from S. cerevisiae (Fig. 2) allowed us to compare the degree of conservation of G4 DNA motifs relative to other genomic features. When analyzing the conservation of ORFs and potential regulatory sequences, considering distant species is often necessary to highlight functionally relevant conservation . G4 DNA motifs are less conserved than ORFs and appear to have qualitatively similar levels of conservation with transcription factor binding sites. It was previously shown that 13% of the representative S. cerervisiae Gal4 transcription factor binding sites were conserved across the sensu stricto species . In contrast, 7% of G4 DNA motifs were conserved across this evolutionary distance, and very few were conserved beyond the sensu stricto species. Lack of conservation does not necessarily imply lack of function; G4 DNA motifs that are not evolutionarily conserved could still form functionally important G4 DNA structures in vivo. The presence or absence of G4 DNA structures could generate species-specific differences in functions affected by the structure, such as transcription, replication, or recombination. It is also possible that our definition of conservation, which requires overlapping motifs in sequence alignments, missed patterns in which the specific location of the motif is not as important as its general location relative to other genomic features. For example, the presence of a G4 DNA motif anywhere upstream of an ORF could be more relevant than its specific position within the upstream region.
Potential functions for G4 DNA motifs suggested by our analysis
We investigated potential functions of G4 DNA motifs by searching for significant associations between the genomic location of the motifs and more than 40 genome features (Table 4 and Methods). Some of the associations we found, including those with promoters and rDNA, were maintained when we considered only evolutionarily conserved G4 DNA motifs (Table 4). The associations with other features such as DSB sites, recombination hotspots, and dubious ORFs, were not maintained across the sensu stricto species. It is possible that frequent changes in the locations of these features could explain their lack of conservation. For example, recombination hotspots may change rapidly between species , and dubious ORFs in S. cerevisiae may actually be functional ORFs in other species. It is also possible that we could not detect these associations because of the small number of conserved motifs and large number of hypotheses tested. Overall, our findings corroborated the previously identified G4 DNA motif enrichment in promoter regions and the rDNA repeat . The known enrichment of G4 motifs in ORFs was refined to show that it may be driven by regions, such as dubious ORFs, that are not confirmed as protein coding. Furthermore, we discovered a number of new associations, such as the significant association of G4 DNA motifs with TF binding sites and non-essential genes.
Perhaps the most unexpected and novel finding of our analysis was the strong association of G4 DNA motifs with sites of frequent DSBs in both unperturbed mitotic and meiotic cells. As there is a significant overlap of preferred DSB sites in mitosis and meiosis (q<0.001), it is possible that G4 structures have a common function in both cell types. The presence of G4 DNA structures at preferred DSB sites suggests two non-exclusive possible functions. First, the formation of G4 DNA structures during DNA replication could increase the probability of DSBs. The formation of these structures during replication when DNA is transiently single stranded could slow or even stall fork progression, leading to DSBs. From yeast to humans, telomeric DNA impedes fork progression during standard semi-conservative DNA replication –. In mammals, this effect is suggested to be due to formation of G4 DNA structures. In addition, mutations in FANCJ, a DNA helicase that unwinds G4 structures in vitro –, and whose mutation is implicated in a number of human diseases, results in chromosomal deletions in regions with G4 DNA motifs (for review see , ).
Alternatively, G4 DNA motifs may be associated with DSBs because they have a role in DSB processing. One of the initial steps in DSB repair is processing of the break to generate 3′ single-stranded tails. Formation of a G4 DNA structure in these tails could recruit the DNA damage machinery and influence downstream events. Indeed, several S. cerevisiae repair and recombination proteins have activities that affect G4 DNA structures. The Mre11 nuclease, which is one of the first proteins recruited to DSBs, binds and cleaves G4 DNA structures . The Sgs1 DNA helicase, which has important roles in repair and recombination, unwinds G4 DNA in vitro , and Hop1, a protein that is critical for the synapsis of homologous chromosomes during meiosis, binds and promotes the formation of G4 DNA structures in vitro , . Meiotic DSBs are created by the topoisomerase-like protein Spo11 , , but no DNA sequence preference for Spo11 action has been identified. If Spo11 acts at G4 DNA structures, this preference may have been missed by motif finding programs due to the varying size and sequence of loops in G4 DNA motifs.
Another important and unexpected finding from our analysis is the high density of G4 motifs in the AT-rich mtDNA (Fig. 5). Due to the lack of mtDNA sequence data for most of the species used for our conservation analysis, we could not assess the evolutionary conservation of the mitochondrial G4 DNA motifs. The occurrence of these motifs with respect to annotated genome features was very different from what was observed for nuclear DNA, as only two out of the 32 motifs overlapped a feature (q<0.001). mtDNA exhibits a high frequency of spontaneous mutation and recombination . G4 DNA motifs in the mtDNA may influence recombination or repair within the mtDNA, because formation of the G4 DNA structure could lead to DSBs (as discussed above for nuclear DNA). In particular, the distribution of mitochondrial G4 DNA motifs suggests that they could help limit recombination in the mtDNA to non-genic regions.
Several helicases, including human BLM, WRN, and FANCJ, that function throughout the genome, can unwind G4 DNA structures. Mutation of the human versions of these helicases causes inherited diseases characterized by genome instability and increased cancer risk , , , . It is intriguing that the S. cerevisiae Pif1 helicase, which also unwinds G4 DNA structures in vitro , affects the maintenance and replication of telomeres , rDNA , and mtDNA —three DNA regions with particularly high densities of G4 DNA motifs. A role for the Pif1 helicase in promoting genome stability by acting at G4 DNA structures is supported by our recent finding that Pif1 is preferentially associated with both G4 DNA motifs and preferred sites of mitotic DSBs in vivo (KP, JAC, and VAZ, in preparation).
Yeast provides an ideal system in which to study predicted G4 DNA motifs in vivo. Now that potential sites of G4 DNA structures have been identified in yeast and mapped relative to genomic features, they can be mutated to determine their contribution to specific functions, such as transcription, replication fork movement, and DSB formation. The conserved S. cerevisiae G4 DNA motifs identified here are especially attractive for experimental characterization. In addition, the computational techniques applied to locate and analyze these motifs are general, and could easily be used in comparative evolutionary analyses of G4 DNA motifs in other organisms, such as flies and human.
Sources of genomic data
The sequences for all chromosomes in the S. cerevisiae S288C genome were downloaded from the SGD on October 17, 2008. These were used in the analysis of the distribution of G4 DNA motifs and in most of the association tests.
For analysis of the conservation of G4 DNA motifs and nucleotides, multiple sequence alignments of the Oct. 2003 assembly (sacCer1) of the S. cerevisiae genome with the sequences of S. paradoxus, S. mikatae, S. kudriavzevii, S. bayanus, S. castelli, and S. kluyveri were downloaded from the UCSC Genome Browser. In short, they used blastz and multiz to create the alignments, and phastCons to compute the conservation scores for all aligned nucleotides in S. cerevisiae. Though there are slight differences in the two drafts of the S. cerevisiae genome considered here, all G4 DNA motifs found in the most recent version are present in the Oct. 2003 version.
The genome annotations used in the region association analysis come from a variety of sources. Genome features as of March 7, 2009 were downloaded from SGD. These include: ARS_consensus_sequence, ARS, CDEIII, CDEII, CDEI, CDS, centromere, dubious-ORF, five_prime_UTR_intron, gene_cassette, intron, long_terminal_repeat, mating_locus, ncRNA, noncoding_exon, ORF, promoter1000, pseudogene, repeat_region, retrotransposon, rRNA, snoRNA, snRNA, telomere, transposable_element_gene, tRNA. Regulatory features as defined by the SGD were downloaded on March 9, 2009. Regions 100 and 1000 nt upstream of ORFs were also considered. In addition to these features, essential genes were taken from ; origins of replication came from . The set of highly transcribed genes came from , , and the list of upstream ORFs (uORFs) was taken from . Initial association results for γ-H2AX binding sites were based on a data set generated using an Affymetrix high-density genome-wide array and generously provided by M. Grunstein (personal communication). We confirmed these findings on γ-H2AX binding sites as determined by ChIP on chip using a genome-wide array from Agilent (G4493A). Double strand break sites were taken from . Single and double promoters come from .
Identification and filtering of G4 DNA motifs
We performed a regular expression search on the DNA sequence of each S. cerevisiae chromosome to find sequence patterns with the potential to form G4 DNA structures. All instances of four or more G-tracts separated from one another by short loop regions were identified. Loop length thesholds between 5 and 50 nt were considered, but unless otherwise stated the results in the paper are based on a 25 nt loop length limit. Sequence regions that contained more than four G-tracts separated by loops were combined into a single motif; these sequences have the potential to form one of several topologically distinct G4 DNA structures. Source code for the search program is available from the authors by request. The genomic location and sequence of all motifs is available as Dataset S1.
In previous studies, two different constraints have been placed on the G4 DNA motif pattern when searching for matching sequences. The most common approach has been to limit the length of the loop regions between G-tracts –, . Other authors have placed a limit on the overall length of the motif , . We choose to use the more commonly used loop length threshold approach, because only constraining motif length can result in relatively short motifs with one long loop and two very short loops. However, there is a large degree of overlap between the motifs defined by these two approaches, and our feature association tests produced very similar results on motif length limited sets (data not shown).
Telomeric DNA in most organisms, including S. cerevisiae, consists of repetitive G-rich DNA sequence that is conducive to forming the G4 DNA structure , . Our search identified 80 G4 DNA motifs in the ~141 kb of subtelomeric and telomeric sequence identified in SGD. However, due to the difficulty of sequencing and processing telomeric regions, they are under-represented in the S. cerevisiae genome sequence. As a result, the conservation of telomeric G4 DNA motifs is difficult to quantify. All analyses in this paper are limited to non-telomeric G4 DNA motifs. Similarly, the sequence of chromosome XII in the SGD datababase contains only two copies of the rDNA (ribosomal DNA) repeat , while cells contain ~150 rDNA repeats. We consider only one rDNA repeat, and the G4 DNA motifs found therein, in our analysis. After these filtering steps, 552 of the 668 initial G4 DNA motifs remained.
Conservation analysis could be performed only if the sequence of interest could be aligned to a homologous region in another species. Therefore, we limited our analysis to the 507 of the 552 non-telomeric, non-mitochondrial S. cerevisiae G4 DNA motifs found in genomic regions that were aligned to a corresponding DNA region in at least one of the six other species in the multiz alignments from the UCSC Genome Browser . (The conservation of mitochondrial G4 DNA motifs could not be analyzed, because the sequences of the mitochondrial genomes are not available for many of the species considered here.)
Conservation of G4 DNA motifs across species at the motif level
The alignments obtained from the UCSC Genome Browser consist of blocks of sequence from the S. cerevisiae genome sequence that can be aligned to one or more other yeast species. For each G4 DNA motif in S. cerevisiae that is in such a region, we scanned the aligned sequence from the other species for the G4 DNA motif pattern. If a motif was found that overlapped the S. cerevisiae motif, then the motif was said to be conserved in the current species. The conserved motif was not required to be identical to the overlapping S. cerevisiae motif.
Once the conservation of each G4 motif was determined, we computed whether or not the number of motifs conserved between S. cerevisiae and each species was greater than would be expected by chance. We obtained an empirical p-value for the observed number of conserved motifs by “evolving” each aligned S. cerevisiae sequence block according to a local nucleotide transition matrix that reflected the observed probabilities of nucleotide change between the pair of aligned sequences. We generated 10,000 such evolved sequences with the same length, substitution probabilities, and evolutionary distance, and scanned each for a G4 motif that overlaps the S. cerevisiae motif. These steps provided the background distribution from which we calculated an empirical p-value for the observed number of conserved G4 motifs between each pair of species. We performed the same test, using the global nucleotide transition matrix determined by considering all alignments between the two species, and the results were similar, but with smaller p-values.
Conservation of G4 DNA motifs across species at the nucleotide level
For each nucleotide position in the alignments containing S. cerevisiae G4 DNA motifs, we considered conservation scores calculated by the phastCons package . We compared the average conservation scores of positions within the G4 DNA motif to those in an immediate neighborhood of 100 bases on either side of the motif. We also compared the conservation of disruptive and non-disruptive positions within the G-tracts . The statistical significance of the difference between these sets of conservation values was computed using the Wilcoxon rank sum (Mann-Whitney U) test as implemented in R .
G4 DNA motif associations with genomic regions
To investigate potential functional roles of the G4 DNA structure, we analyzed the association of G4 DNA motifs with other known genome features. Given a query set of genome regions (e.g., G4 DNA motifs) and a reference set (e.g., all promoter regions), the number of overlaps between the reference and query sets was determined. For most features we considered the strand on which it occurred when determining associations. However, this information was not available or relevant for all features. We also considered associations of the G4 DNA motifs with expanded forms of some genomic features, e.g., with a window of 500 nucleotides on either side of a short feature such as an Autonomously Replicating Sequence (ARS). If a window was used in determining a given association, it is reported in the text.
The number of overlaps between two sets of genome regions expected by chance depends on their length and distribution across the chromosomes. To evaluate the significance of the observed number of overlaps between two sets of genome regions, we generated 1,000 random region sets that matched the number and length distribution of the query set at the chromosome level. That is, if the query set consisted of three G4 DNA motifs on chromosome I, then each of the 1,000 random query region sets had three randomly placed regions on chromosome I of the corresponding lengths. For each set of randomly placed query regions, we calculated the number of overlaps with the reference region set. We then compared the number of observed overlaps to the random distribution of overlaps to obtain an empirical p-value for the association of the regions. The false discovery rate (FDR) control as implemented in the R q-value package was used to produce q-values that account for the multiple comparisons.
Genome wide γ-H2AX analysis
For the genome wide γ-H2AX analysis, DNA was chromatin immunoprecipitated using anti-H2A phosphoS129 (Abcam polyclonal Ab #ab15083). DNA was amplified and labeled according to the instructions described in the Agilent Yeast ChIP on chip analysis protocol v9.2 (http://www.chem.agilent.com). Briefly, after PCR amplification of ChIP DNA, DNA was labeled and purified according to the manufactures handbook using Cy3- or Cy5-coupled dUTP using the BioPrime Array CGH Genomic Labeling Module (Invitrogen, http://www.invitrogen.com, Cat No 18095-011). For our genome wide association we used the microarrays from Agilent Technologies (Cat No G4486A).
Labeled DNA (2.5 µg of Cy3 labeled input DNA and Cy5 labeled ChIP DNA) together with 10× Agilent Blocking Agent and 2× Agilent Hybridization buffer, were prepared for hybridization. Arrays were hybridized at 65°C for 18 h at 20 rpm. After hybridization, the array slides were washed according to the Agilent SSPE Wash protocol and scanned with an Agilent Microarray Scanner. Data extraction, including dye normalization and spatial detrending, was done using the default settings of the Agilent Feature Extractor. The resulting log2 ratio of Cy3 and Cy5 signal in each feature was used to determine the location of chromatin immunoprecipitaed DNA. Genome wide γ-H2AX analysis was repeated three times, and peaks were defined using a p-value threshold of 10−4. The γ-H2AX binding sites are listed in Dataset S5.
Formation and analysis of G quadruplex DNA structures
Oligodeoxynucleotides were synthesized by IDT (USA). The concentrations of all oligodeoxynucleotides were estimated using extinction coefficients provided by the manufacturer. All sequences tested are listed in Fig. 6A. Formation of the G4 DNA structure was performed as described in .
G4 DNA structure formation was confirmed by non-denaturing polyacrylamide gel electrophoresis (PAGE). Before and after the formation of the G4 DNA structure, oligodeoxynucleotides were 5′ labeled with T4 polynucleotide kinase (NEB) and γ32P-ATP, resolved by 12% non-denaturing PAGE, and visualized using phosphoimaging.
Circular dichroism (CD) spectroscopy was recorded on a 62DS AVIV spectropolarimeter using a 1 cm path length quartz cuvette in a reaction volume of 900 µl. Scans were performed at 25°C over a wavelength range of 210–350 nm with a scanning speed of 500 nm/min, a response time of 1 s, 1 nm data pitch and 1 nm bandwidth.
Genome locations of G4 DNA motifs.
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Genome locations of conserved G4 DNA motifs
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Association statistics for S. cerevisiae non-mitochondrial, non-telomeric G4 DNA motifs with genome features.
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Association statistics for conserved S. cerevisiae G4 DNA motifs with genome features.
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Genome-wide γ-H2AX binding sites.
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We thank Jeannette Carey for teaching KP how to carry out circular dichroism measurements and for the use of her equipment. We thank Amy Caudy and Peter Andolfatto for critical reading of the manuscript.
Conceived and designed the experiments: JAC KP MS VAZ. Performed the experiments: JAC KP. Analyzed the data: JAC KP MS VAZ. Wrote the paper: JAC KP MS VAZ.
- 1. Sen D,Gilbert W (1988) Formation of parallel four-stranded complexes by guanine-rich motifs in DNA and its implications for meiosis. Nature 334: 364–366.
- 2. Sundquist WI,Klug A (1989) Telomeric DNA dimerizes by formation of guanine tetrads between hairpin loops. Nature 342: 825–829.
- 3. Burge S,Parkinson GN,Hazel P,Todd AK,Neidle S (2006) Quadruplex DNA: sequence, topology and structure. Nucleic Acids Res 34: 5402–5415.
- 4. Stegle O,Payet L,Mergny JL,MacKay DJ,Leon JH (2009) Predicting and understanding the stability of G-quadruplexes. Bioinformatics 25: i374–382.
- 5. Maizels N (2006) Dynamic roles for G4 DNA in the biology of eukaryotic cells. Nat Struct Mol Biol 13: 1055–1059.
- 6. Paeschke K,Juranek S,Simonsson T,Hempel A,Rhodes D,et al. (2008) Telomerase recruitment by the telomere end binding protein-beta facilitates G-quadruplex DNA unfolding in ciliates. Nat Struct Mol Biol 15: 598–604.
- 7. Paeschke K,Simonsson T,Postberg J,Rhodes D,Lipps HJ (2005) Telomere end-binding proteins control the formation of G-quadruplex DNA structures in vivo. Nat Struct Mol Biol 12: 847–854.
- 8. Schaffitzel C,Berger I,Postberg J,Hanes J,Lipps HJ,et al. (2001) In vitro generated antibodies specific for telomeric guanine-quadruplex DNA react with Stylonychia lemnae macronuclei. Proc Natl Acad Sci U S A 98: 8572–8577.
- 9. Lipps HJ,Rhodes D (2009) G-quadruplex structures: in vivo evidence and function. Trends Cell Biol 19: 414–422.
- 10. Hershman SG,Chen Q,Lee JY,Kozak ML,Yue P,et al. (2008) Genomic distribution and functional analyses of potential G-quadruplex-forming sequences in Saccharomyces cerevisiae. Nucleic Acids Res 36: 144–156.
- 11. Huppert JL,Balasubramanian S (2005) Prevalence of quadruplexes in the human genome. Nucleic Acids Res 33: 2908–2916.
- 12. Todd AK,Johnston M,Neidle S (2005) Highly prevalent putative quadruplex sequence motifs in human DNA. Nucleic Acids Res 33: 2901–2907.
- 13. Rawal P,Kummarasetti VB,Ravindran J,Kumar N,Halder K,et al. (2006) Genome-wide prediction of G4 DNA as regulatory motifs: role in Escherichia coli global regulation. Genome Res 16: 644–655.
- 14. Eddy J,Maizels N (2006) Gene function correlates with potential for G4 DNA formation in the human genome. Nucleic Acids Res 34: 3887–3896.
- 15. Huppert JL,Balasubramanian S (2007) G-quadruplexes in promoters throughout the human genome. Nucleic Acids Res 35: 406–413.
- 16. Nakken S,Rognes T,Hovig E (2009) The disruptive positions in human G-quadruplex motifs are less polymorphic and more conserved than their neutral counterparts. Nucleic Acids Res.
- 17. Cogoi S,Xodo LE (2006) G-quadruplex formation within the promoter of the KRAS proto-oncogene and its effect on transcription. Nucleic Acids Res 34: 2536–2549.
- 18. Eddy J,Maizels N (2008) Conserved elements with potential to form polymorphic G-quadruplex structures in the first intron of human genes. Nucleic Acids Res 36: 1321–1333.
- 19. Verma A,Yadav VK,Basundra R,Kumar A,Chowdhury S (2009) Evidence of genome-wide G4 DNA-mediated gene expression in human cancer cells. Nucleic Acids Res 37: 4194–4204.
- 20. Mani P,Yadav VK,Das SK,Chowdhury S (2009) Genome-wide analyses of recombination prone regions predict role of DNA structural motif in recombination. PLoS One 4: e4399.
- 21. Cliften P,Sudarsanam P,Desikan A,Fulton L,Fulton B,et al. (2003) Finding functional features in Saccharomyces genomes by phylogenetic footprinting. Science 301: 71–76.
- 22. Kellis M,Patterson N,Endrizzi M,Birren B,Lander ES (2003) Sequencing and comparison of yeast species to identify genes and regulatory elements. Nature 423: 241–254.
- 23. Cherry JM,Ball C,Weng S,Juvik G,Schmidt R,et al. (1997) Genetic and physical maps of Saccharomyces cerevisiae. Nature 387: 67–73.
- 24. Huppert JL (2008) Hunting G-quadruplexes. Biochimie 90: 1140–1148.
- 25. Yadav VK,Abraham JK,Mani P,Kulshrestha R,Chowdhury S (2008) QuadBase: genome-wide database of G4 DNA–occurrence and conservation in human, chimpanzee, mouse and rat promoters and 146 microbes. Nucleic Acids Res 36: D381–385.
- 26. Bourdoncle A,Estevez Torres A,Gosse C,Lacroix L,Vekhoff P,et al. (2006) Quadruplex-based molecular beacons as tunable DNA probes. J Am Chem Soc 128: 11094–11105.
- 27. Siepel A,Bejerano G,Pedersen JS,Hinrichs AS,Hou M,et al. (2005) Evolutionarily conserved elements in vertebrate, insect, worm, and yeast genomes. Genome Res 15: 1034–1050.
- 28. Siepel A,Haussler D (2004) Combining phylogenetic and hidden Markov models in biosequence analysis. J Comput Biol 11: 413–428.
- 29. Benjamini Y,Hochberg Y (1995) Controlling the false discovery rate: a practical and powerful approach to multiple testing. J Roy Statist Soc Ser B 57: 289–300.
- 30. Storey JD (2003) The positive false discovery rate: A Bayesian interpretation and the q-value. Annals of Statistics 31: 2013–2035.
- 31. Todd AK,Neidle S (2008) The relationship of potential G-quadruplex sequences in cis-upstream regions of the human genome to SP1-binding elements. Nucleic Acids Res 36: 2700–2704.
- 32. Harbison CT,Gordon DB,Lee TI,Rinaldi NJ,Macisaac KD,et al. (2004) Transcriptional regulatory code of a eukaryotic genome. Nature 431: 99–104.
- 33. Downs JA,Lowndes NF,Jackson SP (2000) A role for Saccharomyces cerevisiae histone H2A in DNA repair. Nature 408: 1001–1004.
- 34. Foster ER,Downs JA (2005) Histone H2A phosphorylation in DNA double-strand break repair. FEBS J 272: 3231–3240.
- 35. Keeney S,Neale MJ (2006) Initiation of meiotic recombination by formation of DNA double-strand breaks: mechanism and regulation. Biochem Soc Trans 34: 523–525.
- 36. Buhler C,Borde V,Lichten M (2007) Mapping meiotic single-strand DNA reveals a new landscape of DNA double-strand breaks in Saccharomyces cerevisiae. PLoS Biol 5: e324.
- 37. Mergny JL,Maurizot JC (2001) Fluorescence resonance energy transfer as a probe for G-quartet formation by a telomeric repeat. Chembiochem 2: 124–132.
- 38. Bachrati CZ,Hickson ID (2006) Analysis of the DNA unwinding activity of RecQ family helicases. Methods Enzymol 409: 86–100.
- 39. Winckler W,Myers SR,Richter DJ,Onofrio RC,McDonald GJ,et al. (2005) Comparison of fine-scale recombination rates in humans and chimpanzees. Science 308: 107–111.
- 40. Ivessa AS,Zhou JQ,Zakian VA (2000) The Saccharomyces Pif1p DNA helicase and the highly related Rrm3p have opposite effects on replication fork progression in ribosomal DNA. Cell 100: 479–489.
- 41. Miller KM,Rog O,Cooper JP (2006) Semi-conservative DNA replication through telomeres requires Taz1. Nature 440: 824–828.
- 42. Sfeir A,Kosiyatrakul ST,Hockemeyer D,MacRae SL,Karlseder J,et al. (2009) Mammalian telomeres resemble fragile sites and require TRF1 for efficient replication. Cell 138: 90–103.
- 43. Kruisselbrink E,Guryev V,Brouwer K,Pontier DB,Cuppen E,et al. (2008) Mutagenic capacity of endogenous G4 DNA underlies genome instability in FANCJ-defective C. elegans. Curr Biol 18: 900–905.
- 44. London TB,Barber LJ,Mosedale G,Kelly GP,Balasubramanian S,et al. (2008) FANCJ is a structure-specific DNA helicase associated with the maintenance of genomic G/C tracts. J Biol Chem 283: 36132–36139.
- 45. Wu Y,Shin-ya K,Brosh RM Jr (2008) FANCJ helicase defective in Fanconia anemia and breast cancer unwinds G-quadruplex DNA to defend genomic stability. Mol Cell Biol 28: 4116–4128.
- 46. Hiom KFANCJ: solving problems in DNA replication. DNA Repair (Amst) 9: 250–256.
- 47. Wu Y,Suhasini AN,Brosh RM Jr (2009) Welcome the family of FANCJ-like helicases to the block of genome stability maintenance proteins. Cell Mol Life Sci 66: 1209–1222.
- 48. Ghosal G,Muniyappa K (2005) Saccharomyces cerevisiae Mre11 is a high-affinity G4 DNA-binding protein and a G-rich DNA-specific endonuclease: implications for replication of telomeric DNA. Nucleic Acids Res 33: 4692–4703.
- 49. Huber MD,Lee DC,Maizels N (2002) G4 DNA unwinding by BLM and Sgs1p: substrate specificity and substrate-specific inhibition. Nucleic Acids Res 30: 3954–3961.
- 50. Anuradha S,Muniyappa K (2004) Meiosis-specific yeast Hop1 protein promotes synapsis of double-stranded DNA helices via the formation of guanine quartets. Nucleic Acids Res 32: 2378–2385.
- 51. Muniyappa K,Anuradha S,Byers B (2000) Yeast meiosis-specific protein Hop1 binds to G4 DNA and promotes its formation. Mol Cell Biol 20: 1361–1369.
- 52. Diaz RL,Alcid AD,Berger JM,Keeney S (2002) Identification of residues in yeast Spo11p critical for meiotic DNA double-strand break formation. Mol Cell Biol 22: 1106–1115.
- 53. Pon L,Schatz G (1991) Biogenesis of Yeast Mitochondria. In: Broach JRPJ,Jones E, editors. The molecular and cellular Biology of the yeast Saccharomyces. Cold Spring Harbor: Cold Spring Harbor Laboratory Press.
- 54. Ribeyre C,Lopes J,Boule JB,Piazza A,Guedin A,et al. (2009) The yeast Pif1 helicase prevents genomic instability caused by G-quadruplex-forming CEB1 sequences in vivo. PLoS Genet 5: e1000475.
- 55. Popuri V,Bachrati CZ,Muzzolini L,Mosedale G,Costantini S,et al. (2008) The Human RecQ helicases, BLM and RECQ1, display distinct DNA substrate specificities. J Biol Chem 283: 17766–17776.
- 56. Schulz VP,Zakian VA (1994) The saccharomyces PIF1 DNA helicase inhibits telomere elongation and de novo telomere formation. Cell 76: 145–155.
- 57. Foury F,Kolodynski J (1983) pif mutation blocks recombination between mitochondrial rho+ and rho- genomes having tandemly arrayed repeat units in Saccharomyces cerevisiae. Proc Natl Acad Sci U S A 80: 5345–5349.
- 58. Giaever G,Chu AM,Ni L,Connelly C,Riles L,et al. (2002) Functional profiling of the Saccharomyces cerevisiae genome. Nature 418: 387–391.
- 59. Nieduszynski CA,Hiraga S,Ak P,Benham CJ,Donaldson AD (2007) OriDB: a DNA replication origin database. Nucleic Acids Res 35: D40–46.
- 60. Holstege FC,Jennings EG,Wyrick JJ,Lee TI,Hengartner CJ,et al. (1998) Dissecting the regulatory circuitry of a eukaryotic genome. Cell 95: 717–728.
- 61. Nagalakshmi U,Wang Z,Waern K,Shou C,Raha D,et al. (2008) The transcriptional landscape of the yeast genome defined by RNA sequencing. Science 320: 1344–1349.
- 62. Lieb JD,Liu X,Botstein D,Brown PO (2001) Promoter-specific binding of Rap1 revealed by genome-wide maps of protein-DNA association. Nat Genet 28: 327–334.
- 63. Rhodes D (2006) Telomere structure. In: De Lange T,Lundblad V,Blackburn E, editors. Telomeres. 2nd ed. Cold Spring Harbor: Cold Spring Harbor Laboratory Press.
- 64. Johnston M,Andrews S,Brinkman R,Cooper J,Ding H,et al. (1994) Complete nucleotide sequence of Saccharomyces cerevisiae chromosome VIII. Science 265: 2077–2082.
- 65. Kent WJ,Sugnet CW,Furey TS,Roskin KM,Pringle TH,et al. (2002) The human genome browser at UCSC. Genome Res 12: 996–1006.
- 66. Team RDCR: A Language and Environment for Statistical Computing. Vienna, Austria: R Foundation for Statistical Computing.