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Non-canonical Drosophila X chromosome dosage compensation and repressive topologically associated domains
Epigenetics & Chromatin volume 11, Article number: 62 (2018)
In animals with XY sex chromosomes, X-linked genes from a single X chromosome in males are imbalanced relative to autosomal genes. To minimize the impact of genic imbalance in male Drosophila, there is a dosage compensation complex (MSL) that equilibrates X-linked gene expression with the autosomes. There are other potential contributions to dosage compensation. Hemizygous autosomal genes located in repressive chromatin domains are often derepressed. If this homolog-dependent repression occurs on the X, which has no pairing partner, then derepression could contribute to male dosage compensation.
We asked whether different chromatin states or topological associations correlate with X chromosome dosage compensation, especially in regions with little MSL occupancy. Our analyses demonstrated that male X chromosome genes that are located in repressive chromatin states are depleted of MSL occupancy; however, they show dosage compensation. The genes in these repressive regions were also less sensitive to knockdown of MSL components.
Our results suggest that this non-canonical dosage compensation is due to the same transacting derepression that occurs on autosomes. This mechanism would facilitate immediate compensation during the evolution of sex chromosomes from autosomes. This mechanism is similar to that of C. elegans, where enhanced recruitment of X chromosomes to the nuclear lamina dampens X chromosome expression as part of the dosage compensation response in XX individuals.
Genes come in pairs and large-scale deviation from this state is detrimental, most probably as a result of disrupted gene expression balance [1, 2]. Sex chromosomes are a peculiar exception to this general rule. In XY systems, males have what amounts to a heterozygous deletion of an entire chromosome, bearing ~ 20% of the genes in the case of Drosophila, with no impact on fitness. In such systems, compensation often rectifies gene dose effects as a way to maintain gene balance [3,4,5].
In Drosophila melanogaster, a male-specific complex called the Male-Specific Lethal (MSL) complex plays a role in equalizing expression of genes from the single X chromosome relative to autosomes. MSL and other unidentified sources of compensation ultimately achieve remarkably equalized levels of X-linked gene expression in males with one X and females with two Xs, as well as balancing X expression with the autosomes [6,7,8]. The complex includes MSL-1, MSL-2 and MSL-3 proteins, Maleless (MLE), and Males absent on the first (MOF) proteins, and two noncoding RNAs, roX1 and roX2 . MOF has a histone acetyltransferase activity and functions in enhanced elongation of X chromosome gene transcription by acetylating Histone H4K16 (H4K16Ac) . There exist two different models that describe how the MSL complex achieves X dosage compensation [8, 11]. In one model, MSL has a positive role in upregulating the X-linked genes [5, 11]. The boosting of expression is primarily achieved via enhanced elongation of transcription , but there also is evidence that RNA polymerase II (Pol-II) binding is increased by 1.2-fold at male X chromosome promoters [12,13,14]. In the second model, X chromosome dosage compensation is mainly achieved by an inverse dosage effect; MSL proteins only have an indirect role by sequestering MOF to the male X chromosome to prevent over-expression of the genes [8, 15,16,17]. In both models, the molecular evidence demonstrates that MSL complex does not bind at each promoter [15, 18]. Binding of MSL complex to the male X chromosome occurs at chromosome entry sites (CES), also referred to as high-affinity sites (HAS) [18, 19]. The sites contain GA-rich sequences, called the MSL recognition element (MRE) .
There is abundant evidence that MSL does not explain all X chromosome dosage compensation by either the activation or sequestration models. For example, dosage compensation has been seen in the early embryo before the MSL complex is established  and X chromosome dosage compensation in the germ line occurs even though the MSL complex is not required in the germ line . Even after dosage compensation is established, it has been suggested that parts of the X are compensated independently from the MSL complex . Furthermore, in cases where MSL involvement in a gene dosage compensation is clear, there is quantitatively unexplained dosage compensation . At least a part of such “missing” compensation is mediated by normal gene network functions such as feedback. In S2 cells this mechanism is very substantial , perhaps due to selection in the dish, but in other cell lines gene regulatory networks make a smaller contribution . In whole animals, this type of dosage compensation is seen in flies heterozygous for multi-locus deletions [25,26,27]. This compensation is highly gene dependent, but overall there is still missing dosage compensation. We estimate that there is roughly 1.4-fold compensation from the MSL complex , 1.1-fold from gene regulation [25,26,27] and about 1.3- to 1.4-fold missing compensation.
Dosage compensation mechanisms in other organisms provide ideas for how additional non-canonical dosage compensation in Drosophila might be mediated. In C. elegans, XX worms are hermaphrodites and X0 worms are males. In X0 males, the yield of X chromosome gene products is increased using various mechanisms (e.g., increased Pol-II recruitment, mRNA stability, or translation rate) in both males and hermaphrodites [21, 28,29,30]. However, solving the gene production difference between autosomes and X chromosomes in males results in over-expression in XX animals. To manage this increased activity, XX hermaphrodite C. elegans has a dosage compensation complex that represses gene expression from both X chromosomes [5, 29]. The C. elegans dosage compensation complex (DCC) targets the X chromosomes and spreads from recruitment sites on the X . Recruitment of DCC on X chromosome is linked to increased mono-methylation of Histone H4K20 (H4K20me1) [32, 33], as well as depletion of histone modifications that mark active transcription, such as H4K16Ac [29, 34, 35] and H2A.Z variant histone . These epigenetic changes accompany topological remodeling of the X chromosomes  and reduced Pol-II recruitment at X-linked promoters in hermaphrodites. [3, 5, 38]. This remodeling includes nuclear sub-localization of the X chromosomes to the lamina, which is repressive. Disruption of the anchoring between heterochromatin and nuclear lamina re-localizes X chromosomes more centrally in the nucleus and results in partial derepression of the X-linked genes . Thus, the modulation of H4K16Ac in animals with a single X is a conserved characteristic between D. melanogaster and C. elegans  although the XX mechanisms differ .
Intriguingly, the type of nuclear architecture-level derepression of the C. elegans X also occurs in autosomal dosage compensation in D. melanogaster. Genes within repressive “topologically associated domains” (TADs), which include lamina-associated domains (LADs), show better autosomal dosage compensation in Drosophila hemizygotes . Unlike the gene-by-gene network effects also seen in these same hemizygotes, the deletions of LAD domains affect blocks of genes. The effect of autosomal deletions is derepression of the non-deleted genes in trans, as well as a spreading of derepression into flanking regions within the LAD. This suggests that these repressive domains are built based on additive or synergistic cooperation between gene homologs. Overall, in LAD regions derepression results in 1.1- to 1.2-fold dosage compensation, above the gene-by-gene effect of network interactions . This observation is of particular interest for two reasons. First, the necessity of two homologs for the repression is reminiscent of chromosomal pairing-dependent events, such as pairing-sensitive silencing [40, 41] or transvection [42, 43]. In transvection, the existence of homologous chromosome in proximity leads to enhancer action in trans or insulator bypass in cis . As such, chromosomal pairing may provide a mechanistic basis of how autosomal deletions result in the derepression of non-deleted genes . The absence of a pairing partner for the single X in males might, therefore, be consequential. Second, the repression at the two-dose state, and derepression at one-dose state, is analogous to X chromosome dosage compensation in C. elegans. This led us to ask whether the derepression of one-dose genes from repressive domains occurs on D. melanogaster X chromosomes. If so, this would contribute to dosage compensation in males.
X-linked repressive TADs genes display low expression levels, but are dosage compensated in males
To determine the overall structure of chromatin domains on the X, we used results from three previous studies that divided the genome into repressive versus non-repressive chromatin domains/TADs and LADs versus non-LADs. LAD and DamID (DNA adenine methyltransferase identification)-based chromatin occupancy information was from Kc cells [44, 45]. TAD information was from Hi-C conformation capture from mixed sex embryos . From the Hi-C study, “Null” TADs were characterized by general lack of chromatin marks, except for a weakly enriched binding of an insulator protein, Suppressor of Hairy-wing [SU(HW)]. The LAD and “Null” TADs correspond and largely overlap with “Black” domain DamID work. The “Black” domain has increased signals of Histone H1, Effete (EFF), Suppressor of Under-Replication (SUUR) and Lamin B protein binding. These repressive TADs are known to share various characteristics , and there are significant overlaps among the identified gene sets (Fig. 1a, Table 1). For example, 63% of genes that are in LADs are also in Black domains, and 79% of genes that are in Black domains are in Null domains. We collectively refer to these overlapping domains as “repressive TADs.” Gene ontology analysis indicated developmental stage, or tissue, specific functions of the repressive TAD genes (Additional file 1).
Each of these three repressive TADs covered 23 to 43% of the protein-coding genes in the Drosophila genome. To describe which genes on the X were in repressive TADs, we parsed by chromosome (Fig. 1b). Collectively, genes within LADs included 27% of X chromosome genes and 22% of autosomal genes (p = 0.00015, Fisher’s exact test, protein coding only). Genes within Null domains included 41% of X chromosome genes and 43% of autosomal genes (p = 0.25). Genes within Black domains included 21% of X chromosome genes and 25% of autosomal genes (p = 0.0059). Clearly, a large fraction of the genome, including the X, are in repressive domains. If these genes are simply “off,” then asking whether they are dosage compensated is a futile effort (2 × 0 = 0). Therefore, we carefully examined expression levels from genes that are within the repressive domains to see whether we could reliably detect expression. We used previously reported expression data for this analysis [47, 48]. Expression levels in repressive domains were reassuringly lower than in non-repressive domains. We found these trends of lower expression in repressive TAD genes when we investigated different cell lines (Fig. 1c–f) and sexed salivary glands (Fig. 1g–j), but there was clear evidence of expression.
Determining the difference between low and off is critical for this analysis. We measured the biological and technical noise levels by measuring intergenic signals (Fig. 1c–f). The 99th percentiles for intergenic signal were 0.87 Fragments Per Kilobase of transcript per Million mapped reads (FPKM) in S2 cells (male) and 0.98 FPKM in Kc cells (female). This is in stark contrast to expression levels in the repressive TADs from Kc cells, where LAD and Black domains were determined (Fig. 1c–f, the top panel). The median X-linked gene expression level was 8.2 FPKM for genes within LADs and 15.8 FPKM for genes within Null domains in Kc cells. Genes in Black domains showed lower expression at a median of 3.1 FPKM, but all of these expression levels far exceed our estimates of noise. In Kc cells, approximately 19.2% and 39.6% of the X-linked genes demonstrate gene expression above the cutoff levels from LAD and Null domains, respectively (Table 1). Only 5.6% of the X-linked genes were expressed from Black domains, indicating that the Black domain has the most repressive characteristics among three different calls of repressive TADs. Autosomal genes from repressive TADs also displayed lower gene expression levels compared to non-repressive TAD genes with 9.7 (LAD), 16.1 (Null) and 2.8 FPKMs (Black), which are not significantly different from repressive TAD genes on the X (p > 0.2, Mann–Whitney U test). In male S2 cells, the repressive TAD genes demonstrated 9.5 (LAD), 15.4 (Null) and 5.1 FPKMs (Black) on the X chromosome. We made a similar observation from sexed salivary glands. A large fraction of genes from repressive TADs showed expression higher than technical noise, which we determined based on background signals from the control probes of microarrays (Fig. 1g–j, normalized intensities of approximately 2.4 in both sexes). For example, about 18.6% of the total X-linked LAD genes showed gene expression above the background levels in both female and male salivary glands. Thus, we were confident that a substantial portion of the genes in repressive TAD domains showed detectable levels of gene expression. We used these genes in our analysis.
Genes in repressive TADs demonstrated comparable expression levels between female (Kc) and male (S2) cells from the X (Fig. 1c–f), indicating that they are dosage compensated. However, both S2 and Kc cells are highly aneuploidy , and S2 cells show very pronounced gene-by-gene network-mediated dosage compensation ; thus, they are not the best models for determining whether some X chromosome dosage compensation occurs by derepression. Therefore, we also compared expression profiles from salivary glands from female and male siblings, to analyze X-linked gene expression in repressive TADs. From microarray results, we observed that male X-linked genes from LAD regions demonstrated comparable expression levels to those of females (Fig. 1k). The median signal intensity from male X-linked genes was 5.25, which did not differ from that of female (5.29, p = 0.984) despite the 50% difference in X gene dose. We obtained similar equilibrated expression of the X from other repressive TADs. X chromosome genes in the Null domains showed a median of 6.14 signal intensity in X males when it was 6.03 in XX females. Black domain genes had medians of 3.06 and 3.13 signal intensities in X males and XX females, respectively. Overall gene expression signals from autosomes were consistent between two sexes (6.82, p > 0.819 for differential expression). Therefore, the repressive TAD genes are dosage compensated in males. When we compared expression levels of each gene in females directly to those of males, we obtained log2 ratio closed to 0 from all different repressive TAD classes (Fig. 1l).
Repressive TAD genes lack MSL complex binding
Our hypothesis is that X specific dosage compensation has canonical and non-canonical components. If canonical dosage compensation is active in repressive domains, the MSL complex should occupy those regions. To address this possibility, we first investigated chromatin occupancy by MOF, the key writer of the H4K16Ac mark  in the MSL complex . MOF also has an MSL-independent role in regulating a smaller subset of genes in both sexes by participating in non-specific lethal (NSL) complex . We analyzed genome-wide chromatin immunoprecipitation (ChIP) results [47, 51] to determine occupancy of the MSL complex as well as H4K16Ac levels in tissue culture cells and salivary glands (we measured MOF and H4K16Ac enrichment within gene bodies because both MOF and H4K16Ac display broad enrichment patterns over these features ). Strikingly, in male S2 cells, MOF binding in X chromosome repressive TADs was significantly lower than elsewhere on the X (p < 6.01e−4, Fig. 2a–c). H4K16Ac enrichment concurred with MOF occupancy. In all classes of X chromosome repressive TADs, H4K16Ac levels were significantly lower than in other domains (p < 6.96e−09, Fig. 2d–f). In S2 cells, H4K16Ac levels on X-linked genes were still higher than those of autosomal genes even within repressive TADs (p < 4.92e−15), which was not the case in Kc cells (p > 0.57). MSL complex preferentially targets active genes with H3K36me3 marks . Consistently, we found that genes within repressive TADs show significantly lower H3K36me3 levels than genes from the non-repressive TADs in S2 cells (p < 1.0e−08, Additional file 2). Additionally, we observed that another MSL component, MSL-1, showed lower occupancy in genes within repressive TADs on the X compared to non-repressive TADs (p < 1.11e−12, Fig. 2g–i). Thus, the occupancy and activity of MSL complex were reduced in the case of the dosage-compensated X-linked genes in S2 cell repressive TADs.
To examine MSL complex activity at the repressive TADs in tissues, we analyzed ChIP results from sexed larval salivary glands. In males, X chromosome MOF binding was significantly higher at gene bodies in non-repressive TADs, compared to repressive TADs (Fig. 2j–l, p < 2.2e−16). If MOF binding is functional, then the H4K16Ac mark should follow a matching enrichment pattern. Indeed, H4K16Ac levels were higher at genes in non-repressive TADs compared to repressive TADs (Fig. 2m–o, p < 2.2e−16). The basal level of MOF binding and H4K16Ac was higher in both repressive and non-repressive TAD genes of the male salivary glands, compared to that of female glands (p < 0.046 for MOF and p < 2.2e−11 for H4K16Ac, Fig. 2p, q). However, the differences in MOF binding and H4K16Ac levels between male and female cells were significantly smaller in LAD and Null domains than non-repressive TADs on the X (p < 2.0e−05 for both MOF binding and H4K16Ac, permutation test). This observation indicates that regulation of repressive TAD genes on the X chromosome occurs with limited or transient access to MSL complex, but this also suggests that repressive TADs might also use modulations of H4K16Ac in a canonical manner. Our result is consistent with a previous study that showed the exclusive positioning of MSL complex in the active compartment of the nucleus .
Since the genes within repressive TADs have low occupancy of MSL complex and lower H4K16Ac, we wondered whether repressive TADs lack genomic signatures that are required for MSL complex binding. Specifically, we asked whether lower MOF activity correlates with the lower density of the MSL complex entry sites in repressive domains. Drosophila MSL complex specifically binds to X, which occurs at CES . CES contains GA-rich DNA sequence motif, called MRE, whose introduction to an autosome resulted in local recruitment of MSL complex to that site . We identified 11,306 MRE motifs from the X chromosome of the reference genome (using an E value < 10e−5 cutoff). The number of X chromosome MREs in repressive domains was not statistically different from random (Fig. 2r, p > 0.1 permutation test), indicating that the repressive TADs are not free of MRE motifs. However, when we investigated whether genes in repressive TADs recruit MSL complex to their chromatin regions, we found only 20 overlaps between LADs and the 150 CES (approximately 57 expected, p ≪ 0.001, permutation test, Fig. 2s) that recruit MSL . We obtained consistent results from Null and Black domains (Fig. 2r, s). These observations suggest that on male X chromosomes, MSL complex does not efficiently bind genes within the repressive TADs.
H4K16Ac and MOF binding are related to expression levels, so it was possible that lowly expressed genes are compensated by MSL, with lower modification levels and occupancy simply because they have low expression levels. To test this possibility, we compared male X chromosome genes from the repressive TADs to non-repressive TAD genes that have similar low expression levels. We achieved this by filtering out highly expressed genes within non-repressive TADs to match non-repressive TAD expression medians to those of the repressive TAD genes (Fig. 3a). We observed that MOF binding was still significantly more enriched at non-repressive TAD genes, compared to the genes from repressive TAD classes (p < 6.94e−11, Mann–Whitney U test, Fig. 3b). Similarly, H4K16 acetylation level, as well as MSL-1 binding, was higher from the non-repressive TAD genes on the X chromosome, compared to the genes within the repressive TADs (p < 1.87e−07). We obtained consistent results from the male salivary glands (Fig. 3e–g). The genes within repressive TADs displayed significantly less MOF binding and H4K16Ac than the non-repressive TAD genes even when their expression medians were matched (p < 1.25e−12). Therefore, the lack of MOF binding and lower H4K16Ac levels in the X-linked repressive TAD genes are not simply due to their lower expression levels, suggesting that the activities of MSL complex are limited in repressive domains.
X-linked repressive TADs genes are less sensitive to disruption of MSL-complex functions compared to the canonical dosage-compensation target genes
If the repressive TAD genes are dosage compensated in a non-canonical way on the male X chromosome, such genes might be indifferent to MSL complex function. In contrast, if the low level of H4K16Ac is matched to the low-level expression of the genes in repressive domains, compensation of such genes should depend on MSL function. To investigate the impact of disrupted MSL complex function on X-linked genes in repressive TAD domains, we analyzed gene expression profiles of S2 cells whose MSL components were selectively depleted via RNAi-mediated knockdown [23, 47, 54]. When mof mRNA was depleted, X-linked genes within LADs were significantly less sensitive to MOF reduction than genes in non-LAD domains (p = 1.1e−13, Mann–Whitney U test, Fig. 4a). We made similar observations from X chromosome genes that belong to Null and Black domains from the Hi-C study and occupancy study. They exhibited higher relative expression upon the depletion of mof than other X-linked genes in non-repressive domains (p < 2.3e−08). As expected, those chromatin regions that lack MOF binding and H4K16Ac were less sensitive to the RNAi treatment as well (p = 1.1e−14 for MOF and 0.11 for the acetylation). MOF is also bound to sites on autosomes as a part of NSL complex, while it activates only a small subset of genes that the complex binds to . Consistent with this idea, we saw little down-regulation of overall autosomal gene expression from the mof depleted S2 cells (p > 0.05, Fig. 4b).
We also asked whether the expression of X-linked genes in repressive TADs was less sensitive to depletion of other MSL components. Our analysis showed significantly less reduction in expression in the gene within repressive TADs, relative to non-repressive TADs, when msl-1 mRNA was depleted (Fig. 4c, d, p < 0.001). Similarly, msl-2 and msl-3 knockdown caused more X chromosome gene expression from genes in repressive TADs, compared to non-repressive TADs (Fig. 4e–h, p < 0.01). These results were not due to the inaccurate detection of low-abundant transcripts in hybridization-based techniques (i.e., microarrays) [56, 57]. When we analyzed an independent study that performed RNA-Seq analysis of either mof or msl-2 depleted S2 cells, we also observed about more expression from the X-linked genes within repressive TADs compared to non-repressive TADs (p < 0.001, Fig. 4i–l). Supporting the idea from RNAi experiments, Drosophila male larvae that are null for noncoding RNA components of MSL complex (roX1 and roX2) demonstrated more expression from X-linked genes in repressive TADs compared to genes in non-repressive TADs (p < 5.56e−07, Fig. 4m, n). Collectively, our results from the MSL inhibition were consistent with our observation in Fig. 2 that demonstrated limited occupancy of MSL complex at repressive TAD genes, and suggest that genes in repressive TADs on the X chromosome do not rely entirely on MSL complex for dosage compensation.
We investigated whether the insensitivity to msl knockdown is also reflected in H4K16Ac levels in repressive TADs. We re-analyzed ChIP-chip results from S2 cells . Consistent with the observation of gene expression changes, RNAi-based depletion of mof and msl-2 had less impact on H4K16Ac levels of the X-linked genes within repressive TADs than non-repressive TADs (Fig. 5a–d, p < 0.0038). The smaller change of H4K16Ac upon the RNAi from the repressive TADs was not due to the low expression or H4K16Ac levels of the genes. When we compared median-matched gene expression from repressive versus non-repressive TADs (Fig. 3a), we still observed that H4K16Ac levels in repressive TADs were significantly less sensitive to mof and msl-2 knockdown (Fig. 5e, f, p < 6.48e−06). MOF is the writer of the H4K16Ac mark, so this result is surprising. Perhaps, H4K16Ac marks in repressive domains are more resistant to conversion by histone deacetylases, or additional histone acetyltransferases may still function in the domains.
The patterns of MOF occupancy and H4K16Ac differ between autosomes and the X ; therefore, investigating their patterns for individual genes might help inform the role of MSL in repressive TADs. We observed genes that were sensitive to the msl or mof knockdown, for example, CG9947 and arm, which had broad ChIP signals of MOF and H4K16Ac in contrast to an autosomal gene, RpL32, which has MOF enrichment only at its promoter region (Fig. 6a–c). Compared to canonical MSL target genes, the genes in repressive TAD regions showed absent MOF binding (Fig. 6d, e, CG34330 and CG9521), or weak MOF occupancy (Fig. 6f, g, CG8675 and CG2875). In all four specific cases, the knockdown of mof or msl-2 did not lead to statistically significant reduction of gene expression in males (p > 0.7, Fig. 6d–g); additionally, the genes were still fully compensated relative to females in the salivary glands [male/female expression ratios of 1.02 (CG34330), 1.02 (CG9521), 1.04 (CG8675) and 0.97 (CG2875)]. For the latter class of genes that have weak MOF occupancy (CG8675 and CG2875), we noticed that MOF also bound at the 3′ ends of genes and H4K16Ac signal has additional peaks at the 3′ ends. Genes that were clearly regulated by the canonical dosage compensation machinery (i.e., MSL dependent) display broad enrichment signals of MOF and H4K16Ac across the gene body regions, whereas MSL-independent MOF target genes (e.g., MOFs in NSL complex) show promoter-enriched MOF binding patterns . Therefore, MOF and H4K16 enrichments at 3′ end of CG8675 and CG2875 indicate that there was some residual MSL activity for CG8675 and CG2875, rather than NSL, in addition to the non-canonical dosage compensation mechanisms.
Accounting for dosage compensation
Dosage expression responses as a result of autosome or X chromosome deletions, or the gross aneuploidy in tissue-culture cell lines [21, 23,24,25,26,27, 58,59,60], raise the possibility that full twofold X chromosome dosage compensation would be achieved via different layers of mechanisms. We hypothesize that there are gene-by-gene regulatory responses, regional responses and chromosome-wide responses. While one should be careful not to take precise fold changes too literally as compensation varies by gene and region, some basic accounting illustrates these layers. Gene-by-gene regulation can account for 1.1-fold upregulation of dosage compensation, based on comparing one- to two-dose gene expression values on the autosomes or on the X in females [25, 26], leaving other dosage compensation mechanisms a 1.8-fold task on average. Regional derepression can account for 1.1- to 1.2-fold upregulation in genes within repressive TADs , although in some cases this is greater than twofold on the autosomes. We hypothesize that in dosage-compensated regions of the X where the MSL complex has a limited access [22, 53], derepression-based compensation may be the major contributor to compensation. The combination of gene-by-gene compensation and derepression leaves MSL complex, and other unknown mechanisms, with about 1.5-fold task in those regions for the full compensation. In this hypothesis, the major driving force of dosage compensation would be the MSL complex, but for each fully compensated X-linked gene in male fruit flies, there is a potential role for the gene network relationships as well as TAD nuclear architecture.
In this work, we focused on regional non-canonical compensation within the boundaries of repressive TADs. On autosomes, deletions disrupting repressive TADs have a transacting derepressing effect on the hemizygous region , which results in partial dosage compensation for the hemizygous segment and over-expression of genes in flanking two-dose regions (Fig. 7a, b). These data suggest that repressive domains are established, strengthened, or stabilized by the existence of homologous pairs of chromosomes. There is strong precedent for pairing-dependent mechanisms in D. melanogaster that are known to activate or repress genes when homologous chromosomes are proximally located [40,41,42,43]. We propose a hypothesis that the unpaired X chromosomes of males have weaker repressive domains than the same domains in the paired X chromosomes of females (Fig. 7c, d). Thus, one can think of this as dosage compensation mediated by partial X inactivation in females, with derepression in males. This model hinges on the reorganization of the nuclear lamina–DNA interaction, which can clearly regulate gene activities during cell differentiation even in the absence of global changes of the nuclear architecture . For example, in mouse embryonic stem cells, loss of the tethering in the Hdac3 deletion releases genomic regions of lineage-specific genes from nuclear lamina resulting in precocious expression of those genes . Tests for this hypothesis include systematically studying the effect of deletions of repressive TADs in females, which should result in partial dosage compensation like seen in hemizygous males, and analysis of chromatin structure differences between the sexes. Direct experiments on compartmentalization between the nuclear lamina and more centrally will be especially important.
Evolutionary implications for non-canonical dosage compensation
Derepression of one-dose genes in Drosophila males is reminiscent of the C. elegans dosage compensation mechanism (Fig. 7e, f). In C. elegans, XX individuals are hermaphrodites and XO individuals are males. Both X chromosomes in hermaphrodites are subjected to dosage compensation control by repression [3, 5, 29]. The process involves DCC complex-dependent chromatin remodeling in XX hermaphrodites [32,33,34] that includes enrichment for H4K20me1 and depletion for H4K16Ac. In X0 worms, the X shows de-condensation . In addition to the chromatin remodeling, there is the local positioning of both X chromosomes of hermaphrodites to the LADs at the nuclear periphery which contributes to the repression of X-linked gene expression; the loss of this tethering results in derepression of X-linked genes in hermaphrodites . The derepression of X-linked genes in tethering mutants of cec-4 or lem-2, which encode a chromodomain protein or a component of nuclear lamina, respectively, results in a less extreme compensation phenotype than DCC mutants, raising the possibility that tethering to the nuclear lamina is an additional or supplemental mechanism to achieve dosage compensation by repression in XX individuals . Thematically, this is identical to the non-canonical hypothesis for Drosophila dosage compensation that we propose to investigate.
Dosage compensation by derepression has interesting evolutionary implications. Specifically, we suggest that X chromosome dosage compensation by derepression relies on a general feature of repressive domains, requiring very little evolutionary innovation. As sex chromosomes evolve from an autosomal pair, the sex chromosome specific to the heterogametic sex becomes recombinationally silent and accumulates inversions, insertions and pseudogenes that further disrupt pairing [63,64,65]. As this process occurs, partial dosage compensation by derepression would be an immediate response, not requiring the evolution of any specific machinery. Improved dosage compensation can evolve to boost gene expression in XY males, by enhancing repression in XX females, or a combination of the two. This could account for some of the commonality between D. melanogaster and C. elegans dosage compensation mechanisms despite their divergence ~ 1 billion of years ago [66, 67]. In Drosophila, the X is specifically upregulated relative to autosomes in males  and is slightly overexpressed in females . In C. elegans, the X is upregulated and is repressed specifically in hermaphrodites [4, 30]. Both these superficially divergent mechanisms could evolve from the same founding principles.
It has also been suggested that MSL drives the evolutionary content of the X chromosome, but our hypothesis of derepression makes the distribution of gene content on the X more explainable. There is a clear depletion of genes with male-biased expression in regions of high MSL occupancy, leading to the idea that MSL and increased expression drive these genes to new locations . However, most of this male-biased expression occurs in the germ line. MSL complex does not function specifically on the X chromosome in the male germ line of D. melanogaster [70, 71]. The suggestion that MSL drives these genes to other locations seems spurious. We have shown that the regions without MSL entries sites correspond to the repressive TADs. Thus, we propose that X-linked genes with male germ line functions are more likely to be in repressive TADs, where they can show increased expression as a result of derepression. Indeed, in our previous results from gene expression profiling of hemizygote files with autosomal deletions , we observed that genes with male-biased expression in spermatocytes are derepressed in females when those repressive TADs are disrupted by deletions. There has been strong evolutionary pressure to relocate genes with male germ line function off the X chromosomes [72,73,74]. Those that remain might use derepression to achieve high expression even on the single X.
We suggest the hypothesis that MSL complex-independent X chromosome dosage compensation exists in Drosophila melanogaster. We suggest that this non-canonical dosage compensation mechanism involves regional derepression of one-dose X chromosome genes in males, which are repressed in their two-dose state in females. We further suggest that this mechanism works to compliment gene-by-gene regulation and the chromosome-wide effects of MSL. This hypothesis has implications for the X chromosome dosage compensation evolution in systems where chromosome-wide mechanisms are active in either sex, as well as for evolution of gene content on the X in Drosophila.
Materials and methods
TADs information used in this study
We obtained LAD information from , HiC domains from  and DamID-based chromatin domains from . All these results were generated based on Drosophila reference genome release 5. We used Flybase 5.57 gene model  in describing genes within such TADs. We defined genes to belong to TADs only when both boundaries of a gene are located in a TAD region. We performed our gene ontology analysis in FlyMine version 45.1 . Results in the Additional file 1 represents significantly enriched terms, adjusted p value < 0.05, after Holm-Bonferroni correction.
Drosophila cell line data from modENCODE studies
We used our previous results on RNA-Seq expression profiles of Drosophila Kc and S2 cells  for this study after updating gene IDs to FlyBase 5.57. We used FPKM > 1 as an expression cutoff based on the top 99th percentile of the intergenic FPKM signals (0.87 and 0.98 for Kc and S2 cells, respectively). We used the following chromatin immunoprecipitation (ChIP)-on-chip results from modENCODE study (model organism ENcyclopedia of DNA Elements) . modENCODE submission IDs 3043 and 3044 for MOF binding in Kc and S2 cells, respectively, ID 318 for Histone H4K16 acetylation in Kc cells, IDs 319 and 320 for H4K16Ac in S2 cells, IDs 303 and 3170 for H3K36me3 in S2 cells and ID 307 for H3K36me3 in Kc cells. In our description of H4K16Ac and H3K36me3 levels in S2 cells in Fig. 2 and Additional file 2, we used median values from these two different submissions. We obtained MSL-1 binding results from modENCODE submission ID 3293. These datasets can also be obtained from Gene Expression Omnibus (GEO,  with these accession IDs: GSE27805-6, GSE20797-9 and GSE32762. modENCODE study  provided smoothed log-intensity values between ChIP signal and the input signal, called M values, whose processed mean is shifted to 0. We used median M values within gene boundaries in describing MOF/MSL-1 binding or H4K16 acetylation in Fig. 2a–i and Fig. 3 (Additional file 3). MOF binding and H4K16 acetylation enriched/non-enriched regions in Fig. 4 directly followed peak-calls from the original study.
Salivary gland expression profiles and ChIP-Seq results
We obtained microarray expression profiling and ChIP-Seq results from the third instar larva salivary glands for MOF binding and Histone H4K16 acetylation from . The gene expression profiles were provided as GCRMA (GC Robust Multi-array Average, )-normalized signal intensities, and we used the top 99 percentiles of signals from non-Drosophila control probes as an expression cutoff. We demonstrated the median values from three replicates in Fig. 1c–e. The original results can be found from ArrayExpress  with accession ID of E-MEXP-3506. ChIP-Seq results for MOF binding and H4K16 acetylation, from the same study, can be accessed with ArrayExpress ID E-MTAB-911. In the result, the authors performed analysis with DESeq  to calculate log2 fold changes between ChIP and input samples for non-overlapping 25 bp windows across the genome. We used median values of such log2 fold changes within gene boundaries in describing the ChIP results in Fig. 2j–o.
MSL entry sites
We used 150 CES that were characterized by ChIP-chip and ChIP-Seq studies  to generate a position weight matrix for MSL complex binding using MEME (Multiple EM for Motif Elicitation) suite version 4.11.2 . We set the length of the motif to be 21 bp to match with the original CES study. Using the position weight matrix, we identified locations with MREs across the Drosophila genome release 5. We used FIMO 4.11.2 (Find Individual Motif Occurrences,  in this identification with Expect value (E value) threshold of 1.0e−05. In our description of MRE/CES occurrence in Fig. 2, we randomly shuffled positions of TADs on X chromosome genome using Bedtools 2.26.0  while preserving the sizes of TADs. The results in Fig. 2r, s demonstrate overlap between such shuffled TADs and MRE/CES from 2000 randomizations.
S2 cell RNAi results for MSL knockdown and roX mutant larvae
We used mof, msl-1, msl-3 knockdown results from a microarray study  (ArrayExpress E-MEXP-1505). For the estimation of gene expression changes, we used Robust Multi-array Average (RMA)  method for background adjustment and normalization and filtered out genes of which FPKM value is less than 1 from the S2 cell RNA-Seq result . We use R limma package version 3.28.21  as in the official manual for our differential expression analysis. We obtained the microarray study of the msl-2 knockdown data from . We conducted the same data handling process as above. We also re-analyzed RNA-Seq results from  (GEO GSE16344). We used HISAT 2.0.4  for the mapping of sequencing reads to Drosophila genome release 5. We used a parameter for unpaired sequencing (−U) in running HISAT. We measured gene-level read abundances with HTSeq 0.6.1  with the default setting. From the counting result, we used polyA+ protein-coding genes that have more than 1 count per million mapped reads from any of the four samples (two controls and two RNAi) in our differential expression analysis. We performed differential expression analysis using DESeq 2 . In Fig. 4, we demonstrated genes of which expression is more than 1 FPKM, which we also used to filter microarray results from MSL knockdown.
We re-analyzed the results from a previous study of mutant larvae that are null for roX1 and roX2 . We performed the RMA normalization. The normalized signals had a bimodal distribution that is a mixture of two Gaussian distributions corresponding to signals from expressed genes versus that of experimental background and lowly expressed genes . We generated a fitting model for the second distribution with the Expectation–Maximization method . We took the top 99.9 percentile of it (= RMA 5.11) as the expression cutoff. We used R limma package for the differential expression analysis as described above.
Chromosome entry sites
Dosage compensation complex
Fragments Per Kilobase of transcript per Million mapped reads
Gene Expression Omnibus
Histone H4 lysine 16 acetylation
Model organism ENcyclopedia of DNA Elements
Males absent on the first
Male-specific lethal complex
Topologically associated domain
Birchler JA, Veitia RA. Gene balance hypothesis: connecting issues of dosage sensitivity across biological disciplines. Proc Natl Acad Sci USA. 2012;109:14746–53.
Sheltzer JM, Amon A. The aneuploidy paradox: costs and benefits of an incorrect karyotype. Trends Genet. 2011;27:446–53.
Ercan S. Mechanisms of X chromosome dosage compensation. J Genomics. 2015;3:1–19.
Disteche CM. Dosage compensation of the sex chromosomes. Annu Rev Genet. 2012;46:537–60.
Ferrari F, Alekseyenko AA, Park PJ, Kuroda MI. Transcriptional control of a whole chromosome: emerging models for dosage compensation. Nat Struct Mol Biol. 2014;21:118–25.
Lucchesi JC, Kelly WG, Panning B. Chromatin remodeling in dosage compensation. Annu Rev Genet. 2005;39:615–51.
Lucchesi JC, Kuroda MI. Dosage compensation in Drosophila. Cold Spring Harb Perspect Biol. 2015. https://doi.org/10.1101/cshperspect.a019398.
Birchler JA. Parallel universes for models of X chromosome dosage compensation in Drosophila: a review. Cytogenet Genome Res. 2016;148:52–67.
Gelbart ME, Kuroda MI. Drosophila dosage compensation: a complex voyage to the X chromosome. Development. 2009;136:1399–410.
Larschan E, Bishop EP, Kharchenko PV, Core LJ, Lis JT, Park PJ, et al. X chromosome dosage compensation via enhanced transcriptional elongation in Drosophila. Nature. 2011;471:115–8.
Kuroda MI, Hilfiker A, Lucchesi JC. Dosage compensation in Drosophila-a model for the coordinate regulation of transcription. Genetics. 2016;204:435–50.
Conrad T, Cavalli FMG, Vaquerizas JM, Luscombe NM, Akhtar A. Drosophila dosage compensation involves enhanced Pol II recruitment to male X-linked promoters. Science. 2012;337:742–6.
Straub T, Becker PB. Comment on “Drosophila dosage compensation involves enhanced Pol II recruitment to male X-linked promoters”. Science. 2013;340:273.
Ferrari F, Jung YL, Kharchenko PV, Plachetka A, Alekseyenko AA, Kuroda MI, et al. Comment on “Drosophila dosage compensation involves enhanced Pol II recruitment to male X-linked promoters”. Science. 2013;340:273.
Bhadra U, Pal-Bhadra M, Birchler JA. Role of the male specific lethal (msl) genes in modifying the effects of sex chromosomal dosage in Drosophila. Genetics. 1999;152:249–68.
Pal-Bhadra M, Bhadra U, Kundu J, Birchler JA. Gene expression analysis of the function of the male-specific lethal complex in Drosophila. Genetics. 2005;169:2061–74.
Sun L, Fernandez HR, Donohue RC, Li J, Cheng J, Birchler JA. Male-specific lethal complex in Drosophila counteracts histone acetylation and does not mediate dosage compensation. Proc Natl Acad Sci U S A. 2013;110:E808–17.
Alekseyenko AA, Peng S, Larschan E, Gorchakov AA, Lee O-K, Kharchenko P, et al. A sequence motif within chromatin entry sites directs MSL establishment on the Drosophila X chromosome. Cell. 2008;134:599–609.
Straub T, Grimaud C, Gilfillan GD, Mitterweger A, Becker PB. The chromosomal high-affinity binding sites for the Drosophila dosage compensation complex. PLoS Genet. 2008;4:e1000302.
Lott SE, Villalta JE, Schroth GP, Luo S, Tonkin LA, Eisen MB. Noncanonical compensation of zygotic X transcription in early Drosophila melanogaster development revealed through single-embryo RNA-seq. PLoS Biol. 2011;9:e1000590.
Gupta V, Parisi M, Sturgill D, Nuttall R, Doctolero M, Dudko OK, et al. Global analysis of X-chromosome dosage compensation. J Biol. 2006;5:3.
Philip P, Stenberg P. Male X-linked genes in Drosophila melanogaster are compensated independently of the Male-Specific Lethal complex. Epigenetics Chromatin. 2013;6:35.
Zhang Y, Malone JH, Powell SK, Periwal V, Spana E, Macalpine DM, et al. Expression in aneuploid Drosophila S2 cells. PLoS Biol. 2010;8:e1000320.
Lee H, McManus CJ, Cho D-Y, Eaton M, Renda F, Somma MP, et al. DNA copy number evolution in Drosophila cell lines. Genome Biol. 2014;15:R70.
Lee H, Cho D-Y, Whitworth C, Eisman R, Phelps M, Roote J, et al. Effects of gene dose, chromatin, and network topology on expression in Drosophila melanogaster. PLoS Genet. 2016;12:e1006295.
Chen Z-X, Oliver B. X chromosome and autosome dosage responses in Drosophila melanogaster Heads. G3. 2015;5:1057–63.
Malone JH, Cho D-Y, Mattiuzzo NR, Artieri CG, Jiang L, Dale RK, et al. Mediation of Drosophila autosomal dosage effects and compensation by network interactions. Genome Biol. 2012;13:r28.
Disteche CM. Dosage compensation of the sex chromosomes and autosomes. Semin Cell Dev Biol. 2016;56:9–18.
Lau AC, Csankovszki G. Balancing up and downregulation of the C. elegans X chromosomes. Curr Opin Genet Dev. 2015;31:50–6.
Deng X, Hiatt JB, Nguyen DK, Ercan S, Sturgill D, Hillier LW, et al. Evidence for compensatory upregulation of expressed X-linked genes in mammals, Caenorhabditis elegans and Drosophila melanogaster. Nat Genet. 2011;43:1179–85.
McDonel P, Jans J, Peterson BK, Meyer BJ. Clustered DNA motifs mark X chromosomes for repression by a dosage compensation complex. Nature. 2006;444:614–8.
Vielle A, Lang J, Dong Y, Ercan S, Kotwaliwale C, Rechtsteiner A, et al. H4K20me1 contributes to downregulation of X-linked genes for C. elegans dosage compensation. PLoS Genet. 2012;8:e1002933.
Kramer M, Kranz A-L, Su A, Winterkorn LH, Albritton SE, Ercan S. Developmental dynamics of X-chromosome dosage compensation by the DCC and H4K20me1 in C. elegans. PLoS Genet. 2015;11:e1005698.
Wells MB, Snyder MJ, Custer LM, Csankovszki G. Caenorhabditis elegans dosage compensation regulates histone H4 chromatin state on X chromosomes. Mol Cell Biol. 2012;32:1710–9.
Lau AC, Zhu KP, Brouhard EA, Davis MB, Csankovszki G. An H4K16 histone acetyltransferase mediates decondensation of the X chromosome in C. elegans males. Epigenetics Chromatin. 2016;9:44.
Petty EL, Collette KS, Cohen AJ, Snyder MJ, Csankovszki G. Restricting dosage compensation complex binding to the X chromosomes by H2A.Z/HTZ-1. PLoS Genet. 2009;5:e1000699.
Crane E, Bian Q, McCord RP, Lajoie BR, Wheeler BS, Ralston EJ, et al. Condensin-driven remodelling of X chromosome topology during dosage compensation. Nature. 2015;523:240–4.
Kruesi WS, Core LJ, Waters CT, Lis JT, Meyer BJ. Condensin controls recruitment of RNA polymerase II to achieve nematode X-chromosome dosage compensation. Elife. 2013;2:e00808.
Snyder MJ, Lau AC, Brouhard EA, Davis MB, Jiang J, Sifuentes MH, et al. Anchoring of heterochromatin to the nuclear lamina reinforces dosage compensation-mediated gene repression. PLoS Genet. 2016;12:e1006341.
Kassis JA. Unusual properties of regulatory DNA from the Drosophila engrailed gene: three “pairing-sensitive” sites within a 1.6-kb region. Genetics. 1994;136:1025–38.
Kassis JA. 14-pairing-sensitive silencing, polycomb group response elements, and transposon homing in Drosophila. In: Dunlap JC, Wu C-T, editors. Advances in genetics. Cambridge: Academic Press; 2002. p. 421–38.
Morris JR, Chen JL, Geyer PK, Wu CT. Two modes of transvection: enhancer action in trans and bypass of a chromatin insulator in cis. Proc Natl Acad Sci USA. 1998;95:10740–5.
Lee AM, Wu C-T. Enhancer-promoter communication at the yellow gene of Drosophila melanogaster: diverse promoters participate in and regulate trans interactions. Genetics. 2006;174:1867–80.
van Bemmel JG, Pagie L, Braunschweig U, Brugman W, Meuleman W, Kerkhoven RM, et al. The insulator protein SU(HW) fine-tunes nuclear lamina interactions of the Drosophila genome. PLoS ONE. 2010;5:e15013.
Filion GJ, van Bemmel JG, Braunschweig U, Talhout W, Kind J, Ward LD, et al. Systematic protein location mapping reveals five principal chromatin types in Drosophila cells. Cell. 2010;143:212–24.
Sexton T, Yaffe E, Kenigsberg E, Bantignies F, Leblanc B, Hoichman M, et al. Three-dimensional folding and functional organization principles of the Drosophila genome. Cell. 2012;148:458–72.
Conrad T, Cavalli FMG, Holz H, Hallacli E, Kind J, Ilik I, et al. The MOF chromobarrel domain controls genome-wide H4K16 acetylation and spreading of the MSL complex. Dev Cell. 2012;22:610–24.
Lee H, McManus CJ, Cho D-Y, Eaton M, Renda F, Somma MP, et al. DNA copy number evolution in Drosophila cell lines. Genome Biol. 2014;15:R70.
Akhtar A, Becker PB. Activation of transcription through histone H4 acetylation by MOF, an acetyltransferase essential for dosage compensation in Drosophila. Mol Cell. 2000;5:367–75.
Kind J, Vaquerizas JM, Gebhardt P, Gentzel M, Luscombe NM, Bertone P, et al. Genome-wide analysis reveals MOF as a key regulator of dosage compensation and gene expression in Drosophila. Cell. 2008;133:813–28.
Kharchenko PV, Alekseyenko AA, Schwartz YB, Minoda A, Riddle NC, Ernst J, et al. Comprehensive analysis of the chromatin landscape in Drosophila melanogaster. Nature. 2011;471:480–5.
Larschan E, Alekseyenko AA, Gortchakov AA, Peng S, Li B, Yang P, et al. MSL complex is attracted to genes marked by H3K36 trimethylation using a sequence-independent mechanism. Mol Cell. 2007;28:121–33.
Schauer T, Ghavi-Helm Y, Sexton T, Albig C, Regnard C, Cavalli G, et al. Chromosome topology guides the Drosophila dosage compensation complex for target gene activation. EMBO Rep. 2017. https://doi.org/10.15252/embr.201744292.
Hamada FN, Park PJ, Gordadze PR, Kuroda MI. Global regulation of X chromosomal genes by the MSL complex in Drosophila melanogaster. Genes Dev. 2005;19:2289–94.
Feller C, Prestel M, Hartmann H, Straub T, Söding J, Becker PB. The MOF-containing NSL complex associates globally with housekeeping genes, but activates only a defined subset. Nucleic Acids Res. 2012;40:1509–22.
Malone JH, Oliver B. Microarrays, deep sequencing and the true measure of the transcriptome. BMC Biol. 2011;9:34.
Zhao S, Fung-Leung W-P, Bittner A, Ngo K, Liu X. Comparison of RNA-Seq and microarray in transcriptome profiling of activated T cells. PLoS ONE. 2014;9:e78644.
Stenberg P, Lundberg LE, Johansson A-M, Rydén P, Svensson MJ, Larsson J. Buffering of segmental and chromosomal aneuploidies in Drosophila melanogaster. PLoS Genet. 2009;5:e1000465.
McAnally AA, Yampolsky LY. Widespread transcriptional autosomal dosage compensation in Drosophila correlates with gene expression level. Genome Biol Evol. 2009;2:44–52.
Lundberg LE, Figueiredo MLA, Stenberg P, Larsson J. Buffering and proteolysis are induced by segmental monosomy in Drosophila melanogaster. Nucleic Acids Res. 2012;40:5926–37.
Peric-Hupkes D, Meuleman W, Pagie L, Bruggeman SWM, Solovei I, Brugman W, et al. Molecular maps of the reorganization of genome-nuclear lamina interactions during differentiation. Mol Cell. 2010;38:603–13.
Poleshko A, Shah PP, Gupta M, Babu A, Morley MP, Manderfield LJ, et al. Genome-nuclear lamina interactions regulate cardiac stem cell lineage restriction. Cell. 2017. https://doi.org/10.1016/j.cell.2017.09.018.
Charlesworth D, Charlesworth B, Marais G. Steps in the evolution of heteromorphic sex chromosomes. Heredity. 2005;95:118–28.
Bachtrog D. Sex chromosome evolution: molecular aspects of Y-chromosome degeneration in Drosophila. Genome Res. 2005;15:1393–401.
Ellegren H. Sex-chromosome evolution: recent progress and the influence of male and female heterogamety. Nat Rev Genet. 2011;12:157–66.
Blair Hedges S. The origin and evolution of model organisms. Nat Rev Genet. 2002;3:838–49.
Krylov DM, Wolf YI, Rogozin IB, Koonin EV. Gene loss, protein sequence divergence, gene dispensability, expression level, and interactivity are correlated in eukaryotic evolution. Genome Res. 2003;13:2229–35.
Zhang Y, Oliver B. An evolutionary consequence of dosage compensation on Drosophila melanogaster female X-chromatin structure? BMC Genom. 2010;11:6.
Bachtrog D, Toda NRT, Lockton S. Dosage compensation and demasculinization of X chromosomes in Drosophila. Curr Biol. 2010;20:1476–81.
Rastelli L, Richman R, Kuroda MI. The dosage compensation regulators MLE, MSL-1 and MSL-2 are interdependent since early embryogenesis in Drosophila. Mech Dev. 1995;53:223–33.
Franke A, Dernburg A, Bashaw GJ, Baker BS. Evidence that MSL-mediated dosage compensation in Drosophila begins at blastoderm. Development. 1996;122:2751–60.
Parisi M, Nuttall R, Naiman D, Bouffard G, Malley J, Andrews J, et al. Paucity of genes on the Drosophila X chromosome showing male-biased expression. Science. 2003;299:697–700.
Sturgill D, Zhang Y, Parisi M, Oliver B. Demasculinization of X chromosomes in the Drosophila genus. Nature. 2007;450:238–41.
Reinke V, Smith HE, Nance J, Wang J, Van Doren C, Begley R, et al. A global profile of germline gene expression in C. elegans. Mol Cell. 2000;6:605–16.
McQuilton P, St Pierre SE, Thurmond J, FlyBase Consortium. FlyBase 101–the basics of navigating FlyBase. Nucleic Acids Res. 2012;40:D706–14.
Lyne R, Smith R, Rutherford K, Wakeling M, Varley A, Guillier F, et al. FlyMine: an integrated database for Drosophila and Anopheles genomics. Genome Biol. 2007;8:R129.
Barrett T, Wilhite SE, Ledoux P, Evangelista C, Kim IF, Tomashevsky M, et al. NCBI GEO: archive for functional genomics data sets–update. Nucleic Acids Res. 2013;41:D991–5.
Wu Z, Irizarry RA, Gentleman R, Martinez-Murillo F, Spencer F. A model-based background adjustment for oligonucleotide expression arrays. J Am Stat Assoc. 2004;99:909–17.
Kolesnikov N, Hastings E, Keays M, Melnichuk O, Tang YA, Williams E, et al. ArrayExpress update–simplifying data submissions. Nucleic Acids Res. 2015;43:D1113–6.
Anders S, Huber W. Differential expression analysis for sequence count data. Genome Biol. 2010;11:R106.
Bailey TL, Boden M, Buske FA, Frith M, Grant CE, Clementi L, et al. MEME SUITE: tools for motif discovery and searching. Nucleic Acids Res. 2009;37:W202–8.
Grant CE, Bailey TL, Noble WS. FIMO: scanning for occurrences of a given motif. Bioinformatics. 2011;27:1017–8.
Quinlan AR, Hall IM. BEDTools: a flexible suite of utilities for comparing genomic features. Bioinformatics. 2010;26:841–2.
Irizarry RA, Hobbs B, Collin F, Beazer-Barclay YD, Antonellis KJ, Scherf U, et al. Exploration, normalization, and summaries of high density oligonucleotide array probe level data. Biostatistics. 2003;4:249–64.
Ritchie ME, Phipson B, Wu D, Hu Y, Law CW, Shi W, et al. Limma powers differential expression analyses for RNA-sequencing and microarray studies. Nucleic Acids Res. 2015;43:e47.
Kim D, Langmead B, Salzberg SL. HISAT: a fast spliced aligner with low memory requirements. Nat Methods. 2015;12:357–60.
Love MI, Huber W, Anders S. Moderated estimation of fold change and dispersion for RNA-seq data with DESeq2. Genome Biol. 2014;15:550.
Deng X, Koya SK, Kong Y, Meller VH. Coordinated regulation of heterochromatic genes in Drosophila melanogaster males. Genetics. 2009;182:481–91.
Hebenstreit D, Fang M, Gu M, Charoensawan V, van Oudenaarden A, Teichmann SA. RNA sequencing reveals two major classes of gene expression levels in metazoan cells. Mol Syst Biol. 2011;7:497.
Moon TK. The expectation-maximization algorithm. IEEE Signal Process Mag. 1996;13:47–60.
Vaquerizas JM, Suyama R, Kind J, Miura K, Luscombe NM, Akhtar A. Nuclear pore proteins nup153 and megator define transcriptionally active regions in the Drosophila genome. PLoS Genet. 2010;6:e1000846.
Larschan E, Bishop EP, Kharchenko PV, Core LJ, Lis JT, Park PJ, et al. X chromosome dosage compensation via enhanced transcriptional elongation in Drosophila. Nature. 2011;471:115–8.
Ramírez F, Lingg T, Toscano S, Lam KC, Georgiev P, Chung H-R, et al. High-affinity sites form an interaction network to facilitate spreading of the MSL complex across the X chromosome in Drosophila. Mol Cell. 2015;60:146–62.
Albritton SE, Ercan S. Caenorhabditis elegans dosage compensation: insights into condensin-mediated gene regulation. Trends Genet. 2018;34:41–53.
HL and BO conceived and designed the analyses. HL performed computational analysis and wrote the manuscript. BO edited and critiqued. Both authors read and approved the final manuscript.
We thank the members of the Oliver lab for their helpful discussions and Dr. Per Stenberg and Dr. Sergey V. Razin for kindly sharing processed results from their studies. We utilized the high-performance computational capabilities of the Biowulf Linux cluster at the NIH, Bethesda, MD. This research was supported by the Intramural Research Program of the NIH, the National Institute of Diabetes and Digestive and Kidney Diseases (NIDDK).
The authors declare that they have no competing interests.
Availability of data and materials
The datasets analyzed during the current study are available in the GEO and ArrayExpress repositories. We used modENCODE ChIP-chip results that are available in GEO with these accession IDS: GSE27805-6, GSE20797-9 and GSE32762. The salivary glands results are in ArrayExpress (E-MTAB-911 and E-MEXP-3506). We re-analyzed MSL complex knockdown results from GEO GSE16344 and ArrayExpress E-MEXP-1505. We obtained gene expression profiles for the roX mutant larvae from GEO GSE3990.
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This work was supported by the Intramural Research Programs of the National Institutes of Health (NIH), National Institute of Diabetes and Digestive and Kidney Diseases, to BO, and Korean Visiting Scientist Training Award (KVSTA, HI13C1282) to HL.
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Lee, H., Oliver, B. Non-canonical Drosophila X chromosome dosage compensation and repressive topologically associated domains. Epigenetics & Chromatin 11, 62 (2018). https://doi.org/10.1186/s13072-018-0232-y
- Dosage compensation
- Drosophila melanogaster
- MSL complex
- Topologically associated domain
- Lamina-associated domain