- Research article
- Open Access
Faced with inequality: chicken do not have a general dosage compensation of sex-linked genes
© Ellegren et al; licensee BioMed Central Ltd. 2007
- Received: 31 August 2007
- Accepted: 20 September 2007
- Published: 20 September 2007
The contrasting dose of sex chromosomes in males and females potentially introduces a large-scale imbalance in levels of gene expression between sexes, and between sex chromosomes and autosomes. In many organisms, dosage compensation has thus evolved to equalize sex-linked gene expression in males and females. In mammals this is achieved by X chromosome inactivation and in flies and worms by up- or down-regulation of X-linked expression, respectively. While otherwise widespread in systems with heteromorphic sex chromosomes, the case of dosage compensation in birds (males ZZ, females ZW) remains an unsolved enigma.
Here, we use a microarray approach to show that male chicken embryos generally express higher levels of Z-linked genes than female birds, both in soma and in gonads. The distribution of male-to-female fold-change values for Z chromosome genes is wide and has a mean of 1.4–1.6, which is consistent with absence of dosage compensation and sex-specific feedback regulation of gene expression at individual loci. Intriguingly, without global dosage compensation, the female chicken has significantly lower expression levels of Z-linked compared to autosomal genes, which is not the case in male birds.
The pronounced sex difference in gene expression is likely to contribute to sexual dimorphism among birds, and potentially has implication to avian sex determination. Importantly, this report, together with a recent study of sex-biased expression in somatic tissue of chicken, demonstrates the first example of an organism with a lack of global dosage compensation, providing an unexpected case of a viable system with large-scale imbalance in gene expression between sexes.
- Somatic Tissue
- Dosage Compensation
- Chicken Genome
- Male Expression
- Sexual Antagonism
The existence of males and females in sexually reproducing organisms and the associated difference in phenotypic optima between sexes imposes an intergenomic conflict in both the evolution of gene sequences and of gene expression. With the exception of the minority of the genome being confined to one sex, as for Y-chromosome sequences, there is thus a trade-off in the evolutionary genetic interests of the two sexes. One way organisms might respond to such sexual antagonism is to evolve sex-biased gene expression, in which the fixation of a sexually antagonistic allele (beneficial in one sex whilst being costly to the other) is followed by the evolution of modifiers to down-regulate gene expression in one sex . It is increasingly recognized, using transcriptome profiling, that a significant proportion of the protein-coding genome has differential expression levels in males and females [2–4]. Many of these genes would be sex-biased in one or a few tissues only , so the total number of genes found to be sex-biased typically increases with number of tissues analysed; data from Drosophila melanogaster  and mice  indicate that as much as 50% of all protein-coding genes might be subject to sex-specific regulation of mRNA expression. Moreover, experimental work in Drosophila melanogaster confirms the frequent genomic occurrence of sexually antagonistic alleles and their response to selection [5, 6].
In line with theoretical predictions for the probability of fixation of sexually antagonistic mutations , it has been observed that genes with sex-biased expression are non-randomly distributed in the genome. For example, male-biased genes expressed in somatic tissue of nematodes, flies and mammals are underrepresented on the X chromosome, and the same applies to genes expressed post meiosis in germ line [8–11]. In birds, male-biased genes are over-represented on the Z chromosome [12–14]. It has been shown experimentally in Drosophila melanogaster that the X is unusual when it comes to genes conferring sexual antagonism .
An obvious alternative explanation for the observation of sex-differential expression of sex-linked genes derives from the fact that gene dose differs between sexes. However, it is well known that organisms have evolved various mechanisms for equilibrating the expression of X-linked genes in males and females (dosage compensation), including X chromosome inactivation in mammals, up-regulation of gene expression on the single X chromosome of Drosophila males and down-regulation of gene expression of both X chromosomes of Caenorhabditis elegans hermaphrodites [16, 17]. With the exception of individual genes that escape dosage compensation , sex-linked gene dose should therefore not be expected to lead to overall differences in expression levels between males and females. Intriguingly, in birds the status of dosage compensation is unclear [19, 20]. Early work of sex-linked plumage traits in chicken and other bird species provided no evidence for a compensating mechanism , and this was followed by the landmark observation of a double dose of the Z-linked liver enzyme aconitase expressed in males compared to females . Moreover, the absence of sex chromatin and the synchronous replication of the two Z chromosomes in males indicate that there is no Z chromosome inactivation [22, 24, 25]. More recent studies using real-time PCR experiments have added a further dimension to the question because the pattern that emerges is a heterogeneous one, with several examples of genes expressed at similar levels in the two sexes [23, 25, 26]. Importantly, a recent microarray-based study of global gene expression in somatic tissue has indicated that dosage compensation of sex-linked genes in chicken is less effective than is the case in mammals . To study this in some further detail we have taken a genome-wide microarray approach to analyse sex-biased gene expression in both somatic tissue and gonads of chicken. Our data suggest that, overall, dosage compensation does not occur in chicken, meaning that the majority of sex-linked genes is expressed at lower levels in females than in males and that, in females but not in males, the expression levels of sex-linked genes are generally lower than of autosomal genes.
Characterization of sex-biased gene expression in chicken
We used an oligonucleotide microarray (Affymetrix; 32773 transcripts, corresponding to over 28000 genes and thought to represent the majority of all protein-coding genes in the chicken genome) to measure expression levels in soma (brain and heart) and gonads (testes and ovary) of 18-day-old embryos. In total, there were 4665 out of 19743 (23.6%) surveyed genes with detectable expression that had a fold-change greater than 1.5 (corrected p < 0.05) between the two sexes. The proportion of genes showing sex-biased gene expression was highest in gonads 25.7% (4494/17438) followed by heart 1.8% (277/15398) and brain 1.7% (286/16846). Overall, there were about as many genes with higher expression level in males (2268) as there were in females (2408) (Additional files 1 and 2). Relatively few genes were differentially expressed in more than one tissue (Additional file 3).
The genomic distribution of sex-biased genes
Genomic distribution of genes showing sex-biased expression in chicken at >1.5 fold-change and a corrected p < 0.05 (number of genes in parantheses)
For a fold-change cut off of 1.5 (corrected p < 0.05), 479 out of 623 Z-linked genes on the array (75.2%) showed male-biased expression in at least one tissue. At a fold-change of 2, 47.3% were male-biased. While these results would be consistent with theoretical expectations for the genomic distribution of (at least partially) dominant mutations, the enrichment of male-biased genes on the Z chromosome is so pronounced that general dosage compensation must be questioned. In the case of female heterogamety, dominant gain-of-function male-advantageous mutations are expected to be favoured on Z because they are more often exposed to positive than negative selection, as Z is in males two-thirds of the time . However, it seems unrealistic that the great majority of all genes on the avian Z chromosome would evolve under sexual antagonism. Moreover, while an active and probably selectively favourable transfer of genes between autosomes and the X chromosome via retroposition has been documented in mammals  and Drosophila , the inability of the reverse transcriptase encoded by the avian CR1 LINE element to copy polyadenylated mRNA has generally prevented retrogene movements in the avian genome .
Absence of dosage compensation in gonads and soma
In a previous study we showed that microarray hybridization tend to underestimate sex-related differences in expression of Z-linked genes in chicken, as calibrated against data from real-time PCR experiments . This would indicate that our mean fold-change values of 1.42 (soma) and 1.63 (gonads) probably reflect true fold-change values closer to 2. Importantly, these previous experiments give independent technical support for higher male than female expression of Z-linked genes in chicken. For nine Z-linked genes where microarrays revealed fold-change estimates of 1.20–1.64 (mean = 1.41) times higher expression in males than females, real-time PCR showed 1.44–2.12 (mean = 1.82) times higher male expression . Moreover, there is a relatively strong correlation between fold-change estimates from microarray hybridization and real-time PCR (r2 = 0.54, p < 0.01, Additional file 4). Moreover, a similar conclusion was reached by Itoh et al  who performed real-time PCR experiments with 18 zebra finch (Taeniopygia guttata) or chicken genes for which data on sex-biased expression was available from microarrays. The mean fold-change in their study was 1.55 for microarray data and 1.99 for real-time PCR (r2 = 0.80, p < 0.001). In light of this, our data is most easily conceived in the absence of large-scale dosage compensation in chicken.
Unbiased genes on the Z chromosome
In mammals, about 15% of X-linked genes escape dosage compensation through X chromosome inactivation  and it has been shown that genomic features such as the density of retrotransposon  and microsatellite repeats , sequence motifs [38–40], and CpG islands [18, 41] correlate with the distribution of genes that are not repressed by epigenetic modification. Consistent with an absence of dosage compensation, we found no relationship between the degree and direction of sex-biased expression on the Z chromosome and neither GC content or the density of genes and CR1 retrotransposons (r2<0.01, not significant). However, fold-change values for individual genes are related to chromosome position with higher estimates on the q arm (mean gonads = 1.75, mean soma = 1.47) than on the p arm (mean gonads = 1.50, mean soma = 1.37, p < 0.005 in both cases). This suggests that the distribution of fold-change values over the Z chromosome is related to the evolutionary history of sex chromosomes. Similar to the case in mammals , avian sex chromosome evolution has been characterized by step-wise cessation of recombination between the Z and W chromosomes that have generated at least two evolutionary strata, roughly corresponding to the p and q arms . Interestingly, the absence of dosage compensation would facilitate the fixation of male-beneficial mutations because the default situation is higher gene expression in males than in females. However, as the accumulation of sexually antagonistic mutations and the subsequent sex-specific regulation of expression levels are likely to be slow processes, the incidence of genes with pronounced sex-biased expression should increase with time since arrest of recombination between Z and W, which is observed herein.
Unequal expression levels of sex-linked and autosomal genes in female birds
It has recently been recognized that gene expression from the single (active) X chromosome of mammals is up-regulated to harmonize levels of autosomal gene expression [33, 44] and similar adjustment occur in worms and flies . However, in female chicken, mean autosomal gene expression is 39% higher in somatic tissue (mean = 7.44. 95% CI = 7.39–7.48), and 43% higher in gonads (mean = 7.82, 95% CI = 7.78–7.86), than Z-linked gene expression (soma, mean = 6.97, 95% CI = 6.77–7.15, p < 0.001; gonads, mean = 7.32, 95% CI = 7.12–7.52, p < 0.001) (Figure 4, Additional file 7). Somatic expression levels of Z-linked genes in males are, on average, very similar to those of autosomal genes (mean log2 hybridization intensities of 7.48 (95% confidence interval (CI) = 7.28–7.68) and 7.44 (95% CI = 7.40–7.48), p = 0.37 by bootstrapping), while in gonads Z-linked expression is in fact somewhat higher (mean = 8.02, 95% CI = 7.82–8.22) than autosomal expression (mean = 7.74, 95% CI = 7.70–7.79, p = 0.006). In addition to the inequality in sex-linked gene expression between males and females, in chicken there is thus also an imbalance in sex-linked and autosomal gene expression in one of the sexes.
Comparison to the study of Itoh et al 
Itoh et al  used a chicken oligonucleotide array and a small zebra finch cDNA array to demonstrate that expression levels of Z-linked genes in somatic tissue of these bird species are generally lower in females than in males. In the general sense, our study confirms the unexpected results of Itoh and co-workers , highlighting an unprecedented case of organisms in which the supposedly ubiquitous occurrence of dosage compensation of sex-linked genes is now shown to be weak or absent. However, there are also some differences between the two studies. The inclusion of gonads in the present study, but not by Itoh et al , is important because the proportion of genes showing sex-biased expression in gonads is much higher than in somatic tissue and because both the genomic distribution of sex-biased genes and the pattern of dosage compensation have been shown to differ between somatic tissue and germ line in other organisms [11, 45]. Nevertheless, as for somatic tissue, we find that Z-linked gene expression in gonads is lower in females than in males, and that Z-linked expression in females is lower than autosomal expression. If anything, the difference between the sexes is more pronounced for gonads (mean fold-change of 1.63) than for somatic tissue (1.42).
Our study also adds other perspectives to the way the dose of sex-linked genes in chicken relates to expression levels. We show that, for genes on the Z chromosome that are not sex-biased, this is most likely achieved by down-regulation of male expression rather than up-regulation of female expression. We find that unbiased and sex-biased genes differ with respect to gene ontology, while there is no clear association between bias in gene expression and genomic parameters such as repeat content and base composition. However, there is a more distinct sex-bias in expression for genes on the evolutionarily older q arm than on the p arm.
Perhaps most importantly, while Itoh et al  concluded that dosage compensation is ineffective in birds, we question whether it occurs at all in the sense of a chromosome-wide mechanism for the general adjustment of expression levels of sex-linked genes in one or both of the sexes. As argued above, the observation of 1.4–1.6 times higher Z-linked expression in males than in females coupled with the facts that microarray hybridization tend to underestimate fold-change when calibrated against real-time PCR experiments and that negative feedback or autoregulation of expression is likely to occur at the level of individual genes, suggests to us that microarray data do not provide support for the existence of dosage compensation in birds.
Chicken is the prime avian model. If we assume that the absence of large-scale dosage compensation in chicken is representative for other birds this obviously raises the question of how birds can cope with an imbalance in the expression levels of sex-linked genes in males and females. A similar question can be raised for the relative levels of gene expression of Z-linked and autosomal genes in females. As stated by Graves , "...the Z is a large chromosome, containing thousands of genes, and it would be remarkable if none of them were dosage-sensitive. An extra copy of most human autosomes is lethal in embryonic or fetal life". Possible explanations to this puzzling situation include that there would be less need for compensation, that there are constraints preventing large-scale compensation to evolve, or that compensation indeed does occur but at the post-transcriptional level.
One consequence of a lack of avian dosage compensation is that an excess of male-biased genes seen on the Z chromosome might not necessarily be related to the predictions from the fixation probability of sex-linked, sexually antagonistic mutations [12, 13]. A critical test of these hypotheses would thus require other approaches than measuring the abundance of male-biased and female-biased genes on the Z chromosome.
The extensive sex difference in the expression of Z-linked genes would contribute to sexual dimorphism , which in many cases must be adaptive. It is noteworthy in this respect that sexual selection  and sexual dimorphism  are particularly pronounced in birds compared to many other organisms. Moreover, it is possible that large-scale differences in sex-linked gene expression between male and female birds are directly or indirectly related to avian sex determination, the mechanism of which is still a matter of debate. One model posits that Z chromosome dose determines sex in birds. If correct, absence of dosage compensation could either broadly affect the expression of critical components of the sex determining pathway or could be an indirect means for ensuring differential expression of a possible single sex-determining Z-linked gene, such as DMRT1 [48, 49].
Fertilized eggs from White Leghorn fowl were purchased from OVA Production (Morgongåva, Sweden). The eggs were incubated at 37.5°C and 60% relative humidity, and were turned every 3 h. After 18 days of incubation (ed18), the embryos were euthanized by decapitation. A piece from the apical part of the heart was collected and the left gonad and the brain were excised. The cerebellum, the optic lobes and the cerebral hemispheres were removed from the brain and, consequently, the brain sample included the intact diencephalon and remaining parts from other regions. The samples were immediately frozen in liquid nitrogen and then stored at -70°C. The embryos were sexed by ocular inspection of the gonads and Müllerian ducts.
RNA preparation and microarray hybridization
Heart, left gonads and diencephalon from each of four male and four female embryos were homogenized by syringe and needle followed by use of the Homogenizer system (Invitrogen, Carlsbad, CA, USA). RNA was extracted from heart and brain homogenates with the PureLink Micro-to-Midi Total RNA Purification System (Invitrogen), and RNA was then DNase treated with a DNA-free kit (Ambion, Austin, TX, USA). Due to limited amounts of available tissue, gonad RNA extraction was performed with an RNeasy Micro Kit (Qiagen, Hilden, Germany) with integrated DNase treatment. RNA concentration was measured with ND-1000 spectrophotometer (NanoDrop Technologies, Wilmington, DE) and RNA quality was evaluated using the Agilent 2100 Bioanalyzer system (Agilent Technologies Inc, Palo Alto, CA). A total of 2 μg of total RNA from each sample were used to prepare biotinylated fragmented cRNA according to the GeneChip® Expression Analysis Technical Manual (Rev. 5, Affymetrix Inc., Santa Clara, CA, USA). Chicken Affymetrix GeneChip expresssion arrays were hybridized for 16h in a 45°C incubator, rotated at 60 rpm. According to the GeneChip® Expression Analysis Technical Manual (Rev. 5, Affymetrix Inc.), the arrays were then washed and stained using the Fluidics Station 450 and finally scanned using the GeneChip® Scanner 3000 7G. In total, 24 hybridizations were made (4 individuals × 3 tissues × 2 sexes); however, three samples failed to meet Affymetrix quality control criteria and were removed from further analysis (heart and brain from one male, and gonads from one female).
Microarray data analysis
All pre-processing and statistical analysis of microarray data was performed in R  version 2.4.1 using Bioconductor packages release 1.9 . The CEL files were processed using GCRMA , a background adjustment method taking into account the GC content of probes when assessing non-specific binding, followed by quantile normalization and median-polish summarization of probe intensities into probe set intensities. A linear model was fitted to the log2 of the expression levels based on all probe sets and considering sex and tissue as a combined factor using the Limma package . After pre-processing and linear model fitting the probe sets were filtered on expression; an expression threshold was set on both average expression level and absent/present calls from the R implementation of the Affymetrix MAS 5.0 algorithm. Only probe sets with average expression over a defined threshold and present in more than half of the samples within at least one tissue-sex combination were considered as significantly expressed. This resulted in 15398 probe sets for heart, 16846 for brain and 17438 for gonads, and these probe sets composed the reference for analysis of differently expressed genes between the sexes.
Annotation of probe sets
Annotations for the probe sets were extracted from Ensembl  via biomRt in R. The Ensembl mapping of probe sets is based on alignments of individual probes to the chicken genome version 2.1 (WASHUC2 May 2006) and covers 21885 of the 37693 chicken-specific probe sets, which is close to the total number of protein-coding genes in the chicken genome identified by Ensembl. Several transcripts are represented by more than one probe set; the 21885 probe sets with annotation corresponds to 14414 unique transcripts. The genomic location for probe sets was taken from Ensembl. Gene ontology (GO) terms were available from the Gene Ontology Annotation Database  for 18239 of the 21885 chicken probe sets with Ensembl annotation. To get a broader overview of the GO terms assigned to genes, the terms were traced back to the ancestral term at different levels in each of the gene ontology classes biological process, molecular function and cellular component. These limited sets of terms where then used to test for over- and under-representation among biased genes.
Fold-change was calculated as the average male expression over average female expression, and a Bayesian moderated t-statistic for differential expression between males and females was then generated for each tissue. To take multiple testing into account p values (corrected p values) were adjusted using the Benjamini and Hochberg false discovery rate (FDR) method . Probe sets with an absolute fold-change value larger than various threshold levels were considered sex-biased. Statistical testing of differences in levels of hybridization intensities between sex and/or chromosome categories were performed by bootstrapping. The Fisher's exact test was used to test the distribution of gene ontology terms and the distribution of sex-biased genes across chromosomes. Spearman rank correlation coefficients were calculated for the continuous fold-change values and several genomic parameters including gene density, microsatellite and CR1 retrotransposons repeat density, and GC content, all taken from Ensembl. These parameters were estimated based on averaging over a 100 kb window surrounding each gene.
Microarray data presented in this study has been deposited to the Gene Expression Omnibus (GEO) at NCBI (Data set GSE8693).
We thank Lena Norgren, Hanna Göransson and the Uppsala Array Platform for technical assistance, Judith Mank, Michael Stigson and Robert Söderlund for helpful discussion, and Art Arnold for sharing his unpublished work. Financial support was obtained from the Swedish Research Council and the Swedish Research Council for Environment, Agricultural Sciences and Spatial Planning.
- Ellegren H, Parsch J: The evolution of sex-biased genes and sex-biased gene expression. Nat Rev Genet. 2007, 8: 689-698. 10.1038/nrg2167.View ArticlePubMedGoogle Scholar
- Jiang M, Ryu J, Kiraly M, Duke K, Reinke V, Kim SK: Genome-wide analysis of developmental and sex-regulated gene expression profiles in Caenorhabditis elegans. Proc Natl Acad Sci USA. 2001, 98: 218-223. 10.1073/pnas.011520898.PubMed CentralView ArticlePubMedGoogle Scholar
- Ranz JM, Castillo-Davis CI, Meiklejohn CD, Hartl DL: Sex-dependent gene expression and evolution of the D. melanogaster transcriptome. Science. 2003, 300: 1742-1744. 10.1126/science.1085881.View ArticlePubMedGoogle Scholar
- Yang X, et al: Tissue-specific expression and regulation of sexually dimorphic genes in mice. Genome Res. 2006, 16: 995-1004. 10.1101/gr.5217506.PubMed CentralView ArticlePubMedGoogle Scholar
- Rice WR: Male fitness increases when females are eliminated from gene pool: implications for the Y chromosome. Proc Natl Acad Sci USA. 1998, 95: 6217-6221. 10.1073/pnas.95.11.6217.PubMed CentralView ArticlePubMedGoogle Scholar
- Chippindale AK, Gibson JR, Rice WR: Negative genetic correlation for adult fitness between sexes reveals ontogenetic conflict in Drosophila. Proc Natl Acad Sci USA. 2001, 98: 1671-1675. 10.1073/pnas.041378098.PubMed CentralView ArticlePubMedGoogle Scholar
- Rice WR: Sex chromosomes and the evolution of sexual dimorphism. Evolution. 1984, 38: 735-742. 10.2307/2408385.View ArticleGoogle Scholar
- Reinke V, et al: A global profile of germ line gene expression in C. elegans. Mol Cell. 2000, 6: 605-616. 10.1016/S1097-2765(00)00059-9.View ArticlePubMedGoogle Scholar
- Wang PJ, McCarrey JR, Yang F, Page DC: An abundance of X-linked genes expressed in spermatogonia. Nat Genet. 2001, 27: 422-426. 10.1038/86927.View ArticlePubMedGoogle Scholar
- Parisi M, et al: Paucity of genes on the D. melanogaster X chromosome showing male-biased expression. Science. 2003, 299: 697-700. 10.1126/science.1079190.PubMed CentralView ArticlePubMedGoogle Scholar
- Khil PP, Smirnova NA, Romanienko PJ, Camerini-Otero RD: The mouse X chromosome is enriched for sex-biased genes not subject to selection by meiotic sex chromosome inactivation. Nat Genet. 2004, 36: 642-646. 10.1038/ng1368.View ArticlePubMedGoogle Scholar
- Kaiser VB, Ellegren H: Nonrandom distribution of genes with sex-biased expression in the chicken genome. Evolution. 2006, 60: 1945-1951.View ArticlePubMedGoogle Scholar
- Storchova R, Divina P: Nonrandom representation of sex-biased genes on chicken Z chromosome. J Mol Evol. 2006, 63: 676-681. 10.1007/s00239-006-0022-1.View ArticlePubMedGoogle Scholar
- Scholz B, et al: Sex-dependent gene expression in early brain development of chicken embryos. BMC Neurosci. 2006, 7: 12-10.1186/1471-2202-7-12.PubMed CentralView ArticlePubMedGoogle Scholar
- Gibson JR, Chippindale AK, Rice WR: The X chromosome is a hot spot for sexually antagonistic fitness variation. Proc R Soc Lond Ser B. 2002, 269: 499-505. 10.1098/rspb.2001.1863.View ArticleGoogle Scholar
- Lucchesi JC, Kelly WG, Panning B: Chromatin remodeling in dosage compensation. Annu Rev Genet. 2005, 39: 615-651. 10.1146/annurev.genet.39.073003.094210.View ArticlePubMedGoogle Scholar
- Straub T, Becker PB: Dosage compensation: the beginning and end of generalization. Nat Rev Genet. 2007, 8: 47-57. 10.1038/nrg2013.View ArticlePubMedGoogle Scholar
- Carrel L, Willard HF: X-inactivation profile reveals extensive variability in X-linked gene expression in females. Nature. 2005, 434: 400-404. 10.1038/nature03479.View ArticlePubMedGoogle Scholar
- Baverstock PR, Adams M, Polkinghorne RW, Gelder M: A sex-linked enzyme in birds – Z-chromosome conservation but no dosage compensation. Nature. 1982, 296: 763-766. 10.1038/296763a0.View ArticlePubMedGoogle Scholar
- Graves JA: Sex and death in birds: a model of dosage compensation that predicts lethality of sex chromosome aneuploids. Cytogenet Genome Res. 2003, 101: 278-282. 10.1159/000074349.View ArticlePubMedGoogle Scholar
- Cock AG: Dosage compensation and sex-chromatin in non-mammals. Genet Res. 1964, 5: 354-365.View ArticleGoogle Scholar
- Schmid M, Enderle E, Schindler D, Schempp W: Chromosome banding and DNA replication patterns in bird karyotypes. Cytogenet Cell Genet. 1989, 52: 139-146.View ArticlePubMedGoogle Scholar
- McQueen HA, McBride D, Miele G, Bird AP, Clinton M: Dosage compensation in birds. Curr Biol. 2001, 11: 253-257. 10.1016/S0960-9822(01)00070-7.View ArticlePubMedGoogle Scholar
- Kuroda Y, et al: Absence of Z-chromosome inactivation for five genes in male chickens. Chromosome Res. 2001, 9: 457-468. 10.1023/A:1011672227256.View ArticlePubMedGoogle Scholar
- Kuroiwa A, et al: Biallelic expression of Z-linked genesin male chickens. Cytogenet Genome Res. 2002, 99: 310-314. 10.1159/000071609.View ArticlePubMedGoogle Scholar
- Chen X, Agate RJ, Itoh Y, Arnold AP: Sexually dimorphicexpression of trkB, a Z-linked gene, in early posthatch zebra finch brain. Proc Natl Acad Sci USA. 2005, 102: 7730-7735. 10.1073/pnas.0408350102.PubMed CentralView ArticlePubMedGoogle Scholar
- Itho Y, et al: Dosage compensation is less effective in birds than in mammals. J Biol. 2007, 6: 2-10.1186/jbiol53.View ArticleGoogle Scholar
- International Chicken Genome Sequencing Consortium (ICGSC): Sequence and comparative analysis of the chicken genome provide unique perspectives on vertebrate evolution. Nature. 2004, 432: 695-716. 10.1038/nature03154.View ArticleGoogle Scholar
- Emerson JJ, Kaessmann H, Betran E, Long M: Extensive gene traffic on the mammalian X chromosome. Science. 2004, 303: 537-540. 10.1126/science.1090042.View ArticlePubMedGoogle Scholar
- Betran E, Thornton K, Long M: Retroposed new genes out of the X in Drosophila. Genome Res. 2002, 12: 1854-1859. 10.1101/gr.6049.PubMed CentralView ArticlePubMedGoogle Scholar
- Birchler JA, Bhadra U, Bhadra MP, Auger DL: Dosage-dependent gene regulation in multicellular eukaryotes: implications for dosage compensation, aneuploid syndromes, and quantitative traits. Dev Biol. 2001, 234: 275-288. 10.1006/dbio.2001.0262.View ArticlePubMedGoogle Scholar
- Birchler JA, Riddle NC, Auger DL, Veitia RA: Dosage balance in gene regulation: biological implications. Trends Genet. 2005, 21: 219-226. 10.1016/j.tig.2005.02.010.View ArticlePubMedGoogle Scholar
- Gupta V, et al: Global analysis of X-chromosome dosage compensation. J Biol. 2006, 5: 3-10.1186/jbiol30.PubMed CentralView ArticlePubMedGoogle Scholar
- Zhang Y, Oliver B: Dosage compensation goes global. Curr Opin Genet Dev. 2007, 17: 113-120. 10.1016/j.gde.2007.02.002.View ArticlePubMedGoogle Scholar
- FitzPatrick DR, et al: Transcriptome analysis of human autosomal trisomy. Hum Mol Genet. 2002, 11: 3249-3256. 10.1093/hmg/11.26.3249.View ArticlePubMedGoogle Scholar
- Lyon MF: X-chromosome inactivation: a repeat hypothesis. Cytogenet Cell Genet. 1998, 80: 133-137. 10.1159/000014969.View ArticlePubMedGoogle Scholar
- McNeil JA, Smit KP, Hall LL, Lawrence JB: Word frequency analysis reveals enrichment of dinucleotide repeats on the human X chromosome and [GATA]n in the X escape region. Genome Res. 2006, 16: 477-484. 10.1101/gr.4627606.PubMed CentralView ArticlePubMedGoogle Scholar
- Dahlsveen IK, Gilfillan GD, Shelest VI, Lamm R, Becker PB: Targeting determinants of dosage compensation in Drosophila. PloS Genet. 2006, 2: e5-10.1371/journal.pgen.0020005.PubMed CentralView ArticlePubMedGoogle Scholar
- McDonel P, Jans J, Peterson BK, Meyer BJ: Clustered DNA motifs mark X chromosomes for repression by a dosage compensation complex. Nature. 2006, 444: 614-618. 10.1038/nature05338.PubMed CentralView ArticlePubMedGoogle Scholar
- Wang Z, Willard HF, Mukherjee S, Furey TS: Evidence of influence of genomic DNA sequence on human X chromosome inactivation. PLoS Comput Biol. 2006, 2: e113-10.1371/journal.pcbi.0020113.PubMed CentralView ArticlePubMedGoogle Scholar
- Ke X, Collins A: CpG islands in human X-inactivation. Ann Hum Genet. 2003, 67: 242-249. 10.1046/j.1469-1809.2003.00038.x.View ArticlePubMedGoogle Scholar
- Lahn BT, Page DC: Four evolutionary strata on the human X chromosome. Science. 1999, 286: 964-967. 10.1126/science.286.5441.964.View ArticlePubMedGoogle Scholar
- Handley LJ, Ceplitis H, Ellegren H: Evolutionary strata on the chicken Z chromosome: implications for sex chromosome evolution. Genetics. 2004, 167: 367-376. 10.1534/genetics.167.1.367.PubMed CentralView ArticlePubMedGoogle Scholar
- Nguyen DK, Disteche CM: Dosage compensation of the active X chromosome in mammals. Nat Genet. 2006, 38: 47-53. 10.1038/ng1705.View ArticlePubMedGoogle Scholar
- Wu CI, Xu EY: Sexual antagonism and X inactivation – the SAXI hypothesis. Trends Genet. 2003, 19: 243-247. 10.1016/S0168-9525(03)00058-1.View ArticlePubMedGoogle Scholar
- Andersson M: Sexual Selection. 1994, Princeton: Princeton University PressGoogle Scholar
- Owens IPF, Hartley IR: Sexual dimorphism in birds: why are there so many different forms of dimorphism?. Proc R Soc Lond Ser B. 1998, 265: 397-407. 10.1098/rspb.1998.0355.View ArticleGoogle Scholar
- Raymond CS, et al: Expresison of Dmrt1 in the genital ridge of mouse and chicken embryos suggests a role in vertebrate sexual development. Dev Biol. 1999, 215: 208-220. 10.1006/dbio.1999.9461.View ArticlePubMedGoogle Scholar
- Smith CA, McClive PJ, Western PS, Reed KL, Sinclair AH: Conservation of a sex-determining gene. Nature. 1999, 402: 601-602. 10.1038/45130.View ArticlePubMedGoogle Scholar
- Ihaka R, Gentleman R: A language for data analysis and graphics. J Comp Graph Stat. 1996, 5: 299-314. 10.2307/1390807.Google Scholar
- Gentleman R, et al: Bioconductor: open software development for computational biology and bioinformatics. Genome Biol. 2004, 5: R80-10.1186/gb-2004-5-10-r80.PubMed CentralView ArticlePubMedGoogle Scholar
- Wu Z, Irizarry RA: Stochastic models inspired by hybridization theory for short oligonucleotide arrays. J Comp Biol. 2004, 12: 882-893. 10.1089/cmb.2005.12.882.View ArticleGoogle Scholar
- Smyth GK: Linear models and empirical Bayes methods for assessing differential expression in microarray experiments. Stat Appl Genet Mol Biol. 2004, 3: 3-Google Scholar
- Ensembl. [http://www.ensembl.org]
- Gene Ontology Annotation Database. [http://www.ebi.ac.uk/GOA/]
- Benjamini Y, Hochberg Y: Controlling the false discovery rate: a practical and powerful approach to multiple testing. J Roy Stat Soc B. 1995, 57: 289-300.Google Scholar
This article is published under license to BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.