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Abstract
Prefabricated expression microarrays are currently available for only a few species but methods have been proposed to extend their application to comparisons between divergent genomes. Here we demonstrate that the hybridization intensity of genomic DNA is a poor basis on which to select unbiased probes on Affymetrix expression arrays for studies of comparative transcriptomics, and that doing so produces spurious results. We used the Affymetrix Xenopus laevis microarray to evaluate expression divergence between X. laevis, X. borealis, and their F1 hybrids. When data are analyzed with probes that interrogate only sequences with confirmed identity in both species, we recover results that differ substantially analyses that use genomic DNA hybridizations to select probes. Our findings have implications for the experimental design of comparative expression studies that use single-species microarrays, and for our understanding of divergent expression in hybrid clawed frogs. These findings also highlight important limitations of single-species microarrays for studies of comparative transcriptomics of polyploid species.
Figure 1. Genomic hybridization intensities (gDNA intensity) of XL, XB, and XM vary with respect to the non-target to target ratio of these intensities (gDNA ratio).This graph depicts the median gDNA intensities of all probes on the chip ranked by their gDNA ratio into 25 bins; each bin contains 10,000 probes except the 25th bin, which contains 7852 probes. The area in gray corresponds with the range of gDNA ratios of probes that are retained using the method of Malone et al. (2007). XL gDNA ratios are represented by filled symbols and non-target gDNA ratios are represented by unfilled symbols. Shown are relationships between the median gDNA intensity of each bin and the median gDNA ratio of each bin for (A) our XM and XL gDNA hybridizations, (B) the XM and XL gDNA hybridizations of Malone et al. (2007), and (C) our XB and XL gDNA hybridizations.
Figure 2. The gDNA ratio of probes that perfectly match (PM) XL and XB overlaps extensively with the gDNA ratio of probes that mismatch (MM) one species.(A) XB gDNA intensity versus gDNA ratio of PM probes in XL, XL and XB, and XB. PM probes in XL are in black, PM probes in XL and XB are in red, and PM probes in XB but not XL are in green. (B) XB gDNA intensity versus gDNA ratio of MM probes in XB. For comparative purposes, PM probes in XL are again in black. Probes that mismatch both paralogs of genes in XB with one, two, three, or four base pair differences are indicated in red, blue, green, and yellow respectively.
Figure 3. An example of how poor performance of a few probes in the non-target species can affect the rank of many genes, even ones that perform equally in both species.Ten genes (a, b, c, d, e, f, g, h, i, and j) are ranked according to their expression intensity. In the non-target species, probes directed against genes e, h, and j perform poorly and have a low rank in the non-target species due to sequence divergence, even though there actually is no expression divergence. This elevates the rank of many other genes, causing an overall negative median rank difference (RD) and a positively skew in the RD distribution. In this example, significantly upregulated genes in the target species tend to have a higher average rank in this species (9) than the significantly upregulated genes in the non-target species do in that species (6.5). Significantly upregulated genes in the target species have a lower average rank in the non-target species (3) than the significantly upregulated genes in the non-target species do in the target species (3.5).
Altschul,
Gapped BLAST and PSI-BLAST: a new generation of protein database search programs.
1997, Pubmed
Altschul,
Gapped BLAST and PSI-BLAST: a new generation of protein database search programs.
1997,
Pubmed
Bar-Or,
Derivation of species-specific hybridization-like knowledge out of cross-species hybridization results.
2006,
Pubmed
Becher,
Cross-species microarray transcript profiling reveals high constitutive expression of metal homeostasis genes in shoots of the zinc hyperaccumulator Arabidopsis halleri.
2004,
Pubmed
Bolstad,
A comparison of normalization methods for high density oligonucleotide array data based on variance and bias.
2003,
Pubmed
Buckley,
Comparative environmental genomics in non-model species: using heterologous hybridization to DNA-based microarrays.
2007,
Pubmed
Cáceres,
Elevated gene expression levels distinguish human from non-human primate brains.
2003,
Pubmed
Cambon,
Analysis of probe level patterns in Affymetrix microarray data.
2007,
Pubmed
Chain,
Multiple mechanisms promote the retained expression of gene duplicates in the tetraploid frog Xenopus laevis.
2006,
Pubmed
,
Xenbase
Chain,
Duplicate gene evolution and expression in the wake of vertebrate allopolyploidization.
2008,
Pubmed
,
Xenbase
Chismar,
Analysis of result variability from high-density oligonucleotide arrays comparing same-species and cross-species hybridizations.
2002,
Pubmed
Cope,
A benchmark for Affymetrix GeneChip expression measures.
2004,
Pubmed
Edgar,
Gene Expression Omnibus: NCBI gene expression and hybridization array data repository.
2002,
Pubmed
Enard,
Intra- and interspecific variation in primate gene expression patterns.
2002,
Pubmed
Evans,
Ancestry influences the fate of duplicated genes millions of years after polyploidization of clawed frogs (Xenopus).
2007,
Pubmed
,
Xenbase
Evans,
A mitochondrial DNA phylogeny of African clawed frogs: phylogeography and implications for polyploid evolution.
2004,
Pubmed
,
Xenbase
Evans,
Evolution of RAG-1 in polyploid clawed frogs.
2005,
Pubmed
,
Xenbase
Gilad,
Using DNA microarrays to study natural variation.
2006,
Pubmed
Gilad,
Multi-species microarrays reveal the effect of sequence divergence on gene expression profiles.
2005,
Pubmed
Grigoryev,
In vitro identification and in silico utilization of interspecies sequence similarities using GeneChip technology.
2005,
Pubmed
Hammond,
A comparison of the Thlaspi caerulescens and Thlaspi arvense shoot transcriptomes.
2006,
Pubmed
Hammond,
Using genomic DNA-based probe-selection to improve the sensitivity of high-density oligonucleotide arrays when applied to heterologous species.
2005,
Pubmed
Hellsten,
Accelerated gene evolution and subfunctionalization in the pseudotetraploid frog Xenopus laevis.
2007,
Pubmed
,
Xenbase
Hsieh,
Mixed-model reanalysis of primate data suggests tissue and species biases in oligonucleotide-based gene expression profiles.
2003,
Pubmed
Hughes,
Evolution of duplicate genes in a tetraploid animal, Xenopus laevis.
1993,
Pubmed
,
Xenbase
Ji,
A method for cross-species gene expression analysis with high-density oligonucleotide arrays.
2004,
Pubmed
Khaitovich,
A neutral model of transcriptome evolution.
2004,
Pubmed
Kirst,
Genetic diversity contribution to errors in short oligonucleotide microarray analysis.
2006,
Pubmed
Li,
Model-based analysis of oligonucleotide arrays: model validation, design issues and standard error application.
2001,
Pubmed
Malone,
Gene expression analysis of the ovary of hybrid females of Xenopus laevis and X. muelleri.
2008,
Pubmed
,
Xenbase
Malone,
Physiological sex predicts hybrid sterility regardless of genotype.
2008,
Pubmed
,
Xenbase
Malone,
Sex-biased gene expression in a ZW sex determination system.
2006,
Pubmed
,
Xenbase
Malone,
Sterility and gene expression in hybrid males of Xenopus laevis and X. muelleri.
2007,
Pubmed
,
Xenbase
Meiklejohn,
Rapid evolution of male-biased gene expression in Drosophila.
2003,
Pubmed
Michalak,
Genome-wide patterns of expression in Drosophila pure species and hybrid males.
2003,
Pubmed
Nuzhdin,
Common pattern of evolution of gene expression level and protein sequence in Drosophila.
2004,
Pubmed
Oshlack,
Using DNA microarrays to study gene expression in closely related species.
2007,
Pubmed
Poole,
Measuring global gene expression in polyploidy; a cautionary note from allohexaploid wheat.
2007,
Pubmed
Ranz,
Sex-dependent gene expression and evolution of the Drosophila transcriptome.
2003,
Pubmed
Sartor,
A new method to remove hybridization bias for interspecies comparison of global gene expression profiles uncovers an association between mRNA sequence divergence and differential gene expression in Xenopus.
2006,
Pubmed
,
Xenbase
Sémon,
Preferential subfunctionalization of slow-evolving genes after allopolyploidization in Xenopus laevis.
2008,
Pubmed
,
Xenbase
Sinner,
Global analysis of the transcriptional network controlling Xenopus endoderm formation.
2006,
Pubmed
,
Xenbase
Smyth,
Linear models and empirical bayes methods for assessing differential expression in microarray experiments.
2004,
Pubmed
Smyth,
Normalization of cDNA microarray data.
2003,
Pubmed
Uddin,
Sister grouping of chimpanzees and humans as revealed by genome-wide phylogenetic analysis of brain gene expression profiles.
2004,
Pubmed
Weber,
Comparative microarray analysis of Arabidopsis thaliana and Arabidopsis halleri roots identifies nicotianamine synthase, a ZIP transporter and other genes as potential metal hyperaccumulation factors.
2004,
Pubmed
Yang,
Normalization for cDNA microarray data: a robust composite method addressing single and multiple slide systematic variation.
2002,
Pubmed
Zakharkin,
Sources of variation in Affymetrix microarray experiments.
2005,
Pubmed