2018
DOI: 10.1073/pnas.1707515115
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Pairwise comparisons across species are problematic when analyzing functional genomic data

Abstract: SignificanceComparisons of genome function between species are providing important insight into the evolutionary origins of diversity. Here, we show that comparative functional genomics studies can come to the wrong conclusions if they do not take the relationships of species into account and instead rely on pairwise comparisons between species, as is common practice. We reexamined two previously published studies and found problems with pairwise comparisons that draw both their original conclusions into quest… Show more

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Cited by 91 publications
(152 citation statements)
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“…a, Table S10). Comparing gene expression across species requires prior knowledge of phylogenetic relationships (Dunn et al ., ) to account for neutral fluctuations in gene expression levels in different lineages (Rohlfs et al ., ). Such analyses could not previously be performed with sufficient confidence because (1) branch lengths, as required for downstream analyses, could not be estimated accurately, and (2) the relationship among taxa with newly generated transcriptomes, in particular the placement of the emerging model species Arabis alpina , has not been resolved consistently before our phylogenomic study (Willing et al ., ).…”
Section: Resultsmentioning
confidence: 99%
“…a, Table S10). Comparing gene expression across species requires prior knowledge of phylogenetic relationships (Dunn et al ., ) to account for neutral fluctuations in gene expression levels in different lineages (Rohlfs et al ., ). Such analyses could not previously be performed with sufficient confidence because (1) branch lengths, as required for downstream analyses, could not be estimated accurately, and (2) the relationship among taxa with newly generated transcriptomes, in particular the placement of the emerging model species Arabis alpina , has not been resolved consistently before our phylogenomic study (Willing et al ., ).…”
Section: Resultsmentioning
confidence: 99%
“…To address these 49 questions, the ortholog conjecture was put forth, a major thesis stating that orthologs are more 50 likely to retain function between species than paralogs, which will tend to diverge in function after 51 duplication due to drift and relaxed selection [10,11]. This conjecture underlies common methods 52 by which functions are assigned to newly discovered or understudied genes in un-annotated 53 4 genomes [12], but tests of the conjecture have not been without criticism, at least in part due to the 54 reliance on indirect functional assays [13][14][15]. 55In particular, direct experimental testing of the ortholog conjecture and retention of ancestral gene 56 function is difficult, as neither detailed cellular and molecular function information nor consistent 57 experimental assays are widely available for many genes across species, and much of the 58 functional information assigned to new genes in understudied species is assigned by sequence 59 similarity to genes of known function, further compounding the problem.…”
mentioning
confidence: 99%
“…To address these 49 questions, the ortholog conjecture was put forth, a major thesis stating that orthologs are more 50 likely to retain function between species than paralogs, which will tend to diverge in function after 51 duplication due to drift and relaxed selection [10,11]. This conjecture underlies common methods 52 by which functions are assigned to newly discovered or understudied genes in un-annotated 53 4 genomes [12], but tests of the conjecture have not been without criticism, at least in part due to the 54 reliance on indirect functional assays [13][14][15]. 55…”
mentioning
confidence: 99%
“…Phylogeny is essential to understand biodiversity because not only does the species tree record the evolutionary history, the divergence events and their pace, but it is also the framework for comparative genomics. Explicitly tree-based analyses of associations between phenotypic and genomic traits are necessary to evaluate the statistical (in)dependence of data points [32]. We can only understand the origin and later modifications of phenotypes when they can be mapped onto correctly reconstructed phylogenetic trees.…”
Section: Centrality Of the Phylogeny For Comparative Studiesmentioning
confidence: 99%