ArticleBMC bioinformatics2006
Detecting the limits of regulatory element conservation and divergence estimation using pairwise and multiple alignments.
Article in BMC bioinformatics, 2006. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 25 papers.
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25 citing papers in PubMed.
- Identification of Lineage-Specific Cis-Regulatory Modules Associated with Variation in Transcription Factor Binding and Chromatin Activity Using Ornstein-Uhlenbeck Models.Molecular biology and evolution · 2015Article
- Comparative validation of the D. melanogaster modENCODE transcriptome annotation.Genome research · 2014Article
- Pervasive divergence of transcriptional gene regulation in Caenorhabditis nematodes.PLoS genetics · 2014Article
- Genome-wide identification of conserved regulatory function in diverged sequences.Genome research · 2011Article
- Modeling the evolution of regulatory elements by simultaneous detection and alignment with phylogenetic pair HMMs.PLoS computational biology · 2010Article
- Towards realistic benchmarks for multiple alignments of non-coding sequences.BMC bioinformatics · 2010Article
- Is transcription factor binding site turnover a sufficient explanation for cis-regulatory sequence divergence?Genome biology and evolution · 2010Article
- Statistical tests for natural selection on regulatory regions based on the strength of transcription factor binding sites.BMC evolutionary biology · 2009Article
- BigFoot: Bayesian alignment and phylogenetic footprinting with MCMC.BMC evolutionary biology · 2009Article
- Alignment and prediction of cis-regulatory modules based on a probabilistic model of evolution.PLoS computational biology · 2009Article
- Motif composition, conservation and condition-specificity of single and alternative transcription start sites in the Drosophila genome.Genome biology · 2009Article
- Evolution of the mammalian transcription factor binding repertoire via transposable elements.Genome research · 2008Article
- Confirming the phylogeny of mammals by use of large comparative sequence data sets.Molecular biology and evolution · 2008Article
- Transcription factors bind thousands of active and inactive regions in the Drosophila blastoderm.PLoS biology · 2008Article
- REDfly 2.0: an integrated database of cis-regulatory modules and transcription factor binding sites in Drosophila.Nucleic acids research · 2008Article
- Divergence between the Drosophila pseudoobscura and D. persimilis genome sequences in relation to chromosomal inversions.Genetics · 2007Article
- Drosophila biology in the genomic age.Genetics · 2007Review
- MORPH: probabilistic alignment combined with hidden Markov models of cis-regulatory modules.PLoS computational biology · 2007Article
- How accurately is ncRNA aligned within whole-genome multiple alignments?BMC bioinformatics · 2007Article
- Bioinformatic identification of novel putative photoreceptor specific cis-elements.BMC bioinformatics · 2007Article
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4 authors.
Funding
Abstract
backgroundMolecular evolutionary studies of noncoding sequences rely on multiple alignments. Yet how multiple alignment accuracy varies across sequence types, tree topologies, divergences and tools, and further how this variation impacts specific inferences, remains unclear.
resultsHere we develop a molecular evolution simulation platform, CisEvolver, with models of background noncoding and transcription factor binding site evolution, and use simulated alignments to systematically examine multiple alignment accuracy and its impact on two key molecular evolutionary inferences: transcription factor binding site conservation and divergence estimation. We find that the accuracy of multiple alignments is determined almost exclusively by the pairwise divergence distance of the two most diverged species and that additional species have a negligible influence on alignment accuracy. Conserved transcription factor binding sites align better than surrounding noncoding DNA yet are often found to be misaligned at relatively short divergence distances, such that studies of binding site gain and loss could easily be confounded by alignment error. Divergence estimates from multiple alignments tend to be overestimated at short divergence distances but reach a tool specific divergence at which they cease to increase, leading to underestimation at long divergences. Our most striking finding was that overall alignment accuracy, binding site alignment accuracy and divergence estimation accuracy vary greatly across branches in a tree and are most accurate for terminal branches connecting sister taxa and least accurate for internal branches connecting sub-alignments.
conclusionOur results suggest that variation in alignment accuracy can lead to errors in molecular evolutionary inferences that could be construed as biological variation. These findings have implications for which species to choose for analyses, what kind of errors would be expected for a given set of species and how multiple alignment tools and phylogenetic inference methods might be improved to minimize or control for alignment errors.
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