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1.
PLoS Comput Biol ; 10(8): e1003771, 2014 Aug.
Article in English | MEDLINE | ID: mdl-25144359

ABSTRACT

Changes in cis-regulatory element composition that result in novel patterns of gene expression are thought to be a major contributor to the evolution of lineage-specific traits. Although transcription factor binding events show substantial variation across species, most computational approaches to study regulatory elements focus primarily upon highly conserved sites, and rely heavily upon multiple sequence alignments. However, sequence conservation based approaches have limited ability to detect lineage-specific elements that could contribute to species-specific traits. In this paper, we describe a novel framework that utilizes a birth-death model to trace the evolution of lineage-specific binding sites without relying on detailed base-by-base cross-species alignments. Our model was applied to analyze the evolution of binding sites based on the ChIP-seq data for six transcription factors (GATA1, SOX2, CTCF, MYC, MAX, ETS1) along the lineage toward human after human-mouse common ancestor. We estimate that a substantial fraction of binding sites (∼58-79% for each factor) in humans have origins since the divergence with mouse. Over 15% of all binding sites are unique to hominids. Such elements are often enriched near genes associated with specific pathways, and harbor more common SNPs than older binding sites in the human genome. These results support the ability of our method to identify lineage-specific regulatory elements and help understand their roles in shaping variation in gene regulation across species.


Subject(s)
Binding Sites/genetics , Evolution, Molecular , Models, Genetic , Transcription Factors/genetics , Animals , Base Sequence , Computational Biology , Humans , Mice , Molecular Sequence Data , Polymorphism, Single Nucleotide , Primates , Sequence Alignment , Species Specificity
2.
Genome Biol Evol ; 4(11): 1102-17, 2012.
Article in English | MEDLINE | ID: mdl-23019068

ABSTRACT

Functional modification of regulatory proteins can affect hundreds of genes throughout the genome, and is therefore thought to be almost universally deleterious. This belief, however, has recently been challenged. A potential example comes from transcription factor SP1, for which statistical evidence indicates that motif preferences were altered in eutherian mammals. Here, we set out to discover possible structural and theoretical explanations, evaluate the role of selection in SP1 evolution, and discover effects on coregulatory proteins. We show that SP1 motif preferences were convergently altered in birds as well as mammals, inducing coevolutionary changes in over 800 regulatory regions. Structural and phylogenic evidence implicates a single causative amino acid replacement at the same SP1 position along both lineages. Furthermore, paralogs SP3 and SP4, which coregulate SP1 target genes through competitive binding to the same sites, have accumulated convergent replacements at the homologous position multiple times during eutherian and bird evolution, presumably to preserve competitive binding. To determine plausibility, we developed and implemented a simple model of transcription factor and binding site coevolution. This model predicts that, in contrast to prevailing beliefs, even small selective benefits per locus can drive concurrent fixation of transcription factor and binding site mutants under a broad range of conditions. Novel binding sites tend to arise de novo, rather than by mutation from ancestral sites, a prediction substantiated by SP1-binding site alignments. Thus, multiple lines of evidence indicate that selection has driven convergent evolution of transcription factors along with their binding sites and coregulatory proteins.


Subject(s)
Adaptation, Biological/genetics , Birds/genetics , Mammals/genetics , Protein Interaction Domains and Motifs/genetics , Sp Transcription Factors/chemistry , Sp Transcription Factors/genetics , Amino Acid Sequence , Animals , Binding Sites/genetics , DNA/metabolism , Evolution, Molecular , Genetic Speciation , Humans , Models, Molecular , Molecular Sequence Data , Phylogeny , Protein Binding/genetics , Sequence Homology , Sp Transcription Factors/metabolism
3.
Genome Biol Evol ; 3: 66-74, 2011.
Article in English | MEDLINE | ID: mdl-21118975

ABSTRACT

There often exists a "one-to-many" relationship between a transcription factor and a multitude of binding sites throughout the genome. It is commonly assumed that transcription factor binding motifs remain largely static over the course of evolution because changes in binding specificity can alter the interactions with potentially hundreds of sites across the genome. Focusing on regulatory motifs overrepresented at specific locations within or near the promoter, we find that a surprisingly large number of cis-regulatory elements have been subject to coordinated genome-wide modifications during vertebrate evolution, such that the motif frequency changes on a single branch of vertebrate phylogeny. This was found to be the case even between closely related mammal species, with nearly a third of all location-specific consensus motifs exhibiting significant modifications within the human or mouse lineage since their divergence. Many of these modifications are likely to be compensatory changes throughout the genome following changes in protein factor binding affinities, whereas others may be due to changes in mutation rates or effective population size. The likelihood that this happened many times during vertebrate evolution highlights the need to examine additional taxa and to understand the evolutionary and molecular mechanisms underlying the evolution of protein-DNA interactions.


Subject(s)
Evolution, Molecular , Regulatory Sequences, Nucleic Acid , Vertebrates/genetics , Animals , Gene Expression , Genome , Humans , Mice , Models, Genetic , Models, Statistical , Phylogeny , Promoter Regions, Genetic , Transcriptional Activation
4.
Nucleic Acids Res ; 37(13): e92, 2009 Jul.
Article in English | MEDLINE | ID: mdl-19483094

ABSTRACT

Transcriptional regulation is mediated by the collective binding of proteins called transcription factors to cis-regulatory elements. A handful of factors are known to function at particular distances from the transcription start site, although the extent to which this occurs is not well understood. Spatial dependencies can also exist between pairs of binding motifs, facilitating factor-pair interactions. We sought to determine to what extent spatial preferences measured at high-scale resolution could be utilized to predict cis-regulatory elements as well as motif-pairs binding interacting proteins. We introduce the 'motif positional function' model which predicts spatial biases using regression analysis, differentiating noise from true position-specific overrepresentation at single-nucleotide resolution. Our method predicts 48 consensus motifs exhibiting positional enrichment within human promoters, including fourteen motifs without known binding partners. We then extend the model to analyze distance preferences between pairs of motifs. We find that motif-pairs binding interacting factors often co-occur preferentially at multiple distances, with intervals between preferred distances often corresponding to the turn of the DNA double-helix. This offers a novel means by which to predict sequence elements with a collective role in gene regulation.


Subject(s)
Promoter Regions, Genetic , Sequence Analysis, DNA , Transcription Factors/metabolism , Animals , Base Sequence , Binding Sites , Consensus Sequence , Humans , Mice , Models, Genetic , Regression Analysis , Transcription Initiation Site
5.
Nat Genet ; 39(9): 1140-4, 2007 Sep.
Article in English | MEDLINE | ID: mdl-17694055

ABSTRACT

Surveys of protein-coding sequences for evidence of positive selection in humans or chimpanzees have flagged only a few genes known to function in neural or nutritional processes, despite pronounced differences between humans and chimpanzees in behavior, cognition and diet. It may be that most such differences are due to changes in gene regulation rather than protein structure. Here, we present the first survey of promoter (5'-flanking) regions, which are rich in cis-regulatory sequences, for evidence of positive selection in humans. Our results indicate that positive selection has targeted the regulation of many genes known to be involved in neural development and function, both in the brain and elsewhere in the nervous system, and in nutrition, particularly in glucose metabolism.


Subject(s)
Evolution, Molecular , Nervous System/metabolism , Nutrigenomics , Promoter Regions, Genetic/genetics , Selection, Genetic , 5' Flanking Region , Animals , Computational Biology/methods , Energy Metabolism/genetics , Gene Expression Regulation, Developmental , Genome, Human , Humans , Models, Genetic , Nervous System/embryology , Nervous System/growth & development , Pan troglodytes
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