Tracing the evolutionary history of Drosophila regulatory regions with models that identify transcription factor binding sites
Open accessAbstract
Much of evolutionary change is mediated at the level of gene expression, yet our understanding of regulatory evolution remains unsatisfying. In light of recent data indicating that transcription factor binding sites undergo substantial turnover between species, we attempt to quantify the process of binding site turnover in regulatory regions of well-studied genes controlling embryonic patterning in Drosophila. We examine polymorphism and divergence data in Drosophila melanogaster and four related species from regulatory regions of five early development genes for which functional binding sites have been identified. This analysis reveals that Drosophila regulatory regions exhibit patterns of variation consistent with functional constraint. We develop a novel approach to binding site prediction which we use to characterize the process of binding site divergence in regulatory regions. This method uses sets of known binding sites to construct a model that predicts transcription factor specificity and bootstrap sampling to derive significance levels. This approach allows appropriate significance levels to be determined even in the face of skewed base composition in the background sequence. Using this approach, we show that, although functional elements exhibit conservation of sequence, there is substantial potential to gain new functional elements within the regulatory regions. Our results show that application of models that predict transcription factor binding sites can yield insights into the process and dynamics of binding site evolution within regulatory regions.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The arrangement, spacing, and number of target sites are relatively insignificant.
“The arrangement, spacing, and number of these sites is relatively insignificant (Balhoff and Wray, 2005; Cameron and Davidson, 2009; Dermitzakis et al., 2003; Liberman and Stathopoulos, 2009; Ludwig et al., 2000; Walters et al., 2008).”
From Evolution of Gene Regulatory Networks Controlling Body Plan Development (2011) · cites this paper as Dermitzakis et al., 2003
The Introduction says regulatory function can persist despite structural reorganization caused by binding-site gains and losses. The section “Predicting the Pattern of Binding Site Evolution” similarly suggests that some predicted sites can be gained or lost without strong effects on gene regulation. Neither passage establishes that site arrangement, spacing, and number are generally insignificant; the latter finding is limited to predicted sites with less essential roles. (LLM, conf=0.86)
Experimental — accuracy not yet measured
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Biometry: The Principles and Practice of Statistics in Biological Research
Sokal, R. R., & Rohlf, F. J. (1969) · Cited by 20,963 · see citing works
Molecular Evolutionary Genetics
Nei, M. (1987) · Columbia University Press eBooks · doi:10.7312/nei-92038 · Cited by 16,583 · see citing works
Statistical method for testing the neutral mutation hypothesis by DNA polymorphism.
Tajima, F. (1989) · Genetics · doi:10.1093/genetics/123.3.585 · Cited by 13,991 · see citing works
Biometry. The Principles and Practice of Statistics in Biological Research
Fienberg, S. E., Sokal, R. R., Rohlf, F. J., Rohlf, F. J., & Sokal, R. R. (1970) · Biometrics · doi:10.2307/2529087 · Cited by 9,363 · see citing works
Eddy, S. R. (1998) · Bioinformatics · doi:10.1093/bioinformatics/14.9.755 · Cited by 5,515 · see citing works
PAML: a program package for phylogenetic analysis by maximum likelihood
Yang, Z. (1997) · Computer applications in the biosciences · doi:10.1093/bioinformatics/13.5.555 · Cited by 5,344 · see citing works
Durbin, R. M., Eddy, S. R., Krogh, A., & Mitchison, G. (1998) · Cambridge University Press eBooks · doi:10.1017/cbo9780511790492 · Cited by 3,255 · see citing works
Molecular evolutionary genetics
Felsenstein, J. (1987) · Cell · doi:10.1016/0092-8674(87)90630-1 · Cited by 2,189 · see citing works
DNA binding sites: representation and discovery
Stormo, G. D. (2000) · Bioinformatics · doi:10.1093/bioinformatics/16.1.16 · Cited by 1,519 · see citing works
Shukla, S., Mishra, B., Avashthi, H., & Chandra, M. (2021) · Elsevier eBooks · doi:10.1016/b978-0-323-89775-4.00003-1 · Cited by 1,513 · see citing works
TRANSFAC: an integrated system for gene expression regulation
Wingender, E. (2000) · Nucleic Acids Research · doi:10.1093/nar/28.1.316 · Cited by 1,249 · see citing works
The segment polarity network is a robust developmental module
von Dassow, G., Meir, E., Munro, E. M., & Odell, G. M. (2000) · Nature · doi:10.1038/35018085 · Cited by 1,144 · see citing works
Selection of DNA binding sites by regulatory proteins
Berg, O. G., & von Hippel, P. H. (1987) · Journal of Molecular Biology · doi:10.1016/0022-2836(87)90354-8 · Cited by 754 · see citing works
A new method of inference of ancestral nucleotide and amino acid sequences.
Yang, Z., Kumar, S., & Nei, M. (1995) · Genetics · doi:10.1093/genetics/141.4.1641 · Cited by 703 · see citing works
Berman, B. P., Nibu, Y., Pfeiffer, B. D., Tomančák, P., Celniker, S., Levine, M., Rubin, G. M., & Eisen, M. B. (2002) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.231608898 · Cited by 605 · see citing works
Evidence for stabilizing selection in a eukaryotic enhancer element
Ludwig, M. Z., Bergman, C., Patel, N. H., & Kreitman, M. (2000) · Nature · doi:10.1038/35000615 · Cited by 563 · see citing works
Human-mouse genome comparisons to locate regulatory sites
Wasserman, W. W., Palumbo, M. J., Thompson, W. A., Fickett, J. W., & Lawrence, C. E. (2000) · Nature Genetics · doi:10.1038/79965 · Cited by 475 · see citing works
Dermitzakis, E. T., & Clark, A. G. (2002) · Molecular Biology and Evolution · doi:10.1093/oxfordjournals.molbev.a004169 · Cited by 463 · see citing works
Self-citationDriever, W., Thoma, G., & Nüsslein‐Volhard, C. (1989) · Nature · doi:10.1038/340363a0 · Cited by 432 · see citing works
Intraspecific nuclear DNA variation in Drosophila
Moriyama, E. N., & Powell, J. R. (1996) · Molecular Biology and Evolution · doi:10.1093/oxfordjournals.molbev.a025563 · Cited by 419 · see citing works
Conserved noncoding sequences are reliable guides to regulatory elements
Hardison, R. C. (2000) · Trends in Genetics · doi:10.1016/s0168-9525(00)02081-3 · Cited by 418 · see citing works
Transcriptional regulation of a pair-rule stripe in Drosophila.
Small, S., Kraut, R., Hoey, T., Warrior, R., & Levine, M. (1991) · Genes & Development · doi:10.1101/gad.5.5.827 · Cited by 349 · see citing works
Hardison, R. C., Oeltjen, J. C., & Miller, W. (1997) · Genome Research · doi:10.1101/gr.7.10.959 · Cited by 314 · see citing works
Information Content of Individual Genetic Sequences
Schneider, T. D. (1997) · Journal of Theoretical Biology · doi:10.1006/jtbi.1997.0540 · Cited by 303 · see citing works
Ludwig, M. Z., Patel, N. H., & Kreitman, M. (1998) · Development · doi:10.1242/dev.125.5.949 · Cited by 270 · see citing works
From gradients to stripes in Drosophila embryogenesis: filling in the gaps
Rivera‐Pomar, R., & Jäckle, H. (1996) · Trends in Genetics · doi:10.1016/0168-9525(96)10044-5 · Cited by 263 · see citing works
Differing strategies for organizing anterior and posterior body pattern in Drosophila embryos
Struhl, G. (1989) · Nature · doi:10.1038/338741a0 · Cited by 225 · see citing works
Rapid Evolution of cis-Regulatory Sequences via Local Point Mutations
Stone, J., & Wray, G. A. (2001) · Molecular Biology and Evolution · doi:10.1093/oxfordjournals.molbev.a003964 · Cited by 224 · see citing works
Burz, D. S., Rivera-Pomar, R. V., Jäckle, H., & Hanes, S. D. (1998) · The EMBO Journal · doi:10.1093/emboj/17.20.5998 · Cited by 178 · see citing works
Evolution of transcriptional regulation
Tautz, D. (2000) · Current Opinion in Genetics & Development · doi:10.1016/s0959-437x(00)00130-1 · Cited by 171 · see citing works
Evolutionary dynamics of the enhancer region of even-skipped in Drosophila.
Ludwig, M. Z., & Kreitman, M. (1995) · Molecular Biology and Evolution · doi:10.1093/oxfordjournals.molbev.a040277 · Cited by 131 · see citing works
Epistasis and Pleiotropy as Natural Properties of Transcriptional Regulation
Gibson, G. C. (1996) · Theoretical Population Biology · doi:10.1006/tpbi.1996.0003 · Cited by 126 · see citing works
Comparison of genomic DNA sequences: solved and unsolved problems
Miller, W. (2001) · Bioinformatics · doi:10.1093/bioinformatics/17.5.391 · Cited by 116 · see citing works
Drosophila embryonic pattern repair: how embryos respond to bicoid dosage alteration
Namba, R., Pazdera, T. M., Cerrone, R. L., et al. (1997) · Development · doi:10.1242/dev.124.7.1393 · Cited by 104 · see citing works
McGregor, A. P., Shaw, P. J., Hancock, J. M., Bopp, D., Hediger, M., Wratten, N. S., & Dover, G. A. (2001) · Evolution & Development · doi:10.1046/j.1525-142x.2001.01043.x · Cited by 87 · see citing works
Jeffs, P., Holmes, E. C., & Ashburner, M. (1994) · Molecular Biology and Evolution · doi:10.1093/oxfordjournals.molbev.a040110 · Cited by 83 · see citing works
Differential Selection After Duplication in Mammalian Developmental Genes
Dermitzakis, E. T., & Clark, A. G. (2001) · Molecular Biology and Evolution · doi:10.1093/oxfordjournals.molbev.a003835 · Cited by 80 · see citing works
Self-citationShaw, P. J., Wratten, N. S., McGregor, A. P., & Dover, G. A. (2002) · Evolution & Development · doi:10.1046/j.1525-142x.2002.02016.x · Cited by 79 · see citing works
Substitution Rates in Drosophila Nuclear Genes: Implications for Translational Selection
Dunn, K. A., Bielawski, J. P., & Yang, Z. (2001) · Genetics · doi:10.1093/genetics/157.1.295 · Cited by 79 · see citing works
High sequence turnover in the regulatory regions of the developmental gene hunchback in insects
Hancock, J. M., Shaw, P. J., Bonneton, F., et al. (1999) · Molecular Biology and Evolution · doi:10.1093/oxfordjournals.molbev.a026107 · Cited by 55 · see citing works
Lukowitz, W., Schröder, C., Glaser, G., Hülskamp, M., & Tautz, D. (1994) · Mechanisms of Development · doi:10.1016/0925-4773(94)90024-8 · Cited by 51 · see citing works
Yada, T., Totoki, Y., Ishikawa, M., et al. (1998) · Bioinformatics · doi:10.1093/bioinformatics/14.4.317 · Cited by 46 · see citing works
Species‐specific organization of CpG island promoters at mammalian homologous genes
Cuadrado, M., Sacristán, M. P., & Antequera, F. (2001) · EMBO Reports · doi:10.1093/embo-reports/kve131 · Cited by 45 · see citing works
A test for adaptive change in DNA sequences controlling transcription
Jenkins, D. L., Ortori, C. A., & Brookfield, J. F. Y. (1995) · Proceedings of the Royal Society B Biological Sciences · doi:10.1098/rspb.1995.0137 · Cited by 45 · see citing works
Identification of phylogenetic footprints in primate tumor necrosis factor-α promoters
Leung, J. Y., McKenzie, F. E., Uglialoro, A. M., Flores-Villanueva, P. O., Sorkin, B. C., Yunis, E. J., Hartl, D. L., & Goldfeld, A. E. (2000) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.97.12.6614 · Cited by 42 · see citing works
Conservation of regulatory elements controlling hairy pair-rule stripe formation
Langeland, J. A., & Carroll, S. B. (1993) · Development · doi:10.1242/dev.117.2.585 · Cited by 39 · see citing works
Piano, F., Parisi, M. J., Karess, R. E., & Kambysellis, M. P. (1999) · Genetics · doi:10.1093/genetics/152.2.605 · Cited by 32 · see citing works
Zhao, C., Davé, V., Yang, F., Scarborough, T., & Ma, J. (2000) · Molecular and Cellular Biology · doi:10.1128/mcb.20.21.8112-8123.2000 · Cited by 30 · see citing works
Promoter shuffling has occurred during the evolution of the vertebrate growth hormone gene
Chuzhanova, N. A., Krawczak, M., Nemytikova, L. A., et al. (2000) · Gene · doi:10.1016/s0378-1119(00)00308-5 · Cited by 21 · see citing works
Microevolutionary Divergence Pattern of the Segmentation Gene hunchback in Drosophila
Tautz, D., & Nigro, L. (1998) · Molecular Biology and Evolution · doi:10.1093/oxfordjournals.molbev.a025868 · Cited by 20 · see citing works
Evolution of cis-Acting Elements in 5′ Flanking Regions of Vertebrate Actin Genes
Liu, T., Wu, J., & He, F. (2000) · Journal of Molecular Evolution · doi:10.1007/s002399910003 · Cited by 17 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
The evolution of gene regulation by transcription factors and microRNAs
Chen, K., & Rajewsky, N. (2007) · Nature Reviews Genetics · doi:10.1038/nrg1990 · Cited by 1,547 · see citing works
Evolution of Gene Regulatory Networks Controlling Body Plan Development
Peter, I. S., & Davidson, E. H. (2011) · Cell · doi:10.1016/j.cell.2011.02.017 · Cited by 417 · see citing works
Hare, E. E., Peterson, B. K., Iyer, V. N., Meier, R., & Eisen, M. B. (2008) · PLoS Genetics · doi:10.1371/journal.pgen.1000106 · Cited by 302 · see citing works
- Authors
- Dermitzakis, E. T.
- Affiliations
- Pennsylvania State University (US)
- Corresponding author
- Dermitzakis, E. T.
- ORCID
- Dermitzakis, E. T.
- Venue
- Molecular Biology and Evolution
- Publisher
- Oxford University Press (OUP)
- Published
- 2003-04-02
- Volume
- 20
- Issue
- 5
- Pages
- 703-714
- ISSN
- 0737-4038 (ISSN-L)
- 1537-1719
- OpenAlex
- W1994190548
- Cited by
- 88
- References
- 51
- Citations by year
- 2024: 2 · 2023: 2 · 2017: 1 · 2016: 1 · 2015: 4 · 2014: 1 · 2013: 1
- FWCI
- 3.68
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Molecular Biology and Evolution (publishedVersion)
- PubMed (publishedVersion)
- Research Explorer (The University of Manchester) (submittedVersion)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Genomics and Chromatin Dynamics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Genomics and Phylogenetic Studies
- Life Sciences › Agricultural and Biological Sciences › Plant Science › Chromosomal and Genetic Variations
- Keywords
- transcription factor binding sites, regulatory evolution, Drosophila, regulatory elements, binding site prediction, transcription factor specificity, functional constraints, sequence divergence, polymorphism, base composition bias
- MeSH terms
- Animals, Base Sequence, Binding Sites, Drosophila, Genes, Regulator, Models, Genetic, Molecular Sequence Data, Polymorphism, Genetic, Likelihood Functions, Sequence Alignment, Sequence Analysis, DNA, Evolution, Molecular, Databases, Nucleic Acid
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review