ArticleMolecular biology and evolution2018
REforge Associates Transcription Factor Binding Site Divergence in Regulatory Elements with Phenotypic Differences between Species.
Article in Molecular biology and evolution, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers.
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11 citing papers in PubMed, 21 citations in OpenAlex.
- The genetic foundations of convergent traits.Nature reviews. Genetics · 2026Review
- Linking phenotype to genotype using comprehensive genomic comparisons.Current opinion in genetics & development · 2025Review
- From Trees to Traits: A Review of Advances in PhyloG2P Methods and Future Directions.Genome biology and evolution · 2025Review
- A phylogenetic method linking nucleotide substitution rates to rates of continuous trait evolution.PLoS computational biology · 2024Article
- Relating enhancer genetic variation across mammals to complex phenotypes using machine learning.Science (New York, N.Y.) · 2023Article
- Vision-related convergent gene losses revealeLife · 2022Article
- Inferring mammalian tissue-specific regulatory conservation by predicting tissue-specific differences in open chromatin.BMC genomics · 2022Article
- Evolutionary rewiring of regulatory networks contributes to phenotypic differences between human and mouse orthologous genes.Nucleic acids research · 2022Article
- Recapitulating Evolutionary Divergence in a Single Cis-Regulatory Element Is Sufficient to Cause Expression Changes of the Lens Gene Tdrd7.Molecular biology and evolution · 2021Article
- Novel phylogenetic methods are needed for understanding gene function in the era of mega-scale genome sequencing.Nucleic acids research · 2020Article
- TFforge utilizes large-scale binding site divergence to identify transcriptional regulators involved in phenotypic differences.Nucleic acids research · 2019Article
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Authors and funding
3 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Elucidating the genomic determinants of morphological differences between species is key to understanding how morphological diversity evolved. While differences in cis-regulatory elements are an important genetic source for morphological evolution, it remains challenging to identify regulatory elements involved in phenotypic differences. Here, we present Regulatory Element forward genomics (REforge), a computational approach that detects associations between transcription factor binding site divergence in putative regulatory elements and phenotypic differences between species. By simulating regulatory element evolution in silico, we show that this approach has substantial power to detect such associations. To validate REforge on real data, we used known binding motifs for eye-related transcription factors and identified significant binding site divergence in vision-impaired subterranean mammals in 1% of all conserved noncoding elements. We show that these genomic regions are significantly enriched in regulatory elements that are specifically active in mouse eye tissues, and that several of them are located near genes, which are required for eye development and photoreceptor function and are implicated in human eye disorders. Thus, our genome-wide screen detects widespread divergence of eye-regulatory elements and highlights regulatory regions that likely contributed to eye degeneration in subterranean mammals. REforge has broad applicability to detect regulatory elements that could be involved in many other phenotypes, which will help to reveal the genomic basis of morphological diversity.
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