Literature DB >> 20624780

An alignment-free method to identify candidate orthologous enhancers in multiple Drosophila genomes.

Manonmani Arunachalam1, Karthik Jayasurya, Pavel Tomancak, Uwe Ohler.   

Abstract

MOTIVATION: Evolutionarily conserved non-coding genomic sequences represent a potentially rich source for the discovery of gene regulatory region such as transcriptional enhancers. However, detecting orthologous enhancers using alignment-based methods in higher eukaryotic genomes is particularly challenging, as regulatory regions can undergo considerable sequence changes while maintaining their functionality.
RESULTS: We have developed an alignment-free method which identifies conserved enhancers in multiple diverged species. Our method is based on similarity metrics between two sequences based on the co-occurrence of sequence patterns regardless of their order and orientation, thus tolerating sequence changes observed in non-coding evolution. We show that our method is highly successful in detecting orthologous enhancers in distantly related species without requiring additional information such as knowledge about transcription factors involved, or predicted binding sites. By estimating the significance of similarity scores, we are able to discriminate experimentally validated functional enhancers from seemingly equally conserved candidates without function. We demonstrate the effectiveness of this approach on a wide range of enhancers in Drosophila, and also present encouraging results to detect conserved functional regions across large evolutionary distances. Our work provides encouraging steps on the way to ab initio unbiased enhancer prediction to complement ongoing experimental efforts. AVAILABILITY: The software, data and the results used in this article are available at http://www.genome.duke.edu/labs/ohler/research/transcription/fly_enhancer/.

Entities:  

Mesh:

Year:  2010        PMID: 20624780      PMCID: PMC2922894          DOI: 10.1093/bioinformatics/btq358

Source DB:  PubMed          Journal:  Bioinformatics        ISSN: 1367-4803            Impact factor:   6.937


  32 in total

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Review 5.  Alignment-free sequence comparison-a review.

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Review 6.  Functional evolution of noncoding DNA.

Authors:  Michael Z Ludwig
Journal:  Curr Opin Genet Dev       Date:  2002-12       Impact factor: 5.578

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Authors:  P F Cliften; L W Hillier; L Fulton; T Graves; T Miner; W R Gish; R H Waterston; M Johnston
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Review 8.  Decoding cis-regulatory DNAs in the Drosophila genome.

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Journal:  Curr Opin Genet Dev       Date:  2002-10       Impact factor: 5.578

9.  Comparing expression profiles of genes with similar promoter regions.

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  14 in total

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Review 3.  Identifying transcriptional cis-regulatory modules in animal genomes.

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4.  Efficient large-scale protein sequence comparison and gene matching to identify orthologs and co-orthologs.

Authors:  Khalid Mahmood; Geoffrey I Webb; Jiangning Song; James C Whisstock; Arun S Konagurthu
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5.  Improved accuracy of supervised CRM discovery with interpolated Markov models and cross-species comparison.

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6.  Taking promoters out of enhancers in sequence based predictions of tissue-specific mammalian enhancers.

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7.  The Little Fly that Could: Wizardry and Artistry of Drosophila Genomics.

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8.  Evidence for deep regulatory similarities in early developmental programs across highly diverged insects.

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9.  Handling Permutation in Sequence Comparison: Genome-Wide Enhancer Prediction in Vertebrates by a Novel Non-Linear Alignment Scoring Principle.

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10.  Prediction of gene regulatory enhancers across species reveals evolutionarily conserved sequence properties.

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Journal:  PLoS Comput Biol       Date:  2018-10-04       Impact factor: 4.475

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