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Updated: Feb 26, 2026

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Short DNA sequence patterns accurately identify broadly active human enhancers.

Laura L Colbran1, Ling Chen2, John A Capra3,4,5

  • 1Vanderbilt Genetics Institute, Vanderbilt University, Nashville, TN, 37235, USA.

BMC Genomics
|July 19, 2017
PubMed
Summary

Short DNA sequence motifs, not dinucleotide repeat motifs, predict broad human enhancer activity. The role of these motifs differs between humans and Drosophila, indicating a lack of evolutionary conservation.

Keywords:
Dinucleotide repeat motifEnhancerGene expressionMachine learning

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Area of Science:

  • Genomics
  • Molecular Biology
  • Bioinformatics

Background:

  • Enhancers are DNA regulatory elements controlling gene expression with diverse activity patterns.
  • Sequence characteristics, like transcription factor (TF) binding motifs, influence enhancer activity, but the precise regulatory logic remains unclear.
  • Short dinucleotide repeat motifs (DRMs) were previously suggested to drive broad activity in Drosophila enhancers, but their conservation in humans is unknown.

Purpose of the Study:

  • To comprehensively analyze the relationship between short DNA sequence patterns and human enhancer activity across numerous contexts.
  • To investigate the role of DRMs in human enhancer activity and their evolutionary conservation compared to Drosophila.

Main Methods:

  • Analyzed 38,538 human enhancers across 411 contexts.
  • Employed a machine-learning framework to assess the predictive power of short sequence motifs, including DRMs, on enhancer activity.
  • Compared motif enrichment patterns and TF binding preferences between human and Drosophila enhancers.

Main Results:

  • Short sequence motif occurrence patterns accurately predicted broadly active human enhancers.
  • DRMs were weakly predictive of broad human enhancer activity and showed different enrichment patterns than in Drosophila.
  • GC-rich sequence motifs were significantly associated with broad enhancer activity in humans, and associated TFs recognized GC-rich motifs.

Conclusions:

  • Specific sequence motifs are crucial for broadly active human enhancers.
  • The regulatory role of DRMs in enhancer activity is not conserved across species.
  • A computational framework was established for studying enhancer sequence logic.