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Updated: May 14, 2026

Mapping Mammalian 3D Genome Interactions with Micro-C-XL
Published on: November 3, 2023
Correlated evolution of positions within mammalian cis elements
Rithun Mukherjee1, Perry Evans, Larry N Singh
1Computational Biology Program, Fred Hutchinson Cancer Research Center, Seattle, Washington, USA. rmukherj@fhcrc.org
Transcription factor (TF) binding site models often assume independent positions, but correlated evolution suggests interdependence. This study reveals prevalent correlated evolution within cis elements, refining TF-DNA binding models.
Area of Science:
- Genomics
- Bioinformatics
- Molecular Biology
Background:
- Transcription factor (TF) binding site models, like positional weight matrices (PWMs), typically assume independence between nucleotide positions.
- Evidence suggests that this independence assumption may not always hold true for TF-DNA interactions.
- Understanding interposition dependence is crucial for accurate modeling of transcriptional regulation.
Purpose of the Study:
- To develop and apply a maximum-likelihood (ML) approach to infer correlated evolution between positions within TF binding sites.
- To investigate the prevalence and characteristics of interposition dependence in cis-regulatory elements across mammalian genomes.
- To explore the implications of correlated evolution for refining TF-DNA binding models.
Main Methods:
- Developed a maximum-likelihood (ML) method to detect correlated evolution between any two positions in a TF binding site motif.
- Applied the ML method to a multiple alignment of 5 mammalian genomes, analyzing genome-wide putative cis elements in human promoters.
- Examined the relationship between interposition distance and dependence, evolutionary constraint, and similarity across related TFs.
Main Results:
- A prevalence of correlated evolution was detected within cis elements across mammalian genomes.
- Interdependence between positions decreased with increasing physical distance.
- Interdependent positions were found to be evolutionarily more constrained, with conserved patterns across related transcription factors.
Conclusions:
- Nucleotide positions within mammalian TF binding sites exhibit significant correlated evolution, indicating interposition dependence.
- This interdependence likely arises from context-dependent nucleotide preferences within cis elements, rather than solely from mutational biases.
- The developed methodology can refine TF-DNA binding models and is applicable to other non-coding functional elements.
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