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Updated: Dec 11, 2025

Promoter Capture Hi-C: High-resolution, Genome-wide Profiling of Promoter Interactions
Published on: June 28, 2018
Promoter CpG Density Predicts Downstream Gene Loss-of-Function Intolerance
Leandros Boukas1, Hans T Bjornsson2, Kasper D Hansen3
1Human Genetics Training Program, Johns Hopkins University School of Medicine, 733 N Broadway, Baltimore, MD 21205, USA; Department of Genetic Medicine, Johns Hopkins University School of Medicine, 733 N Broadway, Baltimore, MD 21205, USA.
Human genes show a strong link between intolerance to loss-of-function (LoF) variation and CpG density in their promoters. This finding helps predict gene constraint and aids in clinical variant interpretation.
Area of Science:
- Genomics
- Human Genetics
- Molecular Biology
Background:
- Large-scale exome sequencing enables estimation of gene intolerance to loss-of-function (LoF) variation.
- Previous research has not fully explored the relationship between LoF intolerance and regulatory elements like CpG promoters.
Purpose of the Study:
- To investigate the association between genic LoF intolerance and promoter CpG density across the human genome.
- To develop a predictive model for LoF intolerance using CpG density and conservation metrics.
- To identify previously unascertained genes as highly LoF intolerant.
Main Methods:
- Analysis of exome sequence data and LoF intolerance metrics (LOEUF from gnomAD).
- Correlation analysis between promoter CpG density and genic LoF intolerance.
- Development and validation of a predictive model incorporating CpG density and conservation data.
Main Results:
- A strong, widespread coupling exists between genic LoF intolerance and promoter CpG density.
- Genes with CpG-rich promoters are significantly more likely to be LoF intolerant (67.2%) compared to those with CpG-poor promoters (7.4%).
- Promoter CpG density, combined with conservation, explains a substantial portion (33.4%) of LoF intolerance variation, outperforming conservation alone.
Conclusions:
- Promoter CpG density is a key predictor of genic LoF intolerance.
- The developed model accurately classifies LoF intolerance for unascertained genes, aiding clinical variant interpretation.
- The preferential association of high CpG density with constrained genes challenges existing views on selection acting on CpG islands.
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