How Much Information is Provided by Human Epigenomic Data? An Evolutionary View
Abstract
Here, we ask the question, \"How much information do available epigenomic data sets provide about human genomic function, individually or in combination?\" We consider nine epigenomic and annotation features across 115 cell types and measure genomic function by using signatures of natural selection as a proxy. We measure information as the reduction in entropy under a probabilistic evolutionary model that describes genetic variation across [~]50 diverse humans and several nonhuman primates. We find that several genomic features yield more information in combination than they do individually, with DNase-seq displaying particularly strong synergy. Most of the entropy in human genetic variation, by far, reflects mutation and neutral drift; the genome-wide reduction in entropy due to selection is equivalent to only a small fraction of the storage requirements of a single human genome. Based on this framework, we produce cell-type-specific maps of the probability that a mutation at each nucleotide will have fitness consequences (FitCons scores). These scores are predictive of known functional elements and disease-associated variants, they reveal relationships among cell types, and they suggest that [~]8% of nucleotide sites are constrained by natural selection.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 2
- Organism
- Assay
- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Epigenetic constraint of cellular genomes evolutionarily links genetic variation to function
Enakshi Sinniah, Dalia Mizikovsky, … Nathan J. Palpant·bioRxiv·Oct 28, 2024
- Probabilities of Fitness Consequences for Point Mutations Across the Human Genome
Brad Gulko, Ilan Gronau, … Adam Siepel·bioRxiv·Sep 11, 2014
- Mutational load and the functional fraction of the human genome
B. Galeota-Sprung, P. D. Sniegowski, W. Ewens·bioRxiv·Mar 16, 2020
- Natural selection acts on epigenetic marks
L. Boukas, A. Razi, … K. D. Hansen·bioRxiv·Jul 4, 2020
- Title: Leveraging Base Pair Mammalian Constraint to Understand Genetic Variation and Human Disease
Patrick F. Sullivan, Jennifer R. S. Meadows, … Arcadi Navarro·SciencePeer-reviewed·Apr 27, 2023
- The human functional genome defined by genetic diversity
Julia di Iulio, István Bartha, … Amalio Telenti·Nature GeneticsPeer-reviewed·Feb 23, 2018