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Relationships between gene expression variability, expression levels, and Protein-Protein interactions in mouse and
1Villanova University, Department of Chemistry, Radnor, Pennsylvania, United States of America.
Plos One
|June 25, 2026
Summary
Evolutionary studies of gene expression variability face challenges due to complex interdependencies. A new metric, F*, helps analyze gene expression variation, revealing conserved relationships across species and data types.
Area of Science:
- Evolutionary biology
- Genomics
- Molecular biology
Background:
- Understanding gene expression evolution requires metrics independent of expression levels.
- The metric F* was previously developed to quantify gene expression variability.
- Interdependence of expression levels, variability, and evolutionary rates complicates analysis.
Purpose of the Study:
- To investigate the relationship between gene expression levels and variability.
- To assess the utility of the F* metric across different data types and organisms.
- To identify functional enrichments associated with low gene expression variability.
Main Methods:
- Analysis of single-cell RNA-sequencing data from Mus musculus and Saccharomyces cerevisiae.
- Comparison of single-cell data with non-single-cell and simulated bulk data.
- Gene Ontology (GO) enrichment analyses.
Main Results:
- The relationship between expression levels and variability is complex; F* is not fully separable from expression level.
- Single-cell data show higher apparent variability than bulk data.
- A conserved negative relationship exists between protein-protein interaction connectivity and F*.
- In M. musculus, low-F* genes are enriched for translation/ribosome functions, with additional enrichment for splicing/spliceosome genes when single-cell variability is isolated.
- No significant GO term enrichment was found for low-F* genes in S. cerevisiae.
Conclusions:
- The F* metric offers insights into gene expression variability but is influenced by expression levels.
- Conserved relationships suggest F* captures fundamental biological properties.
- Splicing and spliceosome genes in M. musculus may be under selection for low variation.
- Further research is needed to understand species-specific patterns in gene expression variability.
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