Evidence map›Paper›PMID 24113538›Full record

ArticleMolecular biology and evolution2014

Modeling gene expression evolution with an extended Ornstein-Uhlenbeck process accounting for within-species variation.

Rori V Rohlfs, Patrick Harrigan, Rasmus Nielsen

Abstract read
In one paragraph

Article in Molecular biology and evolution, 2014. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 70 papers.

0numbers the graph read from it
0cells of the map it votes in
70citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

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3 · Its place in the literature

Who cites it

70 citing papers in PubMed.

  1. Article
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  4. Discriminating models of trait evolution.Evolution; international journal of organic evolution · 2026
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10 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

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5 · Who and what money

Authors and funding

3 authors.

Rori V RohlfsDepartment of Integrative Biology, University of California, Berkeley.
Patrick Harrigan
Rasmus Nielsen

Funding

PHS HHS 2R14003229-07
6 · The paper itself

Abstract

Much of the phenotypic variation observed between even closely related species may be driven by differences in gene expression levels. The current availability of reliable techniques like RNA-Seq, which can quantify expression levels across species, has enabled comparative studies. Ornstein-Uhlenbeck (OU) processes have been proposed to model gene expression evolution as they model both random drift and stabilizing selection and can be extended to model changes in selection regimes. The OU models provide a statistical framework that allows comparisons of specific hypotheses of selective regimes, including random drift, constrained drift, and expression level shifts. In this way, inferences may be made about the mode of selection acting on the expression level of a gene. We augment this model to include within-species expression variance, allowing for modeling of nonevolutionary expression variance that could be caused by individual genetic, environmental, or technical variation. Through simulations, we explore the reliability of parameter estimates and the extent to which different selective regimes can be distinguished using phylogenies of varying size using both the typical OU model and our extended model. We find that if individual variation is not accounted for, nonevolutionary expression variation is often mistaken for strong stabilizing selection. The methods presented in this article are increasingly relevant as comparative expression data becomes more available and researchers turn to expression as a primary evolving phenotype.

Indexed as

Evolution, MolecularGene ExpressionModels, GeneticPhenotypePhylogenyReproducibility of ResultsSelection, GeneticSequence Analysis, RNASpecies Specificityevolutionary modelsexpression evolutionexpression variationOrnstein–UhlenbeckRNA-Seq

Identifiers

PMID24113538
PMCPMC3879452

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.