Evidence map›Paper›PMID 26056312›Full record

ArticleProceedings of the National Academy of Sciences of the United States of America2015

Contingency and entrenchment in protein evolution under purifying selection.

Premal Shah, David M McCandlish, Joshua B Plotkin

Open access · bronzeAbstract read
In one paragraph

Article in Proceedings of the National Academy of Sciences of the United States of America, 2015. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 107 papers.

0numbers the graph read from it
0cells of the map it votes in
107citing papers in PubMed
16.6field-weighted citation impact, top 1% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

107 citing papers in PubMed, 209 citations in OpenAlex.

  1. Article
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  4. Descent from a common ancestor restricts exploration of protein sequence space.Proceedings of the National Academy of Sciences of the United States of America · 2026
    Article
  5. Article
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  7. Article
  8. D81 Mutants Reveal Hidden EF-Tu Diversity while Natural Sequences Preserve Aspartate.Computational and structural biotechnology journal · 2026
    Article
  9. Article
  10. Epistatic drift in protein evolution.Current opinion in genetics & development · 2025
    Review
  11. Exploring evolutionary trajectories of drug resistance.Proceedings of the National Academy of Sciences of the United States of America · 2025
    Article
  12. Article
  13. Article
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  15. Article
  16. Characterization of the Complete Mitochondrial Genome ofAnimals : an open access journal from MDPI · 2025
    Article
  17. Article
  18. Article
  19. Addressing epistasis in the design of protein function.Proceedings of the National Academy of Sciences of the United States of America · 2024
    Article
  20. Article

47 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

3 authors at 1 institution in 1 country.

Premal ShahDepartment of Biology, University of Pennsylvania, Philadelphia, PA 19104.
David M McCandlishDepartment of Biology, University of Pennsylvania, Philadelphia, PA 19104.
Joshua B PlotkinDepartment of Biology, University of Pennsylvania, Philadelphia, PA 19104 jplotkin@sas.upenn.edu.
University of Pennsylvania · US

Funding

Training in Emerging Infectious DiseasesT32AI055400 · NIAID · UNIVERSITY OF PENNSYLVANIA · PI CHERRY, SARA, HENSLEY, SCOTT ERIC · 2003 to 2022
$4.4M
NIAID NIH HHS 2T32AI055400-11NIAID NIH HHS T32 AI055400
6 · The paper itself

Abstract

The phenotypic effect of an allele at one genetic site may depend on alleles at other sites, a phenomenon known as epistasis. Epistasis can profoundly influence the process of evolution in populations and shape the patterns of protein divergence across species. Whereas epistasis between adaptive substitutions has been studied extensively, relatively little is known about epistasis under purifying selection. Here we use computational models of thermodynamic stability in a ligand-binding protein to explore the structure of epistasis in simulations of protein sequence evolution. Even though the predicted effects on stability of random mutations are almost completely additive, the mutations that fix under purifying selection are enriched for epistasis. In particular, the mutations that fix are contingent on previous substitutions: Although nearly neutral at their time of fixation, these mutations would be deleterious in the absence of preceding substitutions. Conversely, substitutions under purifying selection are subsequently entrenched by epistasis with later substitutions: They become increasingly deleterious to revert over time. Our results imply that, even under purifying selection, protein sequence evolution is often contingent on history and so it cannot be predicted by the phenotypic effects of mutations assayed in the ancestral background.

Indexed as

Evolution, MolecularEpistasis, GeneticModels, TheoreticalMutationProteinsProtein StabilityThermodynamicsProteinscoevolutionintragenic epistasisnear neutralityprotein stability

Identifiers

PMID26056312
PMCPMC4485141
OpenAlexW1512750650

What OpenQuestion holds

Textmetadata
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Registered trials

None linked

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.