Evidence map›Paper›PMID 32895516›Full record

ArticleNature ecology & evolution2020

Idiosyncratic epistasis creates universals in mutational effects and evolutionary trajectories.

Daniel M Lyons, Zhengting Zou, Haiqing Xu, Jianzhi Zhang

Abstract read
In one paragraph

Article in Nature ecology & evolution, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 41 papers.

0numbers the graph read from it
0cells of the map it votes in
41citing papers in PubMed
–field-weighted citation impact
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

41 citing papers in PubMed.

  1. Review
  2. Article
  3. Article
  4. Article
  5. Evolutionary pathways in epistatic mechanical networks.Proceedings of the National Academy of Sciences of the United States of America · 2026
    Article
  6. Distinguishing direct interactions from global epistasis using rank statistics.Proceedings of the National Academy of Sciences of the United States of America · 2025
    Article
  7. Epistatic contributions to human traits via transcription factor mechanisms.medRxiv : the preprint server for health sciences · 2025
    Article
  8. Article
  9. Article
  10. Article
  11. Article
  12. Article
  13. Article
  14. Energy landscapes of peptide-MHC binding.PLoS computational biology · 2024
    Article
  15. Article
  16. Article
  17. Review
  18. Article
  19. A dynamical limit to evolutionary adaptation.Proceedings of the National Academy of Sciences of the United States of America · 2024
    Article
  20. Article
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

4 authors.

Daniel M Lyons *Department of Ecology and Evolutionary Biology, University of Michigan, Ann Arbor, MI, USA.ORCID http://orcid.org/0000-0002-5241-9335
Zhengting Zou *Department of Ecology and Evolutionary Biology, University of Michigan, Ann Arbor, MI, USA.ORCID http://orcid.org/0000-0003-1716-5090
Haiqing XuDepartment of Ecology and Evolutionary Biology, University of Michigan, Ann Arbor, MI, USA.ORCID http://orcid.org/0000-0002-9124-3192
Jianzhi ZhangDepartment of Ecology and Evolutionary Biology, University of Michigan, Ann Arbor, MI, USA. jianzhi@umich.edu.ORCID http://orcid.org/0000-0001-6141-1290

Funding

MICHIGAN MEDICAL SCIENTIST TRAINING PROGRAMT32GM007863 · NIGMS · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI COLLINS, KATHLEEN L. · 1985 to 2024
$38.3M
Genomic and Systemic Approaches to Evolutionary MechanismsR35GM139484 · NIGMS · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI JIANZHI ZHANG · 2021 to 2026
$3.2M
Pleiotropy: patterns, mechanisms, and evolutionary consequencesR01GM103232 · NIGMS · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI ZHANG, JIANZHI · 2013 to 2020
$1.8M
Epistasis Within and Between Genomic Segments in Influenza VirusF31AI140618 · NIAID · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI LYONS, DANIEL · 2018 to 2019
$71k
NIAID NIH HHS F31 AI140618NIGMS NIH HHS R01 GM103232NIGMS NIH HHS R35 GM139484NIGMS NIH HHS T32 GM007863
6 · The paper itself

Abstract

Patterns of epistasis and shapes of fitness landscapes are of wide interest because of their bearings on a number of evolutionary theories. The common phenomena of slowing fitness increases during adaptations and diminishing returns from beneficial mutations are believed to reflect a concave fitness landscape and a preponderance of negative epistasis. Paradoxically, fitness decreases tend to decelerate and harm from deleterious mutations shrinks during the accumulation of random mutations-patterns thought to indicate a convex fitness landscape and a predominance of positive epistasis. Current theories cannot resolve this apparent contradiction. Here, we show that the phenotypic effect of a mutation varies substantially depending on the specific genetic background and that this idiosyncrasy in epistasis creates all of the above trends without requiring a biased distribution of epistasis. The idiosyncratic epistasis theory explains the universalities in mutational effects and evolutionary trajectories as emerging from randomness due to biological complexity.

Indexed as

Epistasis, GeneticGenetic FitnessBiological EvolutionGenotypeMutation

Identifiers

PMID32895516
PMCPMC7710555

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Registered trials

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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.