Evidence map›Paper›PMID 37096789›Full record

ArticleMolecular biology and evolution2023

Beginner's Guide on the Use of PAML to Detect Positive Selection.

Sandra Álvarez-Carretero, Paschalia Kapli, Ziheng Yang

Open access · goldAbstract read
In one paragraph

Article in Molecular biology and evolution, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 116 papers.

0numbers the graph read from it
0cells of the map it votes in
116citing papers in PubMed
31.2field-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

116 citing papers in PubMed, 204 citations in OpenAlex.

  1. Article
  2. Article
  3. Article
  4. Article
  5. Article
  6. Article
  7. Lifestyles ofProceedings of the National Academy of Sciences of the United States of America · 2026
    Article
  8. Article
  9. Article
  10. Article
  11. Chromosome-scale genome of European anchovy (Engraulis encrasicolus L., 1758) and comparative genomics uncover clupeid-specific immune gene expansions.DNA research : an international journal for rapid publication of reports on genes and genomes · 2026
    Article
  12. Evolutionary innovation through fusion of sequences from across the tree of life.Proceedings of the National Academy of Sciences of the United States of America · 2026
    Article
  13. Article
  14. Article
  15. Article
  16. Article
  17. Article
  18. Article
  19. Article
  20. Article

56 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.

Sandra Álvarez-CarreteroDepartment of Genetics, Evolution and Environment, University College London, London, United Kingdom.ORCID 0000-0002-9508-6286
Paschalia KapliDepartment of Genetics, Evolution and Environment, University College London, London, United Kingdom.ORCID 0000-0001-8769-8779
Ziheng YangDepartment of Genetics, Evolution and Environment, University College London, London, United Kingdom.ORCID 0000-0003-3351-7981
University College London · GB

Funding

Biotechnology and Biological Sciences Research Council BB/R01356X/1Biotechnology and Biological Sciences Research Council BB/R016240/1
6 · The paper itself

Abstract

The CODEML program in the PAML package has been widely used to analyze protein-coding gene sequences to estimate the synonymous and nonsynonymous rates (dS and dN) and to detect positive Darwinian selection driving protein evolution. For users not familiar with molecular evolutionary analysis, the program is known to have a steep learning curve. Here, we provide a step-by-step protocol to illustrate the commonly used tests available in the program, including the branch models, the site models, and the branch-site models, which can be used to detect positive selection driving adaptive protein evolution affecting particular lineages of the species phylogeny, affecting a subset of amino acid residues in the protein, and affecting a subset of sites along prespecified lineages, respectively. A data set of the myxovirus (Mx) genes from ten mammal and two bird species is used as an example. We discuss a new feature in CODEML that allows users to perform positive selection tests for multiple genes for the same set of taxa, as is common in modern genome-sequencing projects. The PAML package is distributed at https://github.com/abacus-gene/paml under the GNU license, with support provided at its discussion site (https://groups.google.com/g/pamlsoftware). Data files used in this protocol are available at https://github.com/abacus-gene/paml-tutorial.

Indexed as

Evolution, MolecularSoftwareAnimalsBase SequenceCodonMammalsPhylogenySelection, GeneticCodonadaptive evolutiond N/dSnonsynonymous substitutionsPAMLpositive selectionsynonymous substitutions

Identifiers

PMID37096789
PMCPMC10127084
OpenAlexW4366992709

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

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.