Evidence map›Paper›PMID 40476610›Full record

ArticleMolecular biology and evolution2025

A General Substitution Matrix for Structural Phylogenetics.

Sriram G Garg, Georg K A Hochberg

Abstract read
In one paragraph

Article in Molecular biology and evolution, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 20 papers.

0numbers the graph read from it
0cells of the map it votes in
20citing 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

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

20 citing papers in PubMed.

  1. Article
  2. Review
  3. Article
  4. Article
  5. Review
  6. Article
  7. Article
  8. Article
  9. Toward a genomic understanding of the tree of life.Molecular biology and evolution · 2026
    Article
  10. Article
  11. Exploring the protein universe with distant similarity detection methods.Protein science : a publication of the Protein Society · 2026
    Review
  12. Review
  13. Article
  14. DPANN Archaea and CPR Bacteria: insights into early cellular evolution?Philosophical transactions of the Royal Society of London. Series B, Biological sciences · 2025
    Review
  15. The evolutionary history and modern diversity of triterpenoid cyclases.bioRxiv : the preprint server for biology · 2025
    Article
  16. Protein Structural Phylogenetics.Genome biology and evolution · 2025
    Review
  17. Article
  18. Article
  19. Archaeal hemeFrontiers in microbiology · 2025
    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

2 authors.

Sriram G GargEvolutionary Biochemistry Group, Max Planck Institute for Terrestrial Microbiology, Marburg 35043, Germany.ORCID 0000-0003-4160-5228
Georg K A HochbergEvolutionary Biochemistry Group, Max Planck Institute for Terrestrial Microbiology, Marburg 35043, Germany.ORCID 0000-0002-7155-0451

Funding

Human Frontiers Science Program RGP0028
6 · The paper itself

Abstract

Sequence-based maximum likelihood phylogenetics is a widely used method for inferring evolutionary relationships, which has illuminated the evolutionary histories of proteins and the organisms that harbor them. However, modern implementations with sophisticated models of sequence evolution struggle to resolve deep evolutionary relationships, which can be obscured by excessive sequence divergence and substitution saturation. Structural phylogenetics has emerged as a promising alternative because protein structure evolves much more slowly than protein sequences. Recent developments in protein structure prediction using AI have made it possible to predict protein structures for entire protein families and then to translate these structures into a sequence representation-the 3Di structural alphabet-that can in theory be directly fed into existing sequence-based phylogenetic software. To unlock the full potential of this idea, however, requires the inference of a general substitution matrix for structural phylogenetics, which has so far been missing. Here, we infer this matrix from large datasets of protein structures and show that it results in a better fit to empirical datasets than previous approaches. We then use this matrix to re-visit the question of the root of the tree of life. Using structural phylogenies of universal paralogs, we provide the first unambiguous evidence for a root between archaea and bacteria. Finally, we discuss some practical and conceptual limitations of structural phylogenetics. Our 3Di substitution matrix provides a starting point for revisiting many deep phylogenetic problems that have so far been extremely difficult to solve.

Indexed as

PhylogenyProteinsArchaeaEvolution, MolecularModels, GeneticProtein ConformationSoftwareProteinsevolutionmaximum likelihoodphylogeneticsstructural phylogeneticssubstitution models

Identifiers

PMID40476610
PMCPMC12198762

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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.