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Research method

Phylogenetic Analysis

Phylogenetic analysis infers evolutionary relationships from aligned sequences, gene trees, or presence/absence of genes across genomes. Depending on the design the output is a gene-family tree, a species tree, a positive-selection scan on orthologs, or a pan-genome graph of core versus accessory genes. A tree is a hypothesis about history, not an experimental measurement of a protein's current function.

Comparative biologists use phylogenies when they need to know whether a gene family expanded, whether a trait is ancestral, or whether the same pathways keep being selected. It answers 'how are these sequences related, and where did novelty arise?' Its main limitation is that sequence classification and selection statistics are not knockout phenotypes, and shared selection can be convergence or ancient shared pressure.

Studies

17

Findings

5

7 supporting · 0 challenging · 0 qualifying citations

Open tensions

2

Currently

What we know

  1. A multi-kingdom HSP90 survey found 103 genes on 32 genomes (87 functional, 16 pseudogenes). Vertebrates had the largest counts; Archaea nearly lack HSP90. The phylogeny classifies homologs and pseudogenes; it does not mutate each homolog's chaperone clients.
  2. Plant MYB inventories are also sequence phylogenies: 155 rice and 197 Arabidopsis MYB genes, with R2R3 the largest subclass. Structure and expression were analysed, but classification remains sequence-based rather than a phenotype for every gene.
  3. Positive-selection scans across bird orthologs, compared with mammals, found immune pathways as recurrent targets. Genes selected in birds were enriched for selection in mammals, especially viral-response genes, and about 14% of genes were selected in all tests. Shared selection could still be convergence rather than one continuous pressure.
  4. Aspergillus clade genomics and a Listeria pan-genome reassessment use trees and gene-content matrices together. Aspergillus genomes were ~29–36 Mb with 9,113–13,553 genes, about 20% Aspergillaceae-specific, and section Nigri averaged ~1,800 unique genes. Extending L. monocytogenes by 11 strains covering all serotypes showed a highly stable but not closed pan-genome, with accessory genes in hypervariable hotspots and mobile elements as major accessory components.
  5. Whole-genome papers for extreme physiology use phylogeny as context rather than as the sole result. The painted-turtle genome is a resource for anoxia and freeze-survival in a tetrapod that can freeze nearly solid then thaw with little damage; the wild Medicago ruthenica assembly is compared with cultivated legumes to retain stress-tolerance traits diluted by domestication. Neither map every protective pathway experimentally or deliver a finished cultivar.

Largest unresolved question

These papers do not build the same kind of tree. HSP90 and MYB papers classify gene families; the immune-gene paper scans orthologs for repeated positive selection (~14% selected in all tests); Aspergillus and Listeria papers mix clade phylogeny with pan-genome gene content; turtle and Medicago papers are organismal genomes whose phylogeny is background for physiology or breeding. A student who treats every 'phylogenetic analysis' hit as a species tree will misread the result.

Procedure

How it works

The main stages of the method. Specific protocols and analysis choices vary between studies.

  1. Collect homologous sequences

    Genes or genomes are gathered so that comparable units can be scored — amino acids, nucleotides, or presence/absence. What enters the matrix decides whether the later object is a gene-family tree, a species tree, or a pan-genome graph.

  2. Align the sequences

    Positions are lined up so that a substitution model can treat them as homologous sites. Alignment error at this step becomes spurious topology later; poorly conserved families are especially vulnerable.

  3. Infer a tree or a gene-content matrix

    A substitution model, coalescent, or presence/absence coding produces a topology and branch lengths, or a core-versus-accessory matrix. Family inventories, ortholog selection scans, clade phylogenies, and organismal genomes used as background are not the same kind of tree.

  4. Read expansions, selection, or accessory genes

    Gene-family counts, dN/dS scans, and lineage-specific lists are taken off the tree or the matrix. Shared positive selection can still be convergence or ancient pressure, and presence of an accessory gene is not a virulence phenotype.

  5. Treat the tree as a history hypothesis, not a function assay

    Phylogenetic analysis answers how these sequences are related and where novelty is inferred to have arisen. It does not mutate a homolog's clients or substitute for a knockout of current function.

Common misconceptions

  • If a gene sits in an expanded family on the tree, it has been shown to work as a chaperone, transcription factor, or immune effector.

    HSP90 counts (87 functional genes, 16 pseudogenes) and MYB counts (155 rice, 197 Arabidopsis) are sequence classifications. Neither paper experimentally mutates every homolog's clients or phenotype.

  • Shared positive selection on immune genes in birds and mammals means those genes evolved under one identical pathogen pressure.

    About 14% of genes were selected in all tests and viral-response genes were enriched, but the authors note shared selection could reflect convergence or ancient shared pressure, and finer tetrapod clades still need scanning.

  • A 'not closed' pan-genome means Listeria gene content is chaotic and therefore phylogenetically useless.

    The pan-genome was highly stable but not closed; accessory genes concentrate in hypervariable hotspots. Presence/absence still informs diagnostics and phylogenetics even though it does not prove each virulence phenotype.

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