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Indel reliability in indel-based phylogenetic inference.

Haim Ashkenazy1, Ofir Cohen2, Tal Pupko3

  • 1Department of Cell Research and Immunology, George S. Wise Faculty of Life Sciences, Tel Aviv University, Ramat Aviv, Israel.

Genome Biology and Evolution
|November 21, 2014
PubMed
Summary
This summary is machine-generated.

Phylogenetic reconstruction using insertions and deletions (indels) can be improved by filtering unreliable data. This study introduces a method to score indel reliability, enhancing evolutionary tree accuracy.

Keywords:
alignment reliabilityindel analysismultiple sequence alignmentphylogeny

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Area of Science:

  • Evolutionary biology
  • Bioinformatics
  • Computational phylogenetics

Background:

  • Insertion/deletion (indel) events are often assumed to be homoplasy-free in phylogenetic inference.
  • Indels have resolved complex evolutionary relationships but are sensitive to alignment errors.
  • Current indel-based phylogenetic methods may be inaccurate due to reliance on all inferred indel data.

Purpose of the Study:

  • To develop a method for quantifying the reliability of indel characters for phylogenetic reconstruction.
  • To improve the accuracy of phylogenetic trees inferred using indel data.
  • To assess the impact of filtering and weighting indels based on reliability.

Main Methods:

  • Quantified indel reliability by measuring their frequency across alternative multiple sequence alignments.
  • Developed a method assuming consistently present indels across alignments are more reliable.
  • Applied filtering and weighting strategies using reliability scores to simulated and empirical data.

Main Results:

  • A novel method was developed to score indel reliability.
  • Filtering and weighting indels by reliability scores significantly improved phylogenetic reconstruction accuracy.
  • The approach demonstrated effectiveness on both simulated and real-world biological data.

Conclusions:

  • Indel character reliability is a crucial factor for accurate phylogenetic inference.
  • The developed method enhances the utility of indels in resolving evolutionary histories.
  • This approach offers a more robust way to utilize indel data in phylogenetics.