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Using Phylogenetic Analysis to Investigate Eukaryotic Gene Origin
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PIQMEE: Bayesian Phylodynamic Method for Analysis of Large Data Sets with Duplicate Sequences.

Veronika Boskova1,2,3, Tanja Stadler1,2

  • 1Department of Biosystems Science and Engineering, ETH Zürich, Basel, Switzerland.

Molecular Biology and Evolution
|June 4, 2020
PubMed
Summary
This summary is machine-generated.

Analyzing large pathogen sequencing datasets computationally is challenging. We developed PIQMEE, a new tool for accurate and efficient phylogenetic and phylodynamic analysis of complex sequence data, improving computational efficiency for large datasets.

Keywords:
BEAST 2Bayesian phylodynamicsduplicate sequencesfast algorithmslarge data setssubsampling

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Area of Science:

  • Computational Biology
  • Bioinformatics
  • Evolutionary Genetics

Background:

  • Next-generation sequencing generates vast pathogen quasispecies data, often with numerous identical sequences.
  • Large datasets pose computational challenges for existing Bayesian phylogenetic and phylodynamic methods.

Purpose of the Study:

  • To evaluate the impact of duplicate sequences on phylogenetic and phylodynamic analysis speed and accuracy.
  • To introduce PIQMEE, a novel BEAST 2 add-on for efficient analysis of large sequence datasets.

Main Methods:

  • Simulations were used to test the effects of unique, random subsets, and full datasets on phylogenetic analysis.
  • PIQMEE was developed to resolve unique sequence tree structures while estimating duplicate sequence divergence times.
  • Computational efficiency and accuracy were compared against existing BEAST 2 methods.

Main Results:

  • Using only unique sequences introduces bias; random subsets lead to imprecise estimates.
  • PIQMEE significantly enhances computational efficiency, converging in approximately 1 day for 6,000 sequences, compared to 7 days for classic methods.
  • PIQMEE successfully handles datasets up to 21,000 sequences, demonstrating scalability.

Conclusions:

  • PIQMEE offers a reliable and computationally efficient solution for analyzing large pathogen quasispecies datasets.
  • The method accurately estimates phylogenetic and phylodynamic parameters from full datasets, overcoming limitations of current approaches.
  • PIQMEE was successfully applied to within-host HIV sequencing data, showcasing its real-world applicability.