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Using Phylogenetic Analysis to Investigate Eukaryotic Gene Origin
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Ultra-large alignments using phylogeny-aware profiles.

Nam-Phuong D Nguyen1, Siavash Mirarab2, Keerthana Kumar3

  • 1Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, 1206 West Gregory Drive, Urbana, 61801, Illinois, USA. namphuon@illinois.edu.

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Summary
This summary is machine-generated.

UPP is a new multiple sequence alignment tool that uses an ensemble of hidden Markov models. It accurately aligns large biological datasets, including fragmentary sequences, for evolutionary and homology studies.

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Area of Science:

  • Bioinformatics
  • Computational Biology
  • Evolutionary Biology

Background:

  • Accurate multiple sequence alignment (MSA) is crucial for biological research, including evolutionary history estimation and remote homology detection.
  • Large datasets and fragmentary sequences pose significant challenges to existing MSA methods, limiting their accuracy and applicability.

Purpose of the Study:

  • To develop a novel and highly accurate method for multiple sequence alignment of large biological datasets.
  • To address the challenges posed by fragmentary sequences in large-scale sequence analysis.

Main Methods:

  • Introduction of UPP (Unsupervised Phylogenetic Placement), a novel multiple sequence alignment method.
  • Implementation of a new machine learning technique: the ensemble of hidden Markov models.

Main Results:

  • UPP demonstrates high accuracy in aligning both nucleotide and amino acid sequences.
  • The method performs effectively on ultra-large datasets and datasets containing fragmentary sequences.
  • UPP provides reliable alignments essential for downstream phylogenetic and homology analyses.

Conclusions:

  • UPP offers a significant advancement in multiple sequence alignment for large-scale biological data.
  • The ensemble of hidden Markov models provides a robust approach for handling complex sequence datasets.
  • UPP is a valuable tool for researchers in evolutionary biology and bioinformatics, available at https://github.com/smirarab/sepp.