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Related Concept Videos

Multi-species Conserved Sequences02:51

Multi-species Conserved Sequences

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Next-generation sequencing technologies have created large genomic databases of a variety of animals and plants. Ever since the human genome project was completed, scientists studied the genome of primates, mammals, and other phylogenetically distant living beings. Such large-scale  studies have provided new insights into the evolutionary relationship between organisms.
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Demonstration of the Sequence Alignment to Predict Across Species Susceptibility Tool for Rapid Assessment of Protein Conservation
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Sensitive inference of alignment-safe intervals from biodiverse protein sequence clusters using EMERALD.

Andreas Grigorjew1, Artur Gynter1, Fernando H C Dias1

  • 1Department of Computer Science, University of Helsinki, Helsinki, Finland.

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|July 17, 2023
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Summary

This study introduces pairwise alignment-safety to reveal robust amino acid positions across suboptimal sequence alignments. This method enhances understanding of protein biodiversity beyond optimal alignments alone.

Keywords:
Dynamic programmingNeedleman-Wunsch algorithmProtein foldingSequence alignmentSuboptimal alignments

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Area of Science:

  • Bioinformatics
  • Computational Biology
  • Genomics

Background:

  • Sequence alignments are fundamental in life science research.
  • Current methods primarily focus on optimal alignments, neglecting valuable information from suboptimal solutions.
  • Relying solely on optimal alignments is insufficient for large-scale biodiversity studies, such as those at the tree-of-life scale.

Purpose of the Study:

  • To introduce a novel concept, pairwise alignment-safety, to analyze suboptimal sequence alignment solutions.
  • To uncover amino acid positions that are consistently conserved across all suboptimal alignments.
  • To provide a more comprehensive understanding of sequence relationships and protein universe biodiversity.

Main Methods:

  • Development of the EMERALD software library for alignment-safety inference.
  • Application of EMERALD to a large dataset of 400,000 sequences from the SwissProt database.
  • Analysis of suboptimal alignment solutions to identify robustly shared amino acid positions.

Main Results:

  • Demonstration that pairwise alignment-safety can identify amino acid positions robustly shared across suboptimal alignments.
  • Successful implementation and application of the EMERALD software library.
  • Analysis of 400k SwissProt sequences provides insights into conserved regions beyond optimal alignment findings.

Conclusions:

  • Pairwise alignment-safety offers a powerful approach to extract more information from sequence alignment data.
  • The EMERALD library facilitates the inference of alignment-safety, enhancing biodiversity exploration.
  • This method addresses the limitations of relying solely on optimal alignments in large-scale biological sequence analysis.