Validated removal of nuclear pseudogenes and sequencing artefacts from mitochondrial metabarcode data

Carmelo Andújar1, Thomas J Creedy2, Paula Arribas1

  • 1Island Ecology and Evolution Research Group, Institute of Natural Products and Agrobiology (IPNA-CSIC, San Cristóbal de la Laguna, Spain.

Insights

Metabarcoding analysis can be improved by the metaMATE framework, which filters out non-authentic sequences like NUMTs. This approach enhances the reliability of genetic data for species identification and population studies.

Area of Science:

  • Molecular Ecology
  • Bioinformatics
  • Genomics

Background:

  • Metabarcoding of Metazoa using mitochondrial DNA is prone to errors from PCR, sequencing, and nuclear mitochondrial pseudogenes (NUMTs).
  • Existing denoising and abundance threshold methods reduce noise but do not fully address complex concomitant sequences or variable DNA contributions.

Purpose of the Study:

  • To introduce the metabarcoding Multidimensional Abundance Threshold Evaluation (metaMATE) framework as a complementary approach to denoising.
  • To provide a method for comprehensive filtering and evaluation of unwanted sequences in metabarcoding datasets.

Main Methods:

  • metaMATE processes denoised amplicon sequence variants (ASVs) to distinguish authentic mitochondrial haplotypes from non-authentic sequences (NUMTs, errors).
  • It utilizes external reference data and analyzes nucleotide substitution patterns to classify ASVs.
  • The framework applies structured read abundance filtering across varying thresholds, assessing performance by quantifying non-authentic ASVs and impact on authentic ASVs.

Main Results:

  • metaMATE effectively identifies and quantifies non-authentic ASVs, including NUMTs and erroneous sequences.
  • The framework evaluates the impact of abundance filtering on the removal of authentic ASVs.
  • It provides data to guide decisions on filtering stringency.

Conclusions:

  • metaMATE enhances the reliability of intraspecific genetic information derived from metabarcoding data.
  • The framework aids researchers in making informed decisions for more accurate species identification and population genetic analyses.
  • The metaMATE software is available to facilitate these improved analyses.

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