Reference-based QUantification Of gene Dispensability (QUOD)

Abstract Background Dispensability of genes in a phylogenetic lineage, e.g. a species, genus, or higher-level clade, is gaining relevance as most genome sequencing projects move to a pangenome level. Most analyses classify genes as core genes, which are present in all investigated individual genomes...

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Main Authors: Katharina Sielemann, Bernd Weisshaar, Boas Pucker
Format: Article
Language:English
Published: BMC 2021-02-01
Series:Plant Methods
Subjects:
Online Access:https://doi.org/10.1186/s13007-021-00718-5
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spelling doaj-3ff4182385da4ae89662c5a57556c0fe2021-02-14T12:10:35ZengBMCPlant Methods1746-48112021-02-0117111110.1186/s13007-021-00718-5Reference-based QUantification Of gene Dispensability (QUOD)Katharina Sielemann0Bernd Weisshaar1Boas Pucker2Genetics and Genomics of Plants, Center for Biotechnology (CeBiTec) & Faculty of Biology, Bielefeld UniversityGenetics and Genomics of Plants, Center for Biotechnology (CeBiTec) & Faculty of Biology, Bielefeld UniversityGenetics and Genomics of Plants, Center for Biotechnology (CeBiTec) & Faculty of Biology, Bielefeld UniversityAbstract Background Dispensability of genes in a phylogenetic lineage, e.g. a species, genus, or higher-level clade, is gaining relevance as most genome sequencing projects move to a pangenome level. Most analyses classify genes as core genes, which are present in all investigated individual genomes, and dispensable genes, which only occur in a single or a few investigated genomes. The binary classification as ‘core’ or ‘dispensable’ is often based on arbitrary cutoffs of presence/absence in the analysed genomes. Even when extended to ‘conditionally dispensable’, this concept still requires the assignment of genes to distinct groups. Results Here, we present a new method which overcomes this distinct classification by quantifying gene dispensability and present a dedicated tool for reference-based QUantification Of gene Dispensability (QUOD). As a proof of concept, sequence data of 966 Arabidopsis thaliana accessions (Ath-966) were processed to calculate a gene-specific dispensability score for each gene based on normalised coverage in read mappings. We validated this score by comparison of highly conserved Benchmarking Universal Single Copy Orthologs (BUSCOs) to all other genes. The average scores of BUSCOs were significantly lower than the scores of non-BUSCOs. Analysis of variation demonstrated lower variation values between replicates of a single accession than between iteratively, randomly selected accessions from the whole dataset Ath-966. Functional investigations revealed defense and antimicrobial response genes among the genes with high-dispensability scores. Conclusions Instead of classifying a gene as core or dispensable, QUOD assigns a dispensability score to each gene. Hence, QUOD facilitates the identification of candidate dispensable genes, associated with high dispensability scores, which often underlie lineage-specific adaptation to varying environmental conditions.https://doi.org/10.1186/s13007-021-00718-5PangenomicsGenomicsDispensabilityBioinformaticsBioinformatic toolPresence/absence variations
collection DOAJ
language English
format Article
sources DOAJ
author Katharina Sielemann
Bernd Weisshaar
Boas Pucker
spellingShingle Katharina Sielemann
Bernd Weisshaar
Boas Pucker
Reference-based QUantification Of gene Dispensability (QUOD)
Plant Methods
Pangenomics
Genomics
Dispensability
Bioinformatics
Bioinformatic tool
Presence/absence variations
author_facet Katharina Sielemann
Bernd Weisshaar
Boas Pucker
author_sort Katharina Sielemann
title Reference-based QUantification Of gene Dispensability (QUOD)
title_short Reference-based QUantification Of gene Dispensability (QUOD)
title_full Reference-based QUantification Of gene Dispensability (QUOD)
title_fullStr Reference-based QUantification Of gene Dispensability (QUOD)
title_full_unstemmed Reference-based QUantification Of gene Dispensability (QUOD)
title_sort reference-based quantification of gene dispensability (quod)
publisher BMC
series Plant Methods
issn 1746-4811
publishDate 2021-02-01
description Abstract Background Dispensability of genes in a phylogenetic lineage, e.g. a species, genus, or higher-level clade, is gaining relevance as most genome sequencing projects move to a pangenome level. Most analyses classify genes as core genes, which are present in all investigated individual genomes, and dispensable genes, which only occur in a single or a few investigated genomes. The binary classification as ‘core’ or ‘dispensable’ is often based on arbitrary cutoffs of presence/absence in the analysed genomes. Even when extended to ‘conditionally dispensable’, this concept still requires the assignment of genes to distinct groups. Results Here, we present a new method which overcomes this distinct classification by quantifying gene dispensability and present a dedicated tool for reference-based QUantification Of gene Dispensability (QUOD). As a proof of concept, sequence data of 966 Arabidopsis thaliana accessions (Ath-966) were processed to calculate a gene-specific dispensability score for each gene based on normalised coverage in read mappings. We validated this score by comparison of highly conserved Benchmarking Universal Single Copy Orthologs (BUSCOs) to all other genes. The average scores of BUSCOs were significantly lower than the scores of non-BUSCOs. Analysis of variation demonstrated lower variation values between replicates of a single accession than between iteratively, randomly selected accessions from the whole dataset Ath-966. Functional investigations revealed defense and antimicrobial response genes among the genes with high-dispensability scores. Conclusions Instead of classifying a gene as core or dispensable, QUOD assigns a dispensability score to each gene. Hence, QUOD facilitates the identification of candidate dispensable genes, associated with high dispensability scores, which often underlie lineage-specific adaptation to varying environmental conditions.
topic Pangenomics
Genomics
Dispensability
Bioinformatics
Bioinformatic tool
Presence/absence variations
url https://doi.org/10.1186/s13007-021-00718-5
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