Customization of a DADA2-based pipeline for fungal internal transcribed spacer 1 (ITS1) amplicon data sets.
Fungal infections
Infectious disease
Microbiology
Journal
JCI insight
ISSN: 2379-3708
Titre abrégé: JCI Insight
Pays: United States
ID NLM: 101676073
Informations de publication
Date de publication:
11 01 2022
11 01 2022
Historique:
pubmed:
24
11
2021
medline:
22
3
2022
entrez:
23
11
2021
Statut:
epublish
Résumé
Identification and analysis of fungal communities commonly rely on internal transcribed spacer-based (ITS-based) amplicon sequencing. There is no gold standard used to infer and classify fungal constituents since methodologies have been adapted from analyses of bacterial communities. To achieve high-resolution inference of fungal constituents, we customized a DADA2-based pipeline using a mix of 11 medically relevant fungi. While DADA2 allowed the discrimination of ITS1 sequences differing by single nucleotides, quality filtering, sequencing bias, and database selection were identified as key variables determining the accuracy of sample inference. Due to species-specific differences in sequencing quality, default filtering settings removed most reads that originated from Aspergillus species, Saccharomyces cerevisiae, and Candida glabrata. By fine-tuning the quality filtering process, we achieved an improved representation of the fungal communities. By adapting a wobble nucleotide in the ITS1 forward primer region, we further increased the yield of S. cerevisiae and C. glabrata sequences. Finally, we showed that a BLAST-based algorithm based on the UNITE+INSD or the NCBI NT database achieved a higher reliability in species-level taxonomic annotation compared with the naive Bayesian classifier implemented in DADA2. These steps optimized a robust fungal ITS1 sequencing pipeline that, in most instances, enabled species-level assignment of community members.
Identifiants
pubmed: 34813499
pii: 151663
doi: 10.1172/jci.insight.151663
pmc: PMC8765055
doi:
pii:
Substances chimiques
DNA, Fungal
0
DNA, Intergenic
0
Types de publication
Journal Article
Research Support, N.I.H., Extramural
Research Support, Non-U.S. Gov't
Langues
eng
Sous-ensembles de citation
IM
Subventions
Organisme : NIAID NIH HHS
ID : R01 AI139632
Pays : United States
Organisme : NIAID NIH HHS
ID : R21 AI156157
Pays : United States
Organisme : NCI NIH HHS
ID : P30 CA008748
Pays : United States
Organisme : NIAID NIH HHS
ID : R56 AI137269
Pays : United States
Organisme : NIAID NIH HHS
ID : R01 AI137269
Pays : United States
Organisme : NIAID NIH HHS
ID : R01 AI093808
Pays : United States
Organisme : NIAID NIH HHS
ID : R21 AI105617
Pays : United States
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