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Updated: Jul 13, 2025

Microbiota Analysis Using Two-step PCR and Next-generation 16S rRNA Gene Sequencing
Published on: October 15, 2019
Microbiome depiction through user-adapted bioinformatic pipelines and parameters
Eric I Nayman1,2, Brooke A Schwartz1,2, Fantaysia C Polanco2
1Department of Human and Molecular Genetics, Herbert Wertheim College of Medicine, Florida International University, Miami, FL, USA.
Optimizing bioinformatics protocols for microbiome analysis improves accuracy. User-adapted pipelines for DADA2, QIIME2, and mothur enhance taxonomic inference and reproducibility in microbial community profiling.
Area of Science:
- Microbiology
- Bioinformatics
- Genomics
Background:
- The microbiome's role in health and disease is increasingly recognized, but variability in bioinformatic protocols hinders clinical application and reproducibility.
- A standardized approach is lacking for processing microbiome genomic data, impacting accurate taxonomic inference.
Purpose of the Study:
- To compare and optimize three common microbiome analysis programs: DADA2, QIIME2, and mothur.
- To develop user-adapted pipelines for processing paired-end amplicon reads to improve compositional inference accuracy and standardize protocols.
Main Methods:
- Two key parameters, maxEE (error threshold) and QTrim (quality score threshold), were isolated across four pipelines.
- The accuracy of sample inference was evaluated using a mock community of known composition.
Main Results:
- Data loss was proportional to parameter stringency and varied by pipeline.
- Increased sequence read retention correlated with higher accuracy in sample inference.
- Optimized parameters improved the approximation of the known mock community composition, reducing false taxa and unaccounted constituents.
Conclusions:
- Microbial composition data from 16S rRNA marker genes require cautious interpretation.
- User-adapted bioinformatic protocols are essential for accurate microbial community profiling.
- Analysis parameters, pipelines, and target amplicons must be carefully considered for reliable results.
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