Skip to content
Open access

A Sample to Results Workflow for Compositional Analysis of Multiplexed Amplicon Sequencing Experiments

Jul 2026 · bioRxiv · 0 citations · 45 references
Medicine Biology

TL;DR

A standardized workflow for multiplexed amplicon sequencing from sample collection through data analysis for diverse sample types that produces data and publication-ready figures for multiple taxonomic and functional genes for carbon, nitrogen, phosphorus, sulfur, and arsenic cycling for each sample analyzed is developed.

Abstract

Microbial communities play key roles in the transformation and cycling of elements ranging from required macronutrients to toxic metalloids. Next-generation sequencing has been applied across multiple ecosystems to probe the interplay of microbial community structure and functional potential with respect to elemental cycling. Shotgun metagenomics collects marker gene sequences without amplification and is costly for large numbers of samples and deep coverage. Conversely, amplicon sequencing of taxonomic marker genes, e.g. 16S and 18S rRNA, is cost-effective for large numbers of samples, but provides limited functional insight. A middle ground between the two approaches is needed to analyze community structure and functional potential within a sample while remaining cost-effective with high throughput. To address this need, we developed a standardized workflow for multiplexed amplicon sequencing from sample collection through data analysis for diverse sample types, including freshwater, sediments, and soils, that produces data and publication-ready figures for multiple taxonomic and functional genes for carbon, nitrogen, phosphorus, sulfur, and arsenic cycling for each sample analyzed. The workflow’s utility was shown by analyzing 11 taxonomic and functional gene amplicons sequenced from 25 samples with high technical replicate similarity. The workflow is named CAMASE for Compositional Analysis of Multiplex Amplicon Sequencing Experiments. This proof-of-concept shows that CAMASE economically produces standard amplicon sequencing outputs (ASV/OTU counts and taxonomy, PCA, and relative abundance plots) for hundreds of amplicon by sample combinations and provides specific recommendations for implementation. GRAPHICAL ABSTRACT Samples are collected in a preservative and material collected on filters prior to DNA extraction. Target gene amplicons are produced in parallel with internal barcodes enabling sequencing in a single run followed by compositional data analysis. All wet lab protocols, code markdowns, and templates for required metadata files are available at https://hansonlabgit.dbi.udel.edu/aprange/CAMASE. Created in BioRender. Bennett, A. (2026) https://BioRender.com/ymnojt0

Read PDF

Similar papers

Review Open access Aug 2026

Bioinformatic tools for microbiome analysis: from raw sequences to biological insights

This review presents a practical, workflow-oriented guide to microbiome data analysis, from raw DNA sequence processing to statistical interpretation and biological insight, and highlights emerging technologies, including machine learning methods that are beginning to reshape the field.

Jenna Poelzer, D. Wishart · 0 citations
Review Open access Jul 2026

Metagenomics: Tools To Unpack the Total Genomes of Microorganisms: Methods, Applications, and Emerging Frontiers- A Narrative Review

Applications across healthcare, environmental science, agriculture, biotechnology, and industry are reviewed with particular emphasis on clinical metagenomic next-generation sequencing (mNGS) for infectious disease diagnostics, antimicrobial resistance (AMR) surveillance, gut microbiome research, and precision medicine...

A. Alsharksi · 0 citations
Open access Aug 2026

PUDU (pipeline for universal diversity unveiling): an accessible end-to-end workflow for taxonomic profiling and ecological visualization of environmental microbiomes across amplicon, shotgun, and long-read sequencing

PUDU (Pipeline for Universal Diversity Unveiling), a modular Snakemake workflow that supports amplicon (short-read 16S), shotgun metagenomics (WGS), and long-read 16S analyses from raw reads to standardized outputs for downstream microbial ecology, is presented.

Alejandro Medaglia-Mata, Pablo Rojas-Rodríguez, V. Bystrý et al. · 0 citations
Open access Aug 2026

A streamlined workflow for high throughput metaproteomic analysis of the rumen microbiome.

This study addresses current limitations in the application of metaproteomics to rumen microbiome research by developing a streamlined and scalable sample preparation workflow that enables more efficient processing of larger sample sets.

A. L. Pedersen, L. Dayon, Michael Affolter et al. · 0 citations
Open access Aug 2026

Novel Insights into Metagenomic-Assembled Genomes from Layer Chicken Housing Environment

The current study provides characterizations of metagenomic-assembled genomes from a poultry housing environment by linking microbial taxa with virulence, resistance, and metabolic functions and emphasize the role of microbiota in shaping gas emissions and AMR.

Awais Ghaffar, M. F. Abdul-Careem · 0 citations

We use cookies to run the site and, with your consent, for analytics and to show ads. See our Cookie Policy.