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CAMP: A modular metagenomics analysis system for integrated multi-step data exploration. | LitMetric

AI Article Synopsis

Article Abstract

Motivation: Computational analysis of large-scale metagenomics sequencing datasets have proven to be both incredibly valuable for extracting isolate-level taxonomic, and functional insights from complex microbial communities. However, due to an ever-expanding ecosystem of metagenomics-specific methods and file-formats, designing studies which implement seamless and scalable end-to-end workflows, and exploring the massive amounts of output data have become studies unto themselves. One-click bioinformatics pipelines have helped to organize these tools into targeted workflows, but they suffer from general compatibility and maintainability issues.

Methods: To address the gap in easily extensible yet robustly distributable metagenomics workflows, we have developed a module-based metagenomics analysis system: "Core Analysis Metagenomics Pipeline" (CAMP), written in Snakemake, a popular workflow management system, along with a standardized module and working directory architecture. Each module can be run independently or conjointly with a series of others to produce the target data format (ex. short-read preprocessing alone, or short-read preprocessing followed by assembly), and outputs aggregated summary statistics reports and semi-guided Jupyter notebook-based visualizations.

Results: We have applied CAMP to a set of ten metagenomics samples to demonstrate how a modular analysis system with built-in data visualization at intermediate steps facilitates rich and seamless inter-communication between output data from different analytic purposes.

Availability: The module template as well as the modules described below can be found at https://github.com/MetaSUB-CAMP.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC10104186PMC
http://dx.doi.org/10.1101/2023.04.09.536171DOI Listing

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