HoCoRT
HoCoRT removes host-derived sequences from shotgun metagenomic sequencing data to reduce bias, computational load, and privacy risk and enable accurate downstream microbial community analyses.
Key Features:
- Genome indexing: Provides a one-step option for genome indexing of host reference sequences.
- Methodological flexibility: Incorporates mapping, classification, and alignment methods and allows selection of underlying classifiers and parameter adjustment.
- Performance recommendations: Includes evaluated speed and accuracy trade-offs with recommended methods for short reads such as BioBloom, Bowtie2 (end-to-end), and HISAT2, and notes that Kraken2 offers highest speed with reduced accuracy.
- Long-read decontamination: Supports long-read datasets by combining Kraken2 with Minimap2, reporting high accuracy and detection of 59% of human reads in long-read tests.
- Comparative performance: Using Bowtie2 in end-to-end mode, demonstrates faster processing and slightly improved accuracy compared to DeconSeq.
Scientific Applications:
- Metagenomic decontamination: Removal of host sequences to prevent skewing of taxonomic and functional analyses in shotgun metagenomes.
- Human microbiome studies: Decontamination of human gut and oral microbiome sequencing data to reduce host-derived bias and privacy concerns.
- Environmental and complex samples: Applicable to samples containing host contamination to improve accuracy of community profiling.
- Short- and long-read sequencing: Applicable across short-read and long-read sequencing technologies for host sequence removal.
Methodology:
Performs genome indexing and identifies/removes host reads using mapping, classification, and alignment programs explicitly including BioBloom, Bowtie2 (end-to-end), HISAT2, Kraken2, and Minimap2, with benchmarking of speed and accuracy across methods.
Topics
Details
- License:
- MIT
- Cost:
- Free of charge
- Tool Type:
- command-line tool
- Operating Systems:
- Linux
- Programming Languages:
- Python
- Added:
- 3/7/2024
- Last Updated:
- 11/24/2024
Operations
Publications
Rumbavicius I, Rounge TB, Rognes T. HoCoRT: host contamination removal tool. BMC Bioinformatics. 2023;24(1). doi:10.1186/s12859-023-05492-w. PMID:37784008. PMCID:PMC10544359.