Tool to monitor and characterize pathogens using Bloom filters.
Project description
XspecT - Acinetobacter Species Assignment Tool
XspecT is a Python-based tool to taxonomically classify sequence-reads (or assembled genomes) on the species and/or sub-type level using [Bloom Filters] and a [Support Vector Machine]. It also identifies existing [blaOxa-genes] and provides a list of relevant research papers for further information.XspecT utilizes the uniqueness of kmers and compares extracted kmers from the input-data to a reference database. Bloom Filter ensure a fast lookup in this process. For a final prediction the results are classified using a Support Vector Machine.
Local extensions of the reference database are supported.
The tool is available as a web-based application and a smaller command line interface.
Installation
To install Xspect, please download the lastest 64 bit Python version and install the package using pip:
pip install xspect
Please note that Apple Silicon is currently not supported.
Usage
Get the Bloomfilters
To download basic pre-trained filters, you can use the built-in command:
xspect download-filters
Additional species filters can be trained using:
xspect train you-ncbi-genus-name
How to run the web app
To run the web app, install and run XspecT Web. Additionally, run XspecT in API mode:
xspect api
How to use the XspecT command line interface
Run xspect with the configuration you want to run it with as arguments.
xspect classify your-genus path/to/your/input-set
For further instructions on how to use the command line interface, please refer to the documentation or execute:
xspect --help
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