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A Machine Learning Model to Estimate Within-Species DNA Contamination.

Project description

PredDNAContam

PredDNAContam is a tool to Estimate Within-Species DNA Contamination.

Input File Format (CSV)

When using PredDNAContam, your input data should be in CSV format with the following columns:

Column Description
GQ Genotype quality
DP Total read depth
AF Allele frequency
VAF Variant allele frequency

Example CSV File

The input CSV file should be generated from a VCF (Variant Call Format) file that is produced using HaplotypeCaller from GATK. The following key features should be extracted from the VCF file for each variant to create the CSV.

GQ,DP,AF,VAF
20,47,0.5,0.23
60,25,0.5,0.24
23,55,0.5,0.78

Download and Installation

To install PredDNAContam, follow these steps:

  1. Download the package You can download the package from PyPI:

👉 PredDNAContam on PyPI

🔗 https://pypi.org/project/PredDNAContam/#files

Download the file: 📂 preddnacontam-0.0.3.tar.gz

  1. Extract the package

After downloading, unzip the file:

tar -xvzf preddnacontam-0.0.3.tar.gz
cd preddnacontam-0.0.3
  1. Install the package Inside the extracted directory, run:
pip install .

Running PredDNAContam

  1. Modify the configuration file

Navigate to the scripts directory and update config.txt to set the correct paths for your input files, model, and output directory.

  1. Run the tool After configuring the paths, execute PredDNAContam:
PredDNAContam

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