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Deep learning prediction of Influenza A virus pathogenicity from H5 and H7 cleavage sites

Project description

FluCleave

Deep learning prediction of influenza virus pathogenicity from HA cleavage sites for H5 and H7 variants.

Features

  • Analyzes H5 and H7 hemagglutinin (HA) cleavage site sequences
  • Predicts high/low pathogenicity using deep learning
  • Handles both DNA and protein sequences
  • Command-line interface for easy use
  • Trained on curated dataset of known pathogenic sequences

Installation

pip install flucleave

Usage

Predict pathogenicity from FASTA file:

flucleave predict --fasta sequences.fasta --output-dir results/ --prefix sample_name

Train new model (optional):

flucleave train --training-csv data.csv

Training Data

This model was trained on data curated from 2 sources:

Data Format

Input FASTA should contain HA protein sequences in either amino acid or DNA format.

License

FluCleave is licensed under the MIT License.

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