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Prediction of necrotizing enterocolitis from deep neural network through dynamically species-level gut microbiome characterization in premature newborns.

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DeepMNEC

GitHub GitHub

DeepMNEC can directly be accessed here: https://deepmnec.streamlit.app/

Running the application locally

Step 1: Install docker - follow this link https://docs.docker.com/engine/install/ubuntu/
Step 2: Download this projet
Step 3: On the docker terminal, go to the root directory of this projet where you can see the file Dockerfile
Step 4: Execute this command to build your docker image
  

docker build -t deepmnec


Step 5: Execute this command to run the application locally
  

docker run -p 8501:8501 deepmnec



Using the browser of your choice, you can access the application at http://localhost:8501

DeepMNEC for prediction

DeepMNEC needs

  • Taxonomic profile table (see datas/ARIA-206_SSU_taxonomy_abundance.tsv as an example)
  • DOL
  • Gender
  • Gestational age
  • Weight
  • Birth mode

The taxonomic profiles are produced by RiboTaxa, a metagenomics classifier for precise species level identification from shotgun metagenomics.

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Prediction of necrotizing enterocolitis from deep neural network through dynamically species-level gut microbiome characterization in premature newborns.

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