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Development of metabolic models

Installation of tools

To develop the models for Methanobacterium formicicum the tools merlin, CarveMe, KBase and AuReMe were used.

MERLIN

merlin is available for download in a single multi-platform version in https://merlin-sysbio.org/download/.

CARVEME

conda install -c conda-forge mamba python=3.6 -n carveme conda activate carveme mamba install -c bioconda diamond mamba install -c bioconda carveme

AUREME

docker pull dyliss/aureme-img:2.4

Run tools

CARVEME

carve genome.faa --output model.xml

AUREME

docker run -it -v C:\Users\Desktop:/outside dyliss/aureme-img:2.4 bash docker start 40a155090560au docker exec -it 40a155090560 bash

aureme --init=Formicicum

cp outside/species.faa /shared/Formicicum/genomic_data/

mkdir /shared/Formicicum/orthology_based_reconstruction/mhun

awk '{print $1}' /shared/Formicicum/genomic_data/prot_sequences.fasta > /shared/Formicicum/genomic_data/Formicicum.faa

cp outside/species.faa /shared/Formicicum/orthology_based_reconstruction/mhun/mhun.faa

cp outside/species.sbml /shared/Formicicum/orthology_based_reconstruction/mhun/mhun.sbml

(grep '>' /shared/Formicicum/orthology_based_reconstruction/mhun/mhun.faa | awk '{corda=substr($0, 2, length($0)); print corda"\t"corda}' > /shared/Formicicum/orthology_based_reconstruction/mhun/dict_genes.txt)

cp /shared/Formicicum/orthology_based_reconstruction/mhun/orthology (...).sbml outside/aureme_model.sbml

Analysis

The models will be compared based on the number of reactions, genes and metabolites. Taking these results into account, the tools were evaluated for their efficiency and accuracy. Regarding the reactions/enzymes chosen, the reactions associated with methanogenesis that were marked in the KEGG Pathways were taken into account and those that seemed most relevant were chosen. For the metrics, the precision, recall, F1 score and Jaccard Distance will be calculated.

Scripts

The sequences used to generate the templates are in the "Sequences" folder. The draft models are in the "Models" folder. The scripts for draft models assessment are stored in the "Scripts" folder. The results of the assessment are stored in the "Results" folder.

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