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ersiliaos/eos6ojg

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By Ersilia Open Source Initiative

•Updated 1 day ago

Ersilia Model Hub Identifier: eos6ojg

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ersiliaos/eos6ojg repository overview

⁠AntibioticDB similarity matches matches

Compares a query against AntibioticDB, the open database set up by Farrell and colleagues and now hosted by GARDP, which records antibacterials in clinical and pre-clinical development alongside 834 discontinued agents, so a match can surface precedent that never reached the market. Ersilia built the search, counting compounds above Tanimoto cut-offs from 0.3 to 1.0 on Morgan fingerprints across the full database and a manually curated subset of 254, and adding a naive Bayes classifier that calls the Murcko and BRICS scaffolds of the query antibiotic-like or not.

This model was incorporated on 2025-07-19. Last packaged on 2026-11-04.

⁠Information

⁠Identifiers
  • Ersilia Identifier: eos6ojg
  • Slug: antibioticdb-similarity-matches
⁠Domain
  • Task: Annotation
  • Subtask: Activity prediction
  • Biomedical Area: Antimicrobial resistance
  • Target Organism: Any
  • Tags: Antimicrobial activity
⁠Input
  • Input: Compound
  • Input Dimension: 1
⁠Output
  • Output Dimension: 11
  • Output Consistency: Fixed
  • Interpretation: Counts of AntibioticDB matches at five Tanimoto cut-offs, full database and curated subset, plus a binary scaffold call.

Below are the Output Columns of the model:

NameTypeDirectionDescription
scaff_classintegerhighSimple binary classification indicating whether the scaffolds found within the molecule are likely antibiotic scaffolds based on all of AntibioticDB
num_sim_0_3_allintegerhighNumber of compounds in AntibioticDB with a Tanimoto similarity equal or greater than 0.3
num_sim_0_5_allintegerhighNumber of compounds in AntibioticDB with a Tanimoto similarity equal or greater than 0.5
num_sim_0_7_allintegerhighNumber of compounds in AntibioticDB with a Tanimoto similarity equal or greater than 0.7
num_sim_0_9_allintegerhighNumber of compounds in AntibioticDB with a Tanimoto similarity equal or greater than 0.9
num_sim_1_0_allintegerhighNumber of compounds in AntibioticDB with a Tanimoto similarity equal or greater than 1.0
num_sim_0_3_subsetintegerhighNumber of compounds in a curated subset of AntibioticDB with a Tanimoto similarity equal or greater than 0.3
num_sim_0_5_subsetintegerhighNumber of compounds in a curated subset of AntibioticDB with a Tanimoto similarity equal or greater than 0.5
num_sim_0_7_subsetintegerhighNumber of compounds in a curated subset of AntibioticDB with a Tanimoto similarity equal or greater than 0.7
num_sim_0_9_subsetintegerhighNumber of compounds in a curated subset of AntibioticDB with a Tanimoto similarity equal or greater than 0.9

10 of 11 columns are shown

⁠Source and Deployment
⁠Resource Consumption
  • Model Size (Mb): 2
  • Environment Size (Mb): 978
  • Image Size (Mb): 273.74

Computational Performance (seconds):

  • 10 inputs: 28.47
  • 100 inputs: 19.07
  • 10000 inputs: 69.3
⁠References
⁠License

This package is licensed under a GPL-3.0⁠ license. The model contained within this package is licensed under a GPL-3.0-only⁠ license.

Notice: Ersilia grants access to models as is, directly from the original authors, please refer to the original code repository and/or publication if you use the model in your research.

⁠Use

To use this model locally, you need to have the Ersilia CLI⁠ installed. The model can be fetched using the following command:

# fetch model from the Ersilia Model Hub
ersilia fetch eos6ojg

Then, you can serve, run and close the model as follows:

# serve the model
ersilia serve eos6ojg
# generate an example file
ersilia example -n 3 -f my_input.csv
# run the model
ersilia run -i my_input.csv -o my_output.csv
# close the model
ersilia close

⁠About Ersilia

The Ersilia Open Source Initiative⁠ is a tech non-profit organization fueling sustainable research in the Global South. Please cite⁠ the Ersilia Model Hub if you've found this model to be useful. Always let us know⁠ if you experience any issues while trying to run it. If you want to contribute to our mission, consider donating⁠ to Ersilia!

Tag summary

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Last updated

2 days ago

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