ABDPred: Antimicrobial Compound Prediction Server

ABDPred is a prediction server that can predict antibiotic drugs.

Input: Users are requested to provide the PubChem CID of the input compound/chemical/drug.
Output: After pressing the "Predict" button, ABDPred server would return five different results for each input chemical/drug/compound. Those are: i) Input compound brief details, ii) Druglikeness and Bioavailability profile checking of Input compound/chemical/drug, iii) Prediction Results given by different Machine Learning (ML) Classifiers (such as: XGB, RF, GBC and DNN), iv) Aggregation of prediction results obtaining from four Machine Learning (ML) Classifiers (namely, XGB, RF, GBC AND DNN) using soft voting technique and v) Simialrity Searching result of Input sets known Antibiotic Drugs/compounds based on Tanimoto Coefficient scores (top to low) in decending order (over 0.60).

Here is an example output for Gramicidin D (45267103).

Step1: Fill up the required information.


Step2 : Press the "Predict" Button.

Step3: Prediction result as output:

i) First Output Section:


ii) Second Output Section:


iii) Third Output Section:


iv) Fourth Output Section:

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v) Fifth Output Section:


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© ICMR-NICED, Kolkata, 2023. For any queries regarding ABDPred, contact Dr. Santasabuj Das at santasabujdas@yahoo.com