2024-03-06

PAMREIN's daily Open Notebook (COMMONS Lab)

Todo - Check Github

-[] API with Pick-Axe

Meetings

  • short feedback for my first line of codes
    I should make a readme for other people to know how to use it. good practice good readme

Daily report (What did I learn?)

About Pick-axe

  • Metacyc has information about metabolic pathways database. It provides the "JN1224min ruleset" (1224 reaction rulset) for pick axe. For each reaction exist an UniProt entry for the specific Enzyms.
  • It has two compound property filters. One for molecularweight (MV) and one for atomic composition of an individual compound to determine if it should be removed from the network.
  • Pickaxe generates cemical fingerprints (bit vectores with the RDKit) for see similarities. It has a cutoff filter and sampling filter (weighted Tanimoto distribution)
  • With the Metabolomics filter needs as input a list of experimental mass-to-charge (m/z) values and a list of possible adducts.
  • Thermodynamics-based filter uses the Gibbs free energy.
  • Feasibility filter: Deep learning-based Reaction Feasibility Checker (Deep_RFC). It is incorporated into Pickaxe.
  • Outputs: generated networks in three different formats. Each format has information about the compounds: reactions, reactionrules and target molecules. Results can be stored in a MongoDB as a JSON format. It also supports Systems Biology Markup Language (SBML).

Future perspective

Keywords

expanded-np-chemspace.keywords (Private)