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RepoRT is a repository dedicated to the collection of training data for the development of new retention time prediction models for the identification of small molecules. It is part of the collaborative project between Prof. Dr. Sebastian Böcker (Friedrich-Schiller-Universität Jena) and Dr. Michael Witting (Helmholtz Zentrum München) fundend by the DFG (Project Number 425789784, DFG GEPRIS).
We are collecting information such as retention time (RT) and chemical structures of small molecules in standardized format. From the input data structures are standardized using the PubChem standardization and molecular fingerprints and chemical descriptors are calculated using rcdk. Classification of molecules is performed using ClassyFire. Additionally, to chemical information on the measured small molecules, metadata on the chromatographic separation is collected, e.g. column, column dimensions, flow rate, gradient, eluents and their exact composition. The exact format is explained here.
We are covering all possible separation modes of liquid chromatograpy (LC), such as Reversed-phase (RP), Hydrophilic iinteraction Liquid Chromatography (HILIC) and others. The plot below show the current coverage of different separation modes and columns.
ToDo: add plot here
We are welcoming data submissions. If you want to submit data to this repository, please get in contact with Michael Witting (michael.witting@helmholtz-muenchen.de{.email}).
The following people and resources contributed training data for this repository.
- Serge Rudaz, University of Geneva
- Eva-Maria Harrieder, Helmholtz Munich
- Carolin Huber, UFZ
- Maria Eugenia Monge, CIBION-CONICET
- Jörg Büscher, Max Plank Institute of Immunobiology and Epigenetics
- Aneli Kruve, Stockholm University