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Vytvoření a analýza databáze reakcí katalyzovaných cytochromy P450 pro strojové učení

Authors :
Komorníková, Natália
Pluskal, Tomáš
Berka, Karel
Publication Year :
2023

Abstract

Cytochrome P450 enzymes are hemoproteins showing extraordinary di- versity in the reactions they catalyze. We developed a database containing all the needed data to provide a comprehensive data source on reactions cat- alyzed by cytochrome P450 enzymes. This data mainly includes information about the substrates, products of characterized reactions, and the sequence of these enzymes. The database was developed by collecting data from reliable protein and reaction databases like UniProt and RHEA. The work presents an in-depth analysis of the created database of reactions catalyzed by cy- tochrome P450 enzymes. This database can be utilized for future machine learning approaches to predict the function of uncharacterized cytochrome P450s.

Details

Language :
English
Database :
OpenAIRE
Accession number :
edsair.od......2186..eac9a59c2fb45cd663dfa10c45e7bc95