Table 3.

Comparison of DeepES with existing tools.

CharacteristicsDeepESDeepECCLEANEnzBERTE-zyme 2BLAST
InputProtein sequences, reactionsProtein sequenceProtein sequenceProtein sequenceSubstrate, productProtein sequence
OutputCandidate genesEC numberEC numberEC numberRClassSequence identity
Run independently of databases××
Explore any sequence space×
Can handle orphan enzymes××
Can handle incorporate reactions×
Compounds derived from amino acids××××
Leverage genome-context information×××××
CharacteristicsDeepESDeepECCLEANEnzBERTE-zyme 2BLAST
InputProtein sequences, reactionsProtein sequenceProtein sequenceProtein sequenceSubstrate, productProtein sequence
OutputCandidate genesEC numberEC numberEC numberRClassSequence identity
Run independently of databases××
Explore any sequence space×
Can handle orphan enzymes××
Can handle incorporate reactions×
Compounds derived from amino acids××××
Leverage genome-context information×××××
Table 3.

Comparison of DeepES with existing tools.

CharacteristicsDeepESDeepECCLEANEnzBERTE-zyme 2BLAST
InputProtein sequences, reactionsProtein sequenceProtein sequenceProtein sequenceSubstrate, productProtein sequence
OutputCandidate genesEC numberEC numberEC numberRClassSequence identity
Run independently of databases××
Explore any sequence space×
Can handle orphan enzymes××
Can handle incorporate reactions×
Compounds derived from amino acids××××
Leverage genome-context information×××××
CharacteristicsDeepESDeepECCLEANEnzBERTE-zyme 2BLAST
InputProtein sequences, reactionsProtein sequenceProtein sequenceProtein sequenceSubstrate, productProtein sequence
OutputCandidate genesEC numberEC numberEC numberRClassSequence identity
Run independently of databases××
Explore any sequence space×
Can handle orphan enzymes××
Can handle incorporate reactions×
Compounds derived from amino acids××××
Leverage genome-context information×××××
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