Publications

• Enzyme function prediction using contrastive learning.

  Yu T., Cui H., Li J.C., Luo Y., Jiang G., Zhao H.

  Enzyme function annotation is a fundamental challenge, and numerous computational tools have been developed. However, most of these tools cannot accurately predict functional annotations, such as enzyme commission (EC) number, for less-studied proteins or those with previously uncharacterized func ... >> More

  Enzyme function annotation is a fundamental challenge, and numerous computational tools have been developed. However, most of these tools cannot accurately predict functional annotations, such as enzyme commission (EC) number, for less-studied proteins or those with previously uncharacterized functions or multiple activities. We present a machine learning algorithm named CLEAN (contrastive learning-enabled enzyme annotation) to assign EC numbers to enzymes with better accuracy, reliability, and sensitivity compared with the state-of-the-art tool BLASTp. The contrastive learning framework empowers CLEAN to confidently (i) annotate understudied enzymes, (ii) correct mislabeled enzymes, and (iii) identify promiscuous enzymes with two or more EC numbers-functions that we demonstrate by systematic in silico and in vitro experiments. We anticipate that this tool will be widely used for predicting the functions of uncharacterized enzymes, thereby advancing many fields, such as genomics, synthetic biology, and biocatalysis. << Less

  Science 379:1358-1363(2023) [PubMed] [EuropePMC]

  This publication is cited by 2 other entries.

• An Enzyme Containing the Conserved Domain of Unknown Function DUF62 Acts as a Stereoselective (Rs,Sc)-S-Adenosylmethionine Hydrolase.

  Kornfuehrer T., Romanowski S., de Crecy-Lagard V., Hanson A.D., Eustaquio A.S.

  Homochirality is a signature of biological systems. The essential and ubiquitous cofactor S-adenosyl-l-methionine (SAM) is synthesized in cells from adenosine triphosphate and l-methionine to yield exclusively the (S,S)-SAM diastereomer. (S,S)-SAM plays a crucial role as the primary methyl donor i ... >> More

  Homochirality is a signature of biological systems. The essential and ubiquitous cofactor S-adenosyl-l-methionine (SAM) is synthesized in cells from adenosine triphosphate and l-methionine to yield exclusively the (S,S)-SAM diastereomer. (S,S)-SAM plays a crucial role as the primary methyl donor in transmethylation reactions important to the development and homeostasis of all organisms from bacteria to humans. However, (S,S)-SAM slowly racemizes at the sulfonium center to yield the inactive (R,S)-SAM, which can inhibit methyltransferases. Control of SAM homochirality has been shown to involve homocysteine S-methyltransferases in plants, insects, worms, yeast, and in ∼18 % of bacteria. Herein, we show that a recombinant protein containing a domain of unknown function (DUF62) from the actinomycete bacterium Salinispora tropica functions as a stereoselective (R,S)-SAM hydrolase (adenosine-forming). DUF62 proteins are encoded in the genomes of 21 % of bacteria and 42 % of archaea and potentially represent a novel mechanism to remediate SAM damage. << Less

  ChemBioChem 21:3495-3499(2020) [PubMed] [EuropePMC]