TY - JOUR
T1 - Prediction of catalytic residues in enzymes based on known tertiary structure, stability profile, and sequence conservation
AU - Ota, Motonori
AU - Kinoshita, Kengo
AU - Nishikawa, Ken
N1 - Funding Information:
We thank Katsuhide Yutani, Shigenori Kanaya and Kazufumi Takano for stimulating discussions on protein stability and activity, Willie Taylor and Jaap Heringa for comments on the cross-validation, Shoko Kido for discussion on the function of VMO-I and Mitsunori Ikeguchi for comments on desolvation. Haruki Nakamura kindly provided his computer program for the electrostatic calculations This work was supported by a grant-in-aid from the Ministry of Education, Culture, Sports, Science and Technology of Japan.
PY - 2003/4/11
Y1 - 2003/4/11
N2 - The catalytic or functionally important residues of a protein are known to exist in evolutionarily constrained regions. However, the patterns of residue conservation alone are sometimes not very informative, depending on the homologous sequences available for a given query protein. Here, we present an integrated method to locate the catalytic residues in an enzyme from its sequence and structure. Mutations of functional residues usually decrease the activity, but concurrently often increase stability. Also, catalytic residues tend to occupy partially buried sites in holes or clefts on the molecular surface. After confirming these general tendencies by carrying out statistical analyses on 49 representative enzymes, these data together with amino acid conservation were evaluated. This novel method exhibited better sensitivity in the prediction accuracy than traditional methods that consider only the residue conservation. We applied it to some so-called "hypothetical" proteins, with known structures but undefined functions. The relationships among the catalytic, conserved, and destabilizing residues in enzymatic proteins are discussed.
AB - The catalytic or functionally important residues of a protein are known to exist in evolutionarily constrained regions. However, the patterns of residue conservation alone are sometimes not very informative, depending on the homologous sequences available for a given query protein. Here, we present an integrated method to locate the catalytic residues in an enzyme from its sequence and structure. Mutations of functional residues usually decrease the activity, but concurrently often increase stability. Also, catalytic residues tend to occupy partially buried sites in holes or clefts on the molecular surface. After confirming these general tendencies by carrying out statistical analyses on 49 representative enzymes, these data together with amino acid conservation were evaluated. This novel method exhibited better sensitivity in the prediction accuracy than traditional methods that consider only the residue conservation. We applied it to some so-called "hypothetical" proteins, with known structures but undefined functions. The relationships among the catalytic, conserved, and destabilizing residues in enzymatic proteins are discussed.
KW - 3D profile
KW - Desolvation
KW - Hypothetical protein
KW - K-nearest neighbor
KW - Structural genomics
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U2 - 10.1016/S0022-2836(03)00207-9
DO - 10.1016/S0022-2836(03)00207-9
M3 - Article
C2 - 12662930
AN - SCOPUS:0344405703
VL - 327
SP - 1053
EP - 1064
JO - Journal of Molecular Biology
JF - Journal of Molecular Biology
SN - 0022-2836
IS - 5
ER -