From the similarity analysis of protein cavities to the functional classification of protein families using Cavbase

被引:71
作者
Kuhn, Daniel
Weskamp, Nils
Schmitt, Stefan
Huellermeier, Eyke
Klebe, Gerhard
机构
[1] AstraZeneca R&D, S-43183 Molndal, Sweden
[2] Univ Marburg, Dept Math & Comp Sci, D-35032 Marburg, Germany
[3] Univ Marburg, Dept Pharmaceut Chem, D-35032 Marburg, Germany
关键词
protein binding pockets; classification of protein binding pockets; cluster analysis of protein binding pockets; protein kinases; SARS protease;
D O I
10.1016/j.jmb.2006.04.024
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
In this contribution, the classification of protein binding sites using the physicochemical properties exposed to their pockets is presented. We recently introduced Cavbase, a method for describing and comparing protein binding pockets on the basis of the geometrical and physicochemical properties of their active sites. Here, we present algorithmic and methodological enhancements in the Cavbase property description and in the cavity comparison step. We give examples of the Cavbase similarity analysis detecting pronounced similarities in the binding sites of proteins unrelated in sequence. A similarity search using SARS M-pro protease subpockets as queries retrieved ligands and ligand fragments accommodated in a physicochemical environment similar to that of the query. This allowed the characterization of the protease recognition pockets and the identification of molecular building blocks that can be incorporated into novel antiviral compounds. A cluster analysis procedure for the functional classification of binding pockets was implemented and calibrated using a diverse set of enzyme binding sites. Two relevant protein families, the a-carbonic anhydrases and the protein kinases, are used to demonstrate the scope of our cluster approach. We propose a relevant classification of both protein families, on the basis of the binding motifs in their active sites. The classification provides a new perspective on functional properties across a protein family and is able to highlight features important for potency and selectivity. Furthermore, this information can be used to identify possible cross-reactivities among proteins due to similarities in their binding sites. (c) 2006 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1023 / 1044
页数:22
相关论文
共 86 条
[1]  
ALGHARABLI SI, 2006, IN PRESS CHEM BIO CH
[2]   The Cambridge Structural Database: a quarter of a million crystal structures and rising [J].
Allen, FH .
ACTA CRYSTALLOGRAPHICA SECTION B-STRUCTURAL SCIENCE, 2002, 58 (3 PART 1) :380-388
[3]   Coronavirus main proteinase (3CLpro) structure:: Basis for design of anti-SARS drugs [J].
Anand, K ;
Ziebuhr, J ;
Wadhwani, P ;
Mesters, JR ;
Hilgenfeld, R .
SCIENCE, 2003, 300 (5626) :1763-1767
[4]   Structure of coronavirus main proteinase reveals combination of a chymotrypsin fold with an extra α-helical domain [J].
Anand, K ;
Palm, GJ ;
Mesters, JR ;
Siddell, SG ;
Ziebuhr, J ;
Hilgenfeld, R .
EMBO JOURNAL, 2002, 21 (13) :3213-3224
[5]   Emergence of diverse biochemical activities in evolutionarily conserved structural scaffolds of proteins [J].
Anantharaman, V ;
Aravind, L ;
Koonin, EV .
CURRENT OPINION IN CHEMICAL BIOLOGY, 2003, 7 (01) :12-20
[6]   A GRAPH-THEORETIC APPROACH TO THE IDENTIFICATION OF 3-DIMENSIONAL PATTERNS OF AMINO-ACID SIDE-CHAINS IN PROTEIN STRUCTURES [J].
ARTYMIUK, PJ ;
POIRRETTE, AR ;
GRINDLEY, HM ;
RICE, DW ;
WILLETT, P .
JOURNAL OF MOLECULAR BIOLOGY, 1994, 243 (02) :327-344
[7]   A COMPUTER VISION-BASED TECHNIQUE FOR 3-D SEQUENCE-INDEPENDENT STRUCTURAL COMPARISON OF PROTEINS [J].
BACHAR, O ;
FISCHER, D ;
NUSSINOV, R ;
WOLFSON, H .
PROTEIN ENGINEERING, 1993, 6 (03) :279-288
[8]   The ENZYME database in 2000 [J].
Bairoch, A .
NUCLEIC ACIDS RESEARCH, 2000, 28 (01) :304-305
[9]   Analysis of catalytic residues in enzyme active sites [J].
Bartlett, GJ ;
Porter, CT ;
Borkakoti, N ;
Thornton, JM .
JOURNAL OF MOLECULAR BIOLOGY, 2002, 324 (01) :105-121
[10]   The Protein Data Bank [J].
Berman, HM ;
Westbrook, J ;
Feng, Z ;
Gilliland, G ;
Bhat, TN ;
Weissig, H ;
Shindyalov, IN ;
Bourne, PE .
NUCLEIC ACIDS RESEARCH, 2000, 28 (01) :235-242