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1 -1 upporting nformation n silico discovery of β-secretase inhibitors Danzhi Huang a, Urs Lüthi b, Peter Kolb a, Marco ecchini a, Alcide Barberis b, and Amedeo aflisch a ontents 1 Evaluation of binding free energy with LEE -2 2 Preparation of the BAE-1 structure -2 3 omputational approach DAM (Decomposition and dentification of Molecules) EED (olvation Energy for Exhaustive Docking) LD (ragment-based lexible Ligand Docking) tructures, enzymatic activities and LEE values of 88 tested compounds -7 5 LEE energy values of igure omplete Refs. 3, 11 and 36-28
2 Huang et al., upplementary nformation -2 1 Evaluation of binding free energy with LEE R2 R1 H H H 2 ompounds tereochem R1 R2 50 G LEE Ki (µm) (kcal/mol) (kcal/mol) 1 R H ()(allyl) R H 2--Ph R H 2H2Ph H 2H2Ph >100 > R 2H2Ph R2 R3 R1 H H H H R4 ompounds R1 R2 R3 R4 50 G LEE Ki (µm) (kcal/mol) (kcal/mol) 6 H Me Me cyclopropyl Me H cyclopropyl Me Me cyclopropyl Me Me H Me Me ethyl Me Me tert-butyl H ipr Me cyclopropyl H (Me)2 Me cyclopropyl Table 1: tructures, experimental binding energies and LEE energies of a set of 13 inhibitors [1, 2] 2 Preparation of the BAE-1 structure The crystal structure of BAE-1 was solved in the complex with two peptidic inhibitors, M99-2 [3] and M00-3 [4]. oordinates of BAE-1 in complex with the inhibitor M00-3 (Glu-Leu-Asp-Leu-ψ{HH-H2}-Ala-Val-Glu-Phe where ψ{hh-h2} is a hydroxyethylene isostere of the peptide bond) were downloaded from the PDB database [5] (PDB entry 1M4H [4]). The inhibitor and all
3 Huang et al., upplementary nformation -3 water molecules were removed. Particular attention was addressed to the ionization state of the cleavage site, which contains the aspartyl dyad (Asp32/Asp228). At optimal ph for enzymatic activity ( [6]), the aspartyl dyad is most probably monoprotonated in the uncomplexed enzyme as well as in the complex with peptidomimetic inhibitors with a hydroxyethylene isostere of the peptide bond. The choice of which of the two catalytic aspartates to protonate should have little effect on the relative binding affinity because all of the inhibitors have the same binding motif at the catalytic site [7]. Asp228 was protonated in this study [8]. Two other protein conformations, 1W51 [9] and 1TQ [1], were prepared by the same procedure. 3 omputational approach The in silico screening approach consists of four steps which are presented in the following four subsections. n subsection 3.1 the first step (DAM) is explained in detail whereas for the remaining three steps the main differences with respect to the original methods are highlighted (subsections ). 3.1 DAM (Decomposition and dentification of Molecules) The decomposition of a ligand into fragments and the choice of the anchor fragments for LD (see 3.3) have been automatized recently (P. Kolb and A. aflisch, manuscript in preparation). The major rules are listed here. The decomposition is guided by the fact that EED (see 3.2) treats all molecules as rigid. Hence, preference is given to aromatic rings but also other small rings and molecules that contain several amidic, double or triple bonds. The fact that non-aromatic ring systems might have several distinct conformations can be accounted for by the ability of EED to dock multiple (predefined) conformations at the same time. f one of these conformations can be docked with a lower binding energy than the others, it will automatically be chosen in the subsequent steps, since it will receive higher ranks. LD requires three not-necessarily different fragments to place a
4 Huang et al., upplementary nformation -4 flexible ligand unambiguously in the binding site. The fragment determination and selection of the three most suitable fragments for flexible ligand docking by EED-LD follows a few simple rules: 1. All atoms in a fragment must be connected by rigid or terminal bonds. 2. Large fragments are preferred since there are more steric constraints for large entities, as a consequence these should be positioned first. 3. yclic fragments are preferred because they usually are more rigid than acyclic moieties. 4. ince the fragments should be involved in the most significant interactions, those that contain hydrogen bond donors and acceptors are selected. harged groups usually do not make such good anchors, since they tend to be positioned at the borders of the binding site, which are more exposed to the solvent. (However, there are exceptions as in the case of thrombin, where a very favorable electrostatic interaction is provided by a charged aspartic acid in the specificity pocket). 5. ragments that are close to the center of the molecule are omitted, especially if they have a high number of substituent groups. uch central or scaffold fragments will hardly ever form significant interactions. 6. inally, fragments should not overlap (i.e. one atom should not be part of two fragments), since this would mean that there are no rotatable bonds in between, so their relative position can not be changed. The DAM rules for fragment identification and selection of the three most suitable fragments for flexible docking by EED-LD can be exemplified with the molecule XK263 (Dupont Merck, ig. 1). n principle, there are three fragment types that could be chosen: naphthalene, benzene and the cyclic urea in the center. The largest fragment would be the cyclic urea. According to rule 5, this is not a good choice however, as it is the core fragment and has 4 substituents. urthermore, it
5 Huang et al., upplementary nformation -5 is the most flexible of the three types, which is another point against its choice. The remaining two types are aromatic and thus a recommended choice (rule 1). inally, DAM selects two naphthalenes and one benzene and not vice versa (rule 2). A more difficult choice is presented by acetyl-pepstatin (ig. 2), since it has no rings and almost no rigid bonds. All the fragments obtained by the application of rule 1 are therefore very small. All the larger fragments with a rigid bond (the amide groups) are located in the backbone and will not make good anchors (rule 5). ne of the few choices remaining is to select three i-butanes (the side chains ) which are preferable with respect to the terminal carboxylic group, which is charged (rule 4). igure 1: XK263 (Dupont Merck) is a nanomolar inhibitor of HV-1 aspartic protease (PDB accession code of the complex: 1HVR). ragments selected by DAM for EED-LD docking are bold. urly arrows denote rotatable bonds. igure 2: Acetyl-pepstatin is a micromolar inhibitor of HV-1 aspartic proteinase (PDB accession code of the complex: 5HVP). ragments selected by DAM for EED-LD docking are bold. urly arrows denote rotatable bonds. 3.2 EED (olvation Energy for Exhaustive Docking) The docking approach implemented in the program EED [10] determines optimal positions and orientations of small to medium-size molecular fragments in the bind-
6 Huang et al., upplementary nformation -6 ing site of a protein. Apolar fragments are docked into hydrophobic regions of the receptor while polar fragments are positioned such that at least one intermolecular hydrogen bond is formed. Each fragment is placed at several thousand different positions with multiple orientations (for a total of in the order of 10 6 conformations) and the binding energy is estimated whenever severe clashes are not present (usually about 10 5 conformations). The binding energy is the sum of the van der Waals interaction and the electrostatic energy. The latter consists of screened receptor-fragment interaction, as well as receptor and fragment desolvations. As an improvement with respect to previous versions of EED [10, 11, 12] the screened electrostatic interaction as well as fragment desolvation energy were evaluated using an empirical correction of the oulomb field approximation, i.e., equation 8 of Ref. [13]. The EED input parameters used for this application to BAE-1 are identical to those used in Ref. [14]. EED version 3.0 of March 2003 was used in this study. 3.3 LD (ragment-based lexible Ligand Docking) The flexible-ligand docking approach LD uses a genetic algorithm and a very efficient scoring function [15]. The genetic algorithm perturbations affect only the conformation of the ligand; its placement in the binding site is determined by the EED anchors and a least square fitting method [16]. n this way the position and orientation of the ligand in the binding site are determined by the best binding modes of its fragments previously docked using an accurate energy function with electrostatic solvation [17]. The scoring function used in LD is based on van der Waals and hydrogen bond terms and does not explicitly include solvation for efficiency reasons. olvation effects are implicitly accounted for as the binding mode of the fragments are determined with electrostatic solvation. The LD version 2.1 of July 2003, which contains the improvements presented in Ref. [12] as well as the ligand dihedral energy was used in the present application to BAE-1.
7 Huang et al., upplementary nformation -7 The LD poses are postprocessed by minimization with HARMM [18]. 4 tructures, enzymatic activities and LEE values of 88 tested compounds ixty-four and 24 tested compounds from two high throughput dockings are listed in Table 2 and Table 3, respectively, and the rankings are according to their LEE energies. 5 LEE energy values of igure 3 The LEE energy values of 37 known inhibitors and the top100 library compounds (111 poses) of igure 3 are listed in Table 4 and 5, respectively.
8 Huang et al., upplementary nformation -8 Table 2: ixty-four compounds from the first in silico screening MPUD TRUTURE!" $#&% (' " )+*,' " H 771 > > H 500 > > H -/ ±
9 Huang et al., upplementary nformation -9 H ± 647 > H 595 > H 693 > H ±
10 Huang et al., upplementary nformation -10 H ± 457 > H H 577 > H ± 536 >
11 Huang et al., upplementary nformation > H H ± 461 > > >
12 Huang et al., upplementary nformation -12 H 473 > H 480 > > H H ± 456 >
13 Huang et al., upplementary nformation > > > > >
14 Huang et al., upplementary nformation > > > > H >
15 Huang et al., upplementary nformation > > H 2 H > > >
16 Huang et al., upplementary nformation > > o > >
17 Huang et al., upplementary nformation -17 H 657 > > H 2 H3 455 > H 544 > >
18 Huang et al., upplementary nformation > > H 480 > H > H H 2
19 Huang et al., upplementary nformation -19 H 480 > H H 451 > > H H 541 > H 554 >
20 Huang et al., upplementary nformation > > > > "!#$!#% "$&$!#'$ ()+* &$", & # "&).-#/ *0 &21!"& #3+ 465&$#78 &%9 :+&3/ A 5BDEG A
21 Huang et al., upplementary nformation -21 Table 3: Twenty-four compounds from the second in silico screening MPUD TRUTURE MW BAE-1 a LEE (g mol (µm) K i (µm) H 1 H ± H > H > H ± H >
22 Huang et al., upplementary nformation -22 H > H ± H ± H > H 2 H H > H H >
23 Huang et al., upplementary nformation -23 H > H > > H H 3 3 H > H 2 H > H H >
24 Huang et al., upplementary nformation -24 H 2 H 18 H 391 > H > H H > H > > H >
25 Huang et al., upplementary nformation -25 H > H a The BAE-1 fluorescence resonance energy transfer assay kit was purchased from PanVera (Madison, W; cat. P2985).
26 Huang et al., upplementary nformation -26 Table 4: LEE energy values of 37 known inhibitors ompound LEE energy (kcal/mol) et et et et
27 Huang et al., upplementary nformation -27 Table 5: LEE energy values of top 100 library compounds (111 poses) LEE energy LEE energy Pose ompound Pose ompound Pose ompound (kcal/mol) (kcal/mol) LEE energy (kcal/mol)
28 Huang et al., upplementary nformation omplete Refs. 3, 11 and 36 [3] Luo, Y.; Bolon, B.; Kahn,.; Bennett, B. D.; Babu-Khan,.; Denis, P.; an, W.; Kha, H.; Zhang, j.; Gong, Y.; Martin, L.; Louis, J.; Yan, Q.; Richards, W. G.; itron, M.; Vassar, R. at. eurosci., 2001, 4, [11] Hanessian,.; Yun, H.; Yang, G.; Bayrakdarian, M.; Therrien, E.; Moitessier,.; Roggo,.; Veenstra,.; Tintelnot-Blomley, M.; Rondeau, J.-M.; stermeier,.; trauss, A.; Ramage, P.; Paganetti, P.; eumann, U.; Betschart,. J. Med. hem., 2005, 48, [36] tachel,. J.; oburn,. A.; teele, T. G.; Jones, K. G.; Loutzenhiser, E..; Gregro, A. R.; Rajapakse, H. A.; Lai, M. T.; routhamel, M..; Xu, M.; Tugusheva, K.; Lineberger, J. E.; Pietrak, B. L.; Espeseth, A..; hi, X. P.; hen- Dodson, E.; Holloway, M. K.; Munshi,.; imon, A. J.; Kuo, L.; Vacca, J. P. J. Med. hem., 2004, 47,
29 Huang et al., upplementary nformation -29 References [1] oburn,. A.; tachel,. J.; Li, Y. M.; Rush, D. M.; teele, T. G.; et al. dentification of a small molecule nonpeptide active site β-secretase inhibitor that displays a nontraditional binding mode for aspartyl proteases. J. Med. hem , [2] tachel,. J.; oburn,. A.; teele, T. G.; Jones, K. G.; Loutzenhiser, E..; et al. tructure-based design of potent and selective cell-permeable inhibitors of human β-secretase (BAE-1). J. Med. hem , [3] Hong, L.; Koelsch, G.; Lin, X.; Wu,.; Terzyan,.; et al. tructure of the protease domain of memapsin 2 (β-secretase) complexed with inhibitor. cience , [4] Hong, L.; Turner, R. T.; Koelsch, G.; hin, D.; Ghosh, A. K.; et al. rystal structure of memapsin 2 (β-secretase) in complex with an inhibitor M00-3. Biochemistry , [5] Berman, H. M.; Westbrook, J.; eng, Z.; Gilliland, G.; Bhat, T..; et al. The protein data bank. ucl. Acids Res , [6] Grüninger-Leitch,.; chlatter, D.; Küng, E.; elböck, P.; Döbeli, H. ubstrate and inhibitor profile of BAE and comparison with other mammalian aspartic proteases. J. Biol. hem , [7] Tounge, B. A.; Reynolds,. H. alculation of the binding affinity of β-secretase inhibitors using the linear interaction energy method. J. Med. hem , [8] Rajamani, R.; Reynolds,. H. Modeling the protonation states of the catalytic aspartates in β-secretase. J. Med. hem , [9] Patel,.; Vuillard, L.; easby, A.; Murray,. W.; Yon, J. Apo and inhibitor complex structures of BAE (β-secretase). J. Mol. Biol , [10] Majeux,.; carsi, M.; Apostolakis, J.; Ehrhardt,.; aflisch, A. Exhaustive docking of molecular fragments on protein binding sites with electrostatic solvation. Proteins: tructure, unction, and Bioinformatics , [11] Majeux,.; carsi, M.; aflisch, A. Efficient electrostatic solvation model for proteinfragment docking. Proteins: tructure, unction, and Bioinformatics , [12] ecchini, M.; Kolb, P.; Majeux,.; aflisch, A. Automated docking of highly flexible ligands by genetic algorithms: A critical assessment. J. omput. hem , [13] Lee, M..; alsbury,. R.; ooks,. L. ovel generalized born methods. J. hem. Phys , [14] Huang, D.; Lüthi, U.; Kolb, P.; Edler, K.; ecchini, M.; et al. Discovery of cell-permeable non-peptide inhibitors of β-secretase by high-throughput docking and continuum electrostatics calculations. J. Med. hem , [15] Budin,.; Majeux,.; aflisch, A. ragment-based flexible ligand docking by evolutionary opimization. Biol. hem , [16] Kabsch, W. A solution for the best rotation to relate two sets of vectors. Acta ryst A32, [17] carsi, M.; Apostolakis, J.; aflisch, A. ontinuum electrostatic energies of macromolecules in aqueous solutions. J. Phys. hem. A , [18] ooks, B. R.; uccoleri, R. E.; lafson, B. D.; tates, D. J.; waminathan,.; et al. HARMM: A program for macromolecular energy, minimization, and dynamics calculations. J. omput. hem ,
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