{'fraction_non_alphanumeric': 0.045774973064491305, 'fraction_numerical': 0.029552100969678315, 'mean_word_length': 4.859668109668109, 'pattern_counts': {'":': 0, '<': 3, '<?xml version=': 0, '>': 2, 'https://': 0, 'lorem ipsum': 0, 'www.': 0, 'xml': 0}, 'pii_count': 0, 'substrings_counts': 0, 'word_list_counts': {'cursed_substrings.json': 3, 'profanity_word_list.json': 0, 'sexual_word_list.json': 0, 'zh_pornsignals.json': 0}}
In-Silico docking of HIV-1 integrase inhibitors reveals a novel drug type acting on an enzyme/DNA reaction intermediate

Background HIV-1 integrase (IN) is an emerging drug target, as IN strand transfer inhibitors (INSTIs) are proving potent antiretroviral agents in clinical trials. One credible theory sees INSTIs as docking at the cellular (acceptor) DNA-binding site after IN forms a transitional complex with viral (donor) DNA. However, mapping of the DNA and INSTI binding sites within the IN catalytic core domain (CCD) has been uncertain. Methods Structural superimpositions were conducted using the SWISS PDB and Cn3D free software. Docking simulations of INSTIs were run by a widely validated genetic algorithm (GOLD). Results Structural superimpositions suggested that a two-metal model for HIV-1 IN CCD in complex with small molecule, 1-(5-chloroindol-3-yl)-3-(tetrazoyl)-1,3-propandione-ene (5CITEP) could be used as a surrogate for an IN/viral DNA complex, because it allowed replication of contacts documented biochemically in viral DNA/IN complexes or displayed by a crystal structure of the IN-related enzyme Tn5 transposase in complex with transposable DNA. Docking simulations showed that the fitness of different compounds for the catalytic cavity of the IN/5CITEP complex significantly (P < 0.01) correlated with their 50% inhibitory concentrations (IC50s) in strand transfer assays in vitro. The amino acids involved in inhibitor binding matched those involved in drug resistance. Both metal binding and occupation of the putative viral DNA binding site by 5CITEP appeared to be important for optimal drug/ligand interactions. The docking site of INSTIs appeared to overlap with a putative acceptor DNA binding region adjacent to but distinct from the putative donor DNA binding site, and homologous to the nucleic acid binding site of RNAse H. Of note, some INSTIs such as 4,5-dihydroxypyrimidine carboxamides/N-Alkyl-5-hydroxypyrimidinone carboxamides, a highly promising drug class including raltegravir/MK-0518 (now in clinical trials), displayed interactions with IN reminiscent of those displayed by fungal molecules from Fusarium sp., shown in the 1990s to inhibit HIV-1 integration. Conclusion The 3D model presented here supports the idea that INSTIs dock at the putative acceptor DNA-binding site in a IN/viral DNA complex. This mechanism of enzyme inhibition, likely to be exploited by some natural products, might disclose future strategies for inhibition of nucleic acid-manipulating enzymes.


Background
Inhibitors of the human immunodeficiency virus type 1 (HIV-1) integrase (IN) enzyme, represent a major advancement in AIDS research, showing potent antiretroviral effects in advanced clinical trials [1][2][3][4]. However, despite the decade-long studies in this field (reviewed in: [2]), several questions on the interactions of IN with its inhibitors have remained unanswered [1,2]. These include: the docking site, possible interactions with metal ions and viral DNA, the amino acids involved in binding, the role of drug resistance mutations, and the conformations assumed by the inhibitors in complex with the enzyme. Elucidation of these issues is crucial, given the strict requirement of IN for insertion of proviral DNA into the cell genome, leading to retroviral latency and persistence during therapy [5].
IN belongs to a family of polynucleotidyl transferases/ esterases, comprising transposases, RNAses H, and the Argonaut RNAse associated with Dicer (involved in the gene-silencing pathway) [1,6]. These proteins display similar 3D folding of the catalytic domain and a conserved catalytic triad of metal-coordinating carboxylates. IN catalyses at least two reactions: 1) 3' processing, and 2) strand transfer [reviewed in: [1]] (Fig. 1). Briefly, once the viral RNA is retrotranscribed into DNA by reverse transcriptase, IN-catalyzed 3'-processing removes a 3' terminal portion (usually a dinucleotide) at both ends of HIV-1 DNA (also referred to as donor DNA) (Fig. 1). After 3' processing, IN multimers remain bound to both ends of HIV-1 DNA, and these multimolecular structures, namely pre-integration complexes, translocate to the nucleus [7]. The second reaction catalyzed by IN, i.e. strand transfer, inserts both 3' ends of HIV-1 DNA into a host-cell chromosome (referred to as target DNA or acceptor DNA). Strand transfer leaves a five-base, single-stranded gap at each junction between the integrated proviral DNA and the host acceptor DNA, and a (usually) two-base flap at the 5'-ends of the proviral DNA (Fig. 1). The newly formed DNA molecule thus requires repair, likely in coordination with cellular DNA repair enzymes [1]. The lack of 5' cleavage before strand transfer is a major difference between HIV-1 IN and transposases such as Tn5, Tn7 and Tn10, which release a blunt-end transposable element from donor DNA [8,9]. 5' strand cleavage has been shown for Tn5 and Tn10 transposons to occur via a two-step process whereby the 3' OH generated from the initial strand cleavage attacks the 5' strand to form a hairpin, followed by cleavage of the hairpin by attack from an activated water molecule [8,9] (Fig. 1).
IN inhibitors can be divided into dual inhibitors of 3' processing and stand transfer (simply referred to as 3'P inhibitors), and selective strand transfer inhibitors (INS-TIs). A credible theory sees 3'P inhibitors as docking at the HIV-1 DNA-binding site, and INSTIs as occupying the position of acceptor DNA [1,10]. This theory is supported by biochemical evidence [10,11]. IN inhibitors currently in clinical trials belong to the INSTI group. Chemically, they display a β-hydroxy carbonyl (Fig. 2), thought to bind the (possibly) two metal ions coordinating the three catalytic residues D64, D116 and E152 [2,12]. A crystal structure of these novel antiretrovirals in an IN/DNA complex is still far from being available, and full understanding of the binding mode of these inhibitors has been hampered by lack of information on some important points. These include: 1) a three-dimensional (3D) structure of the catalytic core domain (CCD) presenting both metal ions displayed by structurally related enzymes [8,[12][13][14] (only the metal between D64 and D116 is present in some structures [15,16]); 2) the mobility of a flexible loop in the CCD (residues 140-152, partially or totally absent in most crystal structures and displaying varying configurations when present in its entirety) [17]; 3) crystallographic data on the IN/DNA interaction; 4) a crystal structure of full-length IN (the three domains, Nterminal, C-terminal, and CCD have been solved separately, and their 3D folding in a catalytic complex is only hypothetical) [1]. One crystal structure of Goldgur et al. Fig. 2), lying between the three catalytic residues [16]. Unfortunately, this structure displayed only one of the two possible metal ions within the catalytic cavity. Although some attributed the position of 5CITEP to physical entrapment during crystallization (crystal packing), recent biochemical data confirmed some of the contacts observed by Goldgur et al. [10], but showed that 5CITEP, though presenting some structural features of INSTIs, resembles more a 3'P inhibitor [10], in line with enzyme inhibition data in the presence of Mg ++ (i.e. the metal thought to act as a cofactor in vivo) [18].
Given the increasing importance of selective INSTIs for AIDS medicine and their novel mechanism acting upon a protein/DNA complex, some two-metal IN models were created by molecular modeling in an attempt to describe inhibitor binding in silico [12,14]. However, the only docking study using a protein/DNA complex was conducted by Barreca et al. [19] As a surrogate platform, these authors employed a 3D structure of Tn5 transposase in complex with two metal ions and donor DNA. Other models are however necessary, since susceptibility of HIV-1 IN to INSTIs may be affected by few amino acid changes, as shown by drug-resistance mutation studies [12]. Moreover, the available structures present the Tn5 enzyme in complex with the blunt-end reaction intermediate which is not produced by HIV-1 IN [20]. On the other hand, theoretical structures of the HIV-1 IN in complex with donor DNA (obtained by molecular modelling and in-silico auto-Sequence of events in HIV-1 integration (left) and Tn5 transposition (right) Figure 1 Sequence of events in HIV-1 integration (left) and Tn5 transposition (right). HIV-1: I) donor DNA; II) integrase-catalyzed 3' processing; III) integrase-catalyzed strand transfer; IV) product of strand transfer; V) DNA repair by cellular enzymes. Tn5 transposon: 1) donor DNA; 2) 3'processing; 3-4) 5' processing, consisting of loop formation (3) and generation of bluntended DNA (4); 5) strand transfer; 6) repaired strand transfer product. Portions of the donor DNA that become integrated are shown in red. Acceptor DNA is shown in white. Portions of acceptor DNA repaired following the strand transfer reaction are shown in grey.
Compounds mentioned in the present study Figure 2 Compounds mentioned in the present study. Note that the structure of 8-hydroxy-1,6-naphthyridine carboxamide, L-870,810 is presented both in trans and cis forms (the latter also referred to L-870,8125) as described in Refs [37] and [31], respectively. The structure of raltegravir/MK-0518 was retrieved from Ref. [54]. All other structures are available in the NCBI website [45]. mated docking) [21,22] can only hazardously be used as a platform to study inhibitor binding, in the absence of further validation. In-silico docking of INSTIs at these models would be the final step of a number of computational simulations (e.g. reconstruction of full-length IN, protein/DNA docking), thus harboring the risk of becoming extremely artificial. In the absence of suitable 3D models, reliable information on the interactions of IN with DNA and specific inhibitors is derived from crosslinking experiments [10]. These studies, however, detected only few protein/DNA contacts and cannot furnish a full 3D view of the complex.

The Tn5 transposase/transposable DNA complex shows similarities with and differences from the HIV-1 IN/viral DNA interaction
To map the donor DNA-binding site within the catalytic site of IN, previous work used the crystal structure of inhibitor 5CITEP in complex with HIV-1 IN CCD described by Goldgur et al. [22], or a structure of Tn5 transposase in complex with transposable DNA (corresponding to proviral DNA) [19]. To compare these approaches, a structural alignment of the two enzymes was performed in the present study. The alignment involved 75 amino acids including those facing the catalytic cavity. The root mean square deviation (RMSD) was 0.17 Å between the α-carbons of the highly conserved catalytic triads (IN: D64, D116 and E152; transposase: D97, D188 and E326) (Fig. 3A). The 3D similarities between HIV-1 IN and transposases have been extensively described in the literature [for a review, see: [6]].
When the Tn5 DNA was transposed onto the HIV-1 IN CCD structure, a close contact was observed between K159 and the phosphate immediately 5' to the 3' terminal nucleotide (Fig. 3B). One similar contact was described to occur with the phosphate immediately 5' to the 3' processing site of HIV-1 DNA [23], thus supporting the hypothesis that the 3' terminal portions of transposable DNA and HIV-1 3'processed (3'P)DNA occupy similar positions within the active sites of the two enzymes. This hypothesis is further supported by the overlap of the tetrazole ring of 5CITEP (a bioisoestere of the carboxylate anion) with the phosphate contacting K159 (Fig. 3B). Although Tn5 DNA and HIV-1 3'PDNA likely map to corresponding portions of the active sites of the two enzymes, transposable DNA per se cannot mimic HIV-1 DNA, because it is a blunt-end reaction intermediate which is not generated in the reactions catalyzed by HIV-1 IN (see Fig. 1). Moreover, the experimental data clearly reveal a loop-like structure at the 5' terminus, a likely product of 5' processing ( Fig. 3A-B). Given these reasons, 5CITEP was, in the present study, preferred over transposable DNA as an HIV-1 DNA mimic. In line with this choice, a recent study [10] showed that the contact of Q148 (in the flexible loop) with 5CITEP, displayed by the crystal structure of Goldgur et al. [16], was reproducible in cross-linking experiments, and that a similar contact occurred with the 5' terminal portion of viral DNA, as well.  [27]].

The nucleic acid binding site of Bacillus halodurans RNAse H likely corresponds to the cellular DNA binding site of HIV-1 IN
When the RNA/DNA hybrid was transposed onto HIV-1 IN CCD, its projection mapped to a region within the catalytic cavity, bordering with, but distinct from the putative viral DNA-binding site, and delimited at either side by lysine residues (K136 and K159). The positive charges furnished by the metal(s) and the lysine residues are consistent with a DNA-binding region. This hypothesis is supported by structural alignments showing an overlap between a phosphate bridge of the RNA/DNA hybrid and a phosphate ion co-crystallized with HIV-1 IN by Cherepanov et al. [28] (Fig. 3D). Given: 1) the existence of a potential DNA-binding region adjacent to but distinct from the donor DNA-binding site in the IN catalytic site, and 2) the correspondence of this region to a well documented nucleic acid-binding site in a structurally-related enzyme (RNAse H), this region was hypothesized in the present study to be the acceptor DNA-binding site.

Transposition of 5CITEP to a two-metal integrase model replicates contacts with flexible loop residues, Y143 and E148
To   [15]. In one subunit of this structure (chain C), the flexible loop is present in its entirety and connects two CCD subunits in a dimer that may have biological significance, as the distance between the two active sites corresponds to 18 Å (see PDB: 1BL3), approximately one half turn of a Watson-Crick DNA helix (i.e., the distance at which the two antiparallel strands of acceptor DNA are simultaneously nicked during strand transfer [1,2] To obtain a surrogate model for a two-metal IN CCD in complex with viral DNA, the 3D coordinates of 5CITEP were extracted from the structure of Goldgur et al. [16] and transposed onto the two-metal model of HIV-1 IN CCD. In the newly generated complex, it was possible to place the aforementioned DNA-interacting residue Q148 at hydrogen bonding distance from the inhibitor by rotating the Cα-Cβ bond of the side chain by approx. 45° (Fig. 4). Moreover, it was possible to show an additional close contact of 5CITEP with another residue of the flexible loop, i.e. Y143 (not present in the 1QS4 structure), known to interact with HIV-1 DNA [28] (Fig. 4). Thus, the twometal/IN CCD in complex with 5CITEP allowed replication of contacts occurring between HIV-1 IN and viral DNA.

In Silico docking fitness of HIV-1 integrase strand transfer inhibitors (INSTIs) for the catalytic cavity of integrase in complex with 5CITEP correlates with the in-vitro inhibitory potencies
The two-metal/IN-CCD/5CITEP complex was used as a surrogate platform for docking simulations of IN inhibitors, i.e. compounds (3-23) (see Fig. 2). Computational simulations were conducted using the automated docking program GOLD 3.1 and the GOLD fitness function to rank the compounds on the basis of their ability to form favorable interactions. Results showed that the GOLD fitness scores of the best docking solutions correlated with the IC 50 for strand transfer in vitro (R = -0.73; P = 0.001; see Fig. 5). In general, the technique allowed to distinguish between 3'P inhibitors, e.g. compounds (11)(12)(13)(17)(18)(19)(20)(21)(22) and selective INSTIs, e.g. compounds (3)(4)(5)(6)(7)(8)(9)(10)15,16). The latter displayed high GOLD fitness scores (> 60). Instead, the GOLD fitness scores were lower and unrelated to the IC 50 (P > 0.05) when conducted in the absence of 5CITEP, with or without the metal between D64 and E152 (data not shown).
The fitness scores obtained using the two-metal/IN-CCD/ 5CITEP complex are higher that those obtained by Barreca et al. (i.e., ~ 50) using the Tn5 transposase/DNA complex [19]. This is not surprising, because INSTIs were developed using HIV-1 and not Tn5-based assays [2]. On the other hand, the present study agrees with Barreca  These results allow the conclusion that occupation (by 5CITEP) of the putative donor DNA binding site is important for obtaining optimal docking of INSTIs, in line with a theory of Pommier et al. [1]. Moreover, the good agreement between the experimental IC 50 values and docking solutions supports the idea that the two-metal/IN-CCD/ 5CITEP complex could be used as a surrogate platform for in-silico screening of potential INSTIs.

Docking of integrase strand transfer inhibitors (INSTIs) reveals unexpected metal-binding modes
The docking poses of five well known INSTIs, i.e. compounds (3,4,6,7/8,10; see Fig. 2), were analyzed in further detail (the 3D coordinates of the five compounds in complex with IN CCD have been rendered available [see Additional files 1, 2, 3, 4, 56]). Diketo acid L-731,988, was one of the first two INSTIs to furnish proof of concept for antiretroviral effects in-vitro [30]. The best docking pose for this compound showed the β-hydroxy keto pharmacophore chelating both metals (Fig. 6A). Diketo-acid analog, S-1360 was the first INSTI to enter human clinical trials [1,2]. Differently from L-731,988, the functional groups of S-1360 showed, in the best docking pose, a preference for the putative metal between D64 and E152 (Fig.  6B). Both the pyrrole ring of L-731,988 and the furane ring of S-1360 showed possible π-π interactions with the indole moiety of 5CITEP. That these are false interactions artificially generated by 5CITEP is unlikely, in light of the structural similarity of the indole ring of 5CITEP and an adenine (both 5' and 3'terminal nucleotides of HIV-1 3'PDNA are adenylates) ( Fig. 2 and Fig. 6B). The 8hydroxy-1,6-naphthyridine carboxamides are an important class of INSTIs [1,2]. Naphthyridine carboxamides, L-870,812 and L-870,810 were the first INSTIs to produce proof of concept for in-vivo antiretroviral effects in monkeys and humans, respectively [2] A first set of docking poses (henceforth referred to as set A) had intermediate GOLD fitness scores (range: 60-65) and presented the "classic" pharmacophore described by Merck researchers (planar β-hydroxy carbonyl plus coplanar lonely-pair donor nitrogen [12]) chelating both metal ions (data not shown). Other docking poses (referred to as set B) had higher fitness scores (≅ 70; i.e. specifically related to potent effects on strand transfer; according to the regression line of Fig. 5). Set B indicated preferential interactions of the β-hydroxy carbonyl group with the metal between D66 and E152. Interactions consistent with coordination of the metal between D66 and D116 were present as well, but were provided by oxygens in the sub-stituents (an acyclic amide in L-870,812, and a cyclic sulphonamide in L-870,810). Set B1, including the best ranked solution for L-870,812, displayed a β-hydroxy carbonyl that was not coplanar, due to rotation of the carboxamide group (in Fig. 6C, the acyclic amide substiturent is in cis, as described in Ref. [31]; see structure 8 in Fig. 2). Rotation of the carboxamide group has been observed in other aromatic carboxamides in complex with enzymes [32,33]. Solution set B2 included the best docking solution for L-870,810 (Fig. 6D). Docking poses B1 and B2 displayed the naphthyridine rings partially overlapping on the same plane, but pose B2 slid aside from B1, thus allowing optimal positioning of the cyclic sulphonamide K159 Q148 Y143 novel pharmacophore described by Japan Tobaccos researchers and displayed by elvitegravir (GS-9137), a 4quinolone 3-carboxylic acid currently in clinical trials [3,34], which does not present the lonely pair donor nitrogen coplanar to the β-hydroxy carbonyl. The best docking pose for GS-9137 presented the β-hydroxy carboxylate chelating the metal between D64 and E152 and a hydroxylic oxygen in the isobutyl substituent coordinating the other metal (Fig. 6E). In this docking solution, the carboxylate is rotated by approx. 30° from the main quinolone ring (Fig. 6E), in agreement with crystallographic data showing rotation of aromatic carboxylates in complex with metals [35].
The metal-binding mode is an unexpected finding of the present study and is a major difference with the docking results of Barreca et al. [19] and those of Merck researchers [12]. Both research teams described metal chelation through the "classic" pharmacophoric groups (i.e. a coplanar β-hydroxy keto group, to which Merck researchers add a lonely pair donor atom). Differences between the present study and that of Barreca [12]. It is finally possible that both docking poses A and B coexist in vivo, given the alternative binding modes crystallographically documented for other classes of antiretroviral drugs.

Docking of integrase strand transfer inhibitors (INSTIs) is concordant with the drug resistance mutation profiles
To further validate the docking results, the close contacts of the INSTIs were related to well documented drug resist-Correlation between the inhibitory potency of different compounds on HIV-1 integrase strand transfer and in-silico fitness for a two-metal HIV-1 integrase core domain in complex with 5CITEP Figure 5 Correlation between the inhibitory potency of different compounds on HIV-1 integrase strand transfer and insilico fitness for a two-metal HIV-1 integrase core domain in complex with 5CITEP. x axis: the in-vitro inhibitory potency of the compounds is presented as a Log transform of the IC 50 value retrieved from the NCBI database (Ref. [45]). y axis: the in-silico fitness is presented as a score automatically attributed by the GOLD program. The regression line best fitting the data points is shown as a solid line. Compounds are numbered as in Fig. 2. equisetin (17) GS-9137 (10) L-731988 (3) L-870,810 (6) oteromycin (18) L-chicoric acid (21) dihydroxypydimidine carboxamide (15) L-870.812 (7,8) S-1360 (4) quercetin (22) MK-0518 (16) naphthyridine carboxamide (9) curcumin dimetyl ether (23) quinacrine (14) chloroquine (13) primaquine (12) styrylquinoline KHD161 (11) integric acid (19) chaetochromin B (20) diketo acid B (5) ance mutations selected by the same inhibitors. In its best docking pose, diketo acid L-731,988 showed the carboxylate oriented towards T66, with possible hydrogen bonding (Fig. 6A). In agreement with this docking pose, T66I is a resistance mutation induced by L-731,988 which, alone, decreases diketo acid susceptibility by 6-fold [30]. Hydrogen bonding was also possible with N155, mutation of which was shown to confer cross-resistance to diketo acids [12]. S-1360, which induces drug resistance mutations similar to those selected by L-731,988 [36], also interacted with T66 (Fig. 6B). The best docking pose for L-870,812 clearly showed the carbonyl oxygen of the rotated carboxamide group directly pointing to the amide group of N155 (Fig. 6C), in perfect agreement with the drug resistance mutation N155H (i.e. the only known L-870,812selected drug resistance mutation) [37]. The best docking pose for L-870,810 showed the hydrophobic portion of the sulphonamide ring in Van-der-Waals contact with the F121 sidechain (Fig. 6D), in agreement with the primary L-870,810 resistance mutation F121Y [12]. Van der Waals contacts were also possible with N155 and E92, mutations of which were shown to confer cross-resistance to this inhibitor [12,38] (Fig. 6D). The best docking pose for GS-9137 clearly presented the isobutyl substituent on the quinolone oriented towards E92 (Fig. 6E). The hydroxyl in the isobutyl substituent replaced one of the water molecules through which E92 coordinates the metal ion between D64 and E152 (see PDB structure: 1BL3 in Ref.

In-silicodocking of integrase strand transfer inhibitors (INSTIs) at the integrase (IN) active site
[44]). Of note, a primary mutation induced by GS-9137 is E92Q, which, alone, is capable of decreasing drug susceptibility by 33-fold [38]. On the whole, the good agreement between the drug resistance mutation profiles and the docking poses represents a further validation of the results obtained.  [1].

Integrase inhibitors in clinical trials are bioisosteric to fungal molecules is terms of metal binding
Interestingly, other drug classes that bind to a reaction intermediate of an enzyme/substrate DNA complex (e.g. topoisomerase inhibitors) are derived from natural products, thus raising the hypothesis that this type of inhibition is an enzyme inhibitory mode commonly adopted in nature and resulting from evolution within dynamic systems [1,2]. Of note, equisetin (17) (Fig. 2), i.e. the first molecule shown to inhibit strand transfer in pre-assembled IN/viral DNA complexes, was extracted from mycotoxin pools of Fusarium sp. [39], previously reported by Savarino et al. to inhibit HIV-1 integration within live cells [2,40,41]. Docking of equisetin and that of selective INS-TIs were then compared. Interesting similarities were found with the best docking solution for the novel INSTI, compound (15), a member of the highly promising class, 4,5-dihydroxypyrimidine carboxamides/N-Alkyl-5hydroxypyrimidinone carboxamides, which includes Merck's IN inhibitor raltegravir/MK-0518 (16) [42]. As shown in Fig.7, there is a striking overlap of the metalcoordinating groups, though not of the pending substituents. This result supports the previous idea that sesquiterpenic fungal IN inhibitors (including equisetin), though not yet acting as selective INSTIs, are different from other 3'P inhibitors. In line with this evidence, the GOLD fitness score for the interaction between equisetin and the two-metal/INCCD/5CITEP complex (i.e. 60) has previously been associated with enzyme inhibitory interactions and was higher than those displayed by other 3'P inhibitors such as L-chicoric acid (< 50). According to a model of Lee and Robinson, docking of L-chicoric acid requires a wide portion of the unengaged catalytic cavity [43]. The 3' P inhibitors are a heterogeneous family of molecules [2]. It is possible to speculate that some 3' P inhibitors dock at the donor DNA binding site, others occupy the entire catalytic cavity, and molecules such as equisetin can adapt to the catalytic cavity also when the donor DNA position is occupied. mycotoxins. This similarity suggests that it is possible to identify natural products drug leads capable of dissecting two different steps of an enzymatic process. The presence of potential leads for drugs of this type in natural products should encourage further natural product screening and may disclose potential drug leads targeting other nucleic acid manipulating enzymes such as the reverse transcriptase-associated RNAse H.

Structural alignments
3D structures were retrieved from the Protein Data Bank (PDB) [44], or from the U.S. National Center for Biotechnology Information (NCBI) website [45]. To obtain structural alignments, the α-carbons of the highly conserved catalytic triads of HIV-1 IN and related enzymes were initially superimposed using the Swiss PDB Viewer (SPDBV) program (Swiss Institute of Bioinformatics) [46], which calculates the root-mean-square distance between the corresponding atoms using a least square algorithm. Using the default matrix embedded in the program (with open and extended gap penalties of 6 and 4, respectively) [46], the calculation was extended to neighboring atoms until the maximum number of aligned atoms with the lowest RMSD was obtained. The program Pymol (v0.99; DeLano Scientific LLC, S. Francisco, CA) (freely downloadable from: [47]) was used to visualize the superimposed structures. Structural alignments were double-checked using binary ASN1 files and the Cn3D program (version 4.1), downloadable from the NCBI website [45].

Generation of a two-metal/integrase model
The crystal structure of HIV-1 IN CCD solved by Maignan et al. [15] (PDB accession: 1BL3_C) was used as a basis for modeling the IN CCD in complex with two metal ions. Using SPDBV, this structure was superimposed to one crystal structure of RSV IN CCD (PDB: 1VSH), where two metal ions are present in the active site [13]. Using the 'torsion' option embedded in the program, the E152 side chain was moved to metal-coordinating position (matching that of the equivalent residue in the RSV IN, E157). The position of the metal between D64 and E152 was deduced from the 3D coordinates of the corresponding metal in the aligned RSV IN.

Molecular docking
The 3D structures of well characterized IN inhibitors including INSTIs in clinical trials were initially generated as pdb files using the CORINA web interface [48], on the basis of the SMILES strings published in the NCBI website [45]. The program VEGA ZZ (University of Milan, Italy; freely available at: [49]) was adopted to assign the correct bond types. The compounds were considered in their keto-enol tautomeric form, since it has been clearly established that these molecules mainly exist in this form in solution (reviewed in: [2]). Moreover, both neutral and ionic forms were generated for the carboxylic acid and triazole groups of compounds. Using the default parameters Superimposition of the best docking solutions for natural product integrase inhibitor equisetin from Fusarium sp. and a 4,5-dihy-droxypyrimidine carboxamide strand transfer inhibitor in the VEGA program, force fields and charges were assigned according to AMBER and Gasteiger algorithms, respectively, and the molecules were energy-minimized by 50 cycles of conjugate gradients (CG). Minimization was stopped when the RMSD between two subsequent solutions was lower than 0.1 Å. Energy minimized ligands were then saved as mol files.
A surrogate platform for molecular docking of INSTIs was generated by transposing the 3D coordinates of 5CITEP in the structure of Goldgur et al. [16] onto the aforementioned two-metal model of HIV-1 IN CCD, after performing a structural alignment. Water molecules were discarded from the pdb file, and missing side chains were reconstructed using the option 'prepare file for docking programs' available at the WHAT-IF web interface [50]. Hydrogens were added using VEGA. The structure was then subjected to energy minimization using the default settings of the SPDBV program, i.e. 20 cycles of steepest descent (SD), and minimization stopping when the Δ energy was below 0.05 kJ/mol. The protein file was eventually converted to mol2 format using Mercury (v. 1.4.2; Cambridge Crystallographic Data Centre (CCDC); freely downloadable from: [51]). Automated docking studies were then performed using the genetic algorithm GOLD (Genetic Optimization for Ligand Docking) [52] (v. 3.1; CCDC, Cambridge, UK), according to a protocol published by Barreca et al. [19]. The algorithm had been previously validated and successfully tested on a data set of over 300 complexes extracted from the PDB [53]. The program was further validated in the author's hands by obtaining docking poses for HIV-1 protease inhibitors lopinavir and ritonavir nearly identical to the structures co-crystallized in complex with the HIV-1 protease (RMSD < 0.2 Å; data not shown). The binding site was initially defined as all residues of the target within 10 Å from the metal atom coordinated by D64 and D116, and later automated cavity detection was used. GOLD score was chosen as fitness function and the standard default settings were used in all calculations. For each of the 10 independent genetic algorithm runs, a default maximum of 10,000 genetic operations was performed, using the default operator weights and a population size of 100 chromosomes. Default cutoff values of 2.5 Å for hydrogen bonds and 4 Å for Van der Waals interactions were employed. The two metal ions were set to allow hexavalent coordination according to a Mg 2+ type (i.e. the metal thought to act as a co-factor in vivo). Carboxylate and carboxamide substituents on aromatic rings were allowed to rotate. Early termination was allowed for results differing by less than 1.5 Å in ligand all atom RMSD.
Post docking analysis was done using the program SILVER (CCDC, UK), in order to evidence close contacts such as hydrogen bonds and Van der Waals interactions.