Samuel Vizcaíno Páezab,
Diego Durangob and
Wiston Quiñones*a
aQuímica Orgánica de Productos Naturales, Universidad de Antioquia, Medellín, 050010, Antioquia, Colombia. E-mail: wiston.quinones@udea.edu.co
bQuímica de los Productos Naturales y los Alimentos, Universidad Nacional de Colombia, Medellín, 050034, Antioquia, Colombia
First published on 12th December 2024
Jasmonates are phytohormones derived from jasmonic acid that regulate metabolic processes involved in the chemical response of plants to biotic and abiotic stress. As part of this response, some species synthesize de novo compounds with biological activity against some pathogens. In this work, nine analogs of jasmonoyl-L-isoleucine containing a pyrazolidin-3-one core were tested in their activity to elicit the production of phytoalexins (daidzein, genistein, coumestrol, and phaseollin) in common bean (Phaseolus vulgaris L.) cultivars when added exogenously. Some variations in selected parts of the analogs, such as the side chain, the linker, or the conjugated amino acid, allowed the establishment of qualitative relations with the observed activity. The analogs were tested at two levels of concentration, and the observed activity was, in most cases, higher than the observed for methyl jasmonate at 0.5 mM, even at the lower level. Seedlings treated with most heterocyclic compounds exhibited significantly higher amounts of phaseollin than untreated seedlings. Jasmonoyl-L-isoleucine analogs having a pyrazolidin-3-one ring trigger the production of phytoalexins and can be used for crop protection. Additionally, the protein-complex receptor involved in the jasmonate signaling mechanism was modeled by homology for P. vulgaris, using that for Arabidopsis thaliana as a template. After being modeled, it was assessed and used to qualitatively correlate the observed activity values and the vina scores from the docking of the tested analogs.
On the other hand, common bean (Phaseolus vulgaris L., Fabaceae), is the most commonly consumed legume worldwide for its edible dry seeds or green, unripe pods. In fact, it is the most important legume produced for direct human consumption with a commercial value greater than that of all other leguminous crops combined. However, common bean is susceptible to many pests and diseases which significantly affect crop yield. Traditionally, the use of biocidal chemical agents (insecticides, fungicides, etc.) has been the primary approach to address these factors. New insect pest and disease control agents that act through more environmentally friendly mechanisms are needed. One such approach is the stimulation of the natural intrinsic mechanisms that plants possess to counteract the attack of insects and pathogenic microorganisms.
Chemical defenses in plants involve induced secondary metabolites (called phytoalexins) and preformed ones (called phytoanticipins). Phytoalexins have been defined as antimicrobial compounds produced by plant tissues in response to microbial infection.7,8
In the case of leguminous plants such as P. vulgaris, these molecules belong to the isoflavonoid family, subgroups isoflavones, isoflavanones, isoflavans, coumestans, and pterocarpans, whose biosynthetic routes are described in Fig. 1. According to this, the known chalcone biosynthesis is the starting point, placing the narigenin chalcone (1) as common precursor. At this point, ring-closing and aryl migration lead to the corresponding isoflavone, but the hydroxylation in position 6′ or the lack of it, branches the route to the isoflavones daidzein (2) or genistein (3). From 2, another hydroxylation in the new 6′ position is a requirement to form the five-membered ring of the coumestan coumestrol (4) or the pterocarpan phaseollin (5). All these compounds have been isolated and tested for their biological activity. For instance, Van Etten et al.11 isolated phaseollin, kievitone, phaseollidin, and phaseollinisoflavan from hypocotyls of P. vulgaris infected with Rhizoctonia solani, and the ED50 for the inhibition of the radial growth of R. solani in solid media poisoned with these phytoalexins were 18, 36, 20 and 27 μg mL−1 respectively. These authors also examined the mode of action of phaseollin in R. solani, concluding that this should act on the plasmatic membrane or affect some processes needed for membrane functions.12 Coumestrol, genistein, and daidzein isolated from infected young twigs of Erythrina crista galli showed antimicrobial activity against Bacillus brevis with MIC values in the μM range.13 Genistein is also associated with the effective development of root nodules.14
Fig. 1 Biosynthetic pathway of the main phytoalexins in Phaseolus vulgaris.9,10 Enzymes: (i) phenylalanine ammonia-lyase (PAL); (ii) cinnamate 4-hydroxylase (C4H); (iii) 4-coumaroyl CoA ligase (4CL); (iv) chalcone synthase (CHS); (v) chalcone reductase (CHR); (vi) chalcone isomerase (CHI); (vii) isoflavone synthase (IFS); (viii) 2-hydroxyflavanone dehydratase (HID); (ix) isoflavone 2′-hydroxylase (IFH); (x) isoflavone reductase (IFR); (xi) prenyl transferase (PT). |
The induction of phytoalexin production in P. vulgaris has been tested with amino-sugars,15 analogs of salicylic acid,9 derivatives of indanone with alkyl and amino acidic side chains,16–19 most of them compared to the activity of methyl jasmonate (6). However, no jasmonate analogs have been tested in this species. Structures containing pyrazolidin-3-one core, similar to the synthesized analogs 7a–i (Fig. 2), have been reported as a potent and selective agonist of Prostaglandin E2 (PGE2), a group of mammal hormone-like compounds with similar biosynthetic origin as jasmonates in plants. The molecular target of jasmonates has been devised since 2009 by homology with auxin mechanism, and taking advantage of the potent activity of the phytotoxin coronatine (COR, 8) (a super strong jasmonate mimetic produced by Pseudomonas syringae) as an agonist of jasmonates, the (+)-7-iso-jasmonoyl-L-isoleucine (9) could be addressed as the main endogenous bioactive jasmonate.1 Finally, in 2010, the protein complex of COronatine-Insensitive 1 (COI1) and the degron of JAsmonate Zim-domain (JAZ) was co-crystallized with both 8 and 9 by Sheard et al.,20 enabling the study of molecular interactions through computational approaches such as docking or molecular dynamics.21 To understand the molecular interactions between jasmonates and structurally related compounds and the COI1-JAZ co-receptor in bean, a 3D model of the protein complex is demanded. In addition, a molecular modelling could be used to identify potential elicitors in common bean and may be helpful to explain the experimental results. In this work, we present the test of jasmonate analogs containing a pyrazolidin-3-one ring as potential elicitors of phytoalexin production in a specific variety of P. vulgaris, along with the construction and evaluation of the corresponding protein-complex target in the common bean by homology to that reported for Arabidopsis thaliana, and its use as jasmonate receptor for docking screening.
Fig. 2 Structure of methyl jasmonate (6), the tested compounds (7a–i), coronatine (8) and (+)-7-iso-jasmonoyl-L-isoleucine (9). |
Fig. 3 Phytoalexins from P. vulgaris produced by the treatments at 0.05 mM (top) and 0.5 mM (bottom). Bars sharing the same letter has no significant differences. |
With the solutions of the analogs set at 0.05 mM, the levels of isoflavones 2 and 3 were relatively low, 7e being the one with the highest production. However, these amounts do not exceed 2.2 μg g−1 f.w. for 2 or 0.4 μg g−1 f.w. for 3. According to our previous observations in time course experiments, the amount of the precursors tends to decrease after the first 24 hours as the plant produces pterocarpans, coumestans, or their prenyl derivatives in the corresponding biosynthetic route.16 The amounts of pterocarpan and coumestan were comparatively higher than that of isoflavones at this time of post-induction, reaching values of 5.1 μg g−1 f.w. for 4 when induced with 7b and 33.6 μg g−1 f.w. for 5 when 7e was the inductor.
Treatments without elicitors (-blank) were employed as witnesses to compare the base levels of phytoalexins in the seedlings. These were set to the same conditions but using 0.5% EtOH solution instead of the potential elicitor. This way, a base amount of coumestan and pterocarpan was observed, yielding 2.4 μg g−1 f.w. of 4 and 6.7 μg g−1 f.w. of 5. These values constitute a baseline for these compounds, demonstrating that the chosen variety of P. vulgaris (ICA Quimbaya) was sensitive enough to the unavoidable stress conditions of the experiment.
In general, the amount of phytoalexins in common bean seedlings treated with methyl jasmonate and the heterocyclic analogs of JA-Ile was dependent on the concentration of the potential elicitor. With the solutions of the heterocyclic analogs set at 0.05 mM, the levels of the isoflavones 2 and 3 were relatively low, and did not exceed 2.2 μg g−1 f.w. for 2 or 0.4 μg g−1 f.w. for 3. The amounts of pterocarpan and coumestan were comparatively higher than that of isoflavones at this time of post induction, reaching values of 5.1 μg g−1 f.w. for 4 when induced with 7b and 33.6 μg g−1 f.w. for 5 when 7e was the inductor. These findings are consistent with previous research on elicitation in common bean in time course experiments, when the amount of the precursor isoflavone tends to decrease after the first 24 hours as the plant produces pterocarpans, coumestan, or their prenyl derivatives in the corresponding biosynthetic route. It was reported that the difference in chemical response to diseases between susceptible and resistant common bean varieties does not lie in the concentration of precursors, but is more marked in the later stages of the biosynthetic pathway. Thus, it was proposed that phaseollin may be a chemical indicator of resistance in common bean. It has also been suggested that susceptibility in common bean to pathogenic microorganisms may be associated with failures and delays in the prenylation process, which leads to the formation of the phytoalexins phaseollin and kievitone. Methyl jasmonate (6) is a well-known elicitor of this kind of activity, a fact that was also seen in this bioassay because treatment with solutions at 0.5 mM does elicit biosynthesis of 5 up to 23.6 μg g−1 f.w., more than in untreated plants (-blank). However, it was not higher than that in 7e. Considering the significant differences between the means, a group of three treatments did not surpass the baseline (7g–i), while the other six induced the biosynthesis of 5 in a ratio of 2.3 to 5 times more than in the untreated ones.
Interestingly, concentration of 5 was significantly higher in common bean seedlings treated with 7e at 0.05 mM than with methyl jasmonate.
Fig. 3 bottom shows the results for the quantified amounts of phytoalexins after inducing with elicitors at 0.5 mM.
The higher levels of 4 and 5 compared with precursor 2 indicate a high efficiency in conversion to more advanced stages in the biosynthesis as a result of the treatments. Regarding 4 and 5, most of the tested elicitors showed a dose-dependent behavior, excepting 7h and 7i, which were also inactive at 0.05 mM. In a second group, 7g was inactive at 0.05 mM, but the increment in concentration induced the production of 5 at a similar amount (21.5 μg g−1 f.w.) than for the well-known elicitor 6 (23.6 μg g−1 f.w.). Surprisingly, the rest of the heterocyclic jasmonoyl analogs are in a third group, yielding 5 in ratios of 5.6 to 7 times the value of the untreated seedlings (-blank), and from 1.6 to 2.7 times than with the elicitor 6. Interestingly, the free acid 7b produced the highest amount of 5 at this concentration, 62.9 μg g−1 f.w., representing almost ten times more than in the negative blank.
A direct comparison of 7b with 7a reveals a 34% increment when the carboxylic group is unprotected. However, a more comprehensive analysis of the relation between the structural features and the observed activity is addressed in Fig. 4.
A fact to be considered is that the routes toward the coumestan 4 and the pterocarpan 5 come from the same precursor 2, but the tested elicitors selectively stimulated the phaseollin biosynthetic pathway.
This effect contrasts with that reported for the elicitation of common bean with salicylic acid and derivatives, and isonicotinic acid and derivatives, in which the levels of coumestrol are similar or slightly higher than phaseollin.9 Another noteworthy fact is that no necrosis of the root tissues was observed at the highest concentration tested, contrasting with previous biotests performed with synthetic analogs in our laboratory.18,19
In common bean seedlings, methyl jasmonate at 1.0 mM and above has shown symptoms of phytotoxicity.
In general, all the heterocyclic analogs of JA-Ile exhibited higher water solubility, compared to methyl jasmonate. The presence of the amino acid or its methyl ester, and the two nitrogen atoms in the cyclic system increase the polarity of the compounds and favoured the formation of hydrogen bonds with water. In addition, the aqueous solutions of pyrazolidin-3-ones did not emit strong or persistent odors. The fact that jasmonate-mediated responses are dependent on the configuration of the chiral carbons highlights the rarity of heterocyclic analogues displaying such strong phytoalexin-eliciting activity. This can be rationalized by considering that nitrogen atoms in cyclic systems can undergo pyramidal inversion, where the three groups connected to a nitrogen atom with a lone pair of electrons switch positions. This inversion affects the chirality of the molecule, causing it to become a mixture of stereoisomers. Thus, the use of pyrazolidine-3-ones as JA-Ile analogues could be an alternative to overcome the difficulties of jasmonates for field application, related to their low water solubility, high volatility, and strong odor. Additionally, the synthesis of pyrazolidine-3-ones is simpler and their amino acid conjugates are more readily available, given the complexities associated with the synthesis and purification of the active configuration of jasmonates.
• From R1: replacement of the pentenyl side chain by a saturated one only works while preserving the chain length.
• From R1: in the case of saturated side chains, the shortening drops the activity more than the lengthening.
• From R2: the change of the amino acid moiety did not alter the observed activity, at least for those tested with lipophilic side chain.
• From n: lengthening the linker between the ring and the amino acid makes the activity drop thoroughly.
• From R3: protection of the carboxylic group of the amino acid portion is tolerated; however, such activity decreases ca. one-third of the corresponding free acid version.
The pdb file of COI1_ARATH has a small section without coordinates (R549-E563), which does not directly interfere with the ligand–protein or protein–protein interactions of the complex but matters to serve as a modeling template. To correct this, this random coil was modeled using the MODELLER tool of UCSF Chimera, choosing the one with the lowest zDOPE value (−1.27) that does not clash with the JAZ degron. Afterward, these two candidates were modeled using the three online tools, giving six models with the following code names: V7CZF7_PHAVU_SM, V7BBE9_PHAVU_SM, V7CZF7_PHAVU_IT, V7BBE9_PHAVU_IT, V7CZF7_PHAVU_AF and V7BBE9_PHAVU_AF. The values from the model quality assessment of the six proteins (Table 1) show that less than 2% of the residues are in disallowed regions according to the phi (ϕ) and psi (ψ) dihedral angles. In addition, G-factors from IT models are more negative than the others, by the higher percentage (0.80% and 1.50%) of residues in disallowed regions. Meanwhile, the models from AF had the highest G-factors, even more than the template protein used as a reference. However, the mean square shows how distant a model is to the reference, helping to choose the model that resembles the most COI_ARATH, in this case, V7CZF7_PHAVU_SM.
Protein | Seq. identity | Ramachandran plot | G-Factors | Z-Score | Mean square | |||||
---|---|---|---|---|---|---|---|---|---|---|
Core% | Allowed% | Generally allowed% | Disallowed% | Dihedrals | Covalent | Overall | ||||
COI1_ARATH | 100.0 | 80.0 | 19.2 | 0.80 | 0.00 | −0.41 | 0.47 | −0.07 | −8.54 | 0.000 |
V7CZF7_PHAVU_SM | 68.9 | 86.2 | 13.3 | 0.40 | 0.20 | −0.35 | −0.01 | −0.20 | −8.69 | 0.042 |
V7CZF7_PHAVU_IT | 68.9 | 73.7 | 23.6 | 1.90 | 0.80 | −0.75 | −0.05 | −0.45 | −8.50 | 0.071 |
V7CZF7_PHAVU_AF | 68.9 | 89.4 | 10.4 | 0.20 | 0.00 | −0.11 | 0.30 | 0.06 | −9.26 | 0.085 |
V7BBE9_PHAVU_SM | 70.7 | 86.2 | 13.4 | 0.40 | 0.00 | −0.36 | −0.01 | −0.21 | −8.90 | 0.053 |
V7BBE9_PHAVU_IT | 70.7 | 75.7 | 20.8 | 1.90 | 1.50 | −0.66 | −0.04 | −0.39 | −8.10 | 0.079 |
V7BBE9_PHAVU_AF | 70.7 | 88.9 | 10.7 | 0.40 | 0.00 | −0.12 | 0.30 | 0.06 | −9.25 | 0.082 |
In addition to the quality values, the characterization of the amino acid residues within the pocket gave an impression of how similar this critical part is, compared to COI1_ARATH. In Table 2 there is a list of the residues within a sphere of 4.0 Å radius from the centroid of JA-Ile in the crystal. Here, the absence of one or more residues makes a difference that can be crucial for the binding energy measurements and, thereby can be a criterion for discarding a model. Thus, among the surviving models V7CZF7_PHAVU_SM was chosen, considering the similitude with COI1_ARATH observed for the quality assessment values.
COI1 ARAT crystal | V7CZF7 PHAVU SM | V7CZF7 PHAVU AF | V7CZF7 PHAVU IT | V7BBE9 PHAVU SM | V7BBE9 PHAVU AF | V7BBE9 PHAVU IT |
---|---|---|---|---|---|---|
R85 | R81 | R81 | R81 | R76 | R76 | R76 |
A86 | A82 | A82 | A82 | A77 | A77 | A77 |
F89 | F85 | F85 | F85 | F80 | F80 | F80 |
L91 | L87 | L87 | L87 | L82 | L82 | L82 |
R348 | R341 | R341 | — | R336 | R336 | — |
E350 | E343 | E343 | — | E338 | E338 | E338 |
A384 | A377 | A377 | A377 | A372 | A372 | A372 |
V385 | V378 | V378 | V378 | V373 | V373 | V373 |
Y386 | Y379 | Y379 | Y379 | Y374 | Y374 | — |
R409 | R402 | R402 | R402 | R397 | R397 | R397 |
V411 | V404 | V404 | V404 | V399 | V399 | V399 |
Y444 | Y437 | Y437 | Y437 | Y432 | — | Y432 |
L469 | L462 | L462 | L462 | L457 | L457 | L457 |
R496 | R489 | R489 | R489 | R484 | R484 | R484 |
W519 | W513 | W513 | W513 | W508 | W508 | W508 |
For JAZ protein, the BLASTP found many orthologs of TI10A_ARATH, two for P. vulgaris with entry names V7AYI4_PHAVU and V7CCD0_PHAVU. The logo made for 20 of them (see ESI†) also depicts a highly conserved sequence, particularly in the region labeled as Jas motif. The template from A. thaliana only contains the degron, thus the orthologs in P. vulgaris were shortened as well, ensuring the inclusion of the Jas motif in all of them. Each model built for the two proteins was labeled with a suffix according to the tool used, namely _SM, _AF, or _IT. The N-terminus of the JAZ degron breaks the helical conformation between E200 and R206 to become stretched. Sheard et al. pointed out the importance of this portion for the ligand–protein interaction, consequently, refinements of the JAZ degrons of the PHAVU models were performed with MODELLER tool to fit such a conformation.20 Fig. 5 shows an overlapping of the best outcome from MODELLER for each protein model, and Table 3 summarizes the Root Mean Square Deviation (RMSD [Å] eqn (1)) calculated between the α-C of each model compared with the template.
(1) |
Degron model | RMSD [Å] |
---|---|
V7AYI4_PHAVU_AF | 4.089 |
V7AYI4_PHAVU_IT | 2.814 |
V7AYI4_PHAVU_SM | 0.330 |
V7CCD0_PHAVU_AF | 6.189 |
V7CCD0_PHAVU_IT | 4.548 |
V7CCD0_PHAVU_SM | 3.820 |
From this information, V7AYI4_PHAVU_SM stands out as the best model for the JAZ degron, and along with V7CZF7_PHAVU_SM allowed the construction of the homologous protein-complex receptor model in P. vulgaris (Fig. 6). Both proteins were combined in a single pdb file, and the coordinate system was taken from the template, for simplicity of further calculations.
Fig. 6 Overlapping of the 3D structures of both models interacting with 9 (yellow) in the pocket. COI1_ARATH (red), JAZ_degron_ARATH (light blue), V7CZF7_PHAVU_SM (blue) and V7AYI4_PHAVU_SM (green). |
Entry | Ligand | Conformation | Rounds | Box size [Å3] | Exhaustiveness |
---|---|---|---|---|---|
1 | 9 | From crystal | 20 | 30 × 30 × 30 | 32 |
2 | 9 | From crystal | 20 | Auto | 32 |
3 | 9 | PM6 opt. | 20 | 30 × 30 × 30 | 32 |
4 | 9 | PM6 opt. | 20 | Auto | 32 |
5 | 8 | From crystal | 20 | 30 × 30 × 30 | 32 |
6 | 8 | From crystal | 20 | Auto | 32 |
7 | 8 | PM6 opt. | 20 | 30 × 30 × 30 | 32 |
8 | 8 | PM6 opt. | 20 | Auto | 32 |
The results after redock 8 and 9 in the COI1-JAZ_degron complex are shown in Fig. 7.
Fig. 7 RMSD and binding energies from redocking the native ligands 8 and 9 in the COI1-JAZ_degron protein complex. |
Here, the differences between the binding energy of both ligands reflect the widely observed fact that the phytotoxin 8 is more active than the native ligand 9. Regardless of taking the same conformation as in the crystallized ligands (entries 1, 2, 5, and 6), RMSD values were ca. 0.5 Å higher than those for the previously optimized geometries with the PM6 basis set. Furthermore, experiments with box size automation (even entries) showed more negative binding energies and some with less data dispersion. Another interesting observation is that the RMSD is directly affected by the number of rotating bonds of the structure since the partial rigidity of the rings of 8 allows to get poses in the pocket close to the one in the crystal. All RMSD values were below the accepted threshold of 2.0 Å, and the best results (entries 4 and 8) were obtained when the geometry was previously optimized, and the box size automated. 2D depictions of the best poses for 8 and 9 (Fig. 8) have a planar representation of the hydrogen bonds between the carboxylic groups and the arginines 85, 348, 409, as well as the hydrophobic contact of the amino acid residues, the side chain and the ring with F89, R409, V411, Y444, L469, R496, W519. The key interaction between the carbonyl group of 8 and A204 from JAZ degron is also present. The mentioned conditions were implemented for the screening with both A. thaliana and P. vulgaris receptor models. 3D overlapped representations of redocking (Fig. 8) show how close the coordinates are from the crystallized natural ligands (orange) to those of the poses achieved from redocking (purple). H-bond interactions (cyan solid lines) with amino acid residues of the pocked are also depicted.
Fig. 9 Binding energies from the synthesized molecules docked in the protein models from A. thaliana (blue) and P. vulgaris (red). Boxes sharing the same letters have no significant differences. |
Here, as expected, the more negative values correspond to 8, having significant differences with 9. As observed in the biological test, performance of the analogs did not change significantly when the amino acid residue was changed. For the free acid 7b, lower energy values were achieved in the case of ARATH, but the data were more dispersed for both receptors, with no significant differences with the corresponding ester 7a. On the other hand, results for 7i also correspond to the observed in the biotest, suggesting that the lengthening of the linker disfavors the protein–ligand interactions in the pocket of the P. vulgaris receptor, releasing only −7.1 kcal mol−1. In addition, the replacement of the side chain by a saturated one did not imply major changes in binding energies, according to the results in both receptors. The lower activity of compound 7h was better represented by the results from PHAVU receptor, with a behavior similar to that in the bio-assay, the shorter the chain, the worse the activity.
A remarkable fact is that all tested molecules showed similar performances in both receptors, with a Pearson's coefficient of 0.722 (see ESI†). An overlapped 3D representation of the best poses of all molecules (Fig. 10) allows us to appreciate the key H-bond between the pyrazolidin-3-one carbonyl and the amide of the alanine residue in JAZ degron.
The above means that the protein receptor modeled for P. vulgaris is suitable for estimating the possible interactions if potential ligands reach the pocket of this target. The 2D representation of the docked molecules (Fig. 11) shows both sets of interactions in the active site of the protein complex, the hydrogen bonds between the carbonyls and the group of arginines, and the lipophilic contact between the bunch of methylenes in each molecule and the less polar amino acid residues. Despite the number of polar interactions being heigher for the free acid, they are not absent in the ester groups, which may justify the tolerance of this protecting group in the active site. To the best of our knowledge, the 3D structure of the protein-complex receptor in P. vulgaris is not known. It was obtained by homology modeling of the best hits from the search of orthologs of COI1 in P. vulgaris, using as a template the two co-crystalized structures available in the Protein Data Bank (PDB codes: 3ogk and 3ogl) for A. thaliana. The 3D models built were then used to have insight of the molecular interactions between these proteins and the tested ligands (JA-Ile, COR, and the pyrazolidin-3-one analogs) by the docking approach. Homology modeling using COI1-JAZ co-receptor has been used for different plant species.22–24 Our results may be helpful for further experimental studies on promising scaffolds for the development of more specific elicitors, capable of triggering the chemical defense machinery of plants without detrimental consequences for their growth.
Time [min] | 0.5% HOAc aq. [%] | MeOH [%] | Flow [mL min−1] |
---|---|---|---|
Init. | 90.0 | 10.0 | 0.7 |
20.0 | 40.0 | 60.0 | 0.7 |
25.0 | 00.0 | 100.0 | 0.7 |
30.0 | 00.0 | 100.0 | 0.7 |
33.0 | 90.0 | 10.0 | 0.7 |
35.0 | 90.0 | 10.0 | 0.7 |
The ligand preparation also included the addition of hydrogens and charges and conversion to the pdbqt inputs via the Mol2 file. However, Open Babel software was used in this case.
(2) |
Footnotes |
† Electronic supplementary information (ESI) available. See DOI: https://doi.org/10.1039/d4ra06461e |
‡ This value was selected according to previous studies in our group. |
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