Design, Synthesis, Antifungal Activity, and 3D-QSAR Study of Novel Quinoxaline-2-Oxyacetate Hydrazide

Plant pathogenic fungi pose a major threat to global food security, ecosystem services, and human livelihoods. Effective and broad-spectrum fungicides are needed to combat these pathogens. In this study, a novel antifungal 2-oxyacetate hydrazide quinoxaline scaffold as a simple analogue was designed and synthesized. Their antifungal activities were evaluated against Botrytis cinerea (B. cinerea), Altemaria solani (A. solani), Gibberella zeae (G. zeae), Rhizoctonia solani (R. solani), Colletotrichum orbiculare (C. orbiculare), and Alternaria alternata (A. alternata). These results demonstrated that most compounds exhibited remarkable inhibitory activities and possessed better efficacy than ridylbacterin, such as compound 15 (EC50 = 0.87 μg/mL against G. zeae, EC50 = 1.01 μg/mL against C. orbiculare) and compound 1 (EC50 = 1.54 μg/mL against A. alternata, EC50 = 0.20 μg/mL against R. solani). The 3D-QSAR analysis of quinoxaline-2-oxyacetate hydrazide derivatives has provided new insights into the design and optimization of novel antifungal drug molecules based on quinoxaline.


Introduction
Crop pathogens pose a significant threat to food production, with fungicides serving as vital tools for disease control [1,2].However, prolonged fungicide usage inevitably fosters increased pesticide resistance [3,4].Therefore, the ongoing development of novel fungicides with distinctive pharmacodynamic frameworks and mechanisms of action is crucial to ensure sustainable agricultural development.
In recent years, there has been a growing interest in the synthesis of hydrazides and their agricultural biological activities [24][25][26][27][28][29][30].Compounds with a hydrazyl formate structure have demonstrated notable biological efficacy.For instance, the broad-spectrum fungicide Miexiuyihao (Figure 1) is a prominent example.Modifying the position of the oxygen element in the ester group has proven to be an effective strategy for enhancing biological activity.In 2021 [31], Chen et al. designed and synthesized quinoline 4-oxyacetate hydrazide derivatives, among which Ac12 exhibited remarkable activity with EC 50 values of 0.52 and 0.50 µg/mL against S. sclerotiorum and B. cinerea, surpassing the potency of both commercial fungicides azoxystrobin (both > 30.00 µg/mL) and 8-hydroxyquinoline (2.12 and 5.28 µg/mL).In this study, we focused on the design and synthesis of a novel series of quinoxolinylhydrazide derivatives.These compounds were systematically evaluated for their efficacy against six prominent crop pathogenic fungi through in vitro assays.Subsequently, the most promising compounds were chosen for a further investigation of their in vivo activity.Additionally, we sought to elucidate the primary mechanism of action using scanning electron microscopy (SEM).Furthermore, to gain deeper insights into the structure-activity relationship, a three-dimensional quantitative structure-activity relationship (3D-QSAR) model was established.
potency of both commercial fungicides azoxystrobin (both > 30.00 µg/mL) and 8hydroxyquinoline (2.12 and 5.28 µg/mL).In this study, we focused on the design and synthesis of a novel series of quinoxolinylhydrazide derivatives.These compounds were systematically evaluated for their efficacy against six prominent crop pathogenic fungi through in vitro assays.Subsequently, the most promising compounds were chosen for a further investigation of their in vivo activity.Additionally, we sought to elucidate the primary mechanism of action using scanning electron microscopy (SEM).Furthermore, to gain deeper insights into the structure-activity relationship, a three-dimensional quantitative structure-activity relationship (3D-QSAR) model was established.

Results and Discussion
Chemistry.The synthetic route of the target compounds is shown in Figure 2. The structures of all compounds were identified by HRMS 1 H NMR and 13 C NMR spectroscopy (Supplementary Materials).
In Vitro Antifungal Activity Screening.The preliminary results, presented in Table 1, illustrated the significant inhibitory activity of the target compounds against six pathogenic fungi (B.cinerea, A. solani, G. zeae, R. solani, C. orbiculare, and A. alternata) at a concentration of 20.00 µg/mL.Notably, the inhibitory activity against B. cinerea stood out, with compounds 6, 20, and 24 achieving impressive inhibitory rates exceeding 90.0%, at 97.0%, 93.8%, and 93.7%, respectively, surpassing the control drug pyrimethanil at 75.1%.While the inhibitory effect against A. solani was slightly lower, compound 20 still exhibited notable inhibitory activity of 94.9%.Additionally, the inhibitory effect against G. zeae was remarkable, with compounds 1, 2, 7, 15, 16, 18, 26, and 36 displaying inhibitory rates above 90.0%, at 95.8%, 93.1%, 99.7%, 92.2%, 93.6%, 91.4%, 98.9%, and 91.2%, respectively, surpassing the control drug pyrimethanil.The most effective inhibition was observed against R. solani, with 24 compounds exhibiting inhibitory rates above 90.0%,including 8 compounds that completely halted its growth.Furthermore, the inhibitory activity against C. orbiculare was noteworthy, with 6 compounds capable of completely suppressing mycelial growth.For A. alternata, the inhibitory activity was outstanding, with compounds 2 and 7 exhibiting perfect inhibitory rates of 100%, and compounds 1, 3, 6, 16, 26, and 36 demonstrating inhibitory rates above 90.0%.These findings clearly surpass those of the control drug pyrimethanil.The preliminary analysis of structure-activity relationships indicated that compounds 11 through 14 exhibited a relatively low effectiveness, with notably weaker inhibitory effects against R. solani compared to other substituted compounds.While some compounds retained their inhibitory capacity against C. orbiculare, the overall effectiveness was reduced.The activity levels were generally sustained when the quinoxaline benzene ring featured 6,7-dimethyl substitutions.In contrast, chlorine substitution on the quinoxaline benzene ring led to a

Results and Discussion
Chemistry.The synthetic route of the target compounds is shown in Figure 2. The structures of all compounds were identified by HRMS 1 H NMR and 13 C NMR spectroscopy (Supplementary Materials).
decrease in overall activity, yet these compounds were more effective against R. solani.Notably, the activity of hydrazide compounds was significantly enhanced with halogen substitutions, but not when substituted with trifluoromethyl.This variation in activity may be attributable not only to the electronic properties of the substituents but also to their size.
In Vivo Antifungal Activity.The inhibitory effect of compound 2 on R. solani in rice leaves was determined at a mass concentration of 200.00 µg/mL.As shown in Figure 3, the inhibition rate of compound 2 was 66.1% at this concentration.Compound 6, which exhibited good activity, was selected for a tomato protection experiment, and its activity against B. cinerea was tested on tomato fruits at concentrations of 100.00 and 200.00 µg/mL.As depicted in Figure 3, compound 6 demonstrated significant inhibitory activity at both concentrations, with inhibition reaching 73.3% at 200.00 µg/mL.In vivo experiments demonstrated that compounds 2 and 6 retained some antifungal activity.They hold potential for further research and development.In Vitro Antifungal Activity Screening.The preliminary results, presented in Table 1, illustrated the significant inhibitory activity of the target compounds against six pathogenic fungi (B.cinerea, A. solani, G. zeae, R. solani, C. orbiculare, and A. alternata) at a concentration of 20.00 µg/mL.Notably, the inhibitory activity against B. cinerea stood out, with compounds 6, 20, and 24 achieving impressive inhibitory rates exceeding 90.0%, at 97.0%, 93.8%, and 93.7%, respectively, surpassing the control drug pyrimethanil at 75.1%.While the inhibitory effect against A. solani was slightly lower, compound 20 still exhibited notable inhibitory activity of 94.9%.Additionally, the inhibitory effect against G. zeae was remarkable, with compounds 1, 2, 7, 15, 16, 18, 26, and 36 displaying inhibitory rates above 90.0%, at 95.8%, 93.1%, 99.7%, 92.2%, 93.6%, 91.4%, 98.9%, and 91.2%, respectively, surpassing the control drug pyrimethanil.The most effective inhibition was observed against R. solani, with 24 compounds exhibiting inhibitory rates above 90.0%,including 8 compounds that completely halted its growth.Furthermore, the inhibitory activity against C. orbiculare was noteworthy, with 6 compounds capable of completely suppressing mycelial growth.For A. alternata, the inhibitory activity was outstanding, with compounds 2 and 7 exhibiting perfect inhibitory rates of 100%, and compounds 1, 3, 6, 16, 26, and 36 demonstrating inhibitory rates above 90.0%.These findings clearly surpass those of the control drug pyrimethanil.The preliminary analysis of structure-activity relationships indicated that compounds 11 through 14 exhibited a relatively low effectiveness, with notably weaker inhibitory effects against R. solani compared to other substituted compounds.While some compounds retained their inhibitory capacity against C. orbiculare, the overall effectiveness was reduced.The activity levels were generally sustained when the quinoxaline benzene ring featured 6,7-dimethyl substitutions.In contrast, chlorine substitution on the quinoxaline benzene ring led to a decrease in overall activity, yet these compounds were more effective against R. solani.Notably, the activity of hydrazide compounds was significantly enhanced with halogen substitutions, but not when substituted with trifluoromethyl.This variation in activity may be attributable not only to the electronic properties of the substituents but also to their size.(EC 50 = 1.99 µg/mL) showed better inhibitory activity against A. alternata, better than the control drug ridylbacterin (EC 50 = 2.07 µg/mL).For R. solani, 29 compounds showed excellent antifungal activity, with the EC 50 value of target compounds being less than 1 µg/mL.Particularly, the EC 50 value of compound 28 was 0.15 µg/mL, lower than the control drug pyrimethanil (EC 50 = 0.21 µg/mL).
In Vivo Antifungal Activity.The inhibitory effect of compound 2 on R. solani in rice leaves was determined at a mass concentration of 200.00 µg/mL.As shown in Figure 3, the inhibition rate of compound 2 was 66.1% at this concentration.Compound 6, which exhibited good activity, was selected for a tomato protection experiment, and its activity against B. cinerea was tested on tomato fruits at concentrations of 100.00 and 200.00 µg/mL.As depicted in Figure 3, compound 6 demonstrated significant inhibitory activity at both concentrations, with inhibition reaching 73.3% at 200.00 µg/mL.In vivo experiments demonstrated that compounds 2 and 6 retained some antifungal activity.They hold potential for further research and development.
Scanning Electron Microscopy Observations.Compound 2 was selected for scanning electron microscopy (SEM) to observe changes in the mycelium after treatment.DMSO served as the blank control.As depicted in Figure 4A-C, mycelia treated with DMSO exhibited a smooth, healthy state with a relatively uniform distribution.No folding, atrophy, or breakage of the mycelia were observed.In contrast, the mycelia of R. solani treated with compound 2 showed noticeable pathological changes.Figure 4D,G revealed that the mycelium of R. solani was disorderly distributed, intertwined, and overlapping.Some mycelia exhibited shrinkage, while Figure 4E,F,H,I showed evident pits and depressions, with some mycelia displaying distinctive protrusions that could be irregular stacks of metabolites.Overall, mycelia treated with compound 2 exhibited obvious lesions compared to those treated with DMSO, potentially affecting the direction and state of the mycelia growth by influencing the cell membrane structure of R. solani.Scanning Electron Microscopy Observations.Compound 2 was selected for scanning electron microscopy (SEM) to observe changes in the mycelium after treatment.DMSO served as the blank control.As depicted in Figure 4A-C, mycelia treated with DMSO exhibited a smooth, healthy state with a relatively uniform distribution.No folding, atrophy, or breakage of the mycelia were observed.In contrast, the mycelia of R. solani treated with compound 2 showed noticeable pathological changes.Figure 4D,G revealed   A partial least squares (PLS) analysis was conducted to establish a correlation between the chemical structures and bioactivities of the target compounds.As presented in Table 3, both the CoMFA model (with q 2 = 0.843 and r 2 = 0.997) and the CoMSIA model (with q 2 = 0.845 and r 2 = 0.985) exhibited strong robustness and internal predictive power, fulfilling the criteria of q 2 > 0.5 and r 2 > 0.8 for a reliable forecasting ability.The pEC50 values (−log EC50) were chosen as the molecular activity data for each compound.Table 4 displays the activity prediction results of the CoMFA and CoMSIA models for both the "training set" and "test set" compounds, indicating a good alignment between the predicted and experimental values, with residuals falling within an acceptable error range.A partial least squares (PLS) analysis was conducted to establish a correlation between the chemical structures and bioactivities of the target compounds.As presented in Table 3, both the CoMFA model (with q 2 = 0.843 and r 2 = 0.997) and the CoMSIA model (with q 2 = 0.845 and r 2 = 0.985) exhibited strong robustness and internal predictive power, fulfilling the criteria of q 2 > 0.5 and r 2 > 0.8 for a reliable forecasting ability.The pEC50 values (−log EC50) were chosen as the molecular activity data for each compound.Table 4 displays the activity prediction results of the CoMFA and CoMSIA models for both the "training set" and "test set" compounds, indicating a good alignment between the predicted and experimental values, with residuals falling within an acceptable error range.It can be seen from the preliminary screening data of in vitro activity that 25 and 35 could completely inhibit the growth of R. solani, and the inhibition rate of 24 was 92.7%. Figure 7 shows that yellow, green, red, and blue color blocks are concentrated on the benzene ring, indicating that various substituents on the benzene ring significantly influence anti-R.solani activity.This observation aligns with the results of activity tests.Generally, the addition of electron-withdrawing groups on the benzene ring enhances anti-R.solani activity, particularly when F, Cl, and Br are introduced at the fourth position, significantly boosting the activity.Chlorine substitution on the quinoxaline ring also enhanced the inhibitory activity against R. solani, although the improvement was modest.This corresponds with the small red color block on quinoxaline in Figure 7B,E, supporting the findings from the 3D-QSAR analysis.A partial least squares (PLS) analysis was conducted to establish a correlation between the chemical structures and bioactivities of the target compounds.As presented in Table 3, both the CoMFA model (with q 2 = 0.843 and r 2 = 0.997) and the CoMSIA model (with q 2 = 0.845 and r 2 = 0.985) exhibited strong robustness and internal predictive power, fulfilling the criteria of q 2 > 0.5 and r 2 > 0.8 for a reliable forecasting ability.The pEC 50 values (−log EC 50 ) were chosen as the molecular activity data for each compound.Table 4 displays the activity prediction results of the CoMFA and CoMSIA models for both the "training set" and "test set" compounds, indicating a good alignment between the predicted and experimental values, with residuals falling within an acceptable error range.The following three conclusions can be drawn from the CoMFA and CoMSIA equipotential graphs shown in Figure 7. First, as depicted in Figure 7A,D, large green areas around compound 28 suggest that introducing large groups into phenylhy-drazine enhances anti-R.solani activity-for example, EC 50 values 1, 2, 4 (R 1 = H, R 2 = H, R 3 = 4-Cl, Br, CF 3 , EC 50 = 0.20, 0.19, 0.17 µg/mL) Br, EC 50 = 0.18, 0.15 µg/mL) > 26 (R 1 = 6-Cl, R 2 = H, R 3 = 4-F, EC 50 = 0.55 µg/mL).Second, as illustrated in Figure 7B,E, a red region at the benzene ring site of compound 28 hydrazide indicates that electronwithdrawing groups at this site improve its antifungal efficacy-for example, EC 50 values 1, 2, 7 (R 1 = H, R 2 = H, R 3 = 4-Cl, Br, F, EC 50 = 0.20, 0.19, 0.65 µg/mL) > 10 (R 1 = H, R 2 = H, R 3 = 4-OMe, EC 50 = 2.22 µg/mL), 15, 16, 17 (R 1 = H, R 2 = Me, R 3 = 4-Cl, F, Br, EC 50 = 0.16, 0.36, 0.32 µg/mL) >18, 20 (R 1 = H, R 2 = Me, R 3 = 4-Me, OMe, EC 50 = 0.52, 0.54 µg/mL); according to the in vitro activity data, the inhibition rate of 8 on R. solani was only 39.5%, which was also consistent with the rule.Third, also shown in Figure 7B,E, red color blocks at the quinoxaline benzene ring position suggest that electron-absorbing groups here increase the antifungal activity against R. solani-for example, EC 50 values 26, 27, 28 (R 1 = 6-Cl, R 2 = H, R 3 = 4-F, Cl, Br, EC 50 = 0.55, 0.18, 0.15 µg/mL) > 1, 2, 7 (R 1 = H, R 2 = H, R 3 = 4-Cl, Br, F, EC 50 = 0.20, 0.19, 0.65 µg/mL), 28 (R 1 = 6-Cl, R 2 = H, R 3 = 4-Br, EC 50 = 0.15 µg/mL) > 22 (R 1 = 6,7-Me, R 2 = H, R 3 = 4-Br, EC 50 = 0.47 µg/mL).It can be seen from the preliminary screening data of in vitro activity that 25 and 35 could completely inhibit the growth of R. solani, and the inhibition rate of 24 was 92.7%. Figure 7 shows that yellow, green, red, and blue color blocks are concentrated on the benzene ring, indicating that various substituents on the benzene ring significantly influence anti-R.solani activity.This observation aligns with the results of activity tests.Generally, the addition of electron-withdrawing groups on the benzene ring enhances anti-R.solani activity, particularly when F, Cl, and Br are introduced at the fourth position, significantly boosting the activity.Chlorine substitution on the quinoxaline ring also enhanced the inhibitory activity against R. solani, although the improvement was modest.This corresponds with the small red color block on quinoxaline in Figure 7B,E, supporting the findings from the 3D-QSAR analysis.

Materials and Methods
Instruments and Chemical Reagents.The reagents and solvents utilized are commercially available and do not necessitate additional purification. 1H NMR and 13 C NMR were measured by a BRUKER-400 NMR instrument (Bruker Corporation, Rheinstetten, Germany) with CDCl3, or DMSO-d6 as the solvent and tetramethylsilane (TMS) as the internal standard.High-resolution mass spectra (HRMS) data were collected with a Triple TOF 5600 plus LCMS spectrometer (AB Sciex, Framingham, MA, USA).The melting points (mp) were determined using the Buchi M-560 Melting Point Apparatus (BUCHI, Flawil, Switzerland).
General Method of Synthesis.The synthetic route of the compounds is shown in the Figure 2. The synthesis methods of intermediates b and c refer to the reported methods [18,32].
General Synthesis method for the Intermediate d.Intermediate c (5.00 mmol) and Caesium Carbonate (20.00 mmol) were added to 20.00 mL DMSO.We added ethyl glycolate (7.50 mmol) slowly.The reaction was stirred at 80 °C.The reaction was monitored using thinlayer chromatography (TLC) until the reaction was complete.We poured the mixture into cold water and extracted it by ethyl acetate.The organic phase was dried over Na2SO4.Subsequently, the solvent was evaporated to yield the crude product, which underwent purification via column chromatography.
General Synthesis method for the Intermediate e. Intermediate d (5.00 mmol) was added to 20.00 mL 1.00 M NaOH.The reaction was stirred at room temperature and monitored using TLC until the reaction was complete.Then, we adjusted the mixture to acid with 10% HCl, and white solid precipitates formed.The intermediate e was obtained by filtration.
In Vitro Antifungal Activity Screening.The antifungal activity of the target compounds against six pathogenic fungi was tested by mycelium growth method [33] (more details of the target compounds for the antifungal activities test procedure are shown in the

Materials and Methods
Instruments and Chemical Reagents.The reagents and solvents utilized are commercially available and do not necessitate additional purification. 1H NMR and 13 C NMR were measured by a BRUKER-400 NMR instrument (Bruker Corporation, Rheinstetten, Germany) with CDCl 3 , or DMSO-d 6 as the solvent and tetramethylsilane (TMS) as the internal standard.High-resolution mass spectra (HRMS) data were collected with a Triple TOF 5600 plus LCMS spectrometer (AB Sciex, Framingham, MA, USA).The melting points (mp) were determined using the Buchi M-560 Melting Point Apparatus (BUCHI, Flawil, Switzerland).
General Method of Synthesis.The synthetic route of the compounds is shown in the Figure 2. The synthesis methods of intermediates b and c refer to the reported methods [18,32].
General Synthesis method for the Intermediate d.Intermediate c (5.00 mmol) and Caesium Carbonate (20.00 mmol) were added to 20.00 mL DMSO.We added ethyl glycolate (7.50 mmol) slowly.The reaction was stirred at 80 • C. The reaction was monitored using thin-layer chromatography (TLC) until the reaction was complete.We poured the mixture into cold water and extracted it by ethyl acetate.The organic phase was dried over Na 2 SO 4 .Subsequently, the solvent was evaporated to yield the crude product, which underwent purification via column chromatography.
General Synthesis method for the Intermediate e. Intermediate d (5.00 mmol) was added to 20.00 mL 1.00 M NaOH.The reaction was stirred at room temperature and monitored using TLC until the reaction was complete.Then, we adjusted the mixture to acid with 10% HCl, and white solid precipitates formed.The intermediate e was obtained by filtration.
In Vitro Antifungal Activity Screening.The antifungal activity of the target compounds against six pathogenic fungi was tested by mycelium growth method [33] (more details of the target compounds for the antifungal activities test procedure are shown in the Supplementary Materials), including B. Cinerea, A. Solani, G. zeae, R. solani, C. Orbiculare, and A. Alternata.The compounds dissolved in DMSO were subsequently introduced into a quantitative PDA (90.00 g glucose, 1000.00 g potato, 100.00 g agar, and 5.00 L water) medium to create a medicated plate, achieving a final concentration of 20.00 µg/mL.A plate was prepared with equal-volume DMSO as a blank control.All samples were incubated at 25 • C for 2-5 days, and each plate was assessed using the cross-streak method.Mean values and standard deviations (unit: cm) were computed, along with the inhibition rate following drug treatment.The calculation method is referred to as the reported method [34,35].
In Vivo Antifungal Activity.We prepared 500.00mL of 1% Tsum 80 solution, weighed 10.00 mg of compound 2, and dissolved it in 250.00 µL of DMSO.We used 1% Tsum 80 solution to bring the volume up to 50.00 mL, stirred well, and set it aside.In this case, the liquid concentration was 200.00 µg/mL.The blank control was prepared using 250.00 µL of DMSO and 1% Tsum 80 solution.We used the same method to prepare other required medications.In vivo antifungal activity was tested using reported methods [36][37][38].
Choose compounds exhibiting outstanding antifungal inhibition rates for in vitro EC 50 determination.Five concentration gradients of 10.00, 5.00, 2.50, 1.25, and 0.625 µg/mL were established.We assess the inhibition rates of each concentration using the aforementioned method.We utilize the DPS data processing system to calculate the corresponding EC 50 for each compound.
Scanning Electron Microscopy Observations.According to the above method, 2 plate containing drug concentration of 10.00 µg/mL was prepared, and blank control was set.R. solani was inoculated on the medicated plate and cultured for 36 h.The cake at the edge of the hypha was taken with a hole punch and fixed with phosphate buffer solution of glutaraldehyde.The mycelium was observed by scanning electron microscopy (Hitachi SU8010, Hitachi Co., Tokyo, Japan) with resolutions of 50.00 µm, 20.00 µm, and 10.00 µm.
Research of 3D-QSAR.Sybyl X-2.0 (Tripos, El Cerrito, CA, USA) was used to build 3D-QSAR models.The minimization of energy for the target molecular conformations was carried out utilizing the Tripos force field, along with the Gasteiger-Hückel method (with 10,000 iterations and 0.005 kcal mol-1 Å-1 convergence gradient), ensuring precision and thoroughness in the energy minimization.The characteristics of the CoMFA and CoMSIA models' fields were determined through a thorough analysis employing partial least squares (PLS) regression.

Conclusions
In summary, a series of quinoxolinylhydrazide derivatives were designed and synthesized.Most of the compounds exhibited notable antifungal activity, with compound 1 showing superior inhibitory effects against six pathogenic fungi.The activity against R. solani was particularly impressive, with 29 compounds exhibiting EC 50 values below 1.00 µg/mL, especially compound 28, which had an EC 50 of 0.15 µg/mL.In vivo antifungal activity experiments confirmed that compounds 2 and 6 maintained effectiveness within living organisms.Scanning electron microscopy results suggested that compound 2 was a potential inhibitor of R. solani.Reliable 3D-QSAR models targeting R. solani were successfully developed.The results of these experiments will help identify new potential fungicides.

Figure 3 .
Figure 3.The in vivo preventive effects of compound 2 against R. solani and compound 6 against B. cinerea.

Figure 3 .
Figure 3.The in vivo preventive effects of compound 2 against R. solani and compound 6 against B. cinerea.

Figure 4 .
Figure 4. SEM images of R. solani hyphae treated by DMSO (A-C) and 2 (D-I).Study of 3D-QSAR Models Against R. solani.To investigate the correlation between the molecular structure of quinoxolinylhydrazine derivatives and their inhibitory effectiveness against R. solani, effective 3D-QSAR models were developed.Then, 20 compounds (2-4, 6, 12, 13, 15-19, 22, 24, 26, 27, 29-32, and 34) were randomly selected to be placed in the "training set" and 10 compounds (1, 5, 9, 14, 20, 23, 25, 28, 33, and 25) were selected as the "test set".These include both the comparative molecular field analysis (CoMFA) model and the comparative molecular similarity indices analysis (CoMSIA) model.Using compound 28 as the template, all compounds were superimposed.Figure 5A shows the energyminimized structure of compound 28, and Figure 5B displays the compound superposition diagram.Figure 6 illustrates the error and linear relationship between the pEC 50 values predicted by the CoMFA and CoMSIA models and the experimental values.

Figure 7 .
Figure 7. CoMFA (A,B) contour maps and CoMSIA (C-F) contour maps with compound 28 shown inside fields.Green and yellow modules indicate regions where steric bulk would increase and reduce anti-R.solani activity; blue and red modules indicate regions where electropositive and electronegative groups would increase anti-R.solani activity; yellow and grey modules indicate regions where hydrophobicity and hydrophilicity would increase anti-R.solani activity; magenta and red modules indicate regions where H-bond acceptor groups would increase and reduce the anti-R.solani activity, meanwhile, cyan and purple modules indicate regions where H-donor groups would increase and reduce anti-R.solani activity.

Figure 7 .
Figure 7. CoMFA (A,B) contour maps and CoMSIA (C-F) contour maps with compound 28 shown inside fields.Green and yellow modules indicate regions where steric bulk would increase and reduce anti-R.solani activity; blue and red modules indicate regions where electropositive and electronegative groups would increase anti-R.solani activity; yellow and grey modules indicate regions where hydrophobicity and hydrophilicity would increase anti-R.solani activity; magenta and red modules indicate regions where H-bond acceptor groups would increase and reduce the anti-R.solani activity, meanwhile, cyan and purple modules indicate regions where H-donor groups would increase and reduce anti-R.solani activity.

Table 1 .
Cont.EC 50 values of the compounds with excellent antifungal activity were determined (Table2).Compound 6 showed good activity against B. cinerea, with an EC 50 value of 3.31 µg/mL, which was better than the control drug (3.39 µg/mL).Compound 20 exhibited better inhibitory activity against A. solani with an EC 50 value of 4.42 µg/mL, superior to carbendazim (5.46 µg/mL).For G. zeae, 8 compounds (1, 2 a Average of three replicates.The

Table 2 .
Antifungal EC 50 values of target compounds against phytopathogenic fungi a .

Table 3 .
Statistical parameters of CoMFA and CoMSIA models.

Table 3 .
Statistical parameters of CoMFA and CoMSIA models.
a Cross-validated correlation.b Non-cross-validated correlation.c Standard error of estimate.d F-test value.e Optimum number of components.

Table 4 .
Actual and predicted pEC 50 values of CoMFA and CoMSIA a .

Table 4 .
Cont.Average of three replicates.b pEC 50 = −log (EC 50 ); the unit of EC 50 value needs to be converted into mol/L.
a * Sample of the testing set.