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. 2019 Apr 10;5(4):e01462. doi: 10.1016/j.heliyon.2019.e01462

In silico study of 4-phosphorylated derivatives of 1,3-oxazole as inhibitors of Candida albicans fructose-1,6-bisphosphate aldolase II

Ivan V Semenyuta a,, Oleksandr L Kobzar b, Diana M Hodyna a, Volodymyr S Brovarets c, Larysa O Metelytsia a
PMCID: PMC6460381  PMID: 31011642

Abstract

In this study, the synthesis, in vitro anti-Candida activity and molecular modeling of 4-phosphorylated derivatives of 1,3-oxazole as inhibitors of Candida albicans fructose-1,6-bisphosphate aldolase (FBA-II) are demonstrated and discussed. Significant similarity of the primary and secondary structure, binding sites and active sites of FBA-II C. albicans and Mycobacterium tuberculosis are established. FBA-II C. albicans inhibitors contained 1,3-oxazole-4-phosphonates moiety are created by analogy to inhibitors FBA-II M. tuberculosis. The experimental studies of the anti-Candida activity of the designed and synthesized compounds have shown their high activity against standard strain and its C. albicans fluconazole resistant clinical isolate. It was hypothesized that the growth suppression of fluconazole-resistant С. albicans strain may be due to the inhibition of aldolase fructose-1,6-bisphosphate. A qualitative homology 3D model of the C. albicans FBA-II was created using SWISS-MODEL server. The probable mechanism of FBA-II inhibition by studied 4-phosphorylated derivatives was shown using molecular docking. The main role of amino acid residues His110, His226, Gly227, Leu248, Val238, Asp144, Lys230, Glu147, Gly227, Ala112, Leu145 and catalytic zinc atom in the formation of stable ligand-protein complexes with ΔG = –6.89, –7.2, –7.16, –7.5, –8.0, –7.9 kcal/mol was shown.

Thus, the positive results obtained in the work were demonstrated the promise of using the proposed homology 3D model of the C. albicans FBA-II as the target for the search and development of new anti-Candida agents against azole-resistant fungal pathogens. Designed and studied 4-phosphorylated derivatives of 1,3-oxazole having a direct inhibiting FBA-II molecular mechanism of action can be used as perspective drug-candidates against resistant C. albicans strains.

Keywords: Microbiology, Pharmaceutical science, Organic chemistry

1. Introduction

Fungal infections are the important problems of modern world healthcare system. Candidiasis is the main systemic human infection. Candida spp. is an opportunistic pathogen causing serious pathology in patients with impaired immunity. Candida spp. can lead to severe systemic infections and to mortality in patients with various types immunodeficiency [1, 2].

Modern anti-Candida drugs include such antifungal agents as azoles, echinocandins, polyenes and flucytosine (5-FC) [3]. Echinocandins inhibit the synthesis of β-glucan [4]. Polyenes (amphotericin B) act by creating of the complexes with ergosterol of the plasma membrane [5]. Flucytosine blocks the DNA synthesis, leading to the disruption to DNA replication [6]. Azoles are the most numerous antifungal agents known since the 1960s [7]. Azoles are completely synthetic compounds, classified as imidazoles and triazoles and are the rapidly developing group of antifungal compounds. The sterol 14α-demethylase (CYP51) is the azoles target in which the five-membered azole ring forms a coordination bond with iron heme by inhibiting the ergosterol biosynthesis. Rapid formation of Candida spp. multidrug resistance is the ground for the drugs development with new alternative targets. In our opinion, fructose-1,6-bisphosphate aldolase is a promising target for the development of new antifungal agents.

Its known, fructose-1,6-bisphosphate aldolase (FBA-II, EC4.1.2.13) is an important enzyme of glycolysis, gluconeogenesis and the Calvin cycle. This class II enzyme is a zinc-containing protein that catalyzes the reversible cleavage of fructose-1,6-bisphosphate (FBP) to dihydroxyacetone phosphate (DHAP) and glyceraldehyde-3-phosphate (GAP) [8]. The FBA-II uses a bivalent zinc ion to polarize and stabilize the ketocarbonyl group of the substrate and its intermediate enediolate. FBA-II is present in pathogenic microbes - fungi, bacteria and parasites but is absent in higher plants and mammals that make it a convenient selective target for the development of new antifungal agents [9]. The studies of this enzyme inhibitors for various organisms, including M. tuberculosis [10], Bacillus subtilis [11], Pseudomonas aeruginosa [12] and Streptococcus pneumoniae [13] are known. Rodaki A. et al. [9] studied the depletion effect of C. albicans FBA-II as an antifungal drugs target. These results showed that an enzyme level decrease to less than 5% causes the C. albicans growth inhibition. A number of substrate-like FBA-II inhibitors have been developed, however, they did not provide an adequate level of structural specificity required for effective drug-candidates [9].

In our work we represent the in silico study, synthesis and antifungal evaluation of series 4-phosphorylated derivatives of 1,3-oxazoles with antifungal special mechanism of action as perspective candidates of new antifungal agents against C. albicans.

2. Materials and methods

2.1. Chemistry

The IR spectra of substances were registered (KBr disks) by using Bruker VERTEX 70 FT-IR spectrometer (Bruker, Rheinstetten, Germany). 1H NMR and 31P NMR spectroscopy of compouds in DMCO-d6 solution were coursed by Bruker AVANCE DRX-500 4-channel spectrometer. NMR chemical shifts are given with tetramethylsilane as internal standard for NMR spectra 1H and with phosphoric acid (85%) as external standard for NMR spectra 31P. Melting points were measured by a Fisher-Johns melting point apparatus (Fisher Scientific Co., St. Louis, USA) and are uncorrected. The reaction course and the purity of the synthesized compounds were monitored by Merck silica gel 60 F254 plates, also elemental analyses were carried out in analytical laboratories.

Synthesis of 1-[4-(diethoxyphosphoryl)-2-methyl-1,3-oxazol-5-yl]piperidin-4-ylcarboxylic acid 1, and also acids, needed for syntheses of appropriate sodium salts 2 and 3 is shown on Scheme 1 [14].

Scheme 1.

Scheme 1

Reagents and conditions: (i) methyl isonipecotinate/Et3N(exc.)/MeOH, 3h, reflux. (ii) R = Me; 1eq NaOH/H2O, 30h, RT. (iii) R = 4-MeC6H4; 1. 1eq NaOH/H2O, 30h, RT; 2. 1eq NaHCO3/H2O, RT. (iiii) R = 4-MeC6H4; 1. 4eq NaOH/EtOH, 10 days, RT; 2. 2eq NaHCO3/H2O, RT.

Sodium salt of 1-[4-(diethoxyphosphoryl)-4-methylphenyl-1,3-oxazol-5-yl]piperidin-4-ylcarboxylic acid 2 was prepared by evaporation to dryness under a reduced pressure of mixture aqueous solution of 1 mmol 1-[4-(diethoxyphosphoryl)-4-methylphenyl-1,3-oxazol-5-yl]piperidin-4-ylcarboxylic acid and 1 mmol of sodium bicarbonate which used without further purification for biological tests.

Disodium salt of 1-[4-hydroxy(ethoxy)phosphoryl-(4-methylphenyl)-1,3-oxazol-5-yl]piperidin-4-carboxylic acid 3 was prepared by evaporation to dryness under a reduced pressure of mixture aqueous solution of 1 mmol 1-[4-hydroxy(ethoxy)phosphoryl-(4-methylphenyl)-1,3-oxazol-5-yl]piperidin-4-carboxylic acid and 2 mmol of sodium bicarbonate which used without further purification for biological tests.

Synthesis of sodium salts 4–6 has been previously reported [15]. Their precursors – diethyl 5-arylsulfanyl-2-(4-methylphenyl)-1,3-oxazol-4-ylphenylphosphonates – were prepared according to the previously described method (Scheme 2).

Scheme 2.

Scheme 2

Reagents and conditions: (i) Ag2CO3(exc.)/dioxan, 8h, reflux; (ii) Ar = 4-ClC6H4; 1. HBr/MeCOOH, 6h, RT; 2. 2eq NaHCO3/H2O, RT; (iii) Ar = 4-MeC6H4; 1. HBr/MeCOOH, 6h, RT; 2. H2O2/MeCOOH, 2h, reflux; 3. 2eq NaHCO3/H2O, RT; (iiii) Ar = 4-ClC6H4; 1. HBr/MeCOOH, 6h, RT; 2. H2O2/MeCOOH, 2h, reflux; 3. 1eq NaHCO3/H2O, RT.

Disodium salt of 5-(4-chlorophenylsulfanyl)-2-(4-methylphenyl)-1,3-oxazol-4-ylphosphonic acid 4 was prepared by evaporation to dryness under a reduced pressure of mixture aqueous solution of 1 mmol 5-(4-chlorophenylsulfanyl)-2-(4-methylphenyl)-1,3-oxazol-4-ylphosphonic acid and 2 mmol of sodium bicarbonate which used without further purification for biological tests.

Disodium salt of 2-(4-methylphenyl)-5-(4-methylphenylsulfonyl)-1,3-oxazol-4-ylphosfonyl acid 5. 2-(4-Methylphenyl)-5-(4-methylphenylsulfanyl)-1,3-oxazol-4-ylphosfanyl acid (10 mmol) was dissolved in 15 ml of anhydrous acetic acid, heated to 90–100 °C, and hydrogen peroxide 35% aqueous solution (36 mmol) was added dropwise, the mixture refluxed for 2 hours, evaporated in vacuo to dryness, the residue was triturated with water, precipitate filtered, recrystallized from ethanol. The yield of 2-(4-methylphenyl)-5-(4-methylphenylsulfonyl)-1,3-oxazol-4-yl phosphonic acid was 83%. M.p. 246–248 °C. IR (KBr): ν cm−1: 1344 (SO2), 1177 (SO2), 1227 (P=O). 1H NMR (DMSO-d6): δ(ppm) 8.08, 7.86, 7.48, 7.38 (m, 8H, 2C6H4), 2.40 (s, 3H, CH3), 2.38 (s, 3H, CH3). 31P NMR (DMSO-d6), δ(ppm) -2.5. Anal. Calcd. for C17H16NO6PS: N, 3.56; P, 7.78; S, 8.15; Found: N, 3.43; P, 7.91; S, 8.27. Disodium salt 5 was prepared by evaporation to dryness under a reduced pressure of mixture aqueous solution of 1 mmol of acid and 2 mmol of sodium bicarbonate which used without further purification for biological tests.

Sodium salt of monoethyl ester 5-(4-chlorophenylsulfonyl)-2-(4-methylphenyl)-1,3-oxazol-4-ylphosphonic acid 6 (10 mmol) was dissolved in 15 ml of anhydrous acetic acid, heated to 90–100 °C, and hydrogen peroxide 35% aqueous solution (36mmol) was added dropwise, the mixture refluxed for 2 hours, evaporated in vacuo to dryness, the residue was triturated with water, precipitate filtered, recrystallized from ethanol. The yield of monoethyl ester 2-(4-methylphenyl)-5-(4-chlorophenylsulfonyl)-1,3-oxazol-4-ylphosphonic acid was 76%. M.p. 197–199 °C. IR (KBr): ν cm−1 1312 (SO2), 1150 (SO2), 1208 (P=O). 1H NMR (DMSO-d6): (δ ppm) 8.23, 7.91, 7.78, 7.42 (m, 8H, 2C6H4), 4.04 (m, 2H, CH2), 2.39 (s, 3H, CH3), 1.23 (t, 3H, CH3). 31P NMR (DMSO-d6): (δ ppm) 4.9. Anal. Calcd. for C18H17ClNO6PS: Cl, 8.02; N, 3.17; P, 7.01; S 7.26; Found: Cl, 8.22; N, 3.01; P, 7.28; S, 7.35. Sodium salt 6 was prepared by evaporation to dryness under a reduced pressure of mixture aqueous solution of 1 mmol of acid and 1 mmol of sodium bicarbonate which used without further purification for biological tests.

2.2. Antifungal activity

The fungi C. albicans M885 (ATCC 10231) and its clinical isolate were used as tested microorganisms. The strains were subcultured on Sabouraud agar in Petri plates according to the manufacturer's instructions. The standard agar disk diffusion method [16] was performed to evaluate anti-Candida property of studied compounds. Compounds concentration was 2,0 and 20,0 μМ. The microbial loading made 1∙105 CFU/mL. The incubation period was 24 h at 37 °C. Compounds were considered active if the diameter of zones growth inhibition of fungi culture was more than 15 mm.

2.3. Search, selection and sequence alignment of FBA-II

In the work, the sequences of FBA-II M. tuberculosis (strain ATCC 25618/H37Rv) (UniProt: P9WQA3) [17] and FBA-II C. albicans (strain SC5314/ATCC MYA-2876) (UniProt: Q9URB4) [18] were used. The amino acid sequence of FBA-IIs C. albicans and M. tuberculosis were sequence-aligned using the Needleman-Wunsch Global Align Protein Sequences (NCBI) [19] with applying BLOSUM-62 matrix and Gap costs (11,1).

2.4. Protein model creation and validation

SWISSMODEL server [20] was used for FBA-II C. albicans sequence (UniProt: Q9URB4) modeling. First, a preliminary search for evolutionarily related sequences was performed using the SWISS-MODEL Template Library. The searching was conducted by BLAST [21] and HHBlits [22] for structures analysis of similar to FBA-II C. albicans sequence. Secondly, homology models were created based on the results ranking of the templates. The homology models quality validation of FBA-II C. albicans was conducted by ERRAT and PROCHECK. ERRAT [23] was used for the unrelated interactions statistic between different atoms types and error function value graphs in comparison with the position of the sliding window with 9 residues, calculated considering the highly purified structures statistic. PROCHECK was used for the stereochemical quality verification of a protein structure by analyzing residue-by- residue geometry and overall structure geometry [24].

2.5. Molecular docking

Minimized and validated model FBA-II C. albicans was used for the protein-ligand docking studies. The molecular docking was conducted similar to our earlier works [25, 26, 27]. The docking compatible structures of the protein, ligands and grid box creation were made by using AutoDock Tools (ADT) (ver.1.5.6) [28].The structure of FBA-II A-subunit was selected and stored as a PDB file by Accelrys DS (ver. 2.5.5) [29]. All protein hydrogens were added using ADT and no Bond Order method and the macromolecule atoms were renumbered including the new hydrogens. The partial charges were calculated and added by using Gasteiger method and the prepared protein structure was saved in PDBQT format.

The structures and conformations of studied ligands were created by using ChemAxon Marvin Sketch 5.3.735 [30] and were saved in Mol2 format. The optimization of the ligands structures and energy minimization were performed by software Avogadro v1.1.1 [31]. We used the "Auto Optimization Tool" by applying the MMFF94s force field and the steepest descent algorithm. Partial charges and torsions angles of ligands were changed by ADT and the ligand structures were saved as the resulting files in PDBQT format.

The prepared protein structure and optimized ligands were used for the conduction of docking simulations by AutoDock 4.2 [32]. Lamarckian genetic algorithm method and standard docking procedure for the rigid protein were used. The ADT was used to generate of the docking parameter files and both grid. Zn atom was set as the box center. The grid map of 50*50*50 points with grid spacing of 0.375 Å was used and the settings for other parameters were applied by default. The molecular docking time of one ligand was about 30 min. All operations were made on Windows XP SP3 computer with an Intel Core i3 CPU (3.20 GHz) and 2 GB of RAM. The software package Accelrys DS was used for illustration and to analyze the protein–ligand interactions.

3. Results and discussion

Our assumption about the phosphonates contained inhibitors of FBA-II C. albicans is confirmed by the existence of FBP, DHAP and PGH analogues with high inhibitory activity to this enzyme [33]. It should also be noted that one of the most studied FBA-II is the FBA-II M. tuberculosis [34]. A number of large bioassays containing inhibitors of the FBA-II M. tuberculosis are available on the Pubchem server - PubChem AID: 588726 [35], 651616 [36], 652141 [37].

3.1. Alignment of FBA-II C. albicans and FBA-II M. tuberculosis protein sequences

Structural analogy was used for the development of FBA-II C. albicans inhibitors. FBA-IIs C. albicans and M. tuberculosis were analyzed using Protein BLAST (NCBI) - Needleman-Wunsch Global Align Protein Sequences [19]. Sequences of FBA-II C. albicans and FBA-II M. tuberculosis were used for comparing in accordingly to the substitution Matrix (BLOSUM-62) and Gap Costs (11,1) operating parameters (Fig. 1).

Fig. 1.

Fig. 1

Protein BLAST results of FBA-II C. albicans (359) and FBA-II M. tuberculosis (344) by application of Needleman-Wunsch Global Align Protein Sequences.

The obtained results (Fig. 1) indicate about the significant enzymes similarity of the organisms. So, the sequence identities was 41%, the sequence similarity was 55% and a number to gaps was 9%. These results confirmed the high similarity of enzyme primary structures.

The secondary structure similarity, the binding sites and the active sites of FBA-IIs were analyzed by Accelrys DS (Fig. 2).

Fig. 2.

Fig. 2

A comparison of secondary structure, binding sites and active sites of FBA-II C. albicans and FBA-II M. tuberculosis by Accelrys DS.

Fig. 2 has demonstrated a significant similarity not only primary but also secondary structure of enzymes. The similarity is noted in the area of metal binding sites, active sites and DHAP, GAP binding sites.

Thus, the established significant similarity of enzyme structures assumes the inhibitors structural similarity.

3.2. Development of FBA-II C. albicans inhibitors

The BioAssay 588726 was used as BioAssay with the greatest number of FBA-II M. tuberculosis inhibitors – 8221 compounds. Analysis of inhibitor structures by Chemaxon Instant JChem [38] allowed to identify 333 inhibitors as 1,3-oxazole derivatives and 25 compounds as 1,3-oxazole-4-phosphonate derivatives (Fig. 3).

Fig. 3.

Fig. 3

Analysis of FBA-II M. tuberculosis inhibitors structures (PubChem bioassay AID: 588726). The structures of some FBA-II M. tuberculosis inhibitors from PubChem AID: 588726 are shown in Fig. 4.

Thus, it is established, that 25 FBA-II M. tuberculosis inhibitors contains the 1,3-oxazole-4-phosphonate moiety in the structure (Fig. 4). So, design of FBA-II C. albicans inhibitors was performed by analogy of FBA-II M. tuberculosis inhibitors containing this moiety. One group of 1,3-oxazole-4-phosphonates inhibitors was modified at the C2 position to make 2-methyl- and 2-methylphenyloxazole derivatives and at the C5 position to form 5-carboxypiperidine derivatives. Second group of 1,3-oxazole-4-phosphonate inhibitors was modified at the C2 position to give 2-methylbenzoxazoles and at the C5 position to form 5-methylphenylsulfonyl and 5-chlorophenylsulfanyl derivatives. Designed compounds 1–6 were synthesized for biologycal testing (Fig. 5).

Fig. 4.

Fig. 4

Structures of FBA-II M. tuberculosis inhibitors from the PubChem bioassay AID:588726.

Fig. 5.

Fig. 5

Design of the 1,3-oxazole-4-phosphonate derivatives as active FBA-II C. albicans inhibitors.

3.3. Antifungal evaluation

Anti-Candida activity results of the studied compounds against fungi C. albicans M885 (ATCC 10231) and fluconazole (FCZ) resistance C. albicans clinical isolate are presented in Table 1.

Table 1.

Anti-Candida activity of the studied compounds.

Compound Аpplicable concentration, μM Candida albicans
M885(ATCC 10231)
clinical isolate of Candida albicans
1 2,0 20,7 11,0
20,0 27,3 16,8
2 2,0 22,2 9,3
20,0 25,9 17,1
3 2,0 22,7 10,3
20,0 27,2 17,5
4 2,0 21,3 11,0
20,0 26,6 18,1
5 2,0 23,0 9,0
20,0 26,6 17,0
6 2,0 23,3 10,5
20,0 26,2 16,9
FCZ 2,0 1,5 Н/А
20,0 26,7 Н/А

Table 1 shows that all studied compounds had fluconazole-like activity against C. albicans M885 (ATCC 10231) in both applicable concentration. Activity of the studied compounds in applicable concentrations 2,0 μМ against C. albicans clinical isolate as the diameters of inhibition zone around the all compounds disks didn't exceed 11 mm and 18 mm in applicable concentration 20,0 μМ. It's important that fluconazole wasn't active in both applicable concentrations.

We have assumed that the inhibiting action mechanism of 4-phosphorylated derivatives of 1,3-oxazole against the fluconazole-resistant C. albicans clinical isolate strain can be connected not with 14α-demethylase inhibition like an flukonazol, but with other fungal molecular target.

3.4. Protein modelling

3.4.1. Creating of FBA-II C. albicans homology 3D model

The preliminary search of the FBA-II related sequences was performed using SWISS-MODEL Template Library and 36 templates were created (Supplementary Material). 10 templates (Fig. 6) with a sequence identity above 49% were selected and 10 models were built based on this templates (Table 2).

Fig. 6.

Fig. 6

Selected templates for models building.

Table 2.

Qualitative indicators of created 10 homology models.

Template Sequence
Identity
Oligo-state QSQE Found by Method Resolution,
Å
Sequence
Similarity
Coverage Description
3qm3.1.A 49.00 homo-dimer 0.78 HHblits X-ray 1.85 0.45 0.97 Fructose-bisphosphate aldolase class II
3qm3.1.A 50.15 homo-dimer 0.76 BLAST X-ray 1.85 0.45 0.95 Fructose-bisphosphate aldolase class II
1b57.1.A 53.41 homo-dimer 0.76 HHblits X-ray 2.00 0.45 0.98 Fructose-bisphosphate aldolase II
5gk3.1.A 53.26 homo-dimer 0.75 HHblits X-ray 1.80 0.45 0.98 Fructose-bisphosphate aldolase class II
1dos.1.A 53.13 homo-dimer 0.74 HHblits X-ray 1.67 0.45 0.98 Fructose-bisphosphate aldolase class II
1dos.1.A 53.13 homo-dimer 0.74 HHblits X-ray 1.67 0.45 0.98 Fructose-bisphosphate aldolase class II
1b57.1.A 54.84 homo-dimer 0.73 BLAST X-ray 2.00 0.46 0.95 Fructose-bisphosphate aldolase class II
5gk3.1.A 54.84 homo-dimer 0.73 BLAST X-ray 1.80 0.45 0.95 Fructose-bisphosphate aldolase class II
1zen.1.A 53.41 homo-dimer 0.71 HHblits X-ray 2.50 0.46 0.98 Fructose-bisphosphate aldolase class II
1zen.1.A 54.84 homo-dimer 0.69 BLAST X-ray 2.50 0.46 0.95 Fructose-bisphosphate aldolase class II

Based on the sequence identity value, QSQE and resolution, three most significant enzyme models such as #10 (3qm3.1.A), #01 (1b57.1.A) and #03 (5gk3, 1.A) were selected and presented in Figs. 7, 8, and 9.

Fig. 7.

Fig. 7

Quality of the built model #10.

Fig. 8.

Fig. 8

Quality of the built model #01.

Fig. 9.

Fig. 9

Quality of the built model #03. In our opinion, model #10 is the most optimal considering the values of resolution (1.85Å), QMEAN (-0.07), GMQE (0.78), GSQE (0.78) indicators.

3.4.2. Quality evaluation of the built FBA-II C. albicans homology 3D model

The quality estimation of the model #10 selected as optimal FBA-II C. albicans model was conducted by using ERRAT and PROCHECK. ERRAT-web server results showed the high model quality. The overall quality factor for the subunit A was 98.780 and for the subunit B was 97.953 (Figs. 10 and 11).

Fig. 10.

Fig. 10

The 3D profile of subunit A FBA-II C. albicans verified by using ERRAT server.

Fig. 11.

Fig. 11

The 3D profile of subunit B FBA-II C.albicans verified by using ERRAT server.

PROCHECK-web server data analysis has been also confirmed the 3D model structure FBA-II good quality by using Ramachandran plot analysis (Fig. 12).

Fig. 12.

Fig. 12

Ramachandran plot of the stereochemical quality of FBA II C.albicans model generated by PROCHECK validation server.

Ramachandran plot results indicated that 92.3 % of the protein residues were distributed in the favored regions, 7.2 % - in the additionally allowed regions, 0.5 % - in the generously allowed regions and the absent of residues in the disallowed region. Thus, the created 3D structure of FBA-II С. albicans is adequate and can be used for the molecular docking.

3.5. Molecular docking

Molecular docking of the compounds 1–6 to the active site of FBA-II С. albicans were performed for mechanism interpretation of the high antifungal activity of studied compounds.

3.5.1. Identification of FBA-II C. albicans inhibitors binding modes

The similarity of the protein structure of FBA-II C. albicans and FBA-II M. tuberculosis was used for searching binding site of the studied compounds. The obtained sequence identity indicator (41%) and sequence similarity indicator (55%) (Fig. 1) confirm the significant similarity of protein structures of enzymes, analogically to Han X. et al. [33]. To search of the enzyme inhibitors optimal binding center, a number of FBA-II M. tuberculosis crystallographic structure [34, 39] were used. The location of the enzyme-related inhibitors and the character of FBP binding in FBA-II catalytic center were investigated. As a result of the crystallographic structures analysis, it was shown that the inhibitors binding site is in the region of the ione Zn (II). The key role of the divalent metal ion for the ketocarbonyl group polarization of the substrate and the enoanolate stabilization has been experimentally confirmed earlier [34, 40, 41]. Thus, the zinc atom with coordinates (x = 52,103, y = 56,243, z = 92,751) can be the docking center of inhibitors FBA-II C. albicans similarly to FBA-II M. tuberculosis.

3.5.2. The molecular docking procedure of studied 1,3-oxazole-4-phosphonates derivatives

Molecular docking experiments of FBA-II C. albicans with 1,3-oxazole-4-phosphonates were performed using AutoDock Tools software (Figs. 13, 14, 15, 16, and 17).

Fig. 13.

Fig. 13

Molecular docking of compound 3 into the active site of FBA-II C. albicans.

Fig. 14.

Fig. 14

Molecular docking of compound 4 into the FBA-II C. albicans active site.

Fig. 15.

Fig. 15

Molecular docking of compound 5 into the active site of FBA-II C. albicans.

Fig. 16.

Fig. 16

Molecular docking of compound 6 into the active site of FBA-II C. albicans.

Fig. 17.

Fig. 17

Molecular docking of compound 1 into the active site of FBA-II C. albicans.

Molecular docking of ligand 3 (Fig. 13) to the active site of FBA-II showed that the phosphonate group forms three electrostatic bonds of length 5.12Å, 4.02Å and 4.82Å with a catalytic zinc atom and amino acid residues His110 (Pi-anion) and Asp144, and two hydrogen bonds of length 3.64Å and 2.83 Å with amino acid residues Gly227 and Val228.

The oxazole ring forms an electrostatic Pi-anion bond of length 3.18Å with amino acid residue Asp144, and a hydrophobic Pi-alkyl bond of length 5.35Å with Ala112.

The piperidine ring forms a hydrogen bond of length 3.62Å with Glu147, and a hydrophobic Pi-alkyl bond of length 4.76Å with the key amino acid His226.

The formation of two hydrogen bonds of 3.20Å and 3.33Å length between the carboxyl group and His226 and Val225, and of one electrostatic bond of length 4.57Å with Lys230 should also be mentioned.

There are also two hydrophobic (alkyl and Pi-sigma) bonds of length 3.50Å and 4.88Å between the aromatic ring and ring methyl group and the Ala112 and Leu145.

Molecular docking of ligand 4 (Fig. 14) to the enzyme binding site demonstrates the formation of five electrostatic bonds with phosphonate moiety of length 1.75 Å, 3.55 Å, 3.57 Å, 3.62 Å, 4.04Å with a catalytic zinc atom, His110, Asp144 and of one hydrogen bond of length 2.60Å with amino acid residue His226.

The first aromatic ring forms one electrostatic Pi bond of length 3.30Å with amino acid Asp144, two hydrophobic Pi-sigma bonds of length 3.55Å and 5.35 Å with Ala112, and a halogen bond of length 3.00Å between Asp144 and ring chlorine atom.

The oxazole ring forms a hydrophobic Pi-Pi bond of length 3.96Å with amino acid residue His226. There are also three hydrophobic alkyl and Pi-sigma bonds of length 3.73Å, 4.17Å and 4.62Å between the second aromatic ring and amino acids Asn224 and Val225.

Molecular docking of ligand 5 shown in Fig. 15 indicates the presence of 4.42Å, 5.40Å 3.91Å, 4.53Å, 4.80Å and 4.65Å long electrostatic bonds between the phosphonate group and catalytic zinc atom, amino acid residues His110 and Asp144 respectively, and of 2.75Å, 3.37Å long hydrogen bonds with His226 and Val228. The oxazole ring forms an electrostatic bond of length 3.34Å with Asp144.

Formation of two electrostatic Pi bonds of length 4.38Å and 4.77Å is shown between amino acid Lys230, Glu147 and of first aromatic ring. Also, the ring methyl group forms a hydrophobic Pi-alkyl bond of length 4.62Å with His226.

The sulfonyl group forms two hydrogen bonds of length 2.88Å and 2.99 Å with Lys230 and Val228. The second aromatic ring forms three hydrophobic alkyl and Pi-sigma bonds of length 3.69Å, 4.33Å and 4.96Å with Ala112 and Leu145 and one hydrogen bond of length 4.12Å with Glu147.

Molecular docking of ligand 6 (Fig. 16) to the active site of FBA-II indicates the formation of four electrostatic bonds of length 3.96Å, 4.70Å, 4.29 Å and 5.50Å between phosphonate group and amino acid residues His110, Asp144 and catalytic zinc atom, also the formation of four hydrogen bonds of length 3.50Å, 3.26Å, 3.21Å and 3.02Å with amino acid residues His226, Gly227 and Val228.

The oxazole ring forms only electrostatic Pi-anion bond of length 3.12Å with Asp144.

Three electrostatic Pi bonds of length 4.85Å, 4.73Å and 4.53 Å with catalytic zinc atom and Lys230, Glu147 has been formed by first aromatic ring and chlorine atom forms a hydrophobic Pi-alkyl bond of length 4.49Å with His226.

Also, the sulfonyl group forms two hydrogen bonds of length 3.64Å and 2.94 Å with Gly227 and Lys230. The second aromatic ring forms four hydrophobic alkyl and Pi-sigma bonds of length 3.50Å, 4.36Å, 4.93Å and 5.23Å with Ala112, Leu145 and Lys113 respectively.

Molecular docking of compounds 1 and 2 into the C. albicans FBA-II active center showed the formation of low-energy ligand-protein complexes and ligands localization at long distance from the catalytic zinc atom (>6Å). Therefore, based on the significant structural similarity and similarity of the level of anti-Candida activity of compounds 1–3, it was suggested that the hydrolysis of dialkylphosphonates 1 and 2 to monoalkylphosphonates in the course of interaction with the C. albicans enzyme system is possible [42, 43, 44, 45, 46]. Thus, compounds 1 and 2 were docked as monoesters. Molecular docking of compound 2 as a monoalkylphosphonate has demonstrated the results similar to the compound 3 (Fig. 13).

Molecular docking of ligand 1 (Fig. 17) into the active site of FBA-II shown the formation of three electrostatic bonds of length 3.52Å, 4.37Å, 5.24Å between phosphonate group and amino acid residues Glu174, Glu147 and catalytic zinc atom, and of two hydrogen bonds of length 2.93Å, 3.30Å between phosphonate group and amino acid residues Gly176, Ser146.

Formation of two electrostatic Pi bonds of length 4.44Å, 3.30Å between the oxazole ring and Glu147, Lys230, of hydrogen bond of length 3.07Å between the oxazole ring and Lys230, of hydrophobic Pi bond of length 4.40Å between the oxazole ring and Lys230 is shown.

The piperidine ring forms a hydrogen bond of length 3.30Å with Glu147 and a hydrophobic Pi-alkyl bond of length 4.61Å with the key amino acid His226. There is also a hydrogen bond of length 2.99Å between the carboxyl group and amino acid residue Val228.

The result of the molecular docking of all ligands has shown that all tested compounds has common type of interaction with the catalytic center of the enzyme through the phosphonate group. High stability of ligand-protein complexes formed by compounds 1–6 with binding energy ΔG = –6.89, –7.2, –7.16, –7.5, –8.0, –7.9 kcal/mol respectively is demonstrated. The amino acid residues His110, His226, Gly227, Leu248, Val238, Asp144, Lys230, Glu174, Glu147, Gly227, Ala112, Leu145 and catalytic zinc atom performs the key role in the binding of these compounds in the FBA-II active site C. albicans.

4. Conclusions

The synthesis, in vitro antifungal activity and molecular modelling of 4-phosphorylated derivatives of 1,3-oxazole as inhibitors of C. albicans fructose-1,6-bisphosphate aldolase were performed and discussed.

The structure similarity of FBA-II C. albicans and FBA-II M. tuberculosis was the basis of the strategy for the design of new anti-Candida agents as fructose-1,6-bisphosphate aldolase inhibitors.

A significant similarity of the FBA-II C. albicans and FBA-II M. tuberculosis is shown using NCBI Protein BLAST with the application of Needleman-Wunsch Global Align Protein Sequences. Also, a similarity of secondary structure, metal binding sites, active sites and substrate binding sites of these enzymes were demonstrated by DS.

FBA-II C. albicans inhibitors were developed and synthesized based on the structure similarity of FBA-II M. tuberculosis inhibitors contained 1,3-oxazole-4-phosphonates moiety.

The experimental studies of the anti-Candida activity shown the high antifungal potential of studied compounds against C. albicans M885 (ATCC 10231). The established growth inhibition of fluconazole-insensitive clinical isolate was connected with fructose-1,6-bisphosphate aldolase inhibition. To confirm the proposed action mechanism FBA-II C. albicans homology model was created using the SWISS-MODEL server. High quality of the created homology model was confirmed by using ERRAT and PROCHECK.

The presumed mechanism of inhibition by studied compounds was demonstrated using molecular docking into the active site of FBA-II C. albicans homology model. Molecular docking analysis showed the key role of amino acid residues His110, His226, Gly227, Leu248, Val238, Asp144, Lys230, Glu147, Gly227, Ala112, Leu145 and catalytic zinc atom in the binding of compounds into the C. albicans FBA-II active site. The high stability of ligand-protein complexes is ensured by electrostatic bonds, H-bonds, Pi-Sigma bonds, Pi-alkyl and alkyl interactions and is confirmed by high binding energy with ΔG = –6.89, –7.2, –7.16, –7.5, –8.0, –7.9 kcal/mol. It has been shown that the phosphonate group forms the multiple electrostatic and hydrogen bonds at the FBA-II binding site with zinc atom and amino acid residues His110, His226 and Asp144.

Thus, a qualitative homology model of C. albicans FBA-II can be used as a new tool for the construction of new anti-Candida agents with specific action mechanism. 4-phosphorylated derivatives of 1,3-oxazole are a promising drug candidates for the development of new antifungal agents against fluconazole-insensitive clinical isolate C. albicans.

Declarations

Author contribution statement

Ivan Semenyuta: Conceived and designed the experiments; Performed the experiments; Analyzed and interpreted the data; Contributed reagents, materials, analysis tools or data; Wrote the paper.

Oleksandr Kobzar: Conceived and designed the experiments; Performed the experiments; Wrote the paper.

Diana Hodyna, Larysa Metelytsia: Conceived and designed the experiments; Analyzed and interpreted the data; Wrote the paper.

Volodymyr Brovarets: Conceived and designed the experiments; Contributed reagents, materials, analysis tools or data; Wrote the paper.

Funding statement

This research did not receive any specific grant from funding agencies in the public, commercial, or not-for-profit sectors.

Competing interest statement

The authors declare no conflict of interest.

Additional information

No additional information is available for this paper.

Acknowledgements

We are grateful to Dr. Kondratyuk K.M. for the synthesized chemical compounds provided for the study, Department of chemistry of bioactive nitrogen containing heterocyclic bases, V.P. Kukhar Institute of Bioorganic Chemistry and Petrochemistry of the National Academy of Sciences of Ukraine, Kyiv, Ukraine.

Appendix A. Supplementary data

The following is the supplementary data related to this article:

SWISS_report
mmc1.pdf (1MB, pdf)

References

  • 1.Enoch D.A., Yang H., Aliyu S.H., Micallef C. The changing epidemiology of invasive fungal infections. Methods Mol. Biol. 2017;1508:17–65. doi: 10.1007/978-1-4939-6515-1_2. [DOI] [PubMed] [Google Scholar]
  • 2.Salci T.P., Negri M., Abadio A.K.R., Svidzinski T.I.E., Kioshima E.S. Targeting Candida spp. to develop antifungal agents. Drug Discov. Today. 2018;23:802–814. doi: 10.1016/j.drudis.2018.01.003. [DOI] [PubMed] [Google Scholar]
  • 3.Goldman W.E., Butts A., Krysan D.J. Antifungal drug discovery: something old and something. New PLoS Pathog. 2012;8:70–73. doi: 10.1371/journal.ppat.1002870. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 4.Chen S.C., Slavin M.A., Sorrell T.C. Echinocandin antifungal drugs in fungal infections: a comparison. Drugs. 2011;71:11–41. doi: 10.2165/11585270-000000000-00000. [DOI] [PubMed] [Google Scholar]
  • 5.Brajtburg J., Powderly W.G., S Kobayashi G., Medoff G. Amphotericin B: current understanding of the mechanisms of action. Antimicrob. Agents Chemother. 1990;34:183–188. doi: 10.1128/aac.34.2.183. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 6.Vermes A., Guchelaar H.J., Dankert J. Flucytosine: a review of its pharmacology, clinical indications, pharmacokinetics, toxicity and drug interactions. J. Antimicrob. Chemother. 2000;46:171–179. doi: 10.1093/jac/46.2.171. [DOI] [PubMed] [Google Scholar]
  • 7.Zhang W., Ramamoorthy Y., Kilicarslan T., Nolte H., Tyndale R.F., Sellers E.M. Inhibition of cytochromes P450 by antifungal imidazole derivatives, Drug Metab. Dispos. 2002;30:314–318. doi: 10.1124/dmd.30.3.314. [DOI] [PubMed] [Google Scholar]
  • 8.Rutter W.J. Evolution of aldolase, fed. SAVE Proc. 1964;23:48–57. [PubMed] [Google Scholar]
  • 9.Rodaki A., Young T., Brown A.J. Effects of depleting the essential central metabolic enzyme fructose-1,6-bisphosphate aldolase on the growth and viability of Candida albicans: implications for antifungal drug target discovery. Eukaryot. Cell. 2006;8:71–77. doi: 10.1128/EC.00115-06. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 10.de la Paz Santangelo M., Gest P.M., Guerin M.E., Coinçon M., Pham H., Ryan G., Puckett S.E., Spencer J.S., Gonzalez-Juarrero M., Daher R., Lenaerts A.J., Schnappinger D., Therisod M., Ehrt S., Sygusch J., Jackson M. Glycolytic and non-glycolytic functions of Mycobacterium tuberculosis fructose-1,6-bisphosphate aldolase, an essential enzyme produced by replicating and non-replicating bacilli. J. Biol. Chem. 2011;46:219–231. doi: 10.1074/jbc.M111.259440. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 11.Doan T., Aymerich S. Regulation of the central glycolytic genes in Bacillus subtilis: binding of the repressor CggR to its single DNA target sequence is modulated by fructose-1,6-bisphosphate. Mol. Microbiol. 2003;47:1709–1721. doi: 10.1046/j.1365-2958.2003.03404.x. [DOI] [PubMed] [Google Scholar]
  • 12.Fonvielle M., Coinçon M., Daher R., Desbenoit N., Kosieradzka K., Barilone N., Gicquel B., Sygusch J., Jackson M., Therisod M. Synthesis and biochemical evaluation of selective inhibitors of Class II fructose bisphosphate aldolases: towards new synthetic antibiotics. Chem. Eur J. 2008;14:8521–8529. doi: 10.1002/chem.200800857. [DOI] [PubMed] [Google Scholar]
  • 13.Ling E., Feldman G., Portnoi M., Dagan R., Overweg K., Mulholland F., Chalifa-Caspi V., Wells J., Mizrachi-Nebenzahl Y. Glycolytic enzymes associated with the cell surface of Streptococcus pneumoniae are antigenic in humans and elicit protective immune responses in the mouse. Clin. Exp. Immunol. 2004;138:290–298. doi: 10.1111/j.1365-2249.2004.02628.x. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 14.Kondratyuk K.M., Lukashuk E.I., Golovchenko A.V., Rusanov E.B., Brovarets V.S. Reaction of diethyl 1-acylamino-2,2-dichloroethenylphosphonates with amino acids esters. Russ. J. Gen. Chem. 2012;82:643–651. [Google Scholar]
  • 15.Kondratyuk K.M., Lukashuk E.I., Golovchenko A.V., Vasilenko A.N., Brovarets V.S. Synthesis and some properties of 4-phosphorylated derivatives of 5-mercapto-1,3-oxazoles. Russ. J. Gen. Chem. 2013;83:46–53. [Google Scholar]
  • 16.Bauer A., Kirby W., Sherris J., Turck M. Antibiotic susceptibility testing by a standardized single disk method. Am. J. Clin. Pathol. 1966;45:493–496. [PubMed] [Google Scholar]
  • 17.https://www.uniprot.org/uniprot/P9WQA3
  • 18.https://www.uniprot.org/uniprot/Q9URB4
  • 19.Altschul S.F., Gish W., Miller W., Myers E.W., Lipman D.J. Basic local alignment search tool. J. Mol. Biol. 1990;215:403–410. doi: 10.1016/S0022-2836(05)80360-2. [DOI] [PubMed] [Google Scholar]
  • 20.Waterhouse A., Bertoni M., Bienert S., Studer G., Tauriello G., Gumienny R., Heer F.T., de Beer T.A.P., Rempfer C., Bordoli L., Lepore R., Schwede T. SWISS-MODEL: homology modelling of protein structures and complexes. Nucleic Acids Res. 2018;46:296–303. doi: 10.1093/nar/gky427. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 21.Camacho C., Coulouris G., Avagyan V., Ma N., Papadopoulos J., Bealer K., Madden T.L. BLAST+: architecture and applications. BMC Bioinf. 2009;10:421–430. doi: 10.1186/1471-2105-10-421. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 22.Remmert M., Biegert A., Hauser A., Soding J. HHblits: lightning-fast iterative protein sequence searching by HMM-HMM alignment. Nat. Methods. 2012;9:173–175. doi: 10.1038/nmeth.1818. [DOI] [PubMed] [Google Scholar]
  • 23.Colovos C., Yeates T.O. Verification of protein structures: patterns of nonbonded atomic interactions. Protein Sci. 1993;2:1511–1519. doi: 10.1002/pro.5560020916. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 24.Laskowski R.A., MacArthur M.W., Moss D.S., Thornton J.M. PROCHECK - a program to check the stereochemical quality of protein structures. J. App. Cryst. 1993;26:283–291. [Google Scholar]
  • 25.Semenyuta I., Kovalishyn V., Tanchuk V., Pilyo S., Zyabrev V., Blagodatnyy V., Trokhimenko O., Brovarets V., Metelytsia L. 1,3-Oxazole derivatives as potential anticancer agents: computer modeling and experimental study. Comput. Biol. Chem. 2016;65:8–15. doi: 10.1016/j.compbiolchem.2016.09.012. [DOI] [PubMed] [Google Scholar]
  • 26.Trush M., Semenyuta I., Vdovenko S., Rogalsky S., Lobko E., Metelytsia L. Synthesis, spectroscopic and molecular docking studies of imidazolium and pyridinium based ionic liquids with HSA as potential antimicrobial agents. J. Mol. Struct. 2017;1137:692–699. [Google Scholar]
  • 27.Kachaeva M.V., Hodyna D.M., Semenyuta I.V., Pilyo S.G., Prokopenko V.M., Kovalishyn V.V., Metelytsia L.O., Brovarets V.S. Design, synthesis and evaluation of novel sulfonamides as potential anticancer agents. Comp. Biol. Chem. 2018;74:294–303. doi: 10.1016/j.compbiolchem.2018.04.006. [DOI] [PubMed] [Google Scholar]
  • 28.Sanner M.F. Python: a programming language for software integration and development. J. Mol. Graph. Model. 1999;17:57–61. [PubMed] [Google Scholar]
  • 29.Dassault Systèmes BIOVIA . Dassault Systèmes; San Diego: 2018. Discovery Studio. [Google Scholar]
  • 30.ChemAxon MarvinSketch. 2018. http://www.chemaxon.com [Google Scholar]
  • 31.Hanwell M.D., Curtis D.E., Lonie D.C., Vandermeersch T., Zurek E., Hutchison G.R. Avogadro: an advanced semantic chemical editor, visualization, and analysis platform. J. Cheminf. 2012;4:17. doi: 10.1186/1758-2946-4-17. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 32.Morris G.M., Huey R., Lindstrom W., Sanner M.F., Belew R.K., Goodsell D.S., Olson A.J. Autodock4 and AutoDockTools4: automated docking with selective receptor flexiblity. J. Comput. Chem. 2009;16:2785–2791. doi: 10.1002/jcc.21256. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 33.Han X., Zhu X., Hong Z., Wei L., Ren Y., Wan F., Zhu S., Peng H., Guo L., Rao L., Feng L., Wan J. Structure-based rational design of novel inhibitors against fructose-1,6-bisphosphate aldolase from Candida albicans. J. Chem. Inf. Model. 2017;57:1426–1438. doi: 10.1021/acs.jcim.6b00763. [DOI] [PubMed] [Google Scholar]
  • 34.Capodagli G.C., Sedhom W.G., Jackson M., Ahrendt K.A., Pegan S.D. A noncompetitive inhibitor for Mycobacterium tuberculosis's class IIa fructose 1,6-bisphosphate aldolase. Biochemistry. 2014;53:202–213. doi: 10.1021/bi401022b. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 35.https://pubchem.ncbi.nlm.nih.gov/bioassay/588726
  • 36.https://pubchem.ncbi.nlm.nih.gov/bioassay/651616
  • 37.https://pubchem.ncbi.nlm.nih.gov/bioassay/652141
  • 38.ChemAxon Instant JChem. 2018. http://www.chemaxon.com [Google Scholar]
  • 39.http://www.rcsb.org/structure/4LV4
  • 40.Pegan S.D., Rukseree K., Franzblau S.G., Mesecar A.D. Structural basis for catalysis of a tetrameric class IIa fructose 1,6-bisphosphate aldolase from Mycobacterium tuberculosis. J. Mol. Biol. 2009;386:1038–1053. doi: 10.1016/j.jmb.2009.01.003. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 41.Hall D.R., Leonard G.A., Reed C.D., Watt C.I., Berry A., Hunter W.N. The crystal structure of Escherichia coli class II fructose-1,6-bisphosphate aldolase in complex with phosphoglycolohydroxamate reveals details of mechanism and specificity. J. Mol. Biol. 1999;287:383–394. doi: 10.1006/jmbi.1999.2609. [DOI] [PubMed] [Google Scholar]
  • 42.Wiemer A.J., Wiemer D.F. Prodrugs of phosphonates and phosphates: crossing the membrane barrier. Top. Curr. Chem. 2015;360:115–160. doi: 10.1007/128_2014_561. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 43.Sevrain C.M., Berchel M., Couthon H., Jaffrès P.A. Phosphonic acid: preparation and applications. Beilstein J. Org. Chem. 2017;13:2186–2213. doi: 10.3762/bjoc.13.219. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 44.Sharma U., Pal D., Prasad R. Alkaline phosphatase: an overview. Indian J. Clin. Biochem. 2014;29:269–278. doi: 10.1007/s12291-013-0408-y. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 45.O'Brien P.J., Herschlag D. Alkaline phosphatase revisited: hydrolysis of alkyl phosphates. Biochemistry. 2002;41:3207–3225. doi: 10.1021/bi012166y. [DOI] [PubMed] [Google Scholar]
  • 46.Yordanov M., Dimitrova P., Patkar S., Saso L., Ivanovska N. Inhibition of Candida albicans extracellular enzyme activity by selected natural substances and their application in Candida infection. Can. J. Microbiol. 2008;54:435–440. doi: 10.1139/w08-029. [DOI] [PubMed] [Google Scholar]

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SWISS_report
mmc1.pdf (1MB, pdf)

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