Abstract
Bisbenzimidazoles with terminal alkynyl linkers, selective inhibitors of bacterial topoisomerase I, have been evaluated using bacterial cytological profiling (BCP) to ascertain their mechanism of action and screened for synergism to improve Gram-negative bacterial coverage. Principal component analysis of high throughput fluorescence images suggests a dual-mechanism of action affecting DNA synthesis and cell membrane integrity. Fluorescence microscopy of bacteria challenged with two of the alkynyl-benzimidazoles revealed changes in the cellular ultrastructure that differed from topoisomerase II inhibitors including induction of spheroplasts and membrane lysis. The cytoskeleton recruitment enzyme inhibitor A22 in combination with one of the alkynyl-benzimidazoles was synergistic against Acinetobacter baumannii and Escherichia coli. Gram-positive coverage remained unchanged in the A22-alkynyl bisbenzimidazole combination. Efflux inhibitors were not synergistic, suggesting that the Gram-negative outer membrane was a significant barrier for alkynyl-bisbenzimidazole uptake. Time-kill assays demonstrated the A22-bisbenzimidazole combination had a similar growth inhibition curve to that of norfloxacin in E.coli. Bisbenzimidazoles with terminal alkynyl linkers likely impede bacterial growth by compromising cell membrane integrity and by interfering with DNA synthesis against Gram-positive pathogens and in the synergistic combination against Gram-negative pathogens including E. coli and multidrug-resistant A. baumanii.
Subject terms: Drug discovery and development, Drug discovery and development
Introduction
There is a dire need for new classes of antibiotics with novel mechanisms of action (MOA), for which there are currently few options. Antibiotic resistance, especially among Gram-negative bacteria, is rising rapidly, and the World Health Organization considers the development of novel targets to counter these pathogens extremely important1. One such potential target is bacterial topoisomerase I, an enzyme critical for DNA replication2,3. Support for such enzymes as viable targets in need of further development is the extended use of fluoroquinolones that target bacterial topoisomerase II and IV which has resulted in the emergence of resistant bacteria. This precedence has encouraged further development of novel drugs that target topoisomerases4.
Bisbenzimidazoles used here are Hoechst 33258 inspired compounds, historically used as DNA binding dyes for their ability to specifically interact with adenine and thymine rich regions of the minor groove of DNA5. Additions of hydrophobic groups to bisbenzimidazoles have been shown to convert these non-specific bisbenzimidazoles to bacterial topoisomerase I specific inhibitors, as previously reported6–9. Bisbenzimidazoles with a propylpiperazine moiety and a para-ethoxy terminal group were demonstrated to have significant activity against Escherichia coli and specificity towards bacterial topoisomerase I with little effect on topoisomerase II or human topoisomerase I. This study supports that bisbenzimidazoles with hydrophobic moieties have potential for further target drug development6. More recently, these bisbenzimidazole derivatives were described to have broad spectrum bacterial coverage when used in combination with carbonyl cyanide 3-chlorophenylhydrazone, an efflux pump inhibitor7.
Recently, we have reported the synthesis and activity of several bisbenzimidazoles modified with the addition of terminal alkynyl linkers which effectively inhibited the growth of methicillin-resistant Staphylococcus aureus (MRSA) and expressed selectivity towards bacterial topoisomerase I8,9. Additionally the alkynyl-benzimidazoles were predicted to be less genotoxic as compared to the parent dye compounds, attributed to their significantly lower affinity for DNA duplexes when compared to Hoechst 33342 or Hoechst 33258, as measured by the thermal stabilization of DNA duplexes. These findings suggest that the DNA binding capabilities of bisbenzimidazoles with alkynyl linkers may be uncoupled from that of the topoisomerase I binding activity, thereby reducing mutagenicity and genotoxicity as compared to similar compounds and generated our present interest to further examine the MOA of these modified bisbenzimidazoles8,9.
So far, bisbenzimidazoles have not been analyzed for their MOA in bacterial cells. Biochemical studies suggest topoisomerase I inhibition but given the history of these drugs as DNA binding agents, further analysis is needed for confirmation. Macromolecular synthesis assays are used to determine the MOA for novel antibiotics; however, this method is slow, tedious, and therefore not applicable to high-throughput screening of multiple compounds10. Recently, bacterial cytological profiling (BCP) has been described as an alternative method for identifying the MOA of newly discovered compounds using live bacterial cultures and high-throughput screening of fluorescent images. BCP uses both qualitative fluorescence imaging and quantitative principal component analysis to group compounds according to their cytological impact and can be a powerful tool to rapidly assess the MOA of hundreds of compounds with a variety of bacteria11. BCP is applicable to many different species of bacteria in a variety of investigations that include rapid identification of antibiotic arsenals, novel mechanism of action, and phenotypic profiling of inhibition pathways11–15. BCP has been used to characterize the MOA of novel cell wall and RNA synthesis inhibitors across various strains of bacteria including MRSA, Escherichia coli, and Bacillus subtilis14,15. Cytological profiling is remarkably versatile with the capability to discriminate novel mechanisms outside the traditional targets as evidenced by the previous analysis of spirohexenolide A, a compound that collapses the proton-motive force11. Cytological profiling can also be applied to predict the observed morphology for a specific molecular target, dubbed rapid inhibition profiling, which further demonstrates the utility of fluorescence-microscopy methods for mechanistic analysis12.
The morphology of bacteria treated by classical antibiotics is well known using drugs that affect the 5 major biosynthetic pathways (DNA synthesis, RNA synthesis, cell wall synthesis, protein synthesis, and fatty acid synthesis). A recent review of the literature described the expected morphologies for the major inhibition targets of antibiotics used today and concluded that ultrastructure morphology for each group is reproducible and distinct16. Changes in the ultrastructural morphology due to drug exposure have many possible presentations (Fig. 1), but the main phenotypes seen are long filaments and rounded spheroplasts/ovoid cells with subtle variations in septal presence, septal width, cell wall shape, cell wall thickness, cross-link defects and perimortem observations such as lysate and ghost cells16. For example, specific dysregulation of penicillin-binding proteins that coordinate assembly of the peptidoglycan layer, the induction of the SOS response, or extracellular perturbations of the cell envelope induces major changes in cell morphology. Reproducibility and ease of observation allows for mechanistic predictions simply by measuring cell morphology parameters, a breakthrough in high-throughput screening.
While development of drugs that target multi drug-resistant (MDR) Gram-positive pathogens is a high priority, it is the MDR Gram-negative pathogens that are at the top of the World Health Organization’s (WHO) list that includes carbapenem-resistant Acinetobacter baumanii, carbapenem-resistant Pseudomonas aeruginosa and carbapenem-resistant extended-spectrum beta-lactamase producing Enterobacteriaceae1. We have previously demonstrated that alkynyl-bisbenzimidazoles are excellent inhibitors of Gram-positive bacteria but have a very limited Gram-negative coverage8 indicating the need for exploration of potential synergistic combinations and resolution of the chief barriers for Gram-negative efficacy – multi-drug efflux pumps and the outer membrane barrier10. In the present study we use BCP to further examine the mechanism of action of bisbenzimidazoles with terminal alkynyl linkers and apply synergistic drug combinations to improve Gram-negative coverage of these compounds to further advance the efficacy of these drugs.
Results and Discussion
Cytological profiling is a powerful tool for high-throughput screening of the mechanism of action of novel antibacterials
Bacterial cytological profiling (BCP) relies on the concept that antibacterial compounds with distinct mechanisms of action also produce distinct phenotypes in drug-exposed bacteria. A total of three different dyes (DAPI, a DNA intercalating agent, FM4-64, a cell membrane staining dye, and SYTOX-Green, a dye impermeable to intact cells) were used in accordance to the method devised in Nonejuie et al.11. Different classes of antibiotics induce different phenotypes in bacteria through the dysregulation of a handful of proteins or pathways (Fig. 1). Most of the measurable ultrastructural changes occurs through the inhibition of penicillin binding proteins (PBPs) that catalyze the formation of the peptidoglycan layer, and have long been known to affect morphology and cellular shape in bacteria. They also serve as a critical pivot for observing cell morphology using electron microscopy and cytological profiling16–18. β-lactams directly inhibit PBPs by inducing cell filamentation, bulging, swelling, peptidoglycan thickening, spheroplast formation, and cross-link defects. Aminoglycosides inhibit protein synthesis, and ultimately dysregulate the assembly of peptidoglycan through mistranslation. Aminoglycosides invoke a spheroplastic phenotype by the downstream inhibition of proper PBP function, a conclusion substantiated by the evidence from mutant studies16,19. Fluoroquinolones induce the SOS pathway by induction of double-stranded DNA breaks from the ternary complex formed with DNA, topoisomerase II, and fluoroquinolone, resulting in bacteriostasis and ultimate cell death through oxidative stress20. However, since many different classes of antibiotics converge on similar observations, the combination of each cellular parameter must be examined individually to determine the likely mechanism of action in any new drug.
Cytological profiling of Bacillus subtilis 6051 stained with DAPI (Blue), SYTOX GREEN (Green) and FM 4-64 (Red) treated with known antibiotics from each major biosynthetic class and test compound DPA 154 is given in Fig. 2. The DNA synthesis inhibitor ciprofloxacin demonstrates major filamentous growth, the protein synthesis inhibitor kanamycin demonstrates minor filamentation, spheroplastic phenotypes, and peptidoglycan thickening, while the cell wall inhibitor ampicillin causes bulging, filamentation and loss of membrane integrity. The RNA synthesis inhibitor rifampicin induces minor filamentation septal wall disruptions, and membrane-active compounds nisin and polymyxin-B cause membrane damage demonstrated by uptake of SYTOX GREEN. DPA 154 also causes membrane damage as seen by the uptake of SYTOX GREEN as well as induction of spheroplastic phenotypes, suggesting a second membrane-active mechanism of action. It is important to note that while untreated B. subtilis cells are typically rods growing in filamentous chains which may be difficult to distinguish from elongated “filamentous” phenotypes, differentiation is possible from analysis of individual cell boundaries where antibiotic treated cells will have longer, less segmented chains representing fewer individual bacterial cells per field. Further description of the expected phenotypes for each antibiotic class can be found in the Supplementary Materials (Tables S1–S6).
Evaluation of alkynyl-bisbenzimidazoles by BCP
Bisbenzimidazoles have been shown to inhibit bacterial topoisomerase IA independently many times across a wide variety of compounds sharing the bisbenzimidazole backbone, leading to expectations of a possible novel antibacterial mechanism7–9. Docking studies have proposed that bisbenzimidazoles bind to the active site of topoisomerase IA, forming a ternary complex with DNA and the enzyme, and inducing double-stranded DNA breaks which can lead to cell death. We hypothesized that the addition of terminal alkynyl linkers to benzimidazoles (Fig. 3) would alter or add to the MOA of the benzimidazole interacting with topoisomerase I. Previously our docking studies indicate that the terminal alkynyl linker makes critical interactions with bacterial topoisomerase I, shifting the molecule in the active site, and imparting specificity for the bacterial enzyme homologue8. Thus, we expect similar interactions as the fluoroquinolones, which inhibit bacterial topoisomerase II21.
Principle component analysis (PCA) of B. subtilis demonstrates that DPA 154 and 156 behave more like membrane active compounds such as polymyxins than DNA synthesis inhibitors such as ciprofloxacin (Fig. 4). While polymyxin B is typically used to treat Gram-negative bacteria, wild-type strains of B. subtilis are susceptible to polymyxins, further supporting the membrane-active effect of DPA 15422.
DPA 154 similarly impacted E. coli and was grouped with polymyxin B (Fig. 5). The PCA data alone does not indicate DPA 154 as most similar to membrane-active compounds because only 51.95% variation is attributed to the first principal component and, therefore, the 3rd principal component is not shown. However, when the first three principal components are analyzed by hierarchical clustering, DPA 154 appears most similar to polymyxin B.
DPA 154 has a shorter alkynyl chain (as compared to DPA 156) and showed DNA morphology similar to ciprofloxacin in B. subtilis providing evidence that DPA 154 is a dual-mechanism inhibitor. DPA 156 has a longer alkynyl linker (10 atoms) than DPA 154 (6 atoms), but has almost no antibacterial activity despite greater hydrophobicity. This finding suggests the DPA 154 makes critical interactions with the membrane and potentiates the antibacterial activity through an unknown target. The E. coli strain used in this study was a wild-type strain (ATCC 25922), as opposed to previous studies which used a membrane-permeable mutant E. coli LptD421311. Thus, the failure for DPA 156 to demonstrate results similar to DPA 154 is likely due to the outer membrane barrier, this observation supports our previous work that demonstrated DPA 156 to have less activity in Gram-negative bacteria8.
Fluorescence microscopy and quantitative analyses provide evidence for DPA 154 as dual mechanism inhibitor
Fluorescence microscopy imaging demonstrates two distinct mechanisms of action induced by DPA 154. First, there is a clear difference in the phenotypes exerted by DPA 154 and ciprofloxacin, an inhibitor of DNA gyrase, on B. subtilis (Fig. 6). Ciprofloxacin-induced changes included filamentation and reduction in nucleoid count which were also seen in DPA 154 treated cells (Fig. 7). However, cell lengthening may also be caused by other classes of antibiotics such as aminoglycosides and β-lactams, so identification of additional cell morphologies is critical. DPA 154 also caused significant lysis of bacterial cells (Fig. 6), a phenotype not typically seen with topoisomerase II inhibitors16. Though there were filamentous remnants, DPA 154 also induced smaller, rounded spheroplastic cells. Spheroplasts are osmotically sensitive and are atypical of DNA synthesis inhibitors except at high concentrations, which is indicative of the assay condition with exposure of cells to five times its MIC value23. DNA synthesis inhibition was therefore evident for both DPA 154 and ciprofloxacin by the retention of DNA morphology, but a membrane-active mechanism was only observed with DPA 154 as supported by the significant changes in membrane morphology and appearance of cellular lysate, indicating two distinct mechanisms of action (Figs 6 and 7).
Our previous work indicated that alkynyl benzimidazoles could inhibit DNA synthesis by interfering with bacterial topoisomerase I and these findings are corroborated with the evidence from quantitative analyses8. Fluoroquinolones alter DNA morphology by creating ternary complexes with DNA, topoisomerase, and fluoroquinolone, ultimately irreversibly altering DNA gyrase or topoisomerase IV form and function, resulting in double-stranded DNA breaks and halting DNA replication4. Ultrastructurally, DNA synthesis inhibitors exhibit filamentation in a time-dependent manner by activating the SOS response before ultimately collapsing into cells with similar size to the untreated cohort23. The alkynyl benzimidazoles similarly reduce the nucleoid count, but fail to induce the same filamentation and morphology changes as the fluoroquinolones (Fig. 7). DPA 154 is the only compound to induce both cellular ultrastructure changes and DNA morphology changes, suggesting a dual mechanism of action involving DNA replication enzymes and altered membrane integrity. DPA 154 and 156 both exert similar changes in DNA morphology in E. coli, indicating that the length of the alkynyl linker is important for membrane effects in Gram-negatives (Fig. 7). Additionally, DPA 154-treated E. coli cells accumulated a much higher intracellular SYTOX GREEN concentration (Figs 8 and 9) but failed to permeabilize the membrane, a conclusion corroborated by moderate growth inhibition relative to the control Hoechst dye demonstrated in prior studies8.
Synergistic interactions of antibiotics in combination with alkynyl benzimidazoles
Previously we demonstrated that alkynyl benzimidazoles have broad Gram-positive coverage and limited Gram-negative coverage. The Gram-positive bacteria MRSA, methicillin susceptible S. aureus (MSSA), Staphylococcus epidermis, and Enterococcus faecium were susceptible with relatively low MIC values (1–4 µg/mL), indicating these compounds may have potential for therapeutic use. Gram-negative coverage could be improved as these compounds only moderately inhibits Gram-negative pathogens such as Acinetobacter baumannii, Pseudomonas aeruginosa, and E coli with MIC values of 8–16 µg/mL and some Gram-negative bacteria appeared to be unaffected, such as capsule-producing Klebsiella pneumoniae and Enterobacter cloacae (MIC > 32 µg/mL)8.
To improve the bacterial susceptibility to alkynyl benzimidazoles we tested different antibiotic combinations with a variety of ESKAPE pathogens (Enterobacter, Staphylococcus, Klebsiella, Acinetobacter, Pseudomonas and Enterococcus) that commonly have multiple intrinsic and acquired drug resistance mechanisms. Combination therapy for Gram-negative infections is commonly used in clinical settings in treatment of sepsis as early combination therapy is associated with improved survival and decreased antibiotic resistance development24. Additionally, the rise of antibiotic resistance posits the need for drugs with broad spectrum activity, so formulations that improve the spectrum of activity are inherently valuable outcomes for drug development25. The bacteria chosen for synergy assays were selected for their low susceptibility in prior studies, notably A. baumannii, K. pneumoniae, and P. aeruginosa. Previously we found that the control Hoechst compounds (33258 and 33342) vary in their activity against different strains and acutely inhibit growth of a variety of pathogens, but both are known mutagens. However, DPA compounds 153, 154 and 156 show preference for bacterial topoisomerase IA only, and as such are more selective8,26. A variety of compounds were assayed for synergy in combination with DPA 153, 154 and 156 that included membrane active compounds and efflux pump inhibitors (Fig. S19, Tables S16 & S17)27. Previous studies of other bisbenzimidazole libraries posit bisbenzimidazoles as substrates of active efflux, indicating combination with efflux inhibitors may be an effective route for improvement of coverage7. Alkynyl-bisbenzimidazole compounds contain long hydrophobic alkynyl linkers that may interact with the outer membrane of Gram-negative bacteria, therefore combination efficacy with membrane active antibiotics was investigated. In a high throughput single point synergy screen four compounds showed potential in coordination with alkynyl bisbenzimidazoles: phenylalanine-arginine-β-naphthylamide (PAβN), a broad-spectrum efflux pump inhibitor, polymyxin-B and the nonapeptide variant which lacks the hydrophobic tail, and A22, a cytoskeletal recruitment enzyme inhibitor (Tables 1 and 2). The best combination in the single point synergy screening assay was with DPA 154 and A22, demonstrating the highest levels of growth inhibition (<1 µM DPA 154 for K. pneumoniae NR15410, P. aeruginosa 27853 and polymyxin B-resistant E. cloacae). PAβN has been demonstrated to resensitize rifaximin-resistant E. coli at similar concentrations, possibly explaining the remarkable drop (4–5 fold) in fractional inhibitory concentration for DPA 154 treated E. coli in combination with PAβN28. PAβN increases susceptibility to other drugs by inhibition of the resistance/nodulation/division efflux superfamily and has secondary membrane-acting effect possibly owing to its behavior as a cationic peptide29. This is a critical observation as the rest of the efflux pump inhibitors failed to sensitize K. pneumoniae and P. aeruginosa to DPA compounds, perhaps indicating that efflux was not the limiting characteristic for the activity of DPA 154 in these strains.
Table 1.
Bacteria | FIC DPA 154 (µM) | ||||
---|---|---|---|---|---|
154 | 154 + PMB | 154 + PMBN | 154 + PAβN | 154 + A22 | |
E. faecium BM4105-RF | 4 | 8 | 8 | 8 | 8 |
MRSA 33591 | 2–4 | 8 | 8 | >32 | 4 |
K. pneumoniae NR15410 | >32 | 8 | 16 | 32 | >32 |
A. baumannii 19606 | >32 | >32 | 32 | >32 | 16 |
P. aeruginosa 27853 | >32 | 16 | 32 | 16 | 0.25 |
E. cloacae 13047 | >32 | >32 | >32 | >32 | 0.5 |
E. coli 25922 | >32 | 16 | 16 | 2 | 0.25 |
In the SPS assay DPA 154 was diluted from 32–0.25 µM and the concentration of the membrane active compounds remained constant with PMB 0.39 µM, PMBN 100 µM, PAβN 100 µM and A22 32 µM. DPA 154 and A22 demonstrates marked reduction in DPA 154 necessary for inhibition of ESKAPE pathogens at intermediate concentrations. DPA 154 + PMB produces less robust results against Gram-positives than DPA 154 alone. DPA 154 and PMBN, a non-inhibitory PMB derivative, demonstrate similar results to DPA 154 and PMB. DPA 154 + PA PAβN produces strain specific results. Abbreviations: FIC fractional inhibitory concentration, PMB polymyxin-B, PMBN polymyxin-B nonapeptide, PAβN phenylalanine-arginine-β-naphthylamide, A22 S-(3,4-Dichlorobenzyl)isothiourea. See Supplemental Data (Table S16 and Fig. S19) for minimum inhibitory concentrations and structures of synergy compounds. See Table S16 for full single-point synergy assay results.
Table 2.
Strain | MICa | MICb | FICa | FICb | FICI |
---|---|---|---|---|---|
E. faecium BM4105 | 4 | >64 | 8 | 8 | <2.13 |
E. faecalis 29121 | 16 | >64 | 4 | 2 | <0.28 |
S. aureus 25923 | 4–8 | >64 | 8 | 1 | <1.35 |
MRSA 33591 | 2–4 | >64 | 4 | 16 | <1.58 |
K. pneumoniae NR15410 | >32 | >64 | 16 | 16 | <0.75 |
K. pneumoniae 1332 | >32 | >64 | — | — | NS |
A. baumannii BC5 | >32 | >64 | 2 | 16 | <0.31 |
A. baumannii 19606 | >32 | >64 | 16 | 0.5 | <0.51 |
P. aeruginosa 27853 | >32 | >64 | 0.25 | 64 | <0.64 |
E. cloacae 13047 | >32 | 6.25 | 0.25 | 4 | <0.64 |
E. coli 25922 | >32 | >64 | 1 | 8 | <0.16 |
E. coli H4H | 32 | >64 | 8 | 8 | <0.38 |
Fractional inhibitory concentration indices (FICI) were determined using checkerboard microbroth dilution assay with maximum concentrations of DPA 154 and A22 of 32 µM and 64 µM, respectively. DPA 154 and A22 show synergism for select strains including multi-drug resistant A. baumannii and E. coli. A general lack of synergy for Gram-positive organisms is shown. MICa is the MIC of DPA 154 alone. MICb is the MIC of A22 alone. FICa is the FIC of DPA 154. FICb is the FIC of A22. FIC is calculated as the lowest inhibitory concentration in the presence of the synergy drug. FICI < 0.5 is considered synergistic; 0.5 < FICI < 4.0 is no interaction, and FICI > 4.0 antagonistic48. Synergy was observed in Gram-negative pathogens K. pneumoniae NR15410, A. baumannii BC5, A. baumannii 19606, E. coli 25922, and E. coli H4H.
The polymyxins are well characterized membrane active compounds by way of binding to the lipid A portion of the lipopolysaccharide layer and destroying the outer membrane. Polymyxin B at a sub-inhibitory concentration of 0.4 µM was expected to be synergistic by compromising the outer membrane allowing increased concentrations of the test compound to reach the intracellular compartment30. Treatment of bacteria with the polymyxin-B nonapeptide (PMBN) – DPA 154 combination mirrored those of polymyxin-B with 2–3-fold reduction in MIC (Table S17). PMBN is non-toxic to bacterial cells, but still induces membrane permeability by binding to lipid A, interrupting the bridging divalent cations, and creating gaps between the head-groups31. Therefore, the observed inhibition strongly implies that outer-membrane permeability is a chief obstacle for inhibition of Gram-negative bacteria by DPA 154.
The cytoskeletal inhibitor A22 potentiates DPA 154 in gram negative bacteria
A22 inhibits proper formation of rod morphology and inhibits chromosome partitioning in rod-shaped bacteria and was the best synergistic compound overall in combination with DPA 154 against multi-drug resistant (MDR) A. baumannii P. aeruginosa, K. pneumoniae, and E. coli in our single point screen with an 8-fold reduction in the fractional inhibitory concentration (Table S17). Because the single point screen is vulnerable to false positives, checkerboard synergy assays were performed to verify these results (Table 2). Notably, MDR E. coli H4H and A. baumannii BC5 strains were most susceptible to the combination with FIC indices of 0.16 and 0.31 respectively with a significant reduction in the FIC of DPA 154 but not that of A22. Whereas with the Gram-positive cocci (E. faecium, E. faecalis and Staphylococcus spp.) no synergy was observed (Figs 10 and 11).
Time-kill assay using E. coli further verified the synergistic action of A22 and DPA154. Based on results from the checkerboard assays, the concentration of each compound combination was adjusted accordingly for the time kill assay. DPA 154 and A22 together inhibit bacterial growth at a rate most closely matched by norfloxacin alone (Fig. 12). This result suggests that DPA 154 and A22 together have the potential to be acute inhibitors with further modification of the bisbenzimidazole alkynyl group. A22 also showed remarkable synergy with Hoechst 33342 that was dose-dependent, suggesting A22 has broad synergy with compounds that target DNA synthesis. By 24 hours, DPA154 and A22 had reduced the number of colony forming units by a factor of 1000 with the greatest effect occurring in the first 8 hours. The Hoechst 33342-A22 combination was ultimately more effective than the DPA 154-A22 combination; however, because DPA 154 has greater selectivity for bacterial topoisomerase I, is less genotoxic, and less toxic to mammalian cells it represents a more viable combination for further development8.
Validation of this mode of action was observed when we examined cell viability and membrane integrity when bacteria were challenged with the bisbenzimidizoles alone or in combination with A22 against E. coli under BCP conditions as shown in Fig. 13. DPA 154 and 156 both exhibited a 5-fold reduction in log CFUs/mL at five times MIC at 2 hours, while DPA 154/A22 combination exhibits a 6–7 fold reduction in log CFUs/mL at the same breakpoint. A22 itself reduced the colony forming units by only 2–3 fold, demonstrating the synergistic interaction between the bisbenzimidizole and A22.
ATP quantification supported culturable viability observations. When bacteria were challenged with a concentration range of test compounds there was a direct relationship between ATP production and test compound concentration (Fig. 14). ATP synthesis is directly related to cell viability and when the membrane is altered, the proton gradient is rapidly degraded with corresponding reduction in ATP synthesis. Agents that alter membrane permeability such as polymyxin-B exhibit a rapid collapse of the proton pump gradient we observe as the reduction of the percent luminescence relative to the untreated control. A similar reduction was observed with DPA 154. This contrasts with topoisomerase II inhibitor ciprofloxacin which does not induce membrane permeation, instead creating double-stranded DNA breakage which eventually leads to cell death4,31. While DPA 154 and A22 independently cause a reduction in ATP generation in E. coli and together induce a relative percent luminescence change similar to polymyxin-B, the same effect was not observed with Hoechst controls or ciprofloxacin within the two hour challenge period indicating a potent action of the bisbenzimidizole derivative alone in reducing bacterial cell viability.
Membrane permeation studies
BCP concluded certain bisbenzimidizole derivitives exert effects of both membrane disrupting agents like polymyxin-B and DNA synthesis inhibitors such as ciprofloxacin. Previous studies have been performed that provide evidence for DNA synthesis by inhibition of bacterial topoisomerase I, but no such studies have validated the suggestions of a membrane active mechanism8,9. We observed that inner membrane disruption occurs when E. coli cells are exposed to DPA 154 or DPA 156 over time. Utilizing β-galactosidase leakage assay with cells exposed to DPA 154 or 156 we observe an immediate production of o-nitrophenol as comparable to polymyxin B (Fig. 15). Hoechst 33342, 33258 and ciprofloxacin do not result in an increase in β-galactose activity and are comparable to untreated cells, providing evidence that membrane disruption can be attributed to the addition of the terminal alkynyl linker to Hoechst 33258 derived compounds. Additionally, DPA 154 with the shorter terminal linker induces more β-galactosidase activity than DPA 156 at 30 minutes, corroborating with previous study and synergy assay results (Table S15) of DPA 154 being less effective than DPA 1568.
Propidium iodide staining of E. coli at 2 hours and five times MIC also demonstrates the membrane disrupting effects of DPA 154 and DPA 156. Polmyxin-B, DPA 154, 156, and DPA 154/A22 combination iteratively increase the relative fluorescence units as a function of concentration (Fig. 16). Ciprofloxacin, Hoechst 33258, 33342, and A22 did not result in an increase in the permeability of E. coli cells as a function of concentration as Hoechst dyes freely diffuse through the membrane and recognize DNA and fluoroquinolones induce cell death via chromosome breakage and oxidative stress. Therefore, they do not introduce any membrane permeable phenotypes5,16,20.
Combined with the results of the inner membrane permeability assays we assert that DPA 154/156 compounds are membrane permeabilizing agents with activity dependent on both time and concentration of compound delivered, corroborating with BCP assay results suggestive of a mechanism of action similar to polymyxin-B with the appearance of lysed cells. Both alkynyl chain length and oxygen composition may be involved and further study is needed to model the critical interactions between linker lengths, heteroatoms, and the bacterial membrane to explain differences in membrane permeabilization. Lastly, A22 does not appear to directly affect membrane integrity where the DPA 154/A22 combination was not significantly more effective in membrane disruption than DPA 154 alone, suggesting that the mechanism of this particular synergistic interaction needs further study.
The DPA 154 and A22 combination demonstrates synergistic against multi-drug resistant Acinetobacter baumanii
A. baumanii is a common cause of nosocomial infections and is frequently multi-drug resistant, necessitating development of novel antimicrobials32,33. We observe the DPA 154 / A22 combination was synergistic in the initial single point synergy assay. Therefore, checkerboard synergy assays were performed that compare DPA 154, DPA 156, Hoechst dyes, and the model DNA synthesis inhibitor ciprofloxacin in combination with A22 to validate the initial observation (Tables 3 and 4). Only DPA 154 demonstrated evidence of synergy in combination with A22 with an FICI < 0.5 in Gram-negative bacteria. In three independent assays we observed that the ciprofloxacin-resistant A. baumanii strain BC5 (MIC > 100 µM), a < 3 CFUs/mL reduction in cell culturability was observed with the DPA 154/A22 combination. Similar results were observed with antibiotic sensitive E. coli 25922 and the E. coli multidrug-resistant strain H4H (Table 2) a model pathogen that poses the challenge in antibiotic resistant urinary tract infections34.
Table 3.
Bacterial Strain | MIC 154 | MIC A22 | FIC 154 | FIC A22 | FICI |
---|---|---|---|---|---|
E. coli 25922 | 32 | 64 | 4 | 8 | 0.250 |
A. baumannii BC5a | 16 | >64 | 4 | 4 | 0.312 |
E. coli H4Ha | 16 | 8 | 4 | 2 | 0.500 |
MIC H33258 | MIC A22 | FIC H33258 | FIC A22 | FICI | |
E. coli 25922 | >32 | 64 | 16 | 32 | 1.00 |
E. coli H4H | >32 | 8 | 4 | 4 | 0.625 |
A. baumannii BC5 | >32 | >64 | 8 | 32 | 0.75 |
MIC Cipro | MIC A22 | FIC Cipro | FIC A22 | FICI | |
A. baumannii BC5 | >32 | >64 | 2 | 16 | 0.312 |
MIC 156 | MIC A22 | FIC 156 | FIC A22 | FICI | |
E. coli 25922 | >32 | 64 | 16 | 32 | 1 |
E. coli H4H | >32 | 8 | 4 | 4 | 0.625 |
A. baumannii BC5 | 32 | >64 | 16 | 16 | 0.75 |
Synergy was evaluated between A22 and DPA156, H33258, ciprofloxacin or DPA156 by the checkerboard method following the broth microdilution as outlined by the Clinical Institute for Laboratory Standards. Bacteria were incubated overnight at 37 °C for 16 h for each assay in duplicate. Growth inhibition was determined by optical density at A595 nm. Cipro: ciprofloxacin, MIC: minimal inhibitory concentration, FIC: fractional inhibitory concentration and FICI: fractional inhibitory concentration index as calculated accordingly: FICI = FIC1/MBC1 + FIC2/MBC2. aMulitdrug-resistant strains. A. baumannii BC5 is a ciprofloxacin-resistant strain (MIC > 100 µM) while both E. coli strains are sensitive to ciprofloxacin (MIC 0.19–39 µM).
Table 4.
Bacterial Strain | MBC 154 | MBC A22 | FIC 154 | FIC A22 | FICI | Log CFU mL−1 | SD CFU mL−1 |
---|---|---|---|---|---|---|---|
E. coli 25922 | >32 | >64 | 4 | 8 | 0.25 | 3.2 | 0.2 |
A. baumannii BC5a | 16 | >64 | 4 | 2 | 0.281 | BLD | — |
A. baumannii BC5 | 16 | >64 | 4 | 4 | 0.312 | BLD | — |
A. baumannii BC5 | 16 | >64 | 2 | 8 | 0.25 | 2.8 | 0.2 |
MBC H33258 | MBC A22 | FIC H33258 | FIC A22 | FICI | LOG CFU ml −1 | SD CFU ml −1 | |
E. coli H4Ha | >32 | >64 | 8 | 32 | 0.75 | 4.2 | 0.2 |
E. coli 25922 | >32 | >64 | 32 | 8 | 1.125 | 4.5 | 0.1 |
A. baumannii BC5 | >32 | >64 | 8 | 32 | 0.75 | 3.9 | 0.1 |
MBC Cipro | MBC A22 | FIC Cipro | FIC A22 | FICI | LOG CFU ml −1 | SD CFU ml −1 | |
A. baumannii BC5 | >32 | 64 | 8 | 32 | 0.75 | 3.6 | 0.1 |
MBC 156 | MBC A22 | FIC 156 | FIC A22 | FICI | LOG CFU ml −1 | SD CFU ml −1 | |
A. baumannii BC5 | >32 | >64 | 16 | 32 | 1 | 4.7 | 0.1 |
E. coli 25922 | >32 | >64 | 32 | 64 | 2 | 9.3 | 0.3 |
E. coli H4H | >32 | >64 | 32 | 64 | 2 | 9.6 | 0.1 |
Synergy was evaluated between A22 and DPA154, H33258, ciprofloxacin or DPA156 by the checkerboard method following the broth microdilution as outlined by the Clinical Institute for Laboratory Standards. DPA 154, but not 156 demonstrates synergy against MDR A. baumanii. Hoechst 33258, ciprofloxacin, and DPA 156 demonstrate no synergy. Bacteria were incubated overnight at 37 °C for 16 h for each assay in duplicate. Growth inhibition was determined by optical density at A595 nm and enumeration of colony-forming units (CFU) per mL was determined by spot plating with 10 µL from each well of serial 1:5 dilutions performed in triplicate. BLD: below the limit of detection (<2 LOG CFU/mL) where no colonies were observed; SD (standard deviation). Cipro: ciprofloxacin, MBC: minimal bactericidal concentration, FIC: fractional inhibitory concentration and FICI: fractional inhibitory concentration index as calculated accordingly: FICI = FIC1/MBC1 + FIC2/MBC2. aMulitdrug-resistant strains. A. baumannii BC5 is a ciprofloxacin-resistant strain (MIC > 100 µM) while both E. coli strains are sensitive to ciprofloxacin (MIC 0.19–39 µM). Spot plate follow-up for validation and checkerboards and additional replicate synergy data are available in Supplemental Material (Figs S21–S23).
Possible mechanisms for synergistic combination of 154 and A22
While A22 alone was not inhibitory against the E. coli strain used here the combination with DPA 154 was potent. A22 (S-3,4 dichlorobenzyl isothiourea) is a cytoskeletal inhibitor that exerts its antibiotic effect by inhibiting the polymerization of actin-like fibers built by E. coli MreB through disruption of phosphate release from the enzyme35,36. A22 binds competitively to the nucleotide-binding site of MreB, causing cells to collapse into ovoid cells through a mechanism not fully explained16. One potential explanation posits MreB homopolymers deliver peptidoglycan building complexes such as penicillin-binding proteins (PBPs) to the cell wall, and dysregulation of the actin-like cytoskeleton MreB causes the bacterial cell to be unable to organize longitudinal peptidoglycan synthesis. This contributes to a spheroplastic phenotype seen in previous studies37.
The macroscale interaction between DPA 154 and A22 is also not clear, but one potential mechanism is the reduced ability for biofilm formation of A22-induced ovoid cells. The morphology shift from rod to coccus has been shown to be detrimental for biofilm, surface, and epithelial binding, so reduction in the efficacy of biofilm adherence may allow for increased compound activity38,39. This idea is further supported by the evidence that MreB is only required for cell shape and not chromosome partitioning, indicating the induced shape is a critical aspect of the antimicrobial effect of A2240. Furthermore, inhibition of MreB may disrupt the mediation of peptidoglycan synthesis through the interaction of MreBCD and penicillin-binding proteins. If this is the case, part of the synergistic effect may come from dual inhibition of the ultrastructure in the periplasmic space and the outer membrane-active effects of the DPA 154 hydrophobic linker41. Alternatively, formation of a topoisomerase 1A ternary complex may compromise cell membranes by inhibition of DNA synthesis1. More studies are needed to study the interplay of both of these mechanisms of action.
Conclusion
In summary, we show here much improved Gram-negative coverage of alkynyl bisbenzimidazoles by combination treatment with A22 and determined a dual mechanism of action by inhibition of DNA synthesis and membrane integrity. Using BCP we showed alkynyl bisbenzimidazoles induce spheroplastic phenotypes and membrane lysis consistent with membrane active compounds like nisin and polymyxin-B and alter DNA morphology similar to the fluoroquinolones. Synergy screens and time-kill assays revealed the MreB inhibitor A22 to be highly synergistic with DPA 154, the compound which previously had the best Gram-positive activity, against many WHO high priority pathogens including multidrug-resistant A. baumanii and E. coli. Synergy studies also revealed the Gram-negative outer membrane to be a major obstacle for efficacy of alkynyl bisbenzimidazoles alone. Alkynyl bisbenzimidazoles are attractive candidates for development as versatile antibiotics to help overcome rampant antibiotic resistance. Further studies are ongoing to fully understand the synergistic interactions between A22 and DPA 154, and how this improves on greater Gram negative coverage.
Methodology
Synthesis of DPA compounds
Synthesis, spectral data, and purity of DPA compounds have been reported elsewhere8,9.
Strains
Fluorescence imaging was performed using E. coli 25922 (ATCC) and B. subtilis 6051 (BEI Resources) as model organisms. The following strains used for evaluation of synergistic combinations were E. faecium BM4105-RF (BEI), E. faecalis 29121 (ATCC), S. aureus 25923 (ATCC), MRSA 33591 (ATCC), K. pneumoniae NR15410 (BEI), K. pneumoniae 1332 ARLG (Antibiotic Leadership Group), A. baumanii BC5 (BEI), A. baumanii 19606 (ATCC), P. aeruginosa 27853 (ATCC), E. cloacae 13047 (ATCC), E. coli 25922 (ATCC), E. coli H4H and (BEI). Bacteria were routinely maintained on tryptic soy agar or broth. Minimal inhibitory concentration of antibiotics and test compounds were determined by the broth microdilution assay using the guidelines of the Clinical Laboratory Standards Institute.
Chemicals
Twelve antibiotics affecting the five major biosynthetic pathways classes (DNA synthesis, RNA synthesis, protein synthesis, cell wall synthesis, and fatty acid synthesis) were included in the cytological profiling analysis. A list of antibiotics used in this study along with mechanism of action are available in Supplemental Material Table S6 Antibiotics stocks solutions were prepared at 50X in DMSO or water and diluted 10-fold for a final concentration of five times the MIC in flat bottom 96 well plates. Ten compounds were selected for synergy assays (Table S16). Chemicals were purchased from Sigma-Aldrich Inc. or Fisher-Scientific and prepared according to the manufacturers indications. Dyes used were SYTOX Green (ThermoFisher), FM4-64 (ThermoFisher), and DAPI (Sigma-Aldrich Inc.).
Fluorescence microscopy
Methods for cytological profiling follow the procedure established by Nonejuie et al.11. Preparation of bacteria for fluorescence microscopy included growth of bacteria to mid-log phase in Luria-Bertani (LB) broth and diluted in LB followed by treatment with five times the MIC of each drug with 90 µL log-phase cells (~106 cells/ well) aliquoted to microtiter plates at 37 °C for 3 hours. Challenged bacteria were retrieved after 3 hours and stained with 10 µL of a 10x solution of dye mix dissolved in 100 mM Tris base for a final concentration of each dye at 1 µg/mL FM4-64 membrane-staining dye, 2 µg/mL DAPI nuclear material-staining dye, and 0.5 µM SYTOX GREEN cell-permeation assay agent. Cells were stained for 15 min at room temperature in the dark prior to microscopy. Dilutions of stained cell suspension were performed as needed into 96 well black walled clear flat-bottomed fluorescence microscopy plates prior to microscopy to achieve one cell layer for optimal imaging and analysis. Each treatment was analyzed with triplicate wells and 4 fields per wavelength per well. Exposure time for each wavelength was held consistent across all wells. Imaging was performed using the GE IN Cell Analyzer 2500HS system. All fluorescent stains and media were obtained from Fisher Scientific. 96 well microplates for imaging were purchased from Greiner Bio One.
Quantitative analysis
Cell/DNA segmentation was analyzed by the GE IN Cell 2500HS developer packet and ImageJ v150i using drawn polygons to determine the area (µm2), length (µm) diameter (µm), form factor, and perimeter (µm) of both the cell membrane and DNA. Cellular form factor was used as an approximation of the circularity of each cell. Additionally, weighted moment of inertia was used as a measurement of cell movement. Additional counts of SYTOX GREEN-permeable cells, nucleoid count, and Measures of SYTOX GREEN and DAPI levels were defined as the fluorescence density x area. Complete definition of each variable may be found in Supplemental Material (Table S9). Graphical representations of this data were generated in Minitab 18.
Principle component analysis
Data was retrieved from ImageJ output in.xlsx format. Cytological profiling data was taken from every bacterium if possible (B. subtilis 1018 < n < 5157; E. coli 106 < n < 1221); For a full list of bacterial count by treatment see Table S14. Quantitative data was averaged to produce a mean for each antibiotic. PCA utilizing Spearman’s rank correlation for evaluation of monotonic variables was performed from this averaged data. Visualization of principal components was built using XL-STAT 2018.1. The biplots used for visualizing principal component data was a n/p correlation biplot with vectors and labels. Scree plots describing contribution to variability were generated and may be found in Supplemental Material (Figs S1–S4). BCP assay plate also included unrelated compounds used for a different study analyzed in parallel and were therefore removed from this analysis. No compounds in this study were removed from analysis.
Clustering
Agglomerative hierarchical clustering with associated heat-map was generated using the nominal variables PC1, PC2, and PC3 (principal components from XL-STAT output) in the ClustVis web application https://biit.cs.ut.ee/clustvis/.42 Clustering used Euclidean distance and the agglomeration method of choice was Ward’s Method. Data was reduced, centered, and assigned by columns. Missing data was removed. BCP assay plate also included unrelated compounds used for a different study analyzed in parallel. Some compounds not studied in this paper were fluorescent and interfered with absorption data and thus had incomplete data and were removed from analysis. No compounds in this study were removed from analysis.
Minimal inhibitory concentration determination
Minimum inhibitory concentrations (MICs) were determined by microbroth dilution method via the guidelines of the Clinical Laboratory Standard Institute42. Bacterial cultures were inoculated in tryptic soy broth and grown to exponential phase on a shaker at 37 °C for 2–3 hours. Exponential-phase cultures were then diluted 1:10000x in MHII medium and 90 µL cell suspension was added to 96 well plates containing 10 µL of a 10x solution each antibiotic at each serial 1:2 dilution. Plates were incubated overnight at 37 °C and analyzed via optical density (OD 595 nm) for determination of MIC. The percent growth inhibition was determined for replicate assays as follows:
Synergy assays
Synergy assays were initially performed at a single point concentration of test compound (dependent on the MIC value for each compound) and a 1:2 serial dilution of DPA compound using the microbroth dilution method. Hoechst acids were diluted from 64–0.5 µM and combined with equal volume of a static concentration of synergy compound. Percent inhibition values were calculated using the same method as MIC determination.
Checkerboard dilutions were performed to verify the results from the single point synergy assays with significant results. Perpendicular dilutions of equal volume were added to a 96 well plate and incubated with MHII agar inoculated with strains of choice. Fractional inhibitory concentrations were calculated using the equation = Fractional Inhibitory Concentration Index (FICI). FICI defines Synergy ≤0.5, Indifference 0.5 < x < 4, and antagonism ≥4.
Time-Kill assay
E. coli ATCC 25922 was grown to logarithmic phase and diluted to ~5 × 106 colony-forming units and exposed to each of the following in MHII broth: two times MIC norfloxacin, 2 µM Hoechst 33342 + 4 µM A22, 4 µM Hoechst 33342 + 8 µM A22, 8 µM Hoechst 33342 + 16 µM A22, and 8 µM DPA 154 + 16 µM A22. 100 µL aliquots from each treatment were collected after 0, 1, 2, 4, 6, 8, and 24 hours incubation on a shaker at 37 °C and serially diluted before plating on TSA plates to determine colony forming units. Synergy was defined as ≥2-fold reduction in CFU/mL relative to the untreated control.
Determination of bacterial cell viability by CFUs
The single plate serial dilution spotting technique was used to enumerate colony-forming units43. Briefly, 10 µL of serial 1:10 dilutions of each treatment in duplicate was spot plated to tryptic soy agar plates. After absorption of the bacterial suspension plates were inverted and incubated at 37 °C for no more than 16 h before determining CFU/mL.
Determination of bacterial cell viability by BacTitre Glo assay
Determination of the viability of bacteria by ATP measurement44. Bacteria were challenged with test compound in a black-walled 96 welled microtiter plate for 16 h at 37 °C. After incubation the BacTiter-Glo assay (Promega) was used according to the manufacturer’s guidelines. Briefly, an equal volume of BacTiter-Glo was added to the wells of the antibiotic challenge microtiter plate. Plates were incubated for 5 min at room temperature on a shaker. Luminescence was measured using a TECAN-PRO plate reader. The average percent luminescence was calculated after background fluorescence subtraction. Assays were performed in duplicate on 2 separate occasions. Data are presented as the relative percent luminescence relative to the untreated control.
SYTOX Green fluorescence assay
E. coli ATCC 25922 cultures were initiated by inoculation of 5 colonies to 25 mL MH II broth incubated at 37 °C with shaking for 2 h to achieve log-phase cells. After incubation, cultures were diluted in MH II to an OD600 of 0.1 for a cell density of 109 cells/mL. For antibiotic challenge, 90 μL of log-phase culture was added to each well of a 96 well microtiter plate containing 10 μL of 50–0.1x the MIC of each compound for a final cell number of 108 and relative MIC range of 5–0.01 times. Culture plates then were incubated for 3 h at 37 °C. After antibiotic challenge, 40 μL from each well was transferred to a clear-bottom black-walled 96 well plate and 10 uL of a 10 μM solution of SYTOX Green (in 100 mM TRIS base) was added to each well for a final of 2 μM dye. Plates were incubated at 37 °C in the dark for 30 min. Fluorescence intensity was measured using a TECAN infinite M1000 PRO plate reader using a bottom reading with 485 nm excitation and 535 nm emission wavelengths. Culturable enumeration was determined after dilution (10−1–10−8) using the spot plate method by plating 10 μL from each well using a multichannel pipettor onto tryptic soy agar square plates. Plates were incubated 24 h at 37 °C before counting colonies.
β-galactosidase assay for inner membrane permeabilization
Membrane permeabilization was determined by measuring the release of cytoplasmic β-galactosidase activity from E. coli into the culture medium using the substrate ONPG as measured over the time of exposure to test compounds (2 h)45. Exponential-phase bacteria grown in nutrient broth containing 2% lactose were harvested by centrifugation and washed two times in 0.85% saline solution. The final cell suspension in saline solution was adjusted to obtain an OD600 of 0.8. One hundred microliters of bacterial suspension were added to the wells of a 96 well plate containing test compound at five times the MIC (determined previously) and the substrate ONPG was added at a final concentration of 30 mM. The plates were immediately read to measure the increase in A420 (o-NP production) over a period of 2 h using the plate reader on kinetic cycle. Assays were performed in duplicate on three separate occasions.
Propidium iodide assay for membrane permeabilization
Propidium iodide (PI) is a membrane impermeable red fluorescent nucleic acid stain that intercalates with DNA and when bound fluorescence is enhanced up to 30-fold and penetrates cells with disrupted membranes and is excluded from viable cells46. Exponential-phase bacteria grown in nutrient broth were harvested by centrifugation and washed two times in 0.85% saline solution. The final cell suspension in saline solution was adjusted to obtain an OD600 of 0.1 (~109 CFU/mL). Ninety microliters of bacterial suspension were added to each well of a black 96-well clear bottom plate the wells containing 10 μL test compound at 50 times the MIC after which 50 μL of 15 μM propidium iodide was added per well before incubating additional 15 minutes on an orbital shaker in the dark. After incubation with PI fluorescence intensity was measured using a TECAN-PRO plate reader with excitation at 530 nm and emission at 645 nm using a bottom reading. Assays were conducted in duplicate on three separate occasions. Data are presented as the average relative fluorescence units relative to the untreated control bacterial suspension.
Supplementary information
Author Contributions
D.P.A. conceived of the project and directed the research, J.C. performed the bacterial studies including synergy and time-kill assays, quantitative and statistical analysis of cytological data, and production and evaluation of fluorescence microscopy images. S.S. performed the cytological profiling assay, performed and analyzed the cell viability and membrane permeabilization assays. J.C. drafted the initial manuscript and both S.S and D.A reviewed and edited the manuscript. N.R. and G.C. synthesized and characterized the test compounds. All authors reviewed the manuscript.
Competing Interests
D.P.A. has ownership interest in NUBAD LLC.
Footnotes
Publisher’s note: Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Supplementary information
Supplementary information accompanies this paper at 10.1038/s41598-019-48898-4.
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