Skip to main content
PLOS Neglected Tropical Diseases logoLink to PLOS Neglected Tropical Diseases
. 2022 Oct 6;16(10):e0010809. doi: 10.1371/journal.pntd.0010809

Antibiofilm agents with therapeutic potential against enteroaggregative Escherichia coli

David A Kwasi 1,2, Chinedum P Babalola 2,3, Olujide O Olubiyi 4, Jennifer Hoffmann 5, Ikemefuna C Uzochukwu 6, Iruka N Okeke 1,5,*
Editor: Luther A Bartelt7
PMCID: PMC9578610  PMID: 36201560

Abstract

Background

Enteroaggregative Escherichia coli (EAEC) is a predominant but neglected enteric pathogen implicated in infantile diarrhoea and nutrient malabsorption. There are no non-antibiotic approaches to dealing with persistent infection by these exceptional colonizers, which form copious biofilms. We screened the Medicines for Malaria Venture Pathogen Box for chemical entities that inhibit EAEC biofilm formation.

Methodology

We used EAEC strains, 042 and MND005E in a medium-throughput crystal violet-based antibiofilm screen. Hits were confirmed in concentration-dependence, growth kinetic and time course assays and activity spectra were determined against a panel of 25 other EAEC strains. Antibiofilm activity against isogenic EAEC mutants, molecular docking simulations and comparative genomic analysis were used to identify the mechanism of action of one hit.

Principal findings

In all, five compounds (1.25%) reproducibly inhibited biofilm accumulation by at least one strain by 30–85% while inhibiting growth by under 10%. Hits exhibited potent antibiofilm activity at concentrations at least 10-fold lower than those reported for nitazoxanide, the only known EAEC biofilm inhibitor. Reflective of known EAEC heterogeneity, only one hit was active against both screen isolates, but three hits showed broad antibiofilm activity against a larger panel of strains. Mechanism of action studies point to the EAEC anti-aggregation protein (Aap), dispersin, as the target of compound MMV687800.

Conclusions

This study identified five compounds, not previously described as anti-adhesins or Gram-negative antibacterials, with significant EAEC antibiofilm activity. Molecule, MMV687800 targets the EAEC Aap. In vitro small-molecule inhibition of EAEC colonization opens a way to new therapeutic approaches against EAEC infection.

Author summary

Diarrhoea accounts for over half a million deaths in children under five annually. It additionally contributes to childhood malnutrition as well as growth and development deficiencies, particularly in low-income countries. Enteroaggregative Escherichia coli (EAEC) causes diarrhoea that is often persistent and can also contribute to growth deficiencies in young children. EAEC is a neglected pathogen that is often resistant to antimicrobial drugs. Small molecules that block EAEC colonization may hold the key to interfering with EAEC disease without promoting antimicrobial resistance. We screened the Medicines for Malaria Ventures Pathogen Box for chemicals that can interfere with EAEC biofilm formation, a key colonization indicator. Our screen identified five biofilm-inhibiting molecules that did not interfere with bacterial viability and therefore are unlikely to exert strong pressure for resistance. Molecular biology and computational investigations point to the EAEC anti-aggregative protein, also known as dispersin, as a possible target for one of these hit molecules. Optimizing EAEC antibiofilm hits will create templates that can be employed for resolving EAEC diarrhoea and related infections.

Introduction

Diarrhoea constitutes a huge global disease burden [1,2], accounting for approximately 500,000 deaths among under-fives annually [3, 4]. Diarrhoea also contributes significantly to malnutrition as well as growth and development shortfalls, particularly in low-income countries [5,6]. The burden from diarrhoea is highest in Africa with Nigeria topping the list on the Africa continent and ranking second only to India’s contribution to the global burden from the syndrome [4].

Infectious diarrhoea can be caused by a wide range of micro-organisms including, but in no way limited to rotavirus, astrovirus, norovirus, Entamoeba, Cryptosporidium, multiple subtypes of diarrhoeagenic Escherichia coli and Salmonella [7]. Enteroaggregative Escherichia coli (EAEC) is a diarrhoeagenic E. coli subtype known to cause both acute and persistent diarrhoea (the latter continuing for more than 14 days) [8]. EAEC strains are additionally implicated in traveler’s diarrhoea and foodborne outbreaks worldwide [911]. EAEC are epidemiologically important globally and are repeatedly detected at high prevalence in many epidemiological studies [1214], including our earlier and ongoing research in West Africa [1518]. The burden of EAEC infections and their impact on child health necessitates a clear understanding of the pathogenesis of the disease, as well as effective interventions. However, EAEC research is neglected even more than research on other high-burden bacterial diarrhoeal pathogens such as rotavirus, enterotoxigenic E. coli and Shigella [19,20].

Hallmarks of EAEC infection include copious adherence to epithelial cells in a striking ‘stacked brick’ or ‘aggregative’ fashion as well as the formation of voluminous biofilms [16,21,22]. Biofilms are a complex community of organisms encased in an extracellular matrix and EAEC in vitro and in vivo biofilms are believed to contribute to persistent colonization and transmission of diarrhoea [2325].

EAEC are genetically heterogeneous and difficult to delineate from commensals [20,26,27]. Although the molecular epidemiology of EAEC infection remains unclear, most strains colonize the intestinal mucosa via the aggregative adherence fimbriae (AAFs) and other non-structural adhesins [25,28], which also contribute to copious biofilm formation and subsequent host pathogenesis [23,27,29]. These critical components of the EAEC pathogenic cascade suggest that molecules capable of interfering with or inhibiting the assembly or function of EAEC adhesins could be promising therapeutic candidates.

We hypothesized that small molecules can interfere with or inhibit EAEC adherence to host cells either by structurally modifying adhesins or competing for their receptor sites without inhibiting growth. We tested our hypothesis by screening the Medicines for Malaria Ventures’ (MMV) Pathogen Box chemical library (https://www.mmv.org/mmv-open/pathogen-box/about-pathogen-box), deploying a commonly used biofilm assay protocol [28,3032], adapted to medium-throughput. Pathogen Box is a curated compound library containing 400 synthetic compounds arrayed in a 96-well format. Information about activities of the compounds against Plasmodium falciparum and some neglected human pathogens is provided with the library, but the compounds have not been tested against bacterial causes of diarrhoea or other Gram-negative bacteria. The structures, physicochemical properties as well as preliminary profiles of the compounds are provided with the box, providing useful insights and good chemical starting points for neglected pathogen drug research.

Methods

Bacteria strains, plasmids, and culture conditions

Two EAEC strains, 042, a prototypical EAEC strain originally isolated in Peru [33,34] and MND005E, an EAEC strain isolated from an ongoing case-control study in our laboratory in Nigeria [18], were used for the preliminary screens and confirmatory assays. These strains, 25 other biofilm-forming EAEC strains (Table 1) and seven commensal E. coli are isolates from diarrhoea patients and healthy children under the age of five. Thirteen of the EAEC are fully sequenced with genomes submitted to Genbank as part of Bioproject PRJEB8667 (Pathogenic_lineages_of_enteric_bacteria_in_Nigeria). Isogenic 042 mutants and laboratory strain ER2523 (NEB express) shown in Table 1 were used to obtain preliminary information on mode of action of hits. Molecular microbiology methods, comparative genomics and molecular docking were used to confirm hit mechanism of action. Strains were routinely cultured in Luria Bertani (LB) broth (Sigma Aldrich: Cat no. L3522), adding ampicillin (100 μg/ml) where necessary. Strains were archived at -80°C in sterile cryogenic vials in Luria Bertani broth (Mueller) glycerol in ratio 1:1. Plasmids used or generated in the study are listed in Table 1.

Table 1. Reference strains and EAEC strains used in this screen.

EAEC Strains or plasmids Description or genotype Reference/ source
Strains
042 Prototypical genome-sequenced EAEC isolate originally from Peru (33)
60A EAEC isolate from Mexico, which does not express AAF/II or Hra1 but harbour genes encoding AAF/I and Hra2 (41)
ER2523 E. coli B derivative (fhuA2 [lon] ompT gal sulA11 R(mcr- 73::miniTn10—TetS)2 [dcm] R(zgb-210::Tn10—TetS) endA1 Δ(mcrC-mrr)114::IS10) (NEB)
LV1(pDAK24) LV1 strain carrying aap gene cloned into pMal-c5X (pDAK24) This study
LV2(pDAK24) LV2 strain carrying aap gene cloned into pMAL-c5X (pDAK24) This study
LTW1(pDAK24) LTW1 strain carrying aap gene cloned into pMAL-c5X (pDAK24) This study
CHD076J, CHD61D, JKD76I, LKD69F, LKD69G, LKD71D, LLD106E, LLD28J, LLD33B, LLD52A, LLD53H, LLD89B, LLD89E, LLD9B, LWD45C, LWD45D, MND005E, MND081E, MND57C, MND58E, MND58I, MND60A, MND60D, MND60E, MND61B EAEC strains isolated from children with diarrhoea and characterised in our lab in Nigeria (18)
Mutants
3.1.14 042 with inactivating TnphoA insertion in aafA (79)
SB1 042Δhra, isogenic mutant; hra1::aphA-3 (73)
LV1 042Δaap, isogenic mutant. aap:: dhfrA7 (40)
LV2 042ΔaapΔhra, isogenic mutant, aap:: dhfrA7, hra1::aphA-3 (40)
LWT1 042ΔaapΔaafA, isogenic mutant, aap:: dhfrA7, aafA::TnphoA (40)
Plasmids
pMAL-c5X Bacterial vector with inducible maltose-binding protein (MBP) fusions in cytoplasm (NEB)
pDAK24 aap from 042 cloned into SbfI and MfeI sites of pMAL-c5X (This study)

Chemical library

Pathogen Box, a chemical library of 400 diverse, drug-like molecules, was a kind gift from the Medicines for Malaria Venture (MMV, Switzerland). Compounds were supplied at 10 mM dissolved in 10 μl dimethyl sulfoxide (DMSO) in sterile 96-well polystyrene plates (A-E, 80 compounds per plate). Tentative hits were resupplied compounds from MMV and/or purchased from Sigma Aldrich for downstream experiments. These were received as powders then reconstituted in our laboratory in DMSO (Sigma Aldrich: Cat no. D5879). In every set up, up to 5 μL of DMSO was included in each 200 μL well so that the final concentration of DMSO did not exceed 2.5%, which we confirmed in preliminary and follow up assays (S1 Table) had a very minor effect on EAEC growth and biofilms. Control wells containing 1% DMSO were therefore included in each experiment. Stock solutions were stored at -20°C, thawed, mixed and then diluted to required concentrations prior to each experimental set up.

Biofilm inhibition assays

The medium throughput screen was set up in sterile 96-well flat bottom polystyrene plates (Nunc: 260860). For each assay, 5 μl of 200 μM drug solutions dissolved in neat DMSO (Sigma Aldrich: Cat no. D5879) were pipetted into the 96-well plate using a multichannel pipette (Gilson). Assay plates subsequently received 195 μl of high glucose Dulbecco’s Modified Eagles Medium (DMEM, ThermoFisher Scientific, cat no. 11965092) containing overnight culture in ratio 1:100 to achieve a final drug concentration of 5 μM in each test well. Control wells received 2 μl of DMSO vehicle and 198 μl of the same mixture of DMEM and overnight culture to ensure a final DMSO concentration of 1% in control wells [35]. Assay was set up in triplicate for control and each compound then incubated at 37°C for 8 h. Planktonic cell growth was determined by quantifying optical densities of the culture above the biofilm pipetted into a fresh microtiter plate at 595 nm using a microplate spectrophotometer (Thermo scientific multiscan FC: Cat no. 51119000). Plates were thoroughly washed three times with 200 μl of sterile PBS per well using a microplate washer (Micro wash 1100 from Global diagnostics) then air-dried and fixed with 75% ethanol for 10 minutes. After the plates were dried, we stained with 0.5% crystal violet for 5 minutes then washed thoroughly with water. We dried plates completely then eluted crystal violet using 200 μl of 95% ethanol for 20 minutes. Biofilm was quantified by determining optical density of eluted crystal violet at 570 nm using a multiscan microplate spectrophotometer.

Antibiofilm and growth inhibitory effects of each compound were computed from the averages of 3 replicates applying the following formulae:

%Biofilminhibition=OD570nmofcontrolOD570nmoftestOD570nmofcontrol×100
%Growth inhibition=OD595nmofcontrolOD595nm of testOD595nmofcontrol×100

Antibiofilm activity of compounds identified as initial hits was additionally confirmed in concentration dependent assays set up in sterile flat bottom 96-well polystyrene plate. Concentrations of compounds were prepared in serial 2-fold dilutions ranging from 0.3125 μM to 20 μM. Serially diluted compounds were added in triplicate to 195 μL of DMEM containing standardized overnight culture of organism. For retesting of previously described antibiofilm agent nitoxazanide (NTZ); 15μg/mL (48.8μM), 20 μg/mL (65.15μM) and 25 μg/mL (81.45 μM) earlier reported to exhibit significant biofilm inhibition in EAEC [28] were tested.

Plates were incubated at 37°C for 8 h and growth determined at 595 nm. Plates were washed, fixed, and stained after which biofilm (eluted crystal violet) was determined at 570 nm.

Time-course assays were set up independently in triplicate using drug concentrations prepared in serial 2-fold dilutions ranging from 0.3125 μM to 20 μM at time points 4, 8, 12, 18, 24 and 48 h respectively. To determine antibiofilm spectra, 2 reference strains (042 and 60A), 25 EAEC strains identified from cases of childhood diarrhoea in an on-going study in Nigeria [18,33] were used and isogenic EAEC 042 mutants (Table 1) were used to infer mechanisms of action involving known surface factors.

Growth kinetic assay

We monitored growth in the presence of varied concentrations of hit compounds at 37°C in sterile 96-well polystyrene plates. Concentrations of compounds were prepared in serial 2-fold dilutions ranging from 0.3125 μM to 20 μM in DMEM. Thereafter, serially diluted compounds were added, assay was set in triplicate for each hit concentration and optical density was determined at 595 nm using a microplate spectrophotometer at 0 mins, 30mins, then hourly up until the 8th hour, incubating at 37°C between readings.

Dismantling preformed biofilms

We investigated the ability of hit compounds to dismantle eight-hour preformed biofilms in EAEC. Typically, hits were added after biofilms had been allowed to develop for eight hours and effects were monitored for 2, 4, 6, 12, 18 and 24 hours post addition of the compound. The optimal time for hit activity was determined and concentration dependent assays were performed in the presence of varied concentrations in 2-fold dilutions ranging from 0.3125 μM to 20 μM in DMEM for each hit.

Molecular docking

In order to obtain atomic level insight into and to validate the mechanism of action of the identified hits, we employed a molecular docking protocol that screened the identified hit molecules against the anti-aggregation protein (Aap) [36], the likely antibiofilm target from our mutant and compliment testing assays. The employed Aap structure (Accession code 2JVU.pdb [36]), solved using solution NMR, comprises 20 structurally distinct conformers all of which were individually employed as receptor molecules, a strategy that allowed for the incorporation of macromolecular flexibility in the docking protocol. For the docking screening, three dimensional models were first generated for the five identified MMV molecules using the ChemBioOffice Suite. Energy minimization with the steepest descent algorithm was then performed on each model to resolve steric clashes and identify each molecule’s potential energy minimum from the sampled conformational landscape. Each model was then saved in the Protein Data Bank (PDB) format.

Gasteiger atomic charges, needed for a more accurate computation of electrostatics of the binary interactions, were calculated using AutoDock Tool [37,38] for each of the five MMV hits as well as for each of the twenty Aap structures. AutoDock was also employed in setting up a hyperrectangular docking grid with x, y, z dimension (in Angstrom units) of 47.25, 36.0, 36.0 centred at 72.234, 0.223, 1.139, respectively. The grid dimensions were carefully selected to achieve a total coverage of the Aap models. Using AutoDock Vina [39], each of the five hit compounds was subsequently subjected to docking screening against each of the twenty Aap conformers using a rigid docking protocol with bonded degrees of freedom (DOFs) frozen in the receptor macromolecules while all torsional DOFs in the five hit compounds were geometrically optimized during conformational search for stable ligand-receptor complexes. The best binding free energies computed for each of the five hits from this ensemble docking approach were then averaged over the twenty Aap conformations.

A similar docking was performed for subunits of the aggregative adherence fimbriae variant II (AAF/II), a previously reported antibiofilm targeted in EAEC 042 by nitazoxanide [28]; the AAF/II is suspected as a second target for one of the hits from the outcome of the 042 mutant testing. The solution NMR spectroscopy structure of AAF/II major subunit (accession code 2MPV [8]), and the dimerized crystallographic (3.0 Å) AAF/II minor subunit (accession code 4OR1 [8]) were retrieved from www.rcsb.org. The five hits and NTZ were docked against the macromolecular structure of the AAF/II using docking grid with xyz dimensions (unit of Å) of 12.890, 11.530, 11.697 and centred at 13.002, 1.147, -9.750 for the AAF/II major subunit. In the case of the minor subunits, xyz dimensions of 8.765, 11.831, 11.142 and centred at -22.572, 51.865, -2.643 were employed.

Complementing the aap mutant

PCR primers were designed to amplify the aap (antiaggregative protein) gene from 042 genomic DNA. The sequence of primers used were: GGCcaattgatgaaaaaaattaagtttgttatcttttc and GATCCCTGCAGGttatttaacccattcggttagag with MfeI (Cat. No. R0589S) and SbfI (Cat. No. R0642S) restriction enzyme recognition sites incorporated into the tails respectively for cloning into pMAL-c5X vector (NEB, Cat. No. N8018S). The aap gene was amplified using the following cycle: 94°C for 2 min, then 25 cycles of 94°C for 30 sec, 55 °C for 45 sec and 72°C for 30 sec followed by a final extension of 72°C for 15 mins. PCR products were purified using Zymo DNA Clean & Concentrator-5 Kit (Cat. No. D4003), digested with MfeI and SbfI, and ligated into pMAL-c5X vector using T4 ligase (Cat. No. M0202S). The recombinant plasmid obtained, was transformed into ER2523 (NEB express, Cat. No. E4131S) and resistant clones were isolated on LB-ampicillin plates (100 μg/ml). The resulting clone, pDAK24, was verified using PCR to confirm the presence of the aap insert in plasmid, extracted using the QIAprep Spin Miniprep Kit (Cat. No. 27106), and sequenced. The verified pDAK24 clone was used to transform LV1 (042Δaap), LV2 (042ΔaapΔhra1) and LTW1 (042ΔaapΔaafA) [40] and the resulting aap mutant complements were tested for biofilm formation and inhibition.

Comparative analysis of virulence genes

Antibiofilm spectra of the five hits identified in this study were investigated using EAEC reference strain 042 [33], 60A from Mexico [41] and 25 other EAEC strains identified and characterized in our laboratory in Nigeria from an ongoing diarrhoea case-control study [18]. Virulence gene profiles of strains in each group were retrieved from whole genome sequence data using VirulenceFinder database [42] then compared to identify genes which were unique to each group for each hit.

Statistical analysis

Data from biofilm inhibition assays (average of three replicates) were analyzed by comparing inhibition / percentage inhibitions for treated and untreated controls and significant differences were inferred from Fisher’s exact test (to identify genes which are unique to strains whose biofilms were inhibited by hits) and student’s t-test analysis (for biofilm inhibition assay). Error bars were derived from standard deviations between replicates for each determination.

Results

Pathogen Box contains compounds capable of inhibiting EAEC biofilm formation

The 400-compound Pathogen Box chemical library was screened for EAEC biofilm formation inhibitors in a medium throughput assay. Initial hit selection criteria were that molecules must demonstrate at least 30% biofilm inhibition and under 10% growth inhibition at a concentration of 5 μM [43,44]. Applying these criteria, we identified five compounds which reproducibly inhibited accumulation of biofilm biomass by EAEC 042 and/ or MND005E by 30–85% while inhibiting growth by ≤ 10% (Fig 1a–1d). As shown in Fig 2, the compounds possessed diverse molecular architectures and chemical properties. Consistent with the known heterogeneity of EAEC strains, the two EAEC test strains, which were selected because they were phylogenetically distant and had largely non-overlapping suites of virulence factors, retrieved different hits from the library. Compounds MMV687800, MMV688978 and MMV687696 inhibited biofilm formation of strain 042 only, MMV000023, was active against MND005E while MMV688990 showed activity against both strains. Nitazoxanide (MMV688991), the only previously reported EAEC 042 biofilm inhibitor [28], is also contained within Pathogen Box but did not meet our hit criteria. Significant antibiofilm activity was previously reported for NTZ at 15 μg/ml (48.8μM), 20 μg/ml (65.15μM) and 25 μg/ml (81.45μM) with an estimated growth inhibition of up 50% [28]. Based on this information, we conducted comparative biofilm inhibition assays for our hits (at 5 μM) and NTZ at 48.8 μM, 65.15 μM and 81.45 μM. We observed similar patterns of antibiofilm activity and growth inhibition with NTZ at these concentrations as reported earlier by Shamir et al. [28]. Additionally, the five validated hits in this screen were found active at concentrations at least 10 times lower than those of nitazoxanide (NTZ) as shown in Fig 1d. Consequently, hits from this screen are potent biofilm inhibitors and we cannot rule out the presence of other weak biofilm inhibitors in Pathogen Box (Fig 1a and 1b). The class (medicinal indication) of the 400 Pathogen Box compounds matched with biofilm inhibition outcome is summarized in S2 Table. Four of the five validated hits are reference compounds with other known activities, while one is indicated for tuberculosis.

Fig 1.

Fig 1

(a-b) Preliminary screen outcome of 400 drug-like molecules in Pathogen Box as a measure of percentage biofilm inhibition against growth inhibitions at 5μM for (a) EAEC strain 042 and (b) EAEC strain MND500E. Each compound except the antibiofilm hits is represented by a blue diamond. Compounds in the top portion of the scatterplot (above the horizontal red line) show >30% biofilm inhibition activity and those to the left of the vertical line additionally inhibit growth by <10%. The number of initial hit candidates (colored red) was six for 042 in (a) and three for MND005E in (b). (c) Hit progression cascade leading to 5 validated EAEC biofilm non growth inhibiting compounds. A total of 8 hits were obtained (One hit inhibited biofilms without inhibiting growth in both strains), but only five (validated hits) reproducibly inhibit biofilms in EAEC. (d) Biofilm inhibition (left) and growth inhibition (right) of hit compounds and nitazoxanide against (042). The black dots represent drug-free controls while the ash dots represent outcomes with drug treatment. Overall, five hits inhibited biofilm formation by over 30% while inhibiting growth by under 10%. NTZ showed activity but not within the range of these cut-offs. Bars represent the median for replicates in all cases.

Fig 2. Chemistry of validated 042 and MND005E hits: structures, and molecular descriptors.

Fig 2

Data provided by MMV and PubChem: At 5 μM test concentration, all five hits outperformed NTZ with regards to biofilm inhibition in the two EAEC strains tested. Only one of the five hits (MMV688990) exhibited antibiofilm activity on the two strains tested.

In the course of the screen, we observed that known antibacterials in Pathogen Box, doxycycline, levofloxacin and rifampicin inhibited biofilm formation by 60.33, 89.92, and 90.08% respectively but also inhibited growth by 15.07, 64.53 and 32.53. Our initial preliminary screens additionally turned up MMV688362, MMV688771 and MMV676159 as EAEC 042 hits. However repeated testing and further validation in confirmatory assays revealed antibiofilm activity were due to antibacterial activity in one case, with the others exhibiting a little lower antibiofilm activity than the hit criteria minimum cut off (30%). The three unvalidated hits (MMV688362, MMV688771 and MMV676159), which were not retrieved consistently in confirmatory assays especially in concentration dependent and growth kinetics assays applying our hit selection criteria in this study are kinetoplastid inhibitors. Five additional compounds also inhibited both growth and biofilm formation and are being further evaluated as potential antibacterial hits.

All five confirmed hits did not significantly alter the growth kinetics of the two test strains. Planktonic cell growth of EAEC 042 and MND005E in the presence of 0.3125–20 μM of hits over a time course of 0 to 8 h was not significantly different from the compound-free control (Fig 3).

Fig 3. Hits did not significantly alter growth kinetics of EAEC strains at the various concentrations tested over 8 h: Growth kinetics of EAEC 042 with different concentrations of a) MMV688978, b) MMV687800, c) MMV688990, d) Growth kinetics of MND005E with different concentrations of MMV688990.

Fig 3

Error bars represent the standard deviation among replicates.

We tested concentration-dependency of three of our five hits, MMV687800, MMV688978 and MMV688990 against EAEC strain 042. As shown in Fig 4, the three compounds exhibited concentration-dependent inhibitory effects on biofilm formation in EAEC 042 with correlations (r2) of 0.9552, 0.9355 and 0.9593 for hit MMV688978, MMV687800, MMV688990 respectively. Individual analysis of concentration-dependent curves revealed that hits exhibited potent activity, with concentrations as low as 2.5 μM inhibiting biofilm formation by at least 30% in MMV687800, and much lower (0.3125 μM), resulting in up to 30% biofilm inhibition in MMV688978 and MMV688990 respectively (Fig 4).

Fig 4. Regression analysis showing the relationship between percentage biofilm inhibition and drug concentrations by: a) MMV688978, (b) MMV687800, (c) MMV688990.

Fig 4

Hits demonstrated concentration dependent biofilm inhibition and were active (meeting >30% biofilm inhibition cut-off) at concentrations as low as 2.5 μM.

When we tested inhibition of biofilm formation across a 48 h time-course, we found that the biofilm inhibition effect was obvious at early time points but more pronounced after the biofilm was well established (Fig 5).

Fig 5. Time course assay of 042 biofilm by 3 hits at 5 μM shows inhibition is high at the earlier time points but highest at the later phase in: (a) MMV688978 (b) MMV687800 (c) MMV688990.

Fig 5

Error bars represent the range of replicates.

Inhibition of biofilm formation in 042 aap, hra1 and aaf mutants

As a first step towards identifying mechanisms of action, we tested biofilm inhibition of single and double mutants in three key colonization genes of EAEC strain 042 against the four hits that inhibit biofilm formation in this strain. MMV687696, MMV688978 and MMV688990 significantly inhibited biofilm formation by all five mutants at a level similar to wildtype 042 inhibition (Fig 6b–6d). Noteworthily, MMV687800 reduced biofilm formation by 042Δhra1 (SB1) to a similar degree as the wildtype (EAEC 042) (Fig 6a), ruling out Hra1 as a target for this compound. A slightly lower degree of inhibition was seen in the 042ΔaafA mutant (3.4.14) but this was not statistically significantly different from the inhibition produced on the wild type (Fig 6a). For the aap mutant, 042Δaap (LV1), inhibition occurred to a significantly lower degree. When we tested aap double mutants, we found that inhibition was similarly impaired in the 042ΔaapΔhra1 (LV2) and 042ΔaapΔaaf (LTW1), with the latter showing no significant difference (p > 0.05) in biofilm formation in the presence or absence of MMV687800 (Fig 6a). Thus, the data point to aap as a likely target for MMV687800 and aaf may or may not be a minor target. Following the hypothesis that the antibiofilm activity of MMV687800 could involve aap, we set up biofilm assays with MMV687800 against EAEC 042, LV1, LV2, LTW1 alone and with the mutants complemented with pDAK24. As is known for these strains, biofilm inhibition was low in mutants 042ΔaapΔhra1 (LV2) and 042ΔaapΔaaf (LTW1) double mutants compared to the wild type strain 042 (Fig 7). Conversely, notable reductions in biofilm formation were observed in the construct, LV1(pDAK24), LV2(pDAK24) and LTW1(pDAK24) (Fig 7), where aap deletions were complemented in trans. Inhibition was not completely abrogated in aap mutants, hence it is probable that there is more than one MMV687800 target in 042 and collectively, the data suggest that aafA could represent a second target.

Fig 6. Effect of hits (grey) on biofilm formation (black) in E. coli 042 and 042 mutants: (a) MMV687800 (b) MMV687696 (c) MMV688978 (d) MMV688990.

Fig 6

042 is the prototypical EAEC strain from Peru, 3.1.14: 042ΔaafA, SB1: 042Δhra, LV1: 042Δaap, LV2; 042ΔaapΔhra1 and LTW1: 042ΔaapΔaafA. Biofilm inhibition in wild type strain 042, and non-aap mutant SB1 was highly significant (* = P < 0.05), this was in contrast with inhibition in aap mutants LV1and LWT1 (P > 0.05) indicating aap is a likely target for MMV687800. Statistical comparison was achieved between treated (grey) and untreated (black) biofilms formed by each strain using student’s T-test, and bars represent the median of three replicates.

Fig 7. Biofilm inhibition of E. coli 042, 042 mutants and aap complimented strains by MMV687800.

Fig 7

Biofilm formation (black) and inhibition by hit (grey). 042 is the prototypical EAEC strain from Peru, LV1: 042Δaap, LV2; 042ΔaapΔhra1 and LTW1: 042ΔaapΔaafA. LV1(pDAK24), LV2(pDAK24), and LTW1(pDAK24) are complement strains of LV1, LV2 and LTW1 mutants with aap inserts. Biofilm was significantly inhibited (* = P < 0.05) in wild type strain, and in aap complemented strain, LV1(pDAK24) compared to aap mutants (P > 0.05). This fulfils Molecular Koch’s postulates and confirms aap’s involvement in biofilm inhibition by MMV687800. Statistical comparison was achieved between treated and untreated controls for each strain using student T-test, and bars represent medians of replicates.

MMV687800 exhibits concentration dependent biofilm inhibition against wild type strain 042 (R2 = 0.9540) as well as in the hra1 (non-aap) mutant, SB1 (R2 = 0.8669) (Fig 8a). Varying concentrations of MMV687800 tested on mutants deleted for aap, LV1; 042Δaap, LV2; 042ΔaapΔhra1and LTW1; 042ΔaapΔaafA however did not show concentration dependency (R2 <0.01). More dependency than with the aap mutants was seen in mutant 3.1.14, which is also a non-aap mutant but is deleted for aaf (R2 = 0.2773). When aap mutations were complemented in trans with pDAK24, concentration dependency was restored (R2 > 0.9) (Fig 8b).

Fig 8.

Fig 8

(a-b) Concentration dependent biofilm inhibition in E. coli 042, aap mutants and aap complimented strains by MMV687800. (a) Biofilm inhibition in aap mutants were not concentration dependent compared to wild type strain 042 and non-aap mutant SB1 (b) Inhibition of biofilms in aap complimented strains was concentration dependent and similar to those of wild type strain 042. 042 is the prototypical EAEC strain from Peru, LV1: 042Δaap, LV2; 042ΔaapΔhra1 and LTW1: 042ΔaapΔaafA. LV1(pDAK24), LV2(pDAK24), and LTW1(pDAK24) are complement strains of LV1, LV2 and LTW1 mutants with aap inserts.

Dismantling of preformed biofilms by hits

Hits from this study were able to modestly, but not completely, dismantle established EAEC biofilms. Dismantling could be seen as quickly as 2h for all the drugs except MMV687800 and at later time points for all drugs (Fig 9). However as shown in Fig 9, the effect was somewhat stochastic and less likely to be concentration-dependent at longer time points. Thus the hits showed activity against preformed biofilms but this was not as marked as the biofilm-formation inhibitory effect.

Fig 9.

Fig 9

(a) Biofilm dismantling in 042 after 2 and 18 hs of adding MMV687800 or MMV688990 onto an 8 h biofilm. Horizontal bars are medians independent data points plotted for each drug concentration (b) Concentration dependence of preformed biofilm dismantling 2 hs after drug addition onto 8 hour 042 biofilms by MMV687800 (R2 = 0.6801), MMV688990 (R2 = 0.8048), MMV688978 (R2 = 0.9051), MMV687696 (R2 = 0.9593) and in MND005E by MMV000023 (R2 = 0.6757).

Antibiofilm spectra of hit compounds

Along with the two EAEC strains used in our preliminary screen (EAEC strains 042 [33] and MND005E [18]), we investigated antibiofilm activity of hits against 60A, an EAEC isolate from Mexico [39.41], and 24 EAEC strains from our laboratory [18], which form moderate or strong biofilms and have been whole genome sequenced (Table 1). All five hits inhibited biofilms in different EAEC strains to varying degrees with MMV687800, MMV688978 and MMV688990 demonstrating broader antibiofilm activity spectra and likely different mechanisms of action (Table 2). Biofilm formation was inhibited by MMV687800 for all five isolates carrying allele 3 of the aap gene present in 042, but only four of 22 strains carrying other aap alleles or no aap gene (p = 0.0016, Fisher’s exact test). Similarly, MMV687800 inhibited biofilms in all five strains bearing aafA, aafB, aafC and aafD genes but only four of 22 strains carrying none of the aaf genes (p = 0.0016, Fisher’s exact test). Two of the hits, MMV688978 and MMV688990 showed modest antibiofilm activity (33–47% inhibition) against two of seven commensal isolates from apparently healthy individuals, suggesting that they may have a spectrum of activity broader than EAEC but MMV687800 were not active against any of these commensal strains (S3 Table)

Table 2. EAEC strains and antibiofilm activity spectra profile of 5 hits.

Strain ENA Accession number Percentage biofilm inhibition by hits aap and aaf gene content
MMV687800 MMV688990 MMV688978 MMV678696 MMV000023 aap_3 aap_2 aap_1 aaf
042 FN554767.1 + - - +
60A - + - -
CHD061D SAMEA104165261 - - - -
CHD076I SAMEA104352140 - - + -
CHD076J SAMEA104352126 - - + -
LKD69F - + - -
LKD69G - + - -
LKD71D SAMEA7457275 - + - -
LLD028J SAMEA104351965 + - - +
LLD09B - - - -
LLD106E SAMEA6102364 + - - +
LLD52A - + - -
LLD53H SAMEA5616030 - - - -
LLD57C - - + -
LLD58E - - - -
LLD89B SAMEA5615745 - + - -
LLD89E SAMEA5615748 - + - -
LWD045C SAMEA104351904 + - - +
LWD045D SAMEA6102379 + - - +
MND005E SAMEA104165114 - - - -
MND58I - - - -
MND60A - + - -
MND60D - + - -
MND60E SAMEA7457281 - + - -
MND61B - + - -
MND81E SAMEA5615718 - + - -
LLD33B - - - -

Key: Light green color represents percentage biofilm inhibition ≥ 15%, orange color represents percentage biofilm inhibition < 15%, + indicates the presence of aap_3 / aaf genes in strains while–is the absence of aap_3 and aaf genes in a strain. All five hits inhibited biofilms in at least 7 of the 27 strains tested, demonstrating their broad spectrum antibiofilm activity. MMV687800 inhibited biofilms in all five strains carrying aap_3, aafA, aafB, aafC, and aafD genes but only four of 22 strains carrying none of these genes (p = 0.0016, Fisher’s exact test).

Binding affinity of hit compounds with Aap and Aaf subunits

To validate Aap as a target for antibiofilm activity by MMV687800 and to determine whether AAF/II might be a target, we independently computed binding affinities of all five hits and NTZ (first reported to interfere with AAF/II and type I pili assembled by the chaperone usher pathway in EAEC) [28] with twenty Aap conformers and the AAF/II major and minor subunits using docking simulation. MMV687696 and MMV687800 demonstrated exceptionally strong interaction (in some cases ΔG ≤ -8.1 kcal/mol) with Aap as depicted in Fig 10. The other 3 hits exhibited comparatively lower affinity for Aap. As expected, (NTZ does not target Aap), there was also significantly lower affinity for Aap with NTZ (Fig 10).

Fig 10. Average binding energy of 5 hits and NTZ to 20 conformers of Aap (kcal/mol).

Fig 10

MMV687696 and MMV687800 demonstrated the highest binding affinity for the 20 Aap conformers. Error bars represent the range of values documented, with outliers depicted as dots.

Since data from the isogenic 042 mutant biofilm inhibition assay additionally suggests that MMV687800 could have a second target (likely AAF/II), all five investigated hits were docked against AAF/ II major and minor subunits. The five hits and NTZ demonstrated different degrees of moderately thermodynamically favourable binding to the EAEC (AAF/II major and minor subunits), the only EAEC adhesins whose solution structure have been resolved [8]. Hits demonstrated stronger binding to non-Gd site cavities present on the surfaces of the EAEC proteins (Table 3). NTZ, initially shown to inhibit aggregative adherence fimbria and type I pili assembled by the Chaperone Usher (CU) pathway in EAEC [28] was subsequently proven to interfere with the folding of the usher beta-barrel domain in the outer membrane [45]. It was recently reported for its selective activity in disrupting beta-barrel assembly machine (BAM)-mediated folding of the outer membrane usher protein in uropathogenic Escherichia. coli (UPEC) [46]). In our screening it demonstrated the highest affinity (-6.6 kcal/mol) for AAF/II closely followed by MMV687800 with ΔG of -5.7 kcal/mol. With focused binding interaction (that is, focusing on the Gd site), the strongest binding interaction with AAF/II major subunit among the hits was obtained with MMV687800 (-5.7 kcal/ mol), MMV000023 (-5.5 kcal/mol), then MMV688978 (-5.2 kcal/mol) (Table 3). In all, nitazoxanide, reported to interfere with AAF/ II assembly [28], outperformed all five test compounds with respect to the strength of interaction with the AAF /II binding site even though the differences are at best marginal.

Table 3. Free energy of interaction between hit molecules and AAF/II major and minor subunits of EAEC strain 042.

Hits / NTZ AAF/II major subunit binding free energy (kcal/mol) AAF/II minor subunit binding free energy (kcal/mol)
Blind docking Focused docking Blind docking Focused docking
MMV000023 -5.6 -5.5 -6.7 -4.7
MMV687696 -8.6 -3.8 -9.6 -4.1
MMV687800 -6.9 -5.7 -8.8 -4.4
MMV688978 -5.0 -5.2 -6.3 -4.2
MMV688990 -4.7 -4.5 -5.0 -3.9
Nitazoxanide -5.4 -6.5 -6.2 -5.5

Discussion

Biofilms contribute significantly to pathogenesis of several bacterial infections [4751]. They are major players thwarting host defense and the activity of antimicrobials against many microorganisms [52] and will consequently require specialized approaches to target them during infections. EAEC are known to form copious biofilms, which enhances their persistence during infection [53,54] hence antibiofilm agents could be particularly effective [55]. As antibiofilm agents attack a colonization process and not bacterial viability, it is hoped that, unlike conventional antibiotics, they will exert less selection pressure for antimicrobial resistance [56].

Whilst antibiofilm activity of a few synthetic and natural small molecules has been demonstrated in vitro [52,5762] and in vivo [55,63,64] for other pathogens, only one study reported significant antibiofilm activity of a compound, nitazoxanide, against EAEC biofilms [28]. Shamir et al (2010) discovered the antibiofilm activity of NTZ when they were evaluating its growth inhibitory activity and subsequently showed that this antiparasitic compound inhibits assembly of AAF/II. NTZ has subsequently been shown to interfere with pilus usher function [45,46] and Bolick et al (2013) [55] were able to show that it reduces in vivo diarrhoea and shedding of EAEC at concentrations not inhibiting growth. These data suggest that antiadhesive agents have therapeutic potential against EAEC. By systematically screening for EAEC antibiofilm activity, this study has uncovered many more inhibitors that are significantly more potent than NTZ. At least one of them, MMV687800 inhibits EAEC-specific targets and so is unlikely to have deleterious effects on the normal flora.

The five hits we identified from the MMV’s pathogen box reproducibly inhibited biofilm formation by one or two EAEC strains by 30–85% while inhibiting growth by ≤ 10 at 5 μM. Our hit rate for biofilm inhibitors that do not inhibit growth (1.25%), from a curated library, provides support for this drug discovery approach. Hits from this study were additionally tested to evaluate their ability to dislodge established biofilms. A time course assay was first performed to observe the optimal time for dismantling biofilms in EAEC by hits. All hits demonstrated biofilm dismantling effects (Fig 9) though to a lower extent compared to their activity on biofilm formation. Also, MMV687800 only produced a discernable effect after longer periods of incubation. This, and the lack of concentration-dependency at higher test concentrations for most of the drugs, could be related to limits on penetration of these molecular weight >400 compounds into the biofilm. Even with the modest activity against preformed biofilms (Fig 9), the preliminary dismantling activity is sufficiently good to bode well for therapeutic applications of any compounds derived by following the hits. Targeting EAEC biofilms without compromising their viability holds a high potential since hits from our screen are less likely than bacteriostatic or bactericidal antibacterials to select for resistance due to selection pressure for resistant strains. If hits, or lead compounds derived thereof are to be used therapeutically, the dismantling activity of combinations of antibiofilm agents (or antibiofilm agents with antibacterials) should be evaluated.

We report here antibiofilm activity of five compounds, most of which are not new to the drug industry thus providing a good starting point for antibiofilm drug discovery. Four of our hits MMV687800, MMV688978, MMV000023, and MMV688990 are existing therapies for other neglected tropical diseases, but not diarrhoea or Gram-negative infections. Clofazimine (MMV687800) is used to treat leprosy (caused by Mycobacterium leprae): https://www.drugbank.ca/drugs/DB00845 and its antimicrobial spectrum does not include Gram negative organisms like EAEC [65,66]. The anti-mycobacterial drug was recently reported to demonstrate a broad activity spectrum against coronaviruses including SARS-CoV-2 [67]. The antileishmanial miltefosine (MMV688990) [68] was originally developed as an anti-cancer drug in 1980s: https://www.drugbank.ca/drugs/DB09031, Auranofin (MMV688978) is a gold salt used in treating rheumatoid arthritis: https://www.drugbank.ca/drugs/DB00995 but is now been tried for several other disease conditions, not including diarrhoea [69]. Primaquine (MMV000023) is an antimalarial agent: https://www.drugbank.ca/drugs/DB01087, which is active against gametocytes as well as recalcitrant parasitic forms of malaria, and therefore useful for preventing vivax and ovale relapse [70]. None of these four compounds has any previously documented antibacterial activity (in vivo or in vitro) against Gram negative bacteria, however, Ugboko et al (2019) in an in silico screen and analysis of broad-spectrum molecular targets and lead compounds for potential anti-diarrhoea agents reported MMV687800 as one of the compounds with predicted activity against potential targets for diarrhoea disease among twenty five other compounds [71]. Low et al (2017) in a screen to identify TB active compounds against nontuberculous Mycobacterium additionally retrieved MMV687800 as an M. avium-specific main hits among five other MMV compounds [72] and Hennessey et al (2018) also reported MMV687800 among seven MMV compounds as an inhibitor with dual efficacy against Giardia lamblia and Cryptosporidium parvum in a pathogen box screen [73].

Rollin-Pinheiro et al (2021), in a screen to identify antifungal drugs against Scedosporium and Lomentospora species from the pathogen box chemical library, retrieved MMV688978 as hit in addition to discovering its ability to decrease the fungal biomass of preformed biofilm by about 50% of at 1 × MIC for S. aurantiacum and 70% at 4 × MIC of S. dehoogii and L. prolificans [74]. MMV687696, has been reported by MMV to possess anti-tuberculosis activity.

The antiparasitic compound nitazoxanide, also a component of Pathogen Box, was previously reported to inhibit EAEC 042 biofilm formation [28]. Nitazoxanide was not recovered as hit in our screen and we verified that it is indeed inactive at 5 μM, our screen concentration. We re-tested nitazoxanide at concentrations for which antibiofilm activity was previously recorded and observed significant concentration-dependent biofilm inhibition at 15, 20 and 25 μg/ml (48.8, 65.15 and 81.4 μM) but with estimated growth inhibition of up to 50% [28]. Consequently, the validated hits obtained from the screen in this study, which lack growth inhibition activity at the concentration tested, were at least 10 times more active in biofilm inhibition than nitazoxanide the only known EAEC biofilm inhibitor that has subsequently been shown to be effective against experimental infections in a weaned mouse model [55]. Unlike NTZ, our five hits inhibited biofilm formation at concentrations that did not produce significant growth inhibition, pointing to the possibility of biofilm-specific targets and minimal, if any, cross resistance with clinical antibacterials [44,56]. For three of the compounds (MMV687800, MMV688978 and MMV688990) for which we could get sufficient chemical for further testing (unlike MMV687696, a novel compound from MMV, which was not commercially available), inhibition was largely concentration dependent, again suggesting that specific biofilm factors are targeted. When those factors are EAEC-specific, use of antibiofilm agents is unlikely to disrupt the normal flora, including other E. coli, which are protective against enteric infection.

Biofilm formation is a complex and stepwise process involving numerous bacterial factors, which vary among and even within pathotypes. Early-stage contributors include adhesins, flagella and secreted protein autotransporters. At late-exponential phase, the accumulation of quorum sensing signals leads to the activation of other genes. Late-stage biofilm factors include adhesins with greater permanence, components that comprise or requite a macromolecular matrix as well as anti-aggregation proteins which can be co-opted to release bacteria from the biofilm.

The temporal patterns of biofilm inhibition and EAEC inhibition spectra of compounds MMV687800, MMV688978, MMV687696, MMV000023 and MMV688990 were different, implying that they likely target different contributors to EAEC biofilm formation. EAEC express many surface factors involved in host adherence and biofilm formation [21,40,75,76]. Any of these, or their regulators, could be direct targets. Overlaying activity spectra data with virulence factor profiles of genome sequenced EAEC strains provided preliminary insights to mechanism of action. For MMV687800, subsequent testing of five isogenic mutants of EAEC 042 provided further insight. Aap is an anti-aggregation protein or dispersin that allows bacteria to detach from old biofilms and seed new ones. Mutants in aap show increased biofilm formation but impaired colonization [21,40]. Biofilm formation by aap mutant (LV1: 042Δaap) was significantly less inhibited by MMV687800 than wildtype. Additionally (LV2: 042ΔaapΔhra1) double mutants [40] were inhibited in biofilm formation to a proportionally lower degree and inhibition seen in (LTW1: 042ΔaapΔaaf) was statistically insignificant compared to controls with no compound at all (p = 0.11). This phenotype could be complemented in trans and thus molecular Koch’s postulates [77] are fulfilled for aap as an MMV687800 target.

MMV687800 exhibits concentration-dependent inhibition of wild type strain 042 biofilm formation (Fig 4b). Deletion of the specific target of a drug removes the effect of the drug in question and if there are non-specific effects, these should not be concentration-dependent. [44]. Bearing this in mind, we tested the effect of varying concentrations of MMV687800 on aap single and double mutants as well as the complemented strains. As shown in Fig 8a, we indeed saw almost all the inhibition, and the concentration dependency disappear in aap mutants but not with the non-aap mutant, SB1: 042Δhra. Concentration-dependent inhibition was restored when the mutants were complemented with aap expressed from a plasmid. Interestingly, inhibition and concentration dependency were reduced, but to a much lower degree, when aaf was deleted. This reaffirms the involvement of aap and to a lesser extent, aaf in the antibiofilm activity of MMV687800.

To preliminarily determine whether the interaction between MMV687800 and Aap could be direct, we independently determined binding affinities of hits with twenty Aap conformers using molecular docking techniques since the solution structure of Aap has been resolved by NMR [35]. The strong binding interaction sustained for hit MMV687800 and in the outcome of the molecular computational docking experiments against 20 conformational instances of the dispersin (Aap) in Fig 10 indicates a high significance for the obtained affinities. MMV687800 demonstrated moderately strong interaction (in some cases ΔG ≤ -8.1 kcal) with Aap. This additionally suggests that Aap is one of the surface factors targeted by MMV687800.

The aafA gene encodes the structural subunit of AAF/II fimbriae and Hra1, the heat-resistant agglutinin 1 is an outer-membrane protein involved in autoaggregation that serves as an accessory colonization factor [40,75,78]. MMV687800 showed a small, insignificant reduction of activity in the aafA mutant 3.4.14 [79], but not the hra1 mutant, which we initially discounted, given the robust phenotype with Aap. However, the reduction in MMV687800 biofilm inhibition was visible with the aap aafA mutant LTW1, and complementation of this mutant with aap alone LTW1(pDAK24) could not fully restore biofilm inhibition. These data, and the comparative genomic data which shows that aafA-D are unique to biofilm inhibition groups alone (Table 2), strengthen the likelihood that AAF/II is implicated in MMV687800 biofilm inhibition, albeit to a lower degree than Aap. The five hit compounds demonstrated stronger binding to non-Gd site cavities present on the surfaces of AAF/II (Table 3). Docking outcome however revealed NTZ, known to inhibit AAF/II assembly exhibited highest affinity (-6.6 kcal/mol) for AAF/II followed by MMV687800 which had -5.7 kcal/mol again, indicating that AAF/II could be a likely target for MMV687800.

This study has some limitations. EAEC are highly heterogeneous and the full spectrum of lineages and virulence factors is not covered by the two strains used for this screen, or even by the 27 strains employed to better understand activity profiles of the hits. We determined the probable mechanism of action of only one hit, taking advantage of the easily-generated VirulenceFinder output and the bank of mutants we had on hand. In doing so, we were able to generate proof of principle and rule out Aap, AAF/II and Hra1 as targets for the other compounds. However, it is conceivable that at least some of the targets of the other compounds may not be unique to EAEC or may be genes of unknown function. More intensive and unbiased comparative genomic approaches, currently underway, will be needed to exhaustively screen for the targets of the other four hits, which could well be more promising than the hit highlighted in this study. Future studies also need to rigorously define the spectra of MMV687800 and other compounds, employing strains encompassing more of the EAEC diversity, other diarhoeagenic and extraintestinal pathotypes as well as commensal Enterobacterales. Biofilm dismantling activity was more modest than biofilm inhibition. Additionally, two of our hits (MMV687800 and MMV687696) demonstrated slight ability to increase planktonic growth of the wild type EAEC strain (042). These two findings suggest that chemical optimization of the hits should be attempted. Moreover, as with all antivirulence candidates [80] combining antibiofilm agents with drugs that could emanate from our hits with one another or with antibacterials may have to be considered. At the very least, future experiments should determine whether such combinations could be additive or synergistic.

In conclusion, this study identified five biofilm inhibiting but non-growth inhibiting compounds that have not been previously described as bacterial anti-adhesins or Gram-negative antibacterials. Hits discovered from this screen will add to the drug discovery pipeline for this neglected pathogen, improve understanding on EAEC colonization and enhance EAEC-based interventions. Additionally, the understandings from our experiments that some of our hits are unlikely to target known EAEC adhesins is initiating investigations at the molecular level which can open us up to a world of novel adhesins and consequently enhance our understanding of EAEC pathogenic factors.

Supporting information

S1 Table. Comparative concentration dependent antibiofilm activity of three compounds diluted in DMEM and DMSO.

Antibiofilm activity of the three compounds diluted in DMEM or DMSO were mostly comparable at the concentrations tested.

(XLSX)

S2 Table. Pathogen box compound classification and biofilm inhibition screen outcome.

Five (1.25%) of the 400 compounds in pathogen box exhibited antibiofilm activity against EAEC.

(XLSX)

S3 Table. Antibiofilm activity of hit compounds against commensal E. coli strains measured as % inhibition.

All hits demonstrated minimal inhibition of biofilms formed by commensal E. coli strains tested with MMV687800 exhibiting the least effect.

(XLSX)

S1 Fig. Time course inhibition of biofilms in EAEC 042 using different hit concentrations of (a) MMV688978, (b) MMV687800, (c) MMV688990.

Activity was highest and concentration dependent at earlier time points; 4 and 8 h confirming that hits more likely inhibit target(s) critical to early-stage biofilm formation in EAEC.

(PPTX)

Acknowledgments

The authors are grateful to the following people for technical assistance during the project: Jeremiah J. Oloche, Olabisi C. Akinlabi, Jesuferanmi Igbinigie, Erkison Ewazimo Odih, Anderson O. Oaikhena, Rotimi Dada, Taiwo Badejo, Adewole D. Pelumi, Stella Ekpo, Abiodun Oyerinde, Catherine Oladipo, Emmanuel Bamidele, El-Shama Q Nwoko, Amos Olowokere, Uchechi Okoroafor and Joy Olorundare.

We thank the Medicines for Malaria Venture (MMV) for supplying Pathogen Box, supplementary amounts of select chemicals from the box, as well as for drug discovery training for DAK. We additionally thank the Wellcome Trust for advanced training in drug discovery for DAK.

Data Availability

Sequence data have been submitted to ENA and are available from ENA https://www.ebi.ac.uk/ena/browser/home and Genbank https://www.ncbi.nlm.nih.gov/genbank/. Respective Accession numbers are listed in the manuscript. EAEC genomes were those of strain 042, Accession number FN554767.1 and others submitted to Genbank as part of Bioproject PRJEB8667, Accession numbers SAMEA104165261 SAMEA104352140 SAMEA104352126 SAMEA7457275 SAMEA104351965 SAMEA6102364 SAMEA5616030 SAMEA5615745 SAMEA5615748 SAMEA104351904 SAMEA6102379 SAMEA104165114 SAMEA7457281 SAMEA5615718 Other relevant data are within the manuscript and its Supporting information files.

Funding Statement

This work was supported by Grand Challenges Africa (Award # GCA/DD/rnd3/021), a programme of the Science for Africa Foundation awarded to INO with DAK, CPB, OOO and ICU. For this work, GC Africa is supported by the Science for Africa Foundation, Bill & Melinda Gates Foundation (BMGF), Medicines for Malaria Venture (MMV), and Drug Discovery and Development centre of University of Cape Town (H3D). INO is a Calestous Juma Science Leadership Fellow supported by the Bill and Melinda Gates Foundation (INV-036234) and was an African Research Leader (Award MR/L00464X/1) from the UK Medical Research Council (MRC) and the UK Department for International Development (DFID) under the MRC/DFID Concordat agreement that is also part of the EDCTP2 program supported by the European Union. Additional support was contributed from the US National Science Foundation award # 1329248 ‘RUI: Aggregation and Colonization Mediated by Bacterial Colonization Factors’. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.

References

  • 1.Walker CL, Aryee MJ, Boschi-Pinto C, Black RE. Estimating diarrhea mortality among young children in low and middle income countries. PLoS One 2012; 7(1):e29151. 10.1371/journal.pone.0029151 . [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 2.Liu L, Johnson HL, Cousens S, Perin J, Scott S, Lawn JE, Rudan I, Campbell H, Cibulskis R, Li M, Mathers C, Black RE; Child Health Epidemiology Reference Group of WHO and UNICEF. Global, regional, and national causes of child mortality: an updated systematic analysis for 2010 with time trends since 2000. Lancet 2012; 379(9832):2151–61. doi: 10.1016/S0140-6736(12)60560-1 . [DOI] [PubMed] [Google Scholar]
  • 3.UNICEF 2019. Diarrheoa data: Diarrheoa as cause of death in children under 5. https://data.unicef.org/resources/dataset/diarrhoea/. Accessed 5th October, 2019.
  • 4.Institute for Health Metrics and Evaluation (IHME) Global burden of disease, 2018. Annual deaths from diarrheal diseases differentiated by age categories. Retrieved from https://ourworldindata.org/diarrheal-diseases on 29th January, 2020.
  • 5.Acosta AM, De Burga RR, Chavez CB, Flores JT, Olortegui MP, Pinedo SR et al. Relationship between growth and illness, enteropathogens and dietary intakes in the first 2 years of life: findings from the MAL-ED birth cohort study. BMJ Glob Health 2017; 2(4):e000370. doi: 10.1136/bmjgh-2017-000370 . [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 6.Roche JK, Cabel A, Sevilleja J, Nataro J, Guerrant RL. Enteroaggregative Escherichia coli (EAEC) impairs growth while malnutrition worsens EAEC infection: a novel murine model of the infection malnutrition cycle. J Infect Dis. 2010;202:506–514. doi: 10.1086/654895 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 7.Kotloff KL, Nataro JP, Blackwelder WC, Nasrin D, Farag TH, Panchalingam S, et al. Burden and aetiology of diarrhoeal disease in infants and young children in developing countries (the Global Enteric Multicenter Study, GEMS): a prospective, case-control study. Lancet 2013; 382(9888):209–22. doi: 10.1016/S0140-6736(13)60844-2 . [DOI] [PubMed] [Google Scholar]
  • 8.Berry AA, Yang Y, Pakharukova N, Garnett JA, Lee W, Cota E, Marchant J, Roy S, Tuittila M, Liu B, Inman KG, Ruiz-Perez F, Mandomando I, Nataro JP, Zavialov AV, Matthews S. Insight into Host Recognition by Aggregative Adherence Fimbriae of Enteroaggregative Escherichia coli. Plos Pathogen 2014; 10(9): e1004404. 10.1371/journal.ppat.1004404. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 9.Harrington SM, Dudley EG, Nataro JP. Pathogenesis of enteroaggregative Escherichia coli infection. FEMS Microbiol Lett. 2006; 254(1):12–8. doi: 10.1111/j.1574-6968.2005.00005.x . [DOI] [PubMed] [Google Scholar]
  • 10.Scavia G, Staffolani M, Fisichella S, Striano G, Colletta S, Ferri G, Escher M, Minelli F, Caprioli A. Enteroaggregative Escherichia coli associated with a foodborne outbreak of gastroenteritis. J Med Microbiol. 2008; 57 (pt 9): 1141–1146. 10.1099/jmm.0.2008/001362-0 . [DOI] [PubMed] [Google Scholar]
  • 11.Acosta GJ, Vigo NI, Durand D, Riveros M, Arango S, Zambruni M, and Ochoa TJ. Diarrheagenic Escherichia coli: Prevelence and Pathotype Distribution in Children from Peruvian Rural Communities. Am. J. Trop. Med Hyg. 2016; 95 (3); 574–579. doi: 10.4269/ajtmh.16-0220 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 12.Cohen MB, Hawkins JA, Weckbach LS, Staneck JL, Levine MM, Heck JE. Colonization by Enteroaggregative Escherichia coli in travelers with and without diarrhea. J Clin Microbiol. 1993; 31: 351–353. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 13.Steiner TS, Lima AA, Nataro JP, Guerrant RL. Enteroaggregative Escherichia coli produce intestinal inflammation and growth impairment and cause interleukin-8 release from intestinal epithelial cells. J Infect Dis 1998; 177(1):88–96. doi: 10.1086/513809 . [DOI] [PubMed] [Google Scholar]
  • 14.Rogawski ET, Platts-Mills JA, Seidman JC, John C, Mahfuz M, Ulak M, Shrestha SK, Soofi SB, Yori PP, Mduma E, Svensen E, Ahmed T, Lima AAM, Bhutta ZA, Kosek MN, Lang DR, Gottlieb M, Zaidi AKM, Kang G, Bessong PO, Houpta ER, Guerranta RL. Use of antibiotics in children younger than two years in eight countries: a prospective cohort study. Bull World Health Organ 2017;95:49–61 | doi: 10.2471/BLT.16.176123 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 15.Okeke IN, Lamikanra A, Czeczulin J, Dubovsky F, Kaper JB, Nataro JP. Heterogeneous Virulence of Enteroaggregative Escherichia coli Strains Isolated from Children in Southwest Nigeria. The Journal of Infectious Diseases 2000; 181: 252–60. [DOI] [PubMed] [Google Scholar]
  • 16.Okeke IN, Nataro JP. Enteroaggregative Escherichia coli. Lancet Infect Dis. 2001;1(5):304–13. [DOI] [PubMed] [Google Scholar]
  • 17.Opintan JA, Newman MJ, Ayeh-Kumi PF, Affrim R, Gepi-Attee R, Sevilleja JE, Roche JK, Nataro JP, Warren CA, Guerrant RL. Pediatric diarrhea in southern Ghana: etiology and association with intestinal inflammation and malnutrition. Am J Trop Med Hyg. 2010;83(4):936–43. doi: 10.4269/ajtmh.2010.09-0792 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 18.Akinlabi OC, Ekpo S, Nwoko EQ, Ladipo CO, Adepoju A, Dougan G, Okeke IN. Identification of Enterotoxigenic Escherichia coli from infants attending healthcare centers in Ibadan north. American Society of tropical Medicine and Hygiene Book of Abstracts, 2019; 101: 139–140. [Google Scholar]
  • 19.Moran M, Guzman J, Ropars A, McDonald A, Jameson N, Omune B, Ryan S, Wu L. "Neglected disease research and development: how much are we really spending?" PLoS Med. 2009; 6(2): e30. doi: 10.1371/journal.pmed.1000030 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 20.Okeke IN. "Diarrheagenic Escherichia coli in sub-Saharan Africa: status, uncertainties and necessities." J Infect Dev Ctries. 2009; 3(11): 817–842. doi: 10.3855/jidc.586 [DOI] [PubMed] [Google Scholar]
  • 21.Sheikh J, Czeczulin JR, Harrington S, Hicks S, Henderson IR, Le Bouguenec C, Gounon P, Phillips A, Nataro JP. A novel dispersin protein in enteroaggregative Escherichia coli. J Clin Invest. 2002; 110:1329–1337. doi: 10.1172/JCI16172 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 22.Huang DB, Okhuysen PC, Jiang ZD, DuPont HL. Enteroaggregative Escherichia coli: an emerging enteric pathogen. Am J Gastroenterol. 2004; 99:383–389. doi: 10.1111/j.1572-0241.2004.04041.x . [DOI] [PubMed] [Google Scholar]
  • 23.Hicks S, Candy DC, Phillips AD. Adhesion of enteroaggregative Escherichia coli to pediatric intestinal mucosa in vitro. Infect. Immun. 1996; 64:4751–4760. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 24.Bangar R and Mamatha B. Identification of enteroaggregative Escherichia coli in infants with acute diarrhea based on biofilm production in Manipal, South India. Indian J. Med. Sci. 2008; 62:8–12. doi: 10.4103/0019-5359.38916 [DOI] [PubMed] [Google Scholar]
  • 25.Pereira AL, Silva TN, Gomes AC, Araújo AC, Giugliano LG. Diarrhea-associated biofilm formed by enteroaggregative Escherichia coli and aggregative Citrobacter freundii: a consortium mediated by putative F pili. BMC Microbiol. 2010;10:57. doi: 10.1186/1471-2180-10-57 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 26.Nataro JP, Deng Y, Cookson S, Cravioto A, Savarino SJ, Guers LD, Levine MM, Tacket CO. Heterogeneity of enteroaggregative Escherichia coli virulence demonstrated in volunteers. J Infect Dis. 1995. Feb;171(2):465–8. doi: 10.1093/infdis/171.2.465 . [DOI] [PubMed] [Google Scholar]
  • 27.Hebbelstrup Jensen B, Olsen KE, Struve C, Krogfelt KA, Petersen AM. Epidemiology and clinical manifestations of enteroaggregative Escherichia coli. Clin Microbiol Rev. 2014;27(3):614–30. doi: 10.1128/CMR.00112-13 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 28.Shamir ER, Warthan M, Brown SP, Nataro JP, Guerrant RL, Hoffman PS. Nitazoxanide inhibits biofilm production and hemagglutination by enteroaggregative Escherichia coli strains by blocking assembly of AafA fimbriae. Antimicrob Agents Chemother. 2010;54(4):1526–33. doi: 10.1128/AAC.01279-09 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 29.Estrada-Garcia T, Navarro-Garcia F. Enteroaggregative Escherichia coli pathotype: a genetically heterogeneous emerging foodborne enteropathogen. FEMS Immunol Med Microbiol. 2012; 66: 281–298. doi: 10.1111/j.1574-695X.2012.01008.x . [DOI] [PubMed] [Google Scholar]
  • 30.O’Toole G, Kaplan HB, Kolter R. Biofilm formation as microbial development. Annu Rev Microbiol. 2000;54:49–79. doi: 10.1146/annurev.micro.54.1.49 . [DOI] [PubMed] [Google Scholar]
  • 31.O’Toole GA. Microtiter dish biofilm formation assay. J Vis Exp. 2011;(47):2437. doi: 10.3791/2437 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 32.Wakimoto N, Nishi J, Sheikh J, Nataro JP, Sarantuya J, Iwashita M, Manago K, Tokuda K, Yoshinaga M, Kawano Y. Quantitative biofilm assay using a microtiter plate to screen for enteroaggregative Escherichia coli. Am J Trop Med Hyg. 2004;71(5):687–90. . [PubMed] [Google Scholar]
  • 33.Nataro JP, Kaper JB, Robins-Browne R, Prado V, Vial P, Levine MM. Patterns of adherence of diarrheagenic Escherichia coli to HEp-2 cells. Pediatr Infect Dis J. 1987;6(9):829–31. doi: 10.1097/00006454-198709000-00008 . [DOI] [PubMed] [Google Scholar]
  • 34.Chaudhuri RR, Sebaihia M, Hobman JL, Webber MA, Leyton DL, Goldberg MD, Cunningham AF, Scott-Tucker A, Ferguson PR, Thomas CM, Frankel G, Tang CM, Dudley EG, Roberts IS, Rasko DA, Pallen MJ, Parkhill J, Nataro JP, Thomson NR, Henderson IR. Complete genome sequence and comparative metabolic profiling of the prototypical enteroaggregative Escherichia coli strain 042. PLoS One. 2010;5(1):e8801. doi: 10.1371/journal.pone.0008801 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 35.Amin AG, Angala SK, Chatterjee D, Crick DC. Rapid screening of inhibitors of Mycobacterium tuberculosis growth using tetrazolium salts. Methods Mol Biol. 2009;465:187–201. doi: 10.1007/978-1-59745-207-6_12 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 36.Velarde JJ, Varney KM, Inman KG, Farfan M, Dudley E, Fletcher J, Weber DJ, Nataro JP. Solution structure of the novel dispersin protein of enteroaggregative Escherichia coli. Molecular Microbiology 2007; 66(5), 1123–1135 doi: 10.1111/j.1365-2958.2007.05985.x [DOI] [PubMed] [Google Scholar]
  • 37.Goodsell DS, Morris GM, Olson AJ. Automated docking of flexible ligands: applications of AutoDock. J Mol Recognit. 1996;9(1):1–5. doi: [DOI] [PubMed] [Google Scholar]
  • 38.Santos-Martins D, Forli S, Ramos MJ, Olson AJ. AutoDock4(Zn): an improved AutoDock force field for small-molecule docking to zinc metalloproteins. J Chem Inf Model. 2014;54(8):2371–9. doi: 10.1021/ci500209e [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 39.Trott O, Olson AJ. AutoDock Vina: improving the speed and accuracy of docking with a new scoring function, efficient optimization, and multithreading. J Comput Chem. 2010;31(2):455–61. doi: 10.1002/jcc.21334 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 40.Blanton LV, Wang LT, Hofmann J, DuBow J, Lafranc A. Aggregative Adherence and Intestinal Colonization by Enteroaggregative Escherichia coli Are Produced by Interactions among Multiple Surface Factors https://doi.org/10.1128/mSphere.00078-18. American Society for Microbiology Msphere 2018; 3(2) e00078–18. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 41.Czeczulin JR, Whittam TS, Henderson IR, Navarro-Garcia F, Nataro JP. Phylogenetic analysis of enteroaggregative and diffusely adherent Escherichia coli. Infect Immun. 1999;67(6):2692–9. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 42.Joensen KG, Scheutz F, Lund O, Hasman H, Kaas RS, Nielsen EM, Aarestrup FM. Real-time whole-genome sequencing for routine typing, surveillance, and outbreak detection of verotoxigenic Escherichia coli. J Clin Microbiol. 2014. May;52(5):1501–10. doi: 10.1128/JCM.03617-13 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 43.Rebollo-Lopez MJ, Lelièvre J, Alvarez-Gomez D, Castro-Pichel J, Martínez-Jiménez F, Papadatos G, Kumar V, Colmenarejo G, Mugumbate G, Hurle M, Barroso V, Young RJ, Martinez-Hoyos M, González del Río R, Bates RH, Lopez-Roman EM, Mendoza-Losana A, Brown JR, Alvarez-Ruiz E, Marti-Renom MA, Overington JP, Cammack N, Ballell L, Barros-Aguire D. Release of 50 new, drug-like compounds and their computational target predictions for open source anti-tubercular drug discovery. PLoS One. 2015;10(12):e0142293. doi: 10.1371/journal.pone.0142293 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 44.Maher MC, Lim JY, Gunawan C, Cegelski L. Cell-Based High-Throughput Screening Identifies Rifapentine as an Inhibitor of Amyloid and Biofilm Formation in Escherichia coli. ACS Infect Dis. 2015;1(10):460–8. doi: 10.1021/acsinfecdis.5b00055 Epub 2015 Aug 11. . [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 45.Chahales P, Hoffman PS, Thanassi DG. Nitazoxanide Inhibits Pilus Biogenesis by Interfering with Folding of the Usher Protein in the Outer Membrane. Antimicrob Agents Chemother. 2016;60(4):2028–38. doi: 10.1128/AAC.02221-15 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 46.Psonis JJ, Chahales P, Henderson NS, Rigel NW, Hoffman PS, Thanassi DG. The small molecule nitazoxanide selectively disrupts BAM-mediated folding of the outer membrane usher protein. J Biol Chem. 2019;294(39):14357–14369. doi: 10.1074/jbc.RA119.009616 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 47.Brook I. Microbiology of chronic rhinosinusitis. I. Eur J Clin Microbiol Infect Dis. 2016; 35: 1059. doi: 10.1007/s10096-016-2640-x . [DOI] [PubMed] [Google Scholar]
  • 48.Dlugaszewska J, Leszczynska M, Lenkowski M, Tatarska A, Pastusiak T, Szyfter W. The pathophysiological role of bacterial biofilms in chronic sinusitis. Eur. Arch. Otorhinolaryngol. 2015: 10.1007/s00405-015-3650-5 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 49.Dou JL, Jiang YW, Xie JQ, Zhang XG, New is old, and old is new: recent advances in antibiotic-based, antibiotic-free and ethnomedical treatments against methicillin-resistant Staphylococcus aureus wound infections. Int. J. Mol. Sci. 2016: 17. 10.3390/ijms17050617 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 50.Hassett DJ, Borchers MT, Panos RJ. Chronic obstructive pulmonary disease (COPD): evaluation from clinical, immunological and bacterial pathogenesis perspectives. J. Microbiol. 2014; 52, 211–226. doi: 10.1007/s12275-014-4068-2 . [DOI] [PubMed] [Google Scholar]
  • 51.Scalise A, Bianchi A, Tartaglione C, Bolletta E, Pierangeli M, Torresetti M, Marazzi M, Di Benedetto G. Microenvironment and microbiology of skin wounds: the role of bacterial biofilms and related factors. Semin. Vasc. Surg. 2015; 28, 151–159. doi: 10.1053/j.semvascsurg.2016.01.003 . [DOI] [PubMed] [Google Scholar]
  • 52.Goodman SD, Obergfell KP, Jurcisek JA, Novotny LA, Downey JS, Ayala EA, Tjokro N, Li B, Justice SS, Bakaletz LO. Biofilms can be dispersed by focusing the immune system on a common family of bacterial nucleoid-associated proteins. Mucosal Immunol. 2011; 4, 625–637. doi: 10.1038/mi.2011.27 . [DOI] [PubMed] [Google Scholar]
  • 53.Mohamed JA, Huang DB, Jiang Z, DuPont HL, Nataro JP, Belkind-Gerson J, Okhuysen PC. Association of putative enteroaggregative Escherichia coli virulence genes and biofilm production in isolates from travelers to developing countries. J. Clin. Microbiol. 2007; 45:121–126. doi: 10.1128/JCM.01128-06 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 54.Boll EJ, Struve C, Boisen N, Olesen B, Stahlhut SG, Krogfelta KA. Role of Enteroaggregative Escherichia coli Virulence Factors in Uropathogenesis Infection and Immunity p. 2013; 1164–1171; 81 (4). doi: 10.1128/IAI.01376-12 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 55.Bolick DT, Roche JK, Hontecillas R, Bassaganya-Riera J, Nataro JP, Guerrant RL. Enteroaggregative Escherichia coli strain in a novel weaned mouse model: exacerbation by malnutrition, biofilm as a virulence factor and treatment by nitazoxanide. J Med Microbiol. 2013. Jun;62(Pt 6):896–905. doi: 10.1099/jmm.0.046300-0 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 56.Rasko DA, Sperandio V. "Anti-virulence strategies to combat bacteria-mediated disease." Nat Rev Drug Discov 2010; 9(2): 117–128. doi: 10.1038/nrd3013 . [DOI] [PubMed] [Google Scholar]
  • 57.Gustave JE, Jurcisek JA, Mccoy KS, Goodman SD, Bakaletz LO. Targeting bacterial integration host factor to disrupt biofilms associated with cystic fibrosis. J. Cyst. Fibros. 2013; 12, 384–389. doi: 10.1016/j.jcf.2012.10.011 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 58.Brandstetter KA, Jurcisek JA, Goodman SD, Bakaletz LO, Das S. Antibodies directed against integration host factor mediate biofilm clearance from nasopore. Laryngoscope 2013; 123, 2626–2632. doi: 10.1002/lary.24183 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 59.Novotny LA, Amer AO, Brockson ME, Goodman SD, Bakaletz LO. Structural stability of Burkholderia cenocepacia biofilms is reliant on eDNA structure and presence of a bacterial nucleic acid binding protein. PLoS One 2013; 8, e67629. doi: 10.1371/journal.pone.0067629 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 60.Brockson ME, Novotny LA, Mokrzan EM, Malhotra S, Jurcisek JA, Akbar R, Devaraj A, Goodman SD, Bakaletz LO. Evaluation of the kinetics and mechanism of action of anti-integration host factor-mediated disruption of bacterial biofilms. Mol. Microbiol. 2014; 93, 1246–1258. doi: 10.1111/mmi.12735 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 61.Devaraj A, Justice SS, Bakaletz LO, Goodman SD. DNABII proteins play a central role in UPEC biofilm structure. Mol. Microbiol. 2015; 96, 1119–1135. doi: 10.1111/mmi.12994 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 62.He Z, Huang Z, Zhou W, Tang Z, Ma R and Liang. Anti-biofilm Activities from Resveratrol against Fusobacterium nucleatum Frontiers in Microbiology, Front. Microbiol. 2016; 7:1065. doi: 10.3389/fmicb.2016.01065 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 63.Justice SS, Li B, Downey JS, Dabdoub SM, Brockson ME, Probst GD, Ray WC, Goodman SD. Aberrant community architecture and attenuated persistence of uropathogenic Escherichia coli in the absence of individual IHF subunits. PLoS One 2012; 7, e48349. doi: 10.1371/journal.pone.0048349 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 64.Novotny LA, Jurcisek JA, Ward MO Jr, Jordan ZB, Goodman SD, Bakaletz LO. Antibodies against the majority subunit of type IV Pili disperse nontypeable Haemophilus influenzae biofilms in a LuxS-dependent manner and confer therapeutic resolution of experimental otitis media. Mol. Microbiol. 2015; 96, 276–292. doi: 10.1111/mmi.12934 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 65.Hwang TJ, Dotsenko S, Jafarov A, Weyer K, Falzon D, Lunte K, Nunn P, Jaramillo E, Keshavjee S, Wares DF. Safety and availability of clofazimine in the treatment of multidrug and extensively drug-resistant tuberculosis: analysis of published guidance and meta-analysis of cohort studies. BMJ Open. 2014. Jan 2;4(1):e004143. doi: 10.1136/bmjopen-2013-004143 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 66.Cholo MC, Steel HC, Fourie PB, Germishuizen WA, Anderson R. Clofazimine: current status and future prospects. J Antimicrob Chemother. 2012. Feb;67(2):290–8. doi: 10.1093/jac/dkr444 Epub 2011 Oct 20. . [DOI] [PubMed] [Google Scholar]
  • 67.Yuan S, Yin X, Meng X, Chan JF, Ye ZW, Riva L, Pache L, Chan CC, Lai PM, Chan CC, Poon VK, Lee AC, Matsunaga N, Pu Y, Yuen CK, Cao J, Liang R, Tang K, Sheng L, Du Y, Xu W, Lau CY, Sit KY, Au WK, Wang R, Zhang YY, Tang YD, Clausen TM, Pihl J, Oh J, Sze KH, Zhang AJ, Chu H, Kok KH, Wang D, Cai XH, Esko JD, Hung IF, Li RA, Chen H, Sun H, Jin DY, Sun R, Chanda SK, Yuen KY. Clofazimine broadly inhibits coronaviruses including SARS-CoV-2. Nature. 2021;593(7859):418–423. doi: 10.1038/s41586-021-03431-4 Epub 2021 Mar 16. . [DOI] [PubMed] [Google Scholar]
  • 68.Sunyoto T, Potet J, Boelaert M. Why miltefosine—a life-savingdrug for leishmaniasis—is unavailable to people who need it the most. BMJ Glob Health 2018;3:e000709. doi: 10.1136/bmjgh-2018-000709 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 69.Tejman-Yarden N, Miyamoto Y, Leitsch D, Santini J, Debnath A, Gut J, McKerrow JH, Reed SL, Eckmann L. A reprofiled drug, auranofin, is effective against metronidazole-resistant Giardia lamblia. Antimicrob Agents Chemother. 2013;57(5):2029–35. doi: 10.1128/AAC.01675-12 Epub 2013 Feb 12. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 70.Ashley EA, Recht J, White NJ. Primaquine: the risks and the benefits. Malar J. 2014;13:418. doi: 10.1186/1475-2875-13-418 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 71.Ugboko HU, Nwinyi OC, Oranusi SU, Fatoki TH, Akinduti PA, Enibukun JM. In Silico Screening and Analysis of Broad-Spectrum Molecular Targets and Lead Compounds for Diarrhea Therapy. Bioinform Biol Insights. 2019;13:1177932219884297. doi: 10.1177/1177932219884297 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 72.Low JL, Wu M-L, Aziz DB, Laleu B and Dick T. Screening of TB Actives for Activity against Nontuberculous Mycobacteria Delivers High Hit Rates. Front. Microbiol. 2017, 8:1539. doi: 10.3389/fmicb.2017.01539 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 73.Hennessey KM, Rogiers IC, Shih HW, Hulverson MA, Choi R, McCloskey MC, Whitman GR, Barrett LK, Merritt EA, Paredez AR, Ojo KK. Screening of the Pathogen Box for inhibitors with dual efficacy against Giardia lamblia and Cryptosporidium parvum. PLoS Negl Trop Dis. 2018;12(8):e0006673. doi: 10.1371/journal.pntd.0006673 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 74.Rollin-Pinheiro R.; Borba-Santos L.P.; da Silva Xisto M.I.D.; de Castro-Almeida Y.; Rochetti V.P.; Rozental S.; Barreto-Bergter E. Identification of Promising Antifungal Drugs against Scedosporium and Lomentospora Species after Screening of Pathogen Box Library. J. Fungi 2021, 7, 803. 10.3390/jof7100803 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 75.Bhargava S, Hwang J, Harris TA, George AS, Muir A, Dorff J, Okeke IN. The heat resistant agglutinin 1 is an accessory enteroaggregative Escherichia coli colonization factor.J. Bacteriol. 2009; 191: 4934–42. doi: 10.1128/JB.01831-08 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 76.Jenkins C, Chart H, Willshaw GA, Cheasty T, Tompkins DS. Association of putative pathogenicity genes with adherence characteristics and fimbrial genotypes in typical enteroaggregative Escherichia coli from patients with and without diarrhoea in the United Kingdom. Eur J Clin Microbiol Infect Dis 2007; 26:901–906. 10.1007/s10096-007-0388-z . [DOI] [PubMed] [Google Scholar]
  • 77.Falkow S. Molecular Koch’s postulates applied to bacterial pathogenicity—a personal recollection 15 years later. Nat Rev Microbiol. 2004; 2(1):67–72. doi: 10.1038/nrmicro799 . [DOI] [PubMed] [Google Scholar]
  • 78.Glaubman J, Hofmann J, Bonney ME, Park S, Thomas JM, Kokona B, Ramos Falcón LI, Chung YK, Fairman R, Okeke IN. Self-association motifs in the enteroaggregative Escherichia coli heat-resistant agglutinin 1. Microbiology (Reading). 2016;162(7):1091–1102. doi: 10.1099/mic.0.000303 . [DOI] [PubMed] [Google Scholar]
  • 79.Czeczulin JR, Balepur S, Hicks S, Phillips A, Hall R, Kothary MH, Navarro- Garcia F, Nataro JP. Aggregative adherence fimbria II, a second fimbrial antigen mediating aggregative adherence in Enteroaggregative Escherichia coli. Infect Immun. 1997; 65:4135–4145. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 80.Percival SL, Finnegan S, Donelli G, Vuotto C, Rimmer S, Lipsky BA. Antiseptics for treating infected wounds: Efficacy on biofilms and effect of pH. Critical Rev Microbiol 2014; 42(2):293–309; doi: 10.3109/1040841X.2014.940495 [DOI] [PubMed] [Google Scholar]
PLoS Negl Trop Dis. doi: 10.1371/journal.pntd.0010809.r001

Decision Letter 0

Sharon M Tennant, Luther A Bartelt

7 Feb 2022

Dear %TITLE% Okeke,

Thank you very much for submitting your manuscript "Antibiofilm agents with therapeutic potential against enteroaggregative Escherichia coli" for consideration at PLOS Neglected Tropical Diseases. As with all papers reviewed by the journal, your manuscript was reviewed by members of the editorial board and by several independent reviewers. In light of the reviews (below this email), we would like to invite the resubmission of a significantly-revised version that takes into account the reviewers' comments.

The revisions need to address concerns regarding clarity (including presentation of statistical comparisons), consistency, and completeness of the figures and the flow of the manuscript.

Additional experiments such as those raised by reviewer 1 ("adding each drug to an established biofilm of EAEC (to model administration of the treatment post-infection)" and "the validation a step further by including intestinal cells, intestinal flora, etc. to test if these compounds remain effective in a model more similar to the gut environment") could enhance the findings, but they are not essential for this current manuscript.

We cannot make any decision about publication until we have seen the revised manuscript and your response to the reviewers' comments. Your revised manuscript is also likely to be sent to reviewers for further evaluation.

When you are ready to resubmit, please upload the following:

[1] A letter containing a detailed list of your responses to the review comments and a description of the changes you have made in the manuscript. Please note while forming your response, if your article is accepted, you may have the opportunity to make the peer review history publicly available. The record will include editor decision letters (with reviews) and your responses to reviewer comments. If eligible, we will contact you to opt in or out.

[2] Two versions of the revised manuscript: one with either highlights or tracked changes denoting where the text has been changed; the other a clean version (uploaded as the manuscript file).

Important additional instructions are given below your reviewer comments.

Please prepare and submit your revised manuscript within 60 days. If you anticipate any delay, please let us know the expected resubmission date by replying to this email. Please note that revised manuscripts received after the 60-day due date may require evaluation and peer review similar to newly submitted manuscripts.

Thank you again for your submission. We hope that our editorial process has been constructive so far, and we welcome your feedback at any time. Please don't hesitate to contact us if you have any questions or comments.

Sincerely,

Luther A Bartelt

Associate Editor

PLOS Neglected Tropical Diseases

Sharon Tennant

Deputy Editor

PLOS Neglected Tropical Diseases

***********************

Reviewer's Responses to Questions

Key Review Criteria Required for Acceptance?

As you describe the new analyses required for acceptance, please consider the following:

Methods

-Are the objectives of the study clearly articulated with a clear testable hypothesis stated?

-Is the study design appropriate to address the stated objectives?

-Is the population clearly described and appropriate for the hypothesis being tested?

-Is the sample size sufficient to ensure adequate power to address the hypothesis being tested?

-Were correct statistical analysis used to support conclusions?

-Are there concerns about ethical or regulatory requirements being met?

Reviewer #1: For the initial screen, it makes sense to add each compound concurrently with the bacteria for biofilm and growth assays. However, in the additional validation experiments for the most promising compounds, it would be stronger to add each drug to an established biofilm of EAEC (to model administration of the treatment post-infection).

The authors could take the validation a step further by including intestinal cells, intestinal flora, etc. to test if these compounds remain effective in a model more similar to the gut environment.

Did the formation of biofilms on the surfaces of the well interfere with the OD595nm read to measure bacterial growth? If so, was there a way to adjust for this?

Reviewer #2: The objectives of the study are clearly articulated. The study design is appropriate to address the stated objectives. The selected EAEC isolates and the compounds screened are clearly described. The sample size is sufficient for the hypothesis being tested. The statistical analysis is adequate to support the limited conclusions.

Reviewer #3: (No Response)

Reviewer #4: (No Response)

--------------------

Results

-Does the analysis presented match the analysis plan?

-Are the results clearly and completely presented?

-Are the figures (Tables, Images) of sufficient quality for clarity?

Reviewer #1: Fig.5 is a key figure for the study, but the statistical comparisons for these experiments and their p-values are not all shared and their representation on the figures is confusing. The text and figure legends are unclear as to if the significant comparisons are between the treated and untreated condition for each strain, or if the measured reduction with treatment was compared between strains or to the WT condition. Error bars appear quite small suggesting precise data, but it is not specified whether they are SEMs, SD, etc. Additionally, two graphs are labeled as (c) - rather than one as (b) and one as (c). These issues made it difficult to evaluate the data presented.

Incomplete presentation of the statistical analyses and disclosure of what the error bars represent needs to be addressed throughout -- but most importantly in Fig.s 5 and 6.

Reviewer #2: The results and analysis follow from the introduction and match the methods. The results are generally clearly and completely represented. The tables and figures are clear and are adequately described.

Reviewer #3: (No Response)

Reviewer #4: (No Response)

--------------------

Conclusions

-Are the conclusions supported by the data presented?

-Are the limitations of analysis clearly described?

-Do the authors discuss how these data can be helpful to advance our understanding of the topic under study?

-Is public health relevance addressed?

Reviewer #1: The conclusions are generally well supported and discussed well.

Inclusion of multiple, diverse EAEC isolates (Table 3) strengthens the impact of this study. The analysis of which strains responded to which compounds and the genes and alleles in those strains supports the hypothesis of MMV687800’s interaction with aaf and aap. These findings suggest that a combination treatment of different biofilm inhibitors could have broad spectrum effects on diverse EAEC strains. Was a mixed treatment considered or tested?

The authors speculate that because their choice compounds are not bactericidal, selective pressure for resistance will be reduced. However, within a culture, if some bacteria are successful in maintaining a biofilm and thus are better able to replicate, that could be sufficient to select for resistors. In Fig.4a, we see a decrease in biofilm inhibition across the first 18 hours for three different compounds. To verify the idea that resistors are not arising, bacteria can be sampled across the time lapse of the infection and sequenced for SNPs or tested for resistance ability.

The authors speculate that MMV687800 will be specific for EAEC due to its proposed specificity to aap and aafA. This could easily be tested by measuring the effect of MMV687800 on the growth of a nonpathogenic E. coli strain and on biofilm formation of a different type of bacteria that creates biofilms (like UPEC). Some of the hits in this study which do not appear to interact with aap or aafa may also have effects on other biofilm-forming E. coli.

Reviewer #2: The conclusions are supported by the data present. The limitations of the study and analysis are clearly described. The authors discuss how these data will be helpful of advance our understanding of EAEC colonization. Public health relevance is mentioned but understated. The clinical development of small molecule biofilm inhibitors will have major public health impact.

Reviewer #3: (No Response)

Reviewer #4: (No Response)

--------------------

Editorial and Data Presentation Modifications?

Use this section for editorial suggestions as well as relatively minor modifications of existing data that would enhance clarity. If the only modifications needed are minor and/or editorial, you may wish to recommend “Minor Revision” or “Accept”.

Reviewer #1: A color coded system could improve Table 3 by using color to depict positive vs. negative values, color coding all values greater than the cut-off of 30% biofilm inhibition, or a gradated color system that corresponds to the size of the value.

There is a typo in the figure legend of Fig 4. Should be than instead of then

Reviewer #2: Minor editorial suggestions:

p. 9 second paragraph second line: "eluted" not "eluded"

p. 12 Methods - Statistical analysis: Suggest clarify and expand to provide additional detail.

pp. 25-30 References. Suggest using a reference manager to better standardize the references. Several of the references have errors in spelling of author names.

p. 35. Figure 5. Suggest checking placement on graphs of the * indicating p<0.05.

Reviewer #3: (No Response)

Reviewer #4: (No Response)

--------------------

Summary and General Comments

Use this section to provide overall comments, discuss strengths/weaknesses of the study, novelty, significance, general execution and scholarship. You may also include additional comments for the author, including concerns about dual publication, research ethics, or publication ethics. If requesting major revision, please articulate the new experiments that are needed.

Reviewer #1: The authors present several promising candidates to reduce EAEC biofilms which may lead to novel therapeutics for this diarrheagenic pathogen. This study incorporates several tools (e.g. AutoDoc, MMV Pathogen Box) which facilitate quick screening to find new treatments for understudied pathogens. Isogenic knock-out and rescue experiments cleanly support the hypothesis.

Reviewer #2: This most interesting paper describes the identification of 5 small molecules capable of inhibiting biofilm formation without inhibiting growth by selected strains of Enteroaggregative E. coli, a major diarrheal pathogen. Applying a variety of microbiologic, molecular, and computational techniques, the authors provide considerable evidence for the identification of a putative target for one of the small molecules. Overall, the study is well executed and the manuscript is well written. The methods are described in detail with adequate references. The results are clearly presented. The discussion including limitations and conclusions is reasonable and informative. This paper will be of widespread interest as the development of small molecule biofilm inhibitors will have significant clinical and public health impact for the treatment of bacterial infections.

Reviewer #3: PNTD-D-21-01605 Review:

In this manuscript, the authors used an existing chemical library to screen for compounds with anti-biofilm formation against enteroaggregative E. coli (EAEC). They predominantly focussed on two strains of EAEC, one a reference strain from Peru, and the other isolated in their lab from Nigeria. They also used a further 25 strains from their lab for validation. Their analysis identified five potential compounds with strong anti-biofilm activity, and they further investigated the binding affinity for one of these compounds. Overall, this is interesting work, and although preliminary, offers potential new approaches for developing treatments to these organisms. I have number of comments for improving the manuscript. Regrettably, the authors did not include line numbers in their manuscript, so I will attempt to describe the position using page numbers only.

- It has been well established over many years that the use of so-called “dynamite” or “plunger” bar plots to describe continuous distribution data is unhelpful and in many cases misleading, since they hide the true distribution of the individual samples (e.g. see Drummond & Vowler, 2011, Br J. Pharmacol https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3087125/). Moreover, error bars can also be very misleading, and in the case of the various figures in this manuscript which use them (Figures 1, 4, 5, 6, 7), the authors do not even state what those error bars represent (are they standard deviation, standard error, 95% confidence intervals, or something else?). The authors must replace all bar/dynamite/plunger plots in their figures with a more appropriate figure type that adequately shows the distribution of sample values, e.g. boxplot, dotplot, or beehive plot.

- I find some elements of the workflow for identifying and validating compounds difficult to follow at times. For example, on page 13, the authors write that “the three unvalidated hits… …in this study are kinetoplastid inhibitors”. As I read this, my thought was “what 3 hits?” – this is the first mention of these 3 hits in the text. I understand that this is described in the Figure 1 workflow, as well as later in the manuscript, but it is an abrupt introduction suggesting the text has been rearranged at some-point. This section would benefit from rewording to make the workflow much clearer for the reader, rather than relying on figures or introducing points out of order.

- Page 14 – why did the authors choose to test the concentration dependency of only 3 out of 4 active compounds against strain 042? Compound MMV687697 is missing from this analysis, but there is no explanation for this, relating to my earlier point about the workflow being unclear in places.

- Page 14 – there is a single sentence paragraph that describes how the planktonic cell growth of test strains was not significantly different from controls. However, is it not true that this is because the authors specifically screened and excluded any compounds that resulted in >10% growth reduction? The sentence appears to highlight a result that was inevitable. If the purpose of this sentence is to confirm a previous result, perhaps this should be moved elsewhere?

- Page 14 – the authors state (with reference to Figure 3) that “hits exhibited potent activity, with concentrations as low as 2.5µM inhibiting biofilm formation by up to 30%”. However, examination of Figure 3 suggests that this was only for MMV687800, and that the other drugs may actually have inhibited biofilm formation more than this. Since this is an important result, it would be clearer if the authors expanded this section to describe the individual effects for each drug.

- Figure 1 and elsewhere – it appears that some of the compounds screened resulted in a negative growth inhibition, which presumably means they enhanced the bacterial growth rates. This includes two of the authors’ five “hit” compounds, albeit the value is small for these. Is it a concern that a biofilm inhibitor proposed as a potential future therapeutic should enhance bacterial growth rates? This should be addressed in the manuscript, ideally with additional analysis/testing, but at a minimum with some discussion around this issue.

- Table 1 provides details for the five selected compounds, but this table also provides percentage biofilm inhibition and growth inhibition. To which strain do these values pertain? There is no range given for replicates, or for the different strains tested. Is this a mean value for both strains, or a mean value for one of the strains, or something else? This table needs more detail and better labelling.

Minor Comments:

- I would like some clarification on the actual amount of DMSO used in these experiments. On page 7, the authors state that final concentration of DMSO did not exceed 1%. However, it is not entirely clear if this is correct, and this will depend on the v/v concentration in the stock solution. For most of the biofilm inhibition assays conducted (described on page 7), it appears that the authors added 5µl drug dissolved in DMSO to 195µl of culture media. This would be 2.5% v/v, assuming DMSO represented a substantial portion of the drug stock solution. Moreover, the authors also performed 2-fold serial dilution of their drug stocs (see end of page 8) – was this performed in DMSO or DMEM, since if in DMSO this would ensure that DMSO represented the largest portion of that 2.5%? Given that their control wells were conducted using 1% v/v DMSO (2µl DMSO + 198µl media), this is a potential concern.

- The authors describe making use of pre-existing whole genome sequences for the 25 samples from their lab they used for validation of their compounds, inferring allelic states in various virulence genes . However, there is no description of the genome sequencing or analysis, and the reference cited (Akinlabi 2019) appears to point to a conference abstract – there is no way to understand what sequencing or bioinformatic methods were used, and there are no accession numbers provided for these genomes. Please include more detail, including SRA/ENA accession numbers.

- Minor typo, end of page 7 (line numbers would have been helpful here) – “drug solutions dissolved in net DMSO” – I presume the authors mean “neat” DMSO?

- Minor typo, page 19 (end) – “Low et al (2017) in screen to identify TB compounds…” might need the addition of an ‘a’ to that phrase.

Reviewer #4: In this manuscript, the authors obtained five compounds that could inhibit the formation of EAEC biofilms but did not inhibit the proliferation of EAEC by screening the Medicines for Malaria Venture Pathogen Box, and discussed their mechanism of action. EAEC AaP was identified as the target of MMV687800, one of the biofilm-inhibiting compounds. This is of positive significance for the development of EAEC biofilm inhibitors to prevent EAEC colonization, thereby preventing and treating EAEC diarrhea. However, there are still some problems in this manuscript that need to be revised or answered.

1. No line number is marked in this paper, which is not conducive to manuscript review;

2. The expression of some content in the abstract is inconsistent with the meaning of the expression in the main text. For example, the meaning of "Hits exhibited at least 10-fold greater antibiofilm activity than nitazoxanide" in the abstract is inconsistent with that of "the Five validated Hits in this"Screen were found active at least 10 times lower than those of nitazoxanide (NTZ) " in the main text. Moreover, according to Figure 1, hits had a good anti-biofilm activity when the concentration was close to 10% of NTZ (Hits5µM, NTZ48.8µM), but it did not mean that the anti-biofilm activity of hits was at least 10 times that of NTZ. Because the biofilm inhibition rate at the known minimum effective concentration of NTZ is close to 50%, a further 10 times higher biofilm inhibition rate is not possible.

3. The manuscript is not rigorous enough, there are some instructions or labeling errors. For example, in P13, "in Figure 1c" should be corrected to "in Figure 1d"; In Figure 5A, "*" should be marked on SB1 instead of LV1; In Figure 6, there is no data of 3.1.14 strains and SB1 strains in the Figure, so 3.1.14 strains and SB1 strains should not appear in the legend.

4. Why is the OD value in Figure 6 much higher than that in Figure 5? Please check the data carefully and give a reasonable explanation.

5. Why is the effect of biofilm inhibition in Figure 5 expressed by OD value instead of biofilm inhibition rate? Please use biofilm inhibition rate as ordinate to make statistical graph and supplement in the manuscript. The content related to Figure 5 is not clearly expressed in the text and Figure 5. Please review it carefully, conduct statistical analysis again, and make it clear. Statistical P value should be indicated in the figure or text if significant difference is involved in comparison. Please provide relevant original data for statistical experts and reviewers to check again.

--------------------

PLOS authors have the option to publish the peer review history of their article (what does this mean?). If published, this will include your full peer review and any attached files.

If you choose “no”, your identity will remain anonymous but your review may still be made public.

Do you want your identity to be public for this peer review? For information about this choice, including consent withdrawal, please see our Privacy Policy.

Reviewer #1: No

Reviewer #2: No

Reviewer #3: No

Reviewer #4: No

Figure Files:

While revising your submission, please upload your figure files to the Preflight Analysis and Conversion Engine (PACE) digital diagnostic tool, https://pacev2.apexcovantage.com. PACE helps ensure that figures meet PLOS requirements. To use PACE, you must first register as a user. Then, login and navigate to the UPLOAD tab, where you will find detailed instructions on how to use the tool. If you encounter any issues or have any questions when using PACE, please email us at figures@plos.org.

Data Requirements:

Please note that, as a condition of publication, PLOS' data policy requires that you make available all data used to draw the conclusions outlined in your manuscript. Data must be deposited in an appropriate repository, included within the body of the manuscript, or uploaded as supporting information. This includes all numerical values that were used to generate graphs, histograms etc.. For an example see here: http://www.plosbiology.org/article/info%3Adoi%2F10.1371%2Fjournal.pbio.1001908#s5.

Reproducibility:

To enhance the reproducibility of your results, we recommend that you deposit your laboratory protocols in protocols.io, where a protocol can be assigned its own identifier (DOI) such that it can be cited independently in the future. Additionally, PLOS ONE offers an option to publish peer-reviewed clinical study protocols. Read more information on sharing protocols at https://plos.org/protocols?utm_medium=editorial-email&utm_source=authorletters&utm_campaign=protocols

PLoS Negl Trop Dis. doi: 10.1371/journal.pntd.0010809.r003

Decision Letter 1

Sharon M Tennant, Luther A Bartelt

23 May 2022

Dear %TITLE% Okeke,

Thank you very much for submitting your manuscript "Antibiofilm agents with therapeutic potential against enteroaggregative Escherichia coli" for consideration at PLOS Neglected Tropical Diseases. As with all papers reviewed by the journal, your manuscript was reviewed by members of the editorial board and by several independent reviewers. The reviewers appreciated the attention to an important topic. Based on the reviews, we are likely to accept this manuscript for publication, providing that you modify the manuscript according to the review recommendations.

Please see comments from reviewer 3 regarding a few questions that were left unaddressed. Please ensure that these comments are addressed in your revision.

Please prepare and submit your revised manuscript within 30 days. If you anticipate any delay, please let us know the expected resubmission date by replying to this email.

When you are ready to resubmit, please upload the following:

[1] A letter containing a detailed list of your responses to all review comments, and a description of the changes you have made in the manuscript.

Please note while forming your response, if your article is accepted, you may have the opportunity to make the peer review history publicly available. The record will include editor decision letters (with reviews) and your responses to reviewer comments. If eligible, we will contact you to opt in or out

[2] Two versions of the revised manuscript: one with either highlights or tracked changes denoting where the text has been changed; the other a clean version (uploaded as the manuscript file).

Important additional instructions are given below your reviewer comments.

Thank you again for your submission to our journal. We hope that our editorial process has been constructive so far, and we welcome your feedback at any time. Please don't hesitate to contact us if you have any questions or comments.

Sincerely,

Luther A Bartelt

Associate Editor

PLOS Neglected Tropical Diseases

Sharon Tennant

Deputy Editor

PLOS Neglected Tropical Diseases

***********************

Reviewer's Responses to Questions

Key Review Criteria Required for Acceptance?

As you describe the new analyses required for acceptance, please consider the following:

Methods

-Are the objectives of the study clearly articulated with a clear testable hypothesis stated?

-Is the study design appropriate to address the stated objectives?

-Is the population clearly described and appropriate for the hypothesis being tested?

-Is the sample size sufficient to ensure adequate power to address the hypothesis being tested?

-Were correct statistical analysis used to support conclusions?

-Are there concerns about ethical or regulatory requirements being met?

Reviewer #1: (No Response)

Reviewer #2: The objectives of the study are clearly articulated. The study design is appropriate to address the stated objectives. The selected EAEC isolates and the compounds screened are clearly described. The sample size is sufficient for the hypothesis being tested. The statistical analysis is adequate to support the limited conclusions.

Reviewer #3: (No Response)

Reviewer #4: (No Response)

--------------------

Results

-Does the analysis presented match the analysis plan?

-Are the results clearly and completely presented?

-Are the figures (Tables, Images) of sufficient quality for clarity?

Reviewer #1: (No Response)

Reviewer #2: The results and analysis follow from the introduction and match the methods. The results are generally clearly and completely represented. The tables and figures are clear and have been improved since the original draft.

Reviewer #3: (No Response)

Reviewer #4: (No Response)

--------------------

Conclusions

-Are the conclusions supported by the data presented?

-Are the limitations of analysis clearly described?

-Do the authors discuss how these data can be helpful to advance our understanding of the topic under study?

-Is public health relevance addressed?

Reviewer #1: (No Response)

Reviewer #2: The conclusions are supported by the data presented. The limitations of the study and analysis are described. The authors discuss how these data will be helpful of advance our understanding of EAEC colonization. Public health relevance is mentioned. The clinical development of small molecule biofilm inhibitors may have public health impact

Reviewer #3: (No Response)

Reviewer #4: (No Response)

--------------------

Editorial and Data Presentation Modifications?

Use this section for editorial suggestions as well as relatively minor modifications of existing data that would enhance clarity. If the only modifications needed are minor and/or editorial, you may wish to recommend “Minor Revision” or “Accept”.

Reviewer #1: (No Response)

Reviewer #2: (No Response)

Reviewer #3: (No Response)

Reviewer #4: (No Response)

--------------------

Summary and General Comments

Use this section to provide overall comments, discuss strengths/weaknesses of the study, novelty, significance, general execution and scholarship. You may also include additional comments for the author, including concerns about dual publication, research ethics, or publication ethics. If requesting major revision, please articulate the new experiments that are needed.

Reviewer #1: This revision clarifies aspects of the methods, statistical analyses, and figures which were unclear in the previous version. The experiments in this manuscript are well-thought-out and relevant to the field. These findings present several novel compounds valuable for future research and with potential for clinical application for EAEC.

Reviewer #2: This most interesting paper describes the identification of 5 small molecules capable of inhibiting biofilm formation without inhibiting growth by selected strains of Enteroaggregative E. coli, a major diarrheal pathogen. Applying a variety of microbiologic, molecular, and computational techniques, the authors provide considerable evidence for the identification of a putative target for one of the small molecules. Overall, the study is well executed and the manuscript is well written. The methods are described in detail with adequate references. The results are clearly presented. The discussion including limitations and conclusions is reasonable. This paper will be of widespread interest as the development of small molecule biofilm inhibitors will have significant clinical and public health impact for the treatment of bacterial infections. The current version of the manuscript is much improved.

Reviewer #3: PNTD-D-21-01605R1 Revision Review:

In this revised manuscript, the authors have dealt with many of my comments as well as those of the other reviewers, and I thank them for this. The manuscript is much improved as a result.

Although the authors have now added line numbers to the tracked changed version of the manuscript, the lines they refer to in their rebuttal table do not appear to correspond to these line numbers (in some cases where I was able to track their change, it was to over 100 lines and multiple pages different from that stated), meaning it is still very difficult to track the changes and comments they refer to in many instances.

Moreover, there are still some points which have not yet been adequately addressed.

- I asked the authors to replace dynamite plots, because they are well known to be misleading, and no longer considered best practice for open data reporting and transparency. The authors have reformatted only one of their figures, introducing a box plot for Figure 9, and for this I thank them. I am also grateful that the authors now more clearly define what their error bars mean. However, a number of the remaining figures (1d, 4a-c, 5a-d, 6) are still presented as dynamite plots, and the authors provide no justification for fixing one plot but not fixing any of the others. Please change these figures.

- I thank the authors for explaining in their rebuttal why they did not include compound MMV687696 in their concentration dependant assays. I can appreciate that gaining access to some compounds may be challenging (although this does present a challenge if something is proposed as a candidate for treatment). Despite their response stating that this compound could not be procured, and their statement that this is mentioned on page 22 lines 564-565, I regret that I could find no mention of this within the revised manuscript, either at the lines specified or elsewhere. I apologise if I have overlooked something, but it would be good to make this point clear in the manuscript, so others can see it.

- I also asked the authors to revise Table 1, because the columns “Percentage biofilm inhibition” and “Percentage growth inhibition” each contain a single value, and it was not clear what this is (and still is not). The authors have now revised the table heading to state that this is for “042 and MND005E”, but this still does not explain what those single values per cell are – are they the mean, median, value for a specific strain (where tested singly)? Changing the title has not resolved this query – please clarify what the table is showing in those columns, and if necessary expand it into two columns (one for each strain).

- Regarding the DMSO, I am glad that the authors have performed additional validation to show that DMSO does not have a strong effect on biofilm inhibition (although the table in their rebuttal indicates that actually DMSO may have a substantial effect on MMV688990) – shouldn’t this data be presented within the manuscript or as a supplement, rather than merely as a response to reviewers?

- Furthermore, although the authors have partially addressed the issue about DMSO concentration, the manuscript text does not fully reflect this – the revised Methods for the inhibition assays still state that “5 μl of 200 μM drug solutions dissolved in neat DMSO…” was used with “195 μl of high glucose Dulbecco’s Modified Eagles Medium”. This is still different from the controls, yet it is still preceded by the statement “In every set up, final concentration of DMSO did not exceed 1%”, which is not correct. Please adjust the text to more accurately reflect what was done.

Reviewer #4: The authors have revised and explained according to the review comments properly. The scientific quality of the manuscript has increased in the revised version. In my opinion, The revised manuscript can be accepted for publication.

--------------------

PLOS authors have the option to publish the peer review history of their article (what does this mean?). If published, this will include your full peer review and any attached files.

If you choose “no”, your identity will remain anonymous but your review may still be made public.

Do you want your identity to be public for this peer review? For information about this choice, including consent withdrawal, please see our Privacy Policy.

Reviewer #1: No

Reviewer #2: No

Reviewer #3: No

Reviewer #4: No

Figure Files:

While revising your submission, please upload your figure files to the Preflight Analysis and Conversion Engine (PACE) digital diagnostic tool, https://pacev2.apexcovantage.com. PACE helps ensure that figures meet PLOS requirements. To use PACE, you must first register as a user. Then, login and navigate to the UPLOAD tab, where you will find detailed instructions on how to use the tool. If you encounter any issues or have any questions when using PACE, please email us at figures@plos.org.

Data Requirements:

Please note that, as a condition of publication, PLOS' data policy requires that you make available all data used to draw the conclusions outlined in your manuscript. Data must be deposited in an appropriate repository, included within the body of the manuscript, or uploaded as supporting information. This includes all numerical values that were used to generate graphs, histograms etc.. For an example see here: http://www.plosbiology.org/article/info%3Adoi%2F10.1371%2Fjournal.pbio.1001908#s5.

Reproducibility:

To enhance the reproducibility of your results, we recommend that you deposit your laboratory protocols in protocols.io, where a protocol can be assigned its own identifier (DOI) such that it can be cited independently in the future. Additionally, PLOS ONE offers an option to publish peer-reviewed clinical study protocols. Read more information on sharing protocols at https://plos.org/protocols?utm_medium=editorial-email&utm_source=authorletters&utm_campaign=protocols

References

Please review your reference list to ensure that it is complete and correct. If you have cited papers that have been retracted, please include the rationale for doing so in the manuscript text, or remove these references and replace them with relevant current references. Any changes to the reference list should be mentioned in the rebuttal letter that accompanies your revised manuscript. If you need to cite a retracted article, indicate the article's retracted status in the References list and also include a citation and full reference for the retraction notice.

PLoS Negl Trop Dis. doi: 10.1371/journal.pntd.0010809.r005

Decision Letter 2

Sharon M Tennant, Luther A Bartelt

12 Sep 2022

Dear %TITLE% Okeke,

We are pleased to inform you that your manuscript 'Antibiofilm agents with therapeutic potential against enteroaggregative Escherichia coli' has been provisionally accepted for publication in PLOS Neglected Tropical Diseases.

Before your manuscript can be formally accepted you will need to complete some formatting changes, which you will receive in a follow up email. A member of our team will be in touch with a set of requests.

Please note that your manuscript will not be scheduled for publication until you have made the required changes, so a swift response is appreciated.

IMPORTANT: The editorial review process is now complete. PLOS will only permit corrections to spelling, formatting or significant scientific errors from this point onwards. Requests for major changes, or any which affect the scientific understanding of your work, will cause delays to the publication date of your manuscript.

Should you, your institution's press office or the journal office choose to press release your paper, you will automatically be opted out of early publication. We ask that you notify us now if you or your institution is planning to press release the article. All press must be co-ordinated with PLOS.

Thank you again for supporting Open Access publishing; we are looking forward to publishing your work in PLOS Neglected Tropical Diseases.

Best regards,

Luther A Bartelt

Academic Editor

PLOS Neglected Tropical Diseases

Sharon Tennant

Section Editor

PLOS Neglected Tropical Diseases

***********************************************************

Reviewer's Responses to Questions

Reviewer #3: Review PNTD-D-21-01605R2

In this revised manuscript, the authors have responded fully to my comments. The manuscript, figures and data transparency are now greatly improved, and I thank the authors for engaging with and addressing my comments.

Mathew Beale

PLoS Negl Trop Dis. doi: 10.1371/journal.pntd.0010809.r006

Acceptance letter

Sharon M Tennant, Luther A Bartelt

23 Sep 2022

Dear %TITLE% Okeke,

We are delighted to inform you that your manuscript, "Antibiofilm agents with therapeutic potential against enteroaggregative Escherichia coli," has been formally accepted for publication in PLOS Neglected Tropical Diseases.

We have now passed your article onto the PLOS Production Department who will complete the rest of the publication process. All authors will receive a confirmation email upon publication.

The corresponding author will soon be receiving a typeset proof for review, to ensure errors have not been introduced during production. Please review the PDF proof of your manuscript carefully, as this is the last chance to correct any scientific or type-setting errors. Please note that major changes, or those which affect the scientific understanding of the work, will likely cause delays to the publication date of your manuscript. Note: Proofs for Front Matter articles (Editorial, Viewpoint, Symposium, Review, etc...) are generated on a different schedule and may not be made available as quickly.

Soon after your final files are uploaded, the early version of your manuscript will be published online unless you opted out of this process. The date of the early version will be your article's publication date. The final article will be published to the same URL, and all versions of the paper will be accessible to readers.

Thank you again for supporting open-access publishing; we are looking forward to publishing your work in PLOS Neglected Tropical Diseases.

Best regards,

Shaden Kamhawi

co-Editor-in-Chief

PLOS Neglected Tropical Diseases

Paul Brindley

co-Editor-in-Chief

PLOS Neglected Tropical Diseases

Associated Data

    This section collects any data citations, data availability statements, or supplementary materials included in this article.

    Supplementary Materials

    S1 Table. Comparative concentration dependent antibiofilm activity of three compounds diluted in DMEM and DMSO.

    Antibiofilm activity of the three compounds diluted in DMEM or DMSO were mostly comparable at the concentrations tested.

    (XLSX)

    S2 Table. Pathogen box compound classification and biofilm inhibition screen outcome.

    Five (1.25%) of the 400 compounds in pathogen box exhibited antibiofilm activity against EAEC.

    (XLSX)

    S3 Table. Antibiofilm activity of hit compounds against commensal E. coli strains measured as % inhibition.

    All hits demonstrated minimal inhibition of biofilms formed by commensal E. coli strains tested with MMV687800 exhibiting the least effect.

    (XLSX)

    S1 Fig. Time course inhibition of biofilms in EAEC 042 using different hit concentrations of (a) MMV688978, (b) MMV687800, (c) MMV688990.

    Activity was highest and concentration dependent at earlier time points; 4 and 8 h confirming that hits more likely inhibit target(s) critical to early-stage biofilm formation in EAEC.

    (PPTX)

    Attachment

    Submitted filename: PB screen DAK reviewers responsev7.docx

    Attachment

    Submitted filename: Reviewers response round 2.docx

    Data Availability Statement

    Sequence data have been submitted to ENA and are available from ENA https://www.ebi.ac.uk/ena/browser/home and Genbank https://www.ncbi.nlm.nih.gov/genbank/. Respective Accession numbers are listed in the manuscript. EAEC genomes were those of strain 042, Accession number FN554767.1 and others submitted to Genbank as part of Bioproject PRJEB8667, Accession numbers SAMEA104165261 SAMEA104352140 SAMEA104352126 SAMEA7457275 SAMEA104351965 SAMEA6102364 SAMEA5616030 SAMEA5615745 SAMEA5615748 SAMEA104351904 SAMEA6102379 SAMEA104165114 SAMEA7457281 SAMEA5615718 Other relevant data are within the manuscript and its Supporting information files.


    Articles from PLoS Neglected Tropical Diseases are provided here courtesy of PLOS

    RESOURCES