Abstract
Quorum sensing inhibitors (QSIs) are being used widely as a promising alternative to antibiotics and drawing attention as potential pollutants. However, the assessment methods of the toxicities of QSIs, including model organism and affecting time, have not been established. To investigate how model organism and acting time impact the toxicities of QSIs, the effect of 4 QSIs to Aliivibrio fischeri and Bacillus subtilis were determined at different exposing time in the present study. The results showed that the toxic effects of QSIs to gram-negative bacteria (A fischeri) and gram-positive bacteria (B subtilis) were different and time dependent. As for A fischeri, QSI (furaneol acetate, FA) merely showed inhibition on the bioluminescence from hours 1 to 2. But from hours 3 to 6, low concentration FA exerted stimulation on the bioluminescence. Then, this stimulation disappeared from hours 7 to 14, and after hour 15 the stimulation appeared again. That is to say, QSIs showed intermittent hormesis effect on the bioluminescence of A fischeri. By contrast, only inhibition was observed in the toxicity test process of QSIs to B subtilis. As exposing time goes, the inhibition weakened gradually when FA was at low concentration regions. What is more, in the present, study toxic mechanisms were also discussed based on model organisms and exposing time. This study demonstrates appreciable impacts of model organism and exposing time on toxicities of QSIs and provides a theoretical basis for risk assessments after QSIs being widely used into the environment.
Introduction
Quorum sensing inhibitors (QSIs) are a new class of antibiotic drugs that act on the quorum sensing (QS) system of bacteria. As QSIs are unlikely to make bacteria to generate antibiotic resistance, 1 they are regarded as promising antibiotic agents instead of antibiotics against the abuse of antibiotics and the dissemination of resistance genes. 2,3 Then, whether the spread of QSIs will bring about negative impacts on the environment and what impact they will cause are important questions worthy of note.
A considerable number of studies have addressed the biological effect of synthetic QSIs to microorganisms 4 –10 and revealed the effect of QSIs on bacterial biofilm formation, bioluminescence, virulence production, and growth. For instance, Hentzer et al demonstrated that furanone can inhibit virulence factor expression and increase bacterial susceptibility to tobramycin. 11 However, these studies are far from perfect due to the fact that they mainly focused on gram-negative bacteria as a model organism and the toxicity tests were operated at a certain exposing time. In the natural environment, there exist gram-positive bacteria as well, and the acting time of pollutants may cover each stage of bacterial growth. Therefore, it is worthwhile to investigate how model organism and exposing time impact the toxicities of QSIs to microorganism.
It is well known that the toxic mechanism of QSIs is to block QS pathways by competing with the signaling molecules to bind to receptor proteins, as QSIs are the analogs of signal molecules of QS. 12 Quorum sensing refers to a cell–cell communication that controls the gene expression involving physiological functions, 13 such as bioluminescence, 14 biofilm formation, 15 and the production of toxin factors. 16 According to chemical structures of signal molecules and pathways, QS system can be mainly divided into 3 categories. Figure 1 shows 3 canonical QS systems.

Three canonical quorum sensing systems. (A) LuxI system is in charge of intraspecific communications of gram-negative bacteria. N-acyl homoserine lactones (AHLs) are the signal molecules, which is called AI-1; (B) LuxS system is for interspecific communications among both gram-negative and gram-positive bacteria, using derivatives of 4,5-dihydroxy-2,3-pentanedione (DPD) as the signal molecules, also known as AI-2; (C) the system that is regulated by oligopeptide compounds for intraspecific communication in gram-positive bacteria (data from 17 ).
Aliivibrio fischeri is gram-negative bacteria that has a well-studied QS, namely, LuxI/AI-1 and LuxS/AI-2. LuxI/AI-1 includes 2 signal molecules, C6 and C8, which are regulated by luxR/luxI genes and ainR/ainS genes, respectively. Both LuxI/AI-1 and LuxS/AI-2 control the bioluminescence of A fischeri. Bacillus subtilis is gram-positive bacteria that is distributed in soil and decaying organic matter and is widely used in the detection of pollutant toxicity. Bacillus subtilis has the LuxS/AI-2 system.
In the present study, close attention is paid to the toxicities of QSIs to A fischeri and B subtilis with exposing time going using luminous intensity and mass growth as the bioassay end point, respectively. In addition, the toxic mechanisms on gram-negative bacteria and gram-positive bacteria are also discussed. This study provides theoretical support for environmental risk assessment on QSIs.
Methods and Materials
All the compounds were purchased in the highest commercially available purity (99%) from Sigma-Aldrich (St. Louis, MO, USA). The information of the compounds is listed in Table 1. Dimethyl sulfoxide at a concentration below 0.1% was used to increase the solubility of the compounds. Aliivibrio fischeri (No. ATCC 7744) was obtained from the Institute of Microbiology, Chinese Academy of Sciences (Beijing, China). Bacillus subtilis (No. 168) was supplied by Biovector Science Lab, Inc (Beijing, China).
Name, Abbreviation, CAS, and Structural Formula of the Tested Chemicals.
Abbreviations: CAS, Chemical Abstracts Service; SL, solute loss.
To validate the stability of QSIs, 1 mM QSIs solution were prepared and treated at 37°C for 24 hours. The concentrations were measured by high-performance liquid chromatography (Waters 2695 high-performance liquid chromatograph with a C18 column [Sunfire, 5 μm, 4.6 mm ×150 mm] and ultraviolet/visible detector [Waters 2489], Waters Corporation, Taunton, MA, USA). Methanol and water were used as mobile phase. The concentration ratio was 7:3 and the flow rate was 0.5 mL/min. The solute loss is shown in Table 1.
Prior to the toxicity test, B subtilis strains and A fischeri strains were separately inoculated in 5-mL Lysogeny broth (LB) and cultivated at 37°C till log growth phase. Then, the 2 bacterial solutions were diluted by 1% (B subtilis) and 2% (A fischeri) NaCl solution, respectively, to ensure bacterial density about 103 CFU/mL.
As for A fischeri, the test compounds were dissolved and diluted into gradient concentrations using 2% NaCl. Then, 80 μL of diluted chemical solution, 80 μL of 2.5-fold LB, and 40 μL of diluted bacterial solution were added into a 96-well plate orderly. The bioluminescence values were measured per hour during a 24-hour culturing using microplate reader (Berthold Technologies Ltd, Bad Wildbad, Germany).
The toxicity test method of B subtilis is similar to that of A fischeri. The difference is that the concentration of NaCl solution was adjusted from 2% to 1% in the diluting process. Then, the OD600 values of B subtilis solutions were measured per hour during a 24-hour exposing time using Bioscreen automatic growth curve analyzer (Bioscreen, Helsinki, Finland).
In each experiment, we set wells with no test compound in them as the control group. All the toxicity tests were operated in triplicates. The results are obtained using the following equation:
where RU 0 is the bioluminescence value (A fischeri) or OD600 (B subtilis) of the control groups. RU i is the bioluminescence value or OD600 of the groups treated by compounds at concentration i. Statistical analyses were performed using ORIGIN 8.1 software (OriginLab Inc, Northampton, MA, USA).
Results and Discussion
Assay of Bioluminescence Curve and Bacterial Growth Curve
The bioluminescence value of A fischeri and biomass (OD600) of B subtilis over 24 hours were determined in the present study. Figure 2 shows the growth curves of A fischeri (A) and B subtilis (B). The bioluminescence values of A fischeri were low at the lag phase between 0 and 8 hours, and rapidly increased to a peak at 14 hours at the log phase (9-14 hours). Then, the bioluminescence values showed a decline after 15 hours (Figure 2A). The changes of bioluminescence were mainly regulated by QS system.
18
As for B subtilis, the bacteria were in the lag phase between 0 and 6 hours and entered into log growth phase at 6 hours, after which the OD600 values sharply increases to a peak at 14 hours and kept stable till 24 hours

Bioluminescence (HV) of Aliivibrio fischeri (A) and biomass (OD) of Bacillus subtilis (B) over 24 hours.
Toxicity Tests for A Fischeri over 24 hours
To investigate how exposing time impacts the toxicity of QSIs to bacteria, the toxicities of 4 QSIs to A fischeri were determined from 0 to 24 hours. The results revealed the toxic effect of the 4 compounds were similar, and furaneol acetate (FA) is taken, for example, to analyze the rules. Other results are given in Supplementary Figures 1 to 3.
The dose–response relationship between FA and bioluminescence of A fischeri from hours 0 to 24 is shown in Figure 3. The toxic effect can be divided into 4 stages according to whether or not there is hormesis phenomenon. A detailed analysis of the dose–response relationship is given.

Dose–response relationship between FA and Aliivibrio fischeri over 24 hours. Hormesis effect arises from hours 3 to 6 and 15 to 24 (within 24 hours). FA indicates furanone acetate.
From hours 1 to 2, FA shows merely inhibition on the bioluminescence of A fischeri, and the inhibition is enhanced with concentration increasing (Figure 3). Since FA is similar with N-acyl homoserine lactones (AI-1) on molecular structure, water solubility, and lipid solubility, 19,20 The FAs can quickly enter the cells and competitively bind to the LuxR protein. This process reduces LuxR-C6 complex, leading to an inhibition on bioluminescence by disrupting the expression of luxICDABEG genes (Figure 4A-III).

Dose–response relationship at particular points of growth and corresponding mechanisms of toxicity of FA to Aliivibrio fischeri. (A), (B), (C), and (D) show the dose–response relationship (I), the growth phase (II), and toxic mechanism (III) of FA to A fischeri at hours 1, 3, 13, and 23, respectively. FA indicates furanone acetate.
From hours 3 to 6, FA exerts hormesis effect on A fischeri (Figure 3). Hormesis refers to a phenomenon that is characterized by low-dose stimulation and high-dose inhibition. Numerous studies have demonstrated that hormesis is a common phenomenon in the laboratory and natural environment. 21 –24 As shown in Figure 4 B-I, with the concentration (−lgC (M)) of FA increases from −4.82 to −4.35, the inhibiting rate declines to negative. That is to say, FA enhances the bioluminescence. The maximum stimulating rate reaches to 34.69% with FA at the concentration (−lgC (M)) of −4.55. Since bacteria are in lag phase (Figure 4B-II), AinR protein and C8 begin to be expressed abundantly, while the amount of LuxR protein and C6 are relatively low. 25 Furaneol acetate can more easily bind to AinR protein than C8, leading to an increase in dissociative form of C8. 23 Next, C6 and C8 bind to LuxR protein, which induces a promotion on bioluminescence of A fischeri (Figure 4B-III). This is why FA can stimulate the bioluminescence. However, with the concentration of FA goes up, FA can also bind to LuxR protein. This binding makes bioluminescence weakened, thus the inhibition recovers.
From hours 7 to 14, hormesis effect disappears and only inhibition can be observed. Take the hour 13, for example, as the bacteria enter into log phase
From hours 15 to 24, hormesis effect occurs again. The maximum promotion reaches to 58.13% at FA concentration (−lgC (M)) of hours 4.21 at hour 23 (Figure 4D-I). As the bacteria enter into the later stage of the stationary phase (Figure 4D-II), there is a strong possibility that C8 production and the expression of AinR remain at a high level. As described previously, FA can readily bind to AinR protein rather than LuxR protein, enabling LuxR protein to form LuxR-C8 complex with C8 (Figure 4D-III). As a result, low concentration of FA stimulates bioluminescence. That is to say, excessive binding of AI-1 and LuxR protein derived from the presence of FA is the cause of bioluminescence facilitation. Nevertheless, with the concentration of FA increases, there remains extra FA to bind to LuxR protein, which depresses the formation of LuxR-C8 complex and subsequent expressions of genes involving bioluminescence. Thus, high concentration of FA exerts inhibition on bioluminescence.
Toxicity Tests for B subtilis Over 24 hours
The toxicities of 4 QSIs to B subtilis were determined. The experimental results suggest that 4 QSIs assume similar effect to B subtilis with time. Furaneol acetate is taken, for example, to analyze the rules; other results are given in Supplementary Figures 4 to 6.
The toxicity of FA to B subtilis (0-24 hours) is shown in Figure 5. Toxic effect can be divided into 3 stages: (1) from hours 0 to 5, only slight inhibition is observed (up to 20.0%); (2) from hours 6 to 12, inhibition reaches over 41.2% on each occasion (hours 6-9), then weakens when FA is at low concentration (hours 9-12); and (3) the toxic effect tends to be stable S shape (from hours 13 to 24). Apparently, time-dependent toxicities of FA to B subtilis are different from those to A fischeri; this is reasonably derived from diverse QS systems.

Dose–response relationship between FA and Bacillus subtilis over 24 hours. Only inhibitory effect can be observed within 24 hours, toward which the dose–response relationship tends to be an S-shaped curve. FA indicates furanone acetate.
Previous studies have examined the inhibitory effect of furanone on B subtilis 27,28 and indicated that furanone produced toxicity by acting on Al-2 QS system of B subtilis. 29 In Al-2 QS system, LuxS protein produces AI-2 signal molecule to regulate the QS system. However, exogenous FA could covalently bind to LuxS protein, deactivating LuxS and decreasing the production of AI-2 signal molecule; this process yields a block to normal bacterial activities. We combine growth phase and the toxic mechanism to analyze the dose–response relationship between FA and B subtilis over 24 hours.
From hours 1 to 5, only marginal inhibitions are observed (Figure 6A-I). Since the bacteria are in the lag growth phase (Figure 6A-II), the bacterial density and the expression of LuxS protein are relatively low, as well as the combination between FA and LuxS protein. Therefore, the inhibition of FA on B subtilis is limited.

Dose–response relationship at particular points of growth and corresponding mechanisms of toxicity of FA to Bacillus subtilis. (A), (B), and (C) show the dose–response relationship (I), the growth phase (II), and toxic mechanism (III) of FA to B subtilis at hours 1, 7, and 14, respectively. FA indicates furanone acetate.
From hours 6 to 12, FA exerts considerable inhibition on B subtilis. With time increasing, the inhibiting rate descends when FA is in low concentration region (Figure 5). As B subtilis enters into log growth phase at hour 7 (Figure 6B-II), high level of LuxS protein is expressed and FA begins to bind to LuxS protein. It can be inferred that this process decreases the production of AI-2. Since AI-2-mediated LuxR relates to biofilm formation and morphogenetic genes expressions, 30,31 FA exhibits considerable inhibition (>40%) on growth from hours 6 to 8. However, with time goes by, especially after hour 10, low concentration of FA is consumed away by binding with LuxS protein. The reminding LuxS protein generates AI-2, and the normal physiological activity is maintained. This is why low concentration of FA exerts low toxicity over time.
From hours 13 to 24, the dose–response relationship tends to be S-shaped (Figure 5). As bacteria enter into stagnation phase from hour 14 (Figure 6C-II), the concentration of LuxS protein and AI-2 tends to be stable. When exposing to low-level FA, the generation of AI-2 is slightly impacted, so low level of FA shows low toxicity. However, when exposed to high-level FA, there is sufficient FA to bind to LuxS protein and AI-2 synthesis is blocked. Summing up, the dose–response relationship tends to be S shape from hours 13 to 24.
Comparison of the Toxic Effect to A fischeri and B subtilis
Quorum sensing inhibitors generate different toxic effects on A fischeri and B subtilis. Firstly, dose–response relationships exhibit disparate changing trends. The toxicity of QSIs to A fischeri shows 4 stages with exposing time increasing: (I) only inhibitory effect exists, (II) hormesis effect occurs, (III) hormesis effect disappears and overall inhibition emerges, and (IV) hormesis phenomenon occurs again and the stimulation is enhanced with time. The stimulation on bioluminescence described in stages II and IV is ascribed to excessive binding of AI-1 and LuxR protein derived from the presence of QSIs. As for B subtilis, the toxic effect of QSIs shows a relatively simple process with 3 stages: (1) no obvious toxic effect exists, (2) an overall inhibition arises but the inhibitions of low-level of QSIs are weakened as time goes, and (3) a stable S-shaped curve forms. The differences in toxic effect result from disparate QS systems. The LuxR/LuxI-type QS system of A fischeri is complex with 2 signal molecules C6 and C8, which play roles differently at each bacterial growth phases. However, the QS system regulated by AI-2 signal molecule in B subtilis is relatively simple, as well as the toxic dose–response relationship.
Secondly, the toxic level of FA to A fischeri and B subtilis differs. As for A fischeri, no observed effect concentration (NOEC, −lgC (M)) is 4.56, and EC90 (lgC (M)) is 4.10 at hour 24. In comparison, NOEC (lgC (M)) and EC90 (lgC (M)) of FA to B subtilis are 1.91 and 1.58, respectively. It is clear that FA exerts stronger toxicity on A fischeri than on B subtilis.
Conclusions
The experimental results show that the toxic level of QSIs to gram-negative bacteria (A fischeri) is greater than that to gram-positive bacteria (B subtilis). Therefore, in the risk assessment process, these differences should be taken into consideration. Furthermore, the toxic effect of QSIs to gram-negative bacteria shows an intermittent hormesis phenomenon, so the low-dose stimulation should receive more attention when the assessment is conducted.
Supplemental Material
Supplemental Material, supplementary_data - Time-Dependent Toxicities of Quorum Sensing Inhibitors to Aliivibrio fischeri and Bacillus subtilis
Supplemental Material, supplementary_data for Time-Dependent Toxicities of Quorum Sensing Inhibitors to Aliivibrio fischeri and Bacillus subtilis by Yueheng Zhang, Jinyuan Song, Ting Wang, Haoyu Sun, Zhifen Lin, and Yinjiang Zhang in Dose-Response
Footnotes
Declaration of Conflicting Interests
The author(s) declared no potential conflicts of interest with respect to the research, authorship, and/or publication of this article.
Funding
The author(s) disclosed receipt of the following financial support for the research, authorship, and/or publication of this article: This work was funded by the Foundation of the State Key Laboratory of Pollution Control and Resource Reuse, China (PCRRK16007), the National Natural Science Foundation of China (21577105, 21777123), the National Water Pollution Control and Treatment Science and Technology Major Project of China (2018ZX07109-1), the Science & Technology Commission of Shanghai Municipality (14DZ2261100, 17DZ1200103), the State Key Laboratory of Environmental Chemistry and Ecotoxicology (KF2016-11), and the 111 Project.
Supplemental Material
Supplemental material for this article is available online.
References
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