Introduction
In 2011, Gullberg et al. found that ciprofloxacin concentrations 230-fold lower than the MIC, selected for ciprofloxacin resistant strains of
E. coli [
1]. He termed the lowest concentration of an antimicrobial that could select for antimicrobial resistance (AMR) to be the minimum selection concentration (MSC) [
1]. Two types of MSC have been defined [
2]. The MSC
denovo is defined as the minimum concentration of an antimicrobial at which one can induce
de novo resistance [
1,
2]. The MSC
select is the lowest antimicrobial concentration that selects for a resistant compared to a susceptible strain [
1,
2]. All Gullberg’s MSC experiments were performed
in vitro [
1,
3].
More recently studies have established the
Galleria mellonella infection model as a useful way to ascertain
in vivo MSC
denovo’s. One of these studies has established that the
in vivo ciprofloxacin MSC
denovo for
K. pneumoniae is 1/10
th of the dose that the European Medicines Association (EMA) defines as an acceptable daily intake (ADI) for humans [
4]. Likewise, another study found that the
in vivo Streptococcus pneumoniae MSC
denovo was 1/10
th of the concentration defines as safe by the EMA [
5]. Whilst lower than ADIs, these
in vivo MSCs were considerably higher than equivalent
in vitro MSCs [
1]. MSC
selects tend to be considerably lower than MSC
denovos. Gullberg, for example, found that the MSC
select for ciprofloxacin to be approximately 23-fold lower than the MSC
denovo [
3]. To the best of our knowledge, no study has yet assessed a MSC
select in vivo.
In this paper we assess the
in vivo ciprofloxacin MSC
select of
K. pneumoniae. We use the standard
G. mellonella in vivo model to conduct these experiments. The ciprofloxacin concentrations we test are based on the World Health Organization (WHO)/Food and Agriculture Organization (FAO) definition of an ADI. The ADI is defined by the FAO/WHO as “an estimate of the amount of a food additive in food or beverages expressed on a body weight (bw) basis that can be ingested daily over a lifetime without appreciable health risk to the consumer” [
6]. The WHO/FAO use the ADIs and other information such as dietary exposure to the relevant foodstuff to set maximum residue limits (MRLs). The WHO and FAO define the MRL as “the maximum concentration of residue resulting from the use of a veterinary drug (expressed in mg/kg or μg/kg on a fresh weight basis) that is recommended by the CAC to be legally permitted or recognized as acceptable in or on a food” [
7]. The MRL is determined as the concentration that ensures that the residues in food do not exceed the ADI [
7]. The Joint FAO/WHO Expert Committee on Food Additives (JECFA) defines the enrofloxacin ADI as 6,2 µg/kg μg/kg/bw.
Materials and Methods
Bacterial Strain and Live Microbial Inoculum Preparation
The experiments were carried out with two isogenic Klebsiella pneumoniae strains (ID M14827). The mutant strain contains an amino acid substitution mutation in the GyrB subunit (Ser464Phe) and has a ciprofloxacin MIC of 4 µg/mL. The wildtype strain has a ciprofloxacin MIC of 0.047 µg/mL. These two isogenic K. pneumoniae strains are from a clinical isolate retained at the Institute of Tropical Medicine (ITM) collection.
In Vitro Generation of Mutant Strains And Whole Genome Sequencing
In vitro generation of mutant strains, WGS and bioinformatic analysis were carried out at the STI unit, ITM. In brief,
Klebsiella pneumoniae strain (ID M14827) was revived out of the frozen stock and subcultured three times overnight onto BD
TM Columbia agar with 5% sheep blood. An 0.5 McFarland suspension of the strain was made in PBS from the overnight culture and plated separately onto Mueller-Hinton II agar plates. Next, a ciprofloxacin gradient Etest ranging between (0.002 µg/mL to 32 µg/mL) was placed (AB Biodisk, Stockholm, Sweden). After overnight incubation at 37
oC, a standardized amount of culture that was present closer to the elliptical zone of inhibition was picked and inoculated onto a new Mueller-Hinton II agar plate, followed by placing the Etests. The procedure was repeated until a colony exhibited a ciprofloxacin MIC of 4 µg/mL. The mutant strain with a ciprofloxacin MIC of 4 µg/mL was stored in skim milk at -80°C. The Etests were read using Biomerieux instructions for ciprofloxacin Etest and interpreted according to the EUCAST guidelines with ciprofloxacin resistance at ≥ 0.125 µg/mL (
https://mic.eucast.org/search/).
The mutant strain with a ciprofloxacin MIC of 4 µg/mL was outsourced to Eurofins Genomics (Germany) for isolation of DNA and whole genome sequencing (WGS) using the Illumina platform. This was followed by bioinformatic analysis and the identification of Ser464Phe substitution at the GyrB subunit. No other relevant mutations were detected within this mutant strain.
Bacterial Suspensions
The mutant (GyrB_Ser464Phe) and wildtype strains were taken out of the frozen stock, subcultured two times onto BDTM Columbia with 5% sheep blood and incubated overnight at 37°C with 5% (v/v) CO2. One colony was picked from each subculture on the blood agars, and the 50:50 mix of K. pneumoniae bacterial suspension was made with these two colonies. This bacterial suspension was inoculated into the haemocoel of Galleria mellonella (10 µL of PBS containing 103 CFU/larva).
Preparation of the 50:50 Mix of the Mutant and Susceptible Inocula for Infection
An equal McFarland stock suspension of the mutant and wildtype was made by picking up colonies from the fresh BDTM Columbia agar plates and suspending them into PBS. Next, an equal volume was pipetted from these solutions to make the 50:50 mix. This mix was vortexed thoroughly to make a homogenous suspension from both strains. A spectrophotometer (Genesys 20, Thermo Spectronic) was used to validate the concentrations of the two stock solutions before mixing and after the 50:50 mix at OD600 nm. Thus, the 50:50 mix was made with both stock suspensions having approximately the same OD600.
Injection of the Inoculum in the Galleria mellonella Larvae
The last right pro-leg of G. mellonella (Terramania, Arnhem, NL) was injected with the 50:50 bacterial mix suspension. The injection was done with only non-discolored, healthy larvae weighing between 250 to 450 mg. For the injection, insulin syringe needles of 0.3 mL U-100 (BD Micro-Fine) were used to inject 30 µL of bacterial mix suspension (2.73x105 CFU/mL) into the last right pro-leg. After 10-20 minutes, 10 µL of the ciprofloxacin ADI equivalent dose was injected into the left pro-leg. One insulin syringe needle was used for ten larvae. After injection, the larvae were placed in the incubator during the experiments at 37°C in a 5% (v/v) CO2 atmosphere. Ten larvae were picked per Petri dish, and 30 larvae were used for each ciprofloxacin ADI dose (10x ADI, 1x ADI, 1/10th, 1/100th, and 1/1000th ADI dose). Further, ten larvae were used for negative control with PBS, and five larvae were injected with only the antibiotic condition as the negative control. For the positive control, 30 larvae were injected with only the 50:50 mix and 10 µL PBS.
Injection of Ciprofloxacin
Single doses of ciprofloxacin were injected into the larvae based on the acceptable daily intake of 6,2 µg/kg of enrofloxacin. This dosage was adapted for the larvae based on the average weight of 380 mg. An ADI dose concentration of 2,36 ng of ciprofloxacin was used per larvae. To get this concentration of 2,36 ng
in vivo in the larvae, different ciprofloxacin doses (required concentration) were calculated based on the liquid volume and weight of the larvae (
Table S1). These required concentrations of ciprofloxacin that needed to be injected were calculated based on the formulas from a study by Andrea et al. [
8]. This was done by randomly weighing 20 larvae used per batch, and the average weight was calculated based on these weights. First, the correlation equation of the study from Andrea et al. was used to compare the larva's liquid volume and total weight.
The liquid volume (y) was calculated by filling out the average weight (x) of the 20 individual larvae in the equation below (
Figure S1). Next, the concentration of the injected ciprofloxacin was calculated using a different formula found by Andrea et al.
The V
larva component was calculated by the sum V
liquid + V
infection + V
compound. The V
liquid was calculated using the equation y = 0,6102x + 9,4889. The concentration
in vivo for the larvae was 2,36 ng of ciprofloxacin calculated from the ADI of 6,2 µg/kg. The required antibiotic concentration (C
compound) was calculated and filled out in the dilution scheme to make the correct antibiotic dilution containing the correct concentration based on their weight (
Table S1). This dilution scheme was calculated using the formula C
1 x V
1 = C
2 x V
2. Where C
2 represents the new calculated concentration (required concentration), according to the formulas mentioned above, and C
1 is the stock solution of ciprofloxacin. V
1 contains the volume needed to take out of the stock solution of ciprofloxacin, and V
2 is the total volume. Milli Q water was used to dilute the concentrations. Different ciprofloxacin concentrations were calculated for each batch of larvae to inoculate the different ADI concentrations (
Table S1).
Retrieval of K. pneumoniae from G. mellonella
The mortality rate of the larvae was determined at 24 and 48-hour intervals after the injection by a scoring system, where they were scored as being dead or alive. Larvae that did not respond to the touch of a toothpick and showed strong melanization were considered dead. The number of larvae used for the extraction was adjusted according to larval mortality (60-80%) such that the range of larvae sacrificed was between 4 and 10 at 24- and 48-hour time points. An incision was made in the last segment of the larvae, and the hemolymph was squeezed to collect in an Eppendorf tube containing 75 µL of PBS [
9]. This was vortexed thoroughly, and 50 µL was plated out onto the
Klebsiella ChromoSelective agar plate (KA, Merck [Darmstadt, Germany]) without ciprofloxacin (control) and on the ChromoSelective agar plate containing ciprofloxacin (1µg/ml) to deduce the ratio of the wildtype vs mutant colonies. After the hemolymph extraction, all the larvae were kept in the freezer at -80°C, immobilizing and killing them. Next, the larvae were autoclaved at 121°C for 15 minutes and disposed of. The plates containing the hemolymph were incubated at 37°C with a 5% (v/v) CO
2 atmosphere for 24 hours, and the colored purple-magenta colonies were automatically counted using SCAN 300® (Interscience, France), version 8.7.3.0. Several colonies were picked out at random for Etesting and identification via MALDI-TOF-MS.
MSCselect Determination
The MSCselect in vivo of ciprofloxacin is determined based on the increase in proportion of the mutant (resistant) vs the susceptible colonies. For each experimental condition, a single larvae was used to extract the hemolymph in 75 µL of PBS, followed by plating onto the Klebsiella ChromoSelect plate with and without ciprofloxacin. This was done for several different larvae for each condition (10x ADI, 1x ADI, 1/10th, 1/100th, 1/1000th ADI dose and positive control). The colonies were counted on each plate using an automatic colony counter SCAN 300® (Interscience, France), version 8.7.3.0. The proportion of the mutant colonies vs the susceptible colonies was then calculated.
For each ADI concentration, one colony was picked from the plate with ciprofloxacin and one colony from the plates without ciprofloxacin to determine their MICs. The colonies were suspended in PBS until 0,5-0,6 McF was reached. Afterwards, the suspension was plated onto Mueller-Hinton II agar plates using a sterile swab, and Etest was placed on the agar plates. After a 21h incubation, the Etests were read according to the EUCAST guidelines.
MALDI-TOF Mass Spectrometry
Matrix-assisted laser Desorption/Ionization-Time-of-Flight mass spectrometry was used to identify the purple-magenta colonies picked for determination of the MIC. The species conformation happened on a MALDI Biotyper Sirius IVD system using the MBT Compass IVD software and library (Bruker Daltonics, Bremen, Germany). One single colony was picked up with a toothpick and put onto a reusable polished metal MALDI-TOF plate until dried. The internal control, BTS, was spotted in the first spot. Onto the colony spots, 1 µL of formic acid was added. After, 1 µL of α-cyano-4-hydroxycinnamic acid (CHCA) matrix solution was spotted on the spots containing BTS and colonies. Next, the plate was loaded into the mass spectrometer, and the spots were read. This was done in a linear mode in a mass range of 2-20 kDa. The spectra were compared to a library containing known spectra. For the identification, reliability cut-off values of 1.7 and 2 were used to validate the results as reliable or unreliable according to their genus and species (
Table S2).
Data Processing
Plates with a high amount of colonies that were uncountable were adjusted for in the dataset. The highest number of colonies that could be counted by the colony counter on a plate was 3147. All plates with more than 3147 colonies were classified as having 3147 colonies. Given this imprecision, when both plates with and without ciprofloxacin had 3147 colonies, these were dropped from further analyses. In addition, data were dropped if the ciprofloxacin plate (the denominator) had 0 colonies (x/0). The proportions of each set of plates, control and ciprofloxacin, were calculated according to the formula (control/ciprofloxacin).
Data Analysis
Statistical analyses and data visualization, such as graphs and boxplots, were performed using GraphPad Prism® version 9.5.1. The Kruskal Wallis test was used to assess if there was a difference in the proportion of ciprofloxacin resistant colonies in any of the groups that received ciprofloxacin compared to the group that received PBS. A two-stage linear step-up procedure of Benjamini, Krieger and Yekutieli was used to adjust for multiple comparisons. The Kaplan-Meier statistical method was used for survival analysis. P-value <0.05 was considered statistically significant. Visual schemes of materials and methods were created with BioRender.com.
Results
Validating the 50:50 Ratio of the Susceptible and Mutant Strains in the Mix
The 50:50 ratio of the
K. pneumoniae mix containing the susceptible and mutant strains in equal proportions was validated
in vitro. Separate stock suspensions were made from the mutant and wildtype strains. Then, the 50:50 mix was made by pipetting an equal volume of the stock suspensions. The bacterial concentrations were validated to be an equal amount within the stock solutions and 50:50 mix using a spectrophotometer. Further, serial dilution passages with concentrations of 10
-5 and 10
-6 were prepared for the wildtype, mutant and 50:50 mix and cultured onto
Klebsiella ChromoSelect plates with and without ciprofloxacin (control). The concentrations of 10
-5 and 10
-6 were selected based on their observable colony density, in that these concentrations exhibited countable forming units. The serial dilution passage concentrations were validated with a spectrophotometer at OD
600 nm. The different colony counts were represented as a scatter plot for the two concentrations (
Figure S2).
Figure S2A shows that the wildtype strain cultured onto plates containing ciprofloxacin from the 10
-5 dilution showed no colonies. An increase in colony count was seen for the mutant strain compared to the 50:50 mix in the ciprofloxacin plates of concentration 10
-5 (
Figure S2A). On the contrary, a decrease in colonies was found for the wildtype strain compared to the 50:50 mix. The mutant and wildtype strains were significant compared to the 50:50 mix (
Table 1). The median proportion of the 50:50 mix colonies observed on the ciprofloxacin plate for concentrations 10
-5 was 0.7 (28/40). For the control plate, a generally higher colony count is observed compared to the mutant and wildtype strains (
Figure S2A). A median proportion of approximately 0.61 (46/76) was observed with medians of 35,41 and 46, respectively. However, no significant difference was found comparing the wildtype and mutant strain to the 50:50 mix (
Table 1).
At the more diluted concentration of 10
-6, the number of colonies was approximately ten-fold lower, with similar relations between the three groups to those observed at the higher concentration. The colony counts of the 50:50 mix lies in between the wildtype and mutant strain for the ciprofloxacin plates (
Figure S2B). An equal trend was observed when compared to the concentration of 10
-5. Furthermore, a significant value of 0.0079 was found for the wildtype strain compared to the 50:50 mix (
Table 1). However, no significance was observed for the mutant strain compared to the 50:50 mix (
Table 1). The median proportion of the 50:50 mix was calculated to be 0.67 (2/3) for the ciprofloxacin plates. A slightly different trend was noticed for the control plates compared to the concentration of 10
-5. A median of 4 colonies was observed for both the wildtype and mutant strain and for the 50:50 mix, 7 colonies were observed on the control plates. A proportion of 0.875 (7/8) was observed for the 50:50 mix on the ciprofloxacin plate. However, no significant difference was seen when comparing both strains to the 50:50 mix (
Table 1).
Colonization of the larvae
K. pneumoniae colonization of the larvae was required for two days. To test if the colonization for this duration was successful, colonies that appeared on the selective control plates without ciprofloxacin after hemolymph extraction on days 1 and 2 were counted. These colonies were counted for the positive control and the different ADI concentrations (10x ADI, 1x ADI, 1/10
th, 1/100
th and 1/1000
th ADI dose).
Figure S3 showed the distribution of the colony counts for the different ciprofloxacin ADI concentrations and the positive control. The 1/10
th ADI concentration showed a significant increase compared to the positive control for day 1 (
Table 2). On the other hand, a significant decrease was seen for the 1/1000
th ADI concentration compared to the positive control (
Table 2). Further, the ciprofloxacin concentrations of 1/10
th and 1/100
th ADI showed an increase in colony counts compared to the positive control for day 2 (
Table 2). The colonies appearing for each different ADI concentration and positive control showed that the colonization was successful. No colonies were seen for the negative controls, containing only PBS (data not shown).
The Mann-Whitney test was performed with the different ciprofloxacin ADI concentrations against the positive control. Two significant values were found for 1/10th ADI (P = 0.0040) and 1/1000th ADI (P = 0.0366) on day 1. The Kruskal-Wallis test was used to test the overall difference between all the different groups. A significant P-value of P = 0.0005 < 0.05 was found for day 1. The two-stage linear step-up of Benjamini test is used to adjust for multiple comparisons. Two significant values were found for day 2, the 1/10th ADI concentration (P = 0.0378) and the 1/100th ADI concentration (P = 0.0105).
Mortality Rate
The mortality rate was monitored at 24 and 48-hour intervals after injecting the larvae with the
Klebsiella pneumoniae mix and various doses of ciprofloxacin or PBS (
Table S1). A Kaplan-Meier survival graph was made showing the survival percentage for the various experimental groups on day 1 and day 2. Larvae that looked fully melanized (black) and did not move when pricking with a toothpick were considered dead (
Figure S4).
The Kaplan-Meier curve represents the mortality of the larvae scored as dead and includes the larvae used for hemolymph extraction at 24 and 48 hours (
Figure S4). The negative control (PBS only) showed the lowest mortality. By way of contrast, the positive control group showed the highest mortality. All the groups that received ciprofloxacin, except the 1/10
th ADI group, had a lower mortality rate than the positive control group, suggesting that these concentrations of ciprofloxacin were having an effect on the
K. pneumoniae.
Minimum Selective Concentration
The hemolymph of the larvae was cultured onto plates with and without ciprofloxacin, and colonies were automatically counted (
Figure S5). The violin plots represent the different colony counts for each ciprofloxacin concentration and positive control (
Figure S5). The MSC
select was defined as the lowest ciprofloxacin concentration, where the proportion of
K. pneumoniae colonies with resistance was enriched compared to the proportion in the positive control group. This was calculated using the formula (control/ciprofloxacin) to get the proportions. The median proportion for each different ADI concentration and the positive control was calculated out of all these proportions (
Table S3).
The proportions of resistance were calculated according to the formula (control/ciprofloxacin). The median was calculated from all the proportions for each different ciprofloxacin ADI concentration and the positive control (
Table S3). Different statistical analyses were performed on the different ciprofloxacin ADI concentrations and the positive control to test their significance (
Table S4).
The median proportion of
K. pneumoniae colonies with resistance in the positive control group on day 1 was 0.60 (IQR 0.007716; 0.8127) and 0.55 (IQR 0; 0.5225) on day 2 (
Table S3). Furthermore, the median proportion of
K. pneumoniae colonies with resistance in the 10x ADI group on day 1 was 0.56 (IQR 0.0261; 1.174) and 0.88 (IQR 0.000318; 2.652) on day 2 (
Table S3). No significant difference was seen between these two groups in the median proportions for both days (
Table S4).
For the 1x ADI concentration group, the median proportion of
K. pneumoniae colonies with resistance was 0.78 (IQR 0.07091; 1) on day 1 and 0.88 (IQR 0.3611; 2.846) on day 2 (
Table S3). No significant increase was found for day 1 compared to the positive control group (
Table S4). However, a significant value of P = 0.0233 was found with the Mann-Whitney test, showing an increase in the proportion compared to the control (
Table S4).
The median proportion of
K. pneumoniae colonies with resistance in the 1/10
th ADI group was 0.55 (IQR 0.4338; 2.052) on day 1 and 0.61 (IQR 0.4642; 0.7307) on day 2 (
Table S3). As equal to the ADI concentration, no significant increase was found in proportion resistance for day 1 compared to the positive control. However, a significant increase was seen for day 2 in the proportion of resistant colonies (
Table S4). Additionally, a significant value of P= 0.0162 was found for day 2 (
Table S4).
Furthermore, the Kruskal-Wallis test found an overall significant P-value of 0.0070 for the different ADI concentrations on day 2. This, together with both the significant values of the 1x ADI and 1/10
th ADI concentration in the Mann-Whitney test, suggests a difference between these two groups compared to the positive control group. However, the two-stage linear step-up of Benjamini did not find any significance between these two ADI concentrations and the positive control group (
Table S4).
The median proportion of
K. pneumoniae colonies with resistance in the 1/100
th ADI group was 0.15 (IQR 0; 0.6667) on day 1 and 0.072 (IQR 0.004867; 0.6417) on day 2 (
Table S3). No significant increase was seen in the proportion of resistance compared to the positive control for day 1 and 2 (
Table S4). Furthermore, no significant increase was found for the 1/1000
th ADI group. Here, the median proportion of
K. pneumoniae colonies with resistance in the 1/1000
th ADI group was 0.46 (IQR 0.09375; 0.8964) on day 1 and 0 (IQR 0; 0.06371) on day 2 (
Table S3).
In summary, a significant increase was seen in the proportion of resistance for the 1x ADI and 1/10th ADI concentration on day 2 compared to the positive control.
E-Tests and Species Identification
The colonies used for Etests were from plates after the hemolymph extraction on day 1 and day 2. One colony was picked from each of the plates with and without ciprofloxacin from two to three independent larvae for each condition. These colonies were identified at the species level using MALDI-TOF MS (
Table S5).
The MIC distributions (
Figure S6) showed that the ciprofloxacin MICs for the
K. pneumoniae exposed to ADI concentrations were slightly higher than those of the positive controls. This increase was, however, only (just) statistically significant for the 1/10
th ADI group. On day 1, the medians of the ciprofloxacin plates showed approximately a dilution increase in MIC from 2,5 to 4mg/L. Conversely, the control plates showed a median increase for the ADI and 1/1000
th ADI concentrations. The 1/100
th and 1/1000
th ADI concentrations had two colonies with an MIC of 6µg/ml. The positive control contained approximately 50% mutant colonies and 50% wildtype colonies, with one colony that had an increased MIC of 6µg/ml for the control plates (
Table S5).
The biggest variation of MICs was seen for the control plates of the 1/1000th ADI concentration. However, no variation in MICs was seen on the ciprofloxacin plates for the 10x ADI, 1x ADI, 1/10th ADI and 1/1000th ADI concentrations. Additionally, the colonies on the control plates of 10x ADI concentration also showed no significant variation. However, a significant value was found for the 10x ADI concentration of the ciprofloxacin plates when compared to the control.
On day 2, the positive control of the ciprofloxacin plates had a slightly lower median compared to the other ADI concentrations. One exception was the 10x ADI, where no data was obtained. The trend of the positive control was similar to that on day 1. The medians for the control plates were low for the ADI concentrations as well as for the positive control. Further, higher MICs were seen within the ADI concentrations for the control plates compared to day 1. Specifically, the 1x ADI concentration had a MIC of 6 in both control and ciprofloxacin plates. The 1/10th ADI concentration also showed a maximum MIC of 6 on the ciprofloxacin plates. Only on the control plates for the 1/1000th ADI concentration was a maximum MIC of 6 seen for both day 1 and day 2.
Discussion
To the best of our knowledge, this experiment is the first to attempt to assess an MSCselect in vivo. We found that at 48 hours, there was an enrichment of K. pneumoniae colonies with ciprofloxacin resistance in the larvae receiving 1x ADI and 1/10th ADI concentrations of ciprofloxacin. These results suggest that the ciprofloxacin MSCselect for K. pneumoniae in this model is 1/10th of the acceptable daily concentration (ADI) dose of ciprofloxacin, which is equivalent to 0.239 ng/µl.
There are, however, a number of anomalies with our findings. It is surprising that we found evidence of enrichment of AMR at 1x ADI and 1/10
th ADI but not at 10x ADI. This finding could be explained by the smaller number of observations available for data analysis for the 10x ADI group. This interpretation is compatible with the fact that we found a similar enrichment of AMR in 10x ADI- to 1x ADI and 1/10
th ADI-groups, but the difference was not statistically significant. Other explanations, such as the microbiome-based explanation outlined in
Figure S7, are also possible. Regardless of the underlying mechanism, these findings are similar to those found for the erythromycin MSC
denovo for
Streptococcus pneumoniae in
Galleria mellonella. This study found that the 1/10
th ADI and 1x ADI doses were selected for
de novo resistance, whereas the 10x ADI dose did not [
10].
A larger anomaly is the fact that we did not observe any enrichment in the day one results. This finding is unexpected as whilst a number of studies have found that a single dose of ciprofloxacin injected into
G. mellonella larvae persists for more than 24 hours, the highest concentrations would be present in the hour's post-injection (9, 11, 12). We do not have a clear explanation for this finding. A previous ciprofloxacin MSC
denovo study using the same strain of
K. pneumoniae as the wild type used in this experiment did, however, have compatible results [
9]. This study found that single ciprofloxacin doses as low as 1/10
th ADI were selected for
de novo ciprofloxacin resistance, but this effect was most pronounced at 48 hours post ciprofloxacin administration. Resistant isolates were obtained until day 4.
Further study limitations include the fact that we had a limited number of data points we could use for analysis for a number of the experimental groups. This limited our power to determine statistically significant effects. Future studies would benefit from using larger sample sizes. Furthermore, we only assessed the MSC
select for a single bacterial species-antimicrobial combination. This was only done using a single strain of
K. pneumoniae. These experiments were only performed in
G. mellonella. Studies are required to assess if the MSC
select in this model is similar to those for mammals such as mice and humans [
13]. It is plausible that there may be differences between the MSC
select obtained in the hemolymph of
G. mellonella and the gastrointestinal tracts of mammals. We did not consider the interactions between ciprofloxacin and other pharmaceuticals [
14]. Finally, we evaluate the possible interactions between
K. pneumoniae and the
G. mellonella microbiota or assess for horizontal gene transfer of resistance-conferring DNA to and from the
K. pneumoniae.
These limitations notwithstanding, our results build on the
in vitro MSC
select results of others, such as Gullberg et al., that concentrations of ciprofloxacin up to 230-fold below the MIC could select preexisting resistant strains and enrich these within a population [
15]. Our
in vivo MSC
select is considerably higher than Gullberg et al.’s
in vitro MSC. This is not too surprising as other studies have found that the MSC
select is higher in complex multi-organism settings than monocultures such as used by Gullberg et al. [
16]. It should be noted that a further important difference between our experiments and those of Gullberg et al., is that we used
K. pneumoniae, and they used
E. coli for their experiments. As noted above, a previous study has found that ciprofloxacin concentrations as low as 1/10
th ADI can induce
de novo resistance (seven-fold increase in MIC) in
K. pneumoniae [
9]. For
Neisseria gonorrhoeae and
N. subflava, the ciprofloxacin MSC
select was found to be 1/1000
th and 1/100
th of the MICs [
17,
18]. A study conducted by Pereira et al. determined the MSC
select in calves by giving them milk containing several antibiotics: ceftiofur, ampicillin, tetracycline and penicillin [
19]. It was found in this study that there was an increase in the proportion of resistant
E. coli compared to the susceptible strains [
19].
These findings are relevant given the growing evidence for peri-MSC concentrations of fluoroquinolones in various environmental and food samples. Concentrations are particularly high in sewage outlets from hospitals and pharmaceutical industries but are frequently still high in soils or aquatic environments [
15]. In a lake in India, ciprofloxacin concentration ranged between 2,5 and 6,5 mg/L [
20]. This is concerning because it is higher than the 1/10
th ADI dose found in this study. Even more alarming is the fact that the ciprofloxacin concentration ranges between 28 000 and 31 000 µg/L from effluent samples from a wastewater treatment plant containing active pharmaceuticals in India, which is higher than the concentration found to select resistant bacteria [
21]. Besides water concentrations, ciprofloxacin is also found within sediments in the Yellow River of China [
22]. Here, a concentration of 32,8 µg/kg was found for ciprofloxacin [
22]. A survey of pharmaceutical concentrations in the world's rivers found that the concentration of ciprofloxacin exceeded the proposed safe limit at 64 sites of all the sites sampled [
23]. The concentration of ciprofloxacin exceeded the MSC
select we found in our study in 3 sites out of the 135 sites.
Numerous foodstuffs consumed by humans contain residual concentrations of ciprofloxacin. The minimum residue limit (MRL) of muscle tissue is set at 100 µg/kg for ciprofloxacin and enrofloxacin by the WHO [
24]. However, studies have found that meat frequently contains higher concentrations than the MRL. In Nigeria, raw beef meat contains a mean of 231,08 µg/kg of ciprofloxacin residues, and pork was even higher with a median of 315,30 µg/kg [
25]. In China, it was found that the median concentration of ciprofloxacin in edible fish was 331,7 µg/kg [
17]. This might suggest that if a person consumes more than a certain amount of food containing these ciprofloxacin residues in a day, the person might be exposed to concentrations higher than the ADI. Further evidence that low antimicrobial concentrations in food and environmental samples may be contributing to the genesis of AMR in humans comes from ecological studies that have found correlations between antimicrobial concentrations in food/environmental samples and AMR in human-associated bacteria [
26].
Future Perspectives
In conclusion, we found ciprofloxacin concentrations as low as 1/10
th the ADI could potentially select for resistant strain of
K. pneumoniae. Future studies could investigate the synergistic effects of antimicrobials together with heavy metals, biocides and other pharmaceuticals, such as selective serotonin reuptake inhibitors, on the selection of preexisting resistant strains [
9,
27]. The WHO and other regulatory authorities do not take into account the values of MSC when calculating the ADI and the MRL values [
28]. Our results contribute to those from other studies that suggest the need to incorporate the MSC
select and MSC
denovo in establishing safe antimicrobial concentrations in food (ADIs and MRLs).
Supplementary Materials
The following supporting information can be downloaded at the website of this paper posted on Preprints.org.
Authors’ contributions
NP, CK, ZG and SB conceptualized the study. NP, CK and ZG conducted the MSC experiments. NP and CK were responsible for the statistical analyses and writing the first draft. All authors read and approved the final draft.
Competing interests
The authors declare that they have no competing interests.
Funding
The study was funded by SOFI 2021 grant— ‘PReventing the Emergence of untreatable STIs via radical Prevention’ (PRESTIP). Yuliia Baranchyk was registered in the EMJMD LIVE (Erasmus+ Mundus Joint Master Degree Leading International Vaccinology Education), co-funded by the EACEA (Education, Audiovisual and Culture Executive Agency, award 2018-1484) of the European Commission, and received a scholarship from the EACEA.
Consent for publication
Not applicable
References
- Gullberg, E.; Cao, S.; Berg, O.G.; Ilback, C.; Sandegren, L.; Hughes, D.; Andersson, D.I. Selection of Resistant Bacteria at Very Low Antibiotic Concentrations. Plos Pathog. 2011, 7. [Google Scholar] [CrossRef] [PubMed]
- González, N.; Abdellati, S.; De Baetselier, I.; Laumen, J.G.E.; Van Dijck, C.; Block, T.d. , et al. Ciprofloxacin Concentrations 1/1000th the MIC Can Select for Antimicrobial Resistance in N. gonorrhoeae—Important Implications for Maximum Residue Limits in Food. Antibiotics 2022, 11, 1430. [Google Scholar] [CrossRef] [PubMed]
- Gullberg, E.; Albrecht, L.M.; Karlsson, C.; Sandegren, L.; Andersson, D.I. Selection of a multidrug resistance plasmid by sublethal levels of antibiotics and heavy metals. MBio 2014, 5. [Google Scholar] [CrossRef] [PubMed]
- Gestels, Z.; Baranchyk, Y.; Van den Bossche, D.; Laumen, J.; Abdellati, S.; Britto Xavier, B. , et al. Could traces of fluoroquinolones in food induce ciprofloxacin resistance in Escherichia coli and Klebsiella pneumoniae? An in vivo study in Galleria mellonella with important implications for maximum residue limits in food. Microbiology Spectrum. 2024, e03595–23. [Google Scholar]
- Yuliia, B.; Gestels, Z.; Van Den Bossche, D.; Said, A.; Xavier, B.B.; Manoharan, S.B.; Chris, K. . Effect of erythromycin residuals in food on the development of resistance in Streptococcus pneumoniae: an in vivo study in Galleria mellonella. PeerJ. [CrossRef]
- WHO/FAO Codex Alimentarius: guidelines for the simple evaluation of dietary exposure to food additives. CAC/GL 3-1989 Adopted 1989 Revision 2014 2014. 2014.
- WHO/FAO Codex Alimentarius commission procedural manual. Rome 2023, 2023, 28.
- Andrea, A.; Krogfelt, K.A.; Jenssen, H. Methods and Challenges of Using the Greater Wax Moth (Galleria mellonella) as a Model Organism in Antimicrobial Compound Discovery. Microorganisms 2019, 7. [Google Scholar] [CrossRef]
- Gestels, Z.; Baranchyk, Y.; Van den Bossche, D.; Laumen, J.; Abdellati, S.; Britto Xavier, B. , et al. Could traces of fluoroquinolones in food induce ciprofloxacin resistance in Escherichia coli and Klebsiella pneumoniae? An in vivo study in Galleria mellonella with important implications for maximum residue limits in food. Microbiol Spectr. 2024, e0359523. [Google Scholar]
- Baranchyk, Y.; Gestels, Z.; Van den Bossche, D.; Abdellati, S.; Britto Xavier, B.; Manoharan-Basil, S.S.; Kenyon, C. Effect of erythromycin residuals in food on the development of resistance in Streptococcus pneumoniae: an in vivo study in Galleria mellonella. PeerJ 2024, 12, e17463. [Google Scholar] [CrossRef]
- Liu, Y.; Li, H.; Zhang, Y.; Ye, Y.; Gao, Y.; Li, J. In vitro and in vivo activity of ciprofloxacin/fosfomycin combination therapy against ciprofloxacin-resistant Shigella flexneri isolates. Infection and drug resistance 2019, 12, 1619–28. [Google Scholar] [CrossRef]
- Entwistle, F.M.; Coote, P.J. Evaluation of greater wax moth larvae, Galleria mellonella, as a novel in vivo model for non-tuberculosis Mycobacteria infections and antibiotic treatments. J Med Microbiol 2018, 67, 585–97. [Google Scholar] [CrossRef]
- Atterby, C.; Nykvist, M.; Lustig, U.; Andersson, D.I.; Järhult, J.D.; Sandegren, L. Selection of Resistant Bacteria in Mallards Exposed to Subinhibitory Concentrations of Ciprofloxacin in Their Water Environment. Antimicrob Agents Chemother 2021, 65. [Google Scholar] [CrossRef] [PubMed]
- Murray, L.M.; Hayes, A.; Snape, J.; Kasprzyk-Hordern, B.; Gaze, W.H.; Murray, A.K. Co-selection for antibiotic resistance by environmental contaminants. npj Antimicrobials and Resistance 2024, 2, 9. [Google Scholar] [CrossRef]
- Gullberg, E.; Cao, S.; Berg, O.G.; Ilbäck, C.; Sandegren, L.; Hughes, D.; Andersson, D.I. Selection of resistant bacteria at very low antibiotic concentrations. PLoS Pathog 2011, 7, e1002158. [Google Scholar] [CrossRef]
- Gullberg E, editor Selection of Resistance at very low Antibiotic Concentrations 2014.
- González, N.; Abdellati, S.; De Baetselier, I.; Laumen, J.G.E.; Van Dijck, C.; Block, T. , et al. Ciprofloxacin Concentrations 1/1000th the MIC Can Select for Antimicrobial Resistance in N. gonorrhoeae-Important Implications for Maximum Residue Limits in Food. Antibiotics, 2022; 11. [Google Scholar]
- Gestels, Z.; Kenyon, C.; Abdellati, S.; Manoharan-Basil, S. Ciprofloxacin Concentrations 100-Fold Lower than the MIC Can Select for Ciprofloxacin Resistance in Neisseria subflava: An In Vitro Study2024.
- Pereira, R.V.; Siler, J.D.; Bicalho, R.C.; Warnick, L.D. In vivo selection of resistant E. coli after ingestion of milk with added drug residues. PLoS One 2014, 9, e115223. [Google Scholar] [CrossRef]
- Fick, J.; Söderström, H.; Lindberg, R.H.; Phan, C.; Tysklind, M.; Larsson, D.G. Contamination of surface, ground, and drinking water from pharmaceutical production. Environ Toxicol Chem 2009, 28, 2522–7. [Google Scholar] [CrossRef]
- Larsson, D.G.J.; de Pedro, C.; Paxeus, N. Effluent from drug manufactures contains extremely high levels of pharmaceuticals. Journal of Hazardous Materials 2007, 148, 751–5. [Google Scholar] [CrossRef]
- Huang, L.; Mo, Y.; Wu, Z.; Rad, S.; Song, X.; Zeng, H. , et al. Occurrence, distribution, and health risk assessment of quinolone antibiotics in water, sediment, and fish species of Qingshitan reservoir, South China. Sci Rep 2020, 10, 15777. [Google Scholar] [CrossRef]
- Wilkinson, J.L.; Boxall, A.B.A.; Kolpin, D.W.; Leung, K.M.Y.; Lai, R.W.S.; Galbán-Malagón, C. , et al. Pharmaceutical pollution of the world's rivers. Proc Natl Acad Sci USA, 2022; 119. [Google Scholar]
- COMMITTEE FOR VETERINARY MEDICINAL PRODUCTS: ENROFLOXACIN SUMMARY REPORT (4). 1998.
- Omotoso, A.; Omojola, A. Fluoroquinolone residues in raw meat from open markets in Ibadan, Southwest, Nigeria. International Journal of Health, Animal Science and Food Safety January, 2015; 2. [Google Scholar]
- Kenyon, C. Concentrations of Ciprofloxacin in the World’s Rivers Are Associated with the Prevalence of Fluoroquinolone Resistance in Escherichia coli: A Global Ecological Analysis. Antibiotics 2022, 11, 417. [Google Scholar] [CrossRef]
- Berendonk, T.U.; Manaia, C.M.; Merlin, C.; Fatta-Kassinos, D.; Cytryn, E.; Walsh, F. , et al. Tackling antibiotic resistance: the environmental framework. Nature Reviews Microbiology 2015, 13, 310–7. [Google Scholar] [CrossRef]
- Subirats, J.; Domingues, A.; Topp, E. Does Dietary Consumption of Antibiotics by Humans Promote Antibiotic Resistance in the Gut Microbiome? Journal of Food Protection 2019, 82, 1636–42. [Google Scholar] [CrossRef]
- Serrano, I.; Verdial, C.; Tavares, L.; Oliveira, M. The Virtuous Galleria mellonella Model for Scientific Experimentation. Antibiotics 2023, 12. [Google Scholar] [CrossRef] [PubMed]
- Ballen Torres, V.D.P.; Ratia, C.; Cepas, V.; Soto, S. Enterococcus faecalis inhibits Klebsiella pneumoniae growth in polymicrobial biofilms in a glucose-enriched medium. Biofouling 2020, 36, 1–16. [Google Scholar]
- Mirza, K.A.; Nietzsche, S.; Makarewicz, O.; Pletz, M.W.; Thieme, L. Bacteriophage-mediated decolonization of Klebsiella pneumoniae in a novel Galleria mellonella gut colonization model with Enterobacteriaceae. Sci Rep 2024, 14, 318. [Google Scholar] [CrossRef] [PubMed]
- Shariati, A.; Arshadi, M.; Khosrojerdi, M.A.; Abedinzadeh, M.; Ganjalishahi, M.; Maleki, A. , et al. The resistance mechanisms of bacteria against ciprofloxacin and new approaches for enhancing the efficacy of this antibiotic. Frontiers in Public Health 2022, 10. [Google Scholar] [CrossRef] [PubMed]
Table 1.
Statistical analysis was performed on the wildtype and mutant strain compared to the 50:50 K. pneumoniae mix for the concentrations 10-5 and 10-6 on the control and ciprofloxacin plates. Mann-Whitney test was carried out to determine significant differences between the two strains compared to the 50:50 mix.
Table 1.
Statistical analysis was performed on the wildtype and mutant strain compared to the 50:50 K. pneumoniae mix for the concentrations 10-5 and 10-6 on the control and ciprofloxacin plates. Mann-Whitney test was carried out to determine significant differences between the two strains compared to the 50:50 mix.
Concentration 10-5
|
Mann-Whitney test – ciprofloxacin plates |
|
Significant |
P-value |
|
Mix vs. Mutant |
|
Yes |
0.0079 |
|
Mix vs. Wildtype |
|
Yes |
0.0079 |
|
Mann-Whitney test – control plates |
|
Significant |
P-value |
|
Mix vs. Mutant |
|
No |
0.2143 |
|
Mix vs. Wildtype |
|
No |
0.5476 |
|
Concentration 10-6 |
Mann-Whitney test – ciprofloxacin plates |
|
Significant |
P-value |
|
Mix vs. Mutant |
|
No |
0.1746 |
|
Mix vs. Wildtype |
|
Yes |
0.0079 |
|
Mann-Whitney test – control plates |
|
Significant |
P-value |
|
Mix vs. Mutant |
|
No |
0.2063 |
|
Mix vs. Wildtype |
|
No |
0.0952 |
|
Table 2.
Statistical analyses of the different ciprofloxacin ADI concentrations and the positive control.
Table 2.
Statistical analyses of the different ciprofloxacin ADI concentrations and the positive control.
24 hours extraction (day 1) |
Mann-Whitney test |
|
Significant |
P-value |
|
Positive control vs. 10x |
|
No |
0.1118 |
|
Positive control vs. 1x |
|
No |
0.1118 |
|
Positive control vs. 1/10th
|
|
Yes |
0.0040 |
|
Positive control vs. 1/100th
|
|
No |
0.2560 |
|
Positive control vs. 1/1000th
|
|
Yes |
0.0366 |
|
Kruskal-Wallis test |
|
|
|
|
|
P-value |
0,0005 < 0,05 |
|
|
|
|
|
|
|
|
|
|
|
|
Two-stage linear step-up of Benjamini |
Significant |
q value |
Individual P-value |
Positive control vs. 10x |
|
No |
0.2091 |
0.1593 |
Positive control vs. 1x |
|
No |
0.2091 |
0.1395 |
Positive control vs. 1/10th
|
|
No |
0.0888 |
0.0169 |
Positive control vs. 1/100th
|
|
No |
0.3887 |
0.3702 |
Positive control vs. 1/1000th
|
|
No |
0.0901 |
0.0343 |
48 hours extraction (day 2) |
Mann-Whitney test |
|
Significant |
P-value |
|
Positive control vs. 10x |
|
No |
0.2930 |
|
Positive control vs. 1x |
|
No |
0.9845 |
|
Positive control vs. 1/10th
|
|
Yes |
0.0378 |
|
Positive control vs. 1/100th
|
|
Yes |
0.0105 |
|
Positive control vs. 1/1000th
|
|
No |
0.0825 |
|
Kruskal-Wallis test |
|
|
|
|
|
|
P-value |
0,0893 > 0,05 |
|
|
|
|
|
|
|
|
|
|
|
|
Two-stage linear step-up of Benjamini |
Significant |
q value |
Individual P-value |
Positive control vs. 10x |
|
No |
0.2322 |
0.1769 |
Positive control vs. 1x |
|
No |
>0.9999 |
0.9825 |
Positive control vs. 1/10th
|
|
No |
0.0864 |
0.0329 |
Positive control vs. 1/100th
|
|
No |
0.0989 |
0.0565 |
Positive control vs. 1/1000th
|
|
No |
0.0864 |
0.0254 |
|
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