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Assessing batch variation in G. mellonella weight
A potential source of unwanted variation in infection experiments comes from size differences between individual experimental units (i.e., larvae) and across batches. The effects of this variation can be mitigated either by adjusting treatment or infection doses based on weight, or by selecting only those larvae within a defined weight range for use in experiments. The latter adjustment is more pragmatic and is not subject to human error that might arise during dose preparation. An additional advantage of weighing the larvae is that it enables the conversion of treatment doses from those administered to larvae to their mg/kg human equivalents. To quantify variation within and across batches, three batches of 50 larvae, ordered at different times, were weighed. The mean weight in each group was 225.5 mg, 230.54 mg, and 215.86 mg, with standard deviations of 49.1 mg, 53.7 mg, and 44.3 mg, respectively (Figure 2A). Between batches, there was no significant difference in weight. Across batches, weight ranged from 107.5 mg to 341.0 mg, with a mean of 224.0 mg ± 49.2 mg.
To obtain reproducible results, larvae were weighed prior to experimentation and selected if their weight was 224 mg ± 49.2 mg, reducing the range of weight from 233.5 mg to 98.4 mg, and removing 33% of larvae. This is in line with previous work that identified significant variation in survival of larvae infected with MRSA with weight bands greater than 100 mg14,20. We also compared G. mellonella weight at the point of delivery to that at one week post-delivery, as any significant weight change could influence experimental outcomes when larvae are not used immediately upon arrival. The mean G. mellonella weight was 230.54 mg ± 53.7 mg. One week post-delivery, the mean weight was 221.8 mg ± 45.7 mg standard deviation (Figure 2B). There was no significant difference between weight on arrival and weight after one week, from which we conclude that larvae can be used for experimental purposes at any point within the first week from delivery. It is important to note that these results are representative only of G. mellonella purchased from one supplier, and weight may differ significantly between suppliers or when larvae are ordered at different times.
Optimizing inoculum density of P. aeruginosa PAO1
The virulence of five P. aeruginosa isolates at four inoculum densities was assessed, including three commonly used laboratory strains, PAO1, PA14, and PAK, and two clinical isolates from chronic respiratory infection, LESB58, and IST27-M. These were used as part of a CF-relevant strain panel developed by Mahenthiralingam et al.21 and are representative of the global phylogeny of the species. Preliminary growth data in nutrient broth showed a lower growth rate for the isolates from chronic infection (Figure 3). Considering this, G. mellonella were infected in groups of 10 larvae with doses of 101, 102, 103, or 104 CFU/larva in 10μl of PBS for PAO1, PA14, and PAK, and doses of 102, 103, 104, or 105 CFU/larva for LESB58 and IST27-M. Two groups of 10 larvae were also injected with PBS only, one group before and one group after the infections. PBS injections before infections control for contaminated PBS or contamination of needles with microbial species from the Galleria cuticle, while PBS injections after infection control for any contamination of needles with bacteria used in the infection process. Optimal doses for PAO1, PA14, and PAK were 10 CFU/larva, as greater densities resulted in > 50% death by 18 h (Figure 4). 10 CFU was the lowest dose that could be reliably and reproducibly prepared for infection. Higher doses of LESB58 and IST27-M were required to achieve the desired survival kinetics, reflecting the slower growth and lower carrying capacity of these isolates under in vitro conditions (Figure 4). The optimum dose for both was 104 CFU/larvae. LESB58 and IST27-M are clinical isolates from individuals with chronic infections, and LESB58 has previously demonstrated lower virulence in rodent models than PAO122.
Toxicity testing of tobramycin and colistin in Galleria mellonella
Before assessing the efficacy of novel antimicrobial compounds, their toxicity must be assessed by injecting a broad range of clinically relevant doses. This allows compounds with high toxicity to be removed from testing early in the preclinical pipeline. Tobramycin and colistin were assessed against uninfected G. mellonella larvae, as they are commonly administered for the treatment of P. aeruginosa infection in people with cystic fibrosis (pwCF)23. Clinical use of tobramycin ranges from 3 mg/kg daily for severely ill individuals without cystic fibrosis to 11 mg/kg every 24 h for those with cystic fibrosis24,25. These values were used as a guide for dosing in Galleria mellonella, with 1 mg/kg, 2.5 mg/kg, 5 mg/kg, 10 mg/kg, 25 mg/kg, 50 mg/kg, 100 mg/kg, 250 mg/kg tobramycin selected for toxicity testing. No death was observed at any concentration. Considering the lack of toxicity of tobramycin at high concentrations, colistin toxicity was assessed as it has previously been associated with nephro- or neuro-toxicity in 29.8% of pwCF, with a loading dose of 2.9 (±1.5) mg/kg and the overall daily dose of 4.1 (±1.1) mg/kg26. This made it a valuable candidate for toxicity testing, although the organ-specific effects in humans suggested the toxicity may not translate to G. mellonella. Indeed, when doses of 1 mg/kg, 2.5 mg/kg, 5 mg/kg, 10 mg/kg, 25 mg/kg, 50 mg/kg, 100 mg/kg, and 250 mg/kg of colistin were administered, no death of larvae was observed over 72 h. As such, colistin was finally administered at its highest solubility in H2O, at 2000 mg/kg. Death of all larvae was observed within 12 h, confirming that drug toxicity can be assessed in G. mellonella but that caution should be applied when trying to predict forward to human toxicity.
Optimizing treatment dosage of tobramycin against P. aeruginosa PAO1 infection
A range of clinically relevant tobramycin doses were administered to P. aeruginosa-infected larvae to optimize treatment dosage. For novel antimicrobials, the dosage can be initially selected based on the clinical use of similar existing antibiotics or on preclinical data for the novel agent, such as broth minimum inhibitory concentrations. To assess tobramycin efficacy against P. aeruginosa PAO1, G. mellonella larvae were infected with 10 CFU of P. aeruginosa PAO1, as previously optimized, and injected with 1 mg/kg, 2.5 mg/kg, or 5 mg/kg tobramycin at 2 h post-infection. These doses were chosen based on previous G. mellonella work with tobramycin and are in line with current clinical doses of tobramycin in individuals without cystic fibrosis24,27,28.
The threshold for initial success was a 50% increase in G. mellonella survival compared to the untreated controls. PAO1 treatment with 1 mg/kg of tobramycin had little impact on G. mellonella mortality, with 90% death at 28 h post-infection (Figure 5). Treatment with 2.5 mg/kg of tobramycin delayed mortality but yielded 80% mortality overall with 5 mg/kg of tobramycin, resulting in an optimal 90% survival. The effective dose for PA14 was 5 mg/kg, but for PAK was 2.5 mg/kg. The effective dose for IST27-M was higher at 10 mg/kg, while no tested tobramycin concentration was sufficient to rescue the larvae from LESB58 infection. This trend correlated with minimum inhibitory concentration (MIC) values for tobramycin in cation-adjusted Mueller Hinton broth, in which 1 µg/mL was sufficient to inhibit 90% of growth in all strains except LESB58, which had an MIC of 8 µg/mL. As such, initial MIC testing can be used to indicate relative resistance between strains, though it should not be used to determine dose ranges in G. mellonella, which should be optimized separately.
Optimization of tobramycin treatment timing against P. aeruginosa PAO1 infection
Clinical application of antibiotics does not typically occur within hours of infection but days or weeks after. Testing novel antimicrobials in this manner is unachievable in G. mellonella, as high mortality is observed within 24 h of infection with P. aeruginosa PAO1. To increase the relevance of the infection model, novel antimicrobials should be administered as late as possible during the infection. To optimize treatment timings, 5 mg/kg of tobramycin was administered to PAO1-infected G. mellonella larvae at 2 h, 4 h, 6 h, 9 h, and 12 h post-infection. Experimental success was defined as the antibiotic treatment yielding >50% increase in survival compared to infection with PAO1. Treatment at 9 h and 12 h delayed mortality, though it was unable to resolve infection (Figure 6). Treatment at 2 h, 4 h and 6 h yielded survival of over 50%.
Optimisation of G. mellonella group size
Experimental group size was calculated based on variation observed in G. mellonella survival following infection with 10 CFU / larvae of P. aeruginosa PAO1. Group size can differ based on the expected percentage change between the untreated control and treatment group in any study (Table 1). Calculations followed that which is described by Charan et al.29. The equation used is described below.

Where:
= 1.96 at type 1 error of 5%.
Zβ = 0.842 is the value that provides 80% statistical power.
p1 = The proportion of events in the test group, calculated as p2 + the expected percentage change
p2 = The proportion of events in the control (untreated infection) group, calculated based on P. aeruginosa PAO1 survival variability at
.
P = Pooled prevalence, defined as (p1 + p2)/2.

Figure 1: Schematic of a G. mellonella infection study. The general protocol involves preparation of G. mellonella larvae prior to infection, infection with 10 µL inoculum, the optional treatment at a number of hours post-infection, and continuous monitoring. Please click here to view a larger version of this figure.

Figure 2: Batch- and time-dependent variation in Galleria mellonella larvae weight. (A) Weight of three batches of 50 Galleria mellonella larvae weighed immediately upon delivery. Each batch was ordered at different times. There was no significant difference in weight across batches as calculated by a one-way ANOVA (P > 0.05). (B) Weight of 50 larvae weighed upon receipt compared to the same batch weighed one week later. There was no significant difference in weight as calculated by a Student's t-test (P > 0.05). ns: Not significant. Please click here to view a larger version of this figure.

Figure 3: Growth curves of P. aeruginosa strains PAO1, PA14, PAK, LESB58, and IST27-M. Each strain was grown in LB from an initial OD600 of 0.08-0.13, and OD600 was subsequently measured every 15 min during 24 h static growth at 37 °C. Please click here to view a larger version of this figure.

Figure 4: Optimization of inoculum density of Pseudomonas aeruginosa strains for infection of Galleria mellonella larvae. Survival of Galleria mellonella larvae following injection with different densities of colony-forming units (CFU) per larva. The inoculum densities tested were 10, 10², 10³, or 104 CFU per larva for (A) PAO1, (B) PA14, or (C) PAK, and 10², 10³, 104, or 105 CFU per larva for (D) LESB58 and (E) IST27-M. Ten larvae were used per group, each injected with 10 µL of inoculum in the right rear proleg. Survival was monitored every 30 min starting 16 h post-infection, and the time of death was recorded. All strains showed dose-dependent virulence as determined by the Log-rank (Mantel-Cox) test for significance. P < 0.05 for all within-strain dose comparisons except for PAK 101 vs. PAK 102, PAK 103 vs. PAK 104, LESB58 104 vs. LESB58 105, and IST27-M 103 vs. IST27-M 104, which were not significant. This figure is representative of three biological replicates. Please click here to view a larger version of this figure.

Figure 5: Survival of Galleria mellonella larvae following injection with P. aeruginosa panel strains and treatment with tobramycin sulfate 2 h post-infection. 10 G. mellonella larvae per experimental group were infected with either 10 CFU of (A) PAO1, (B) PA14, or (C) PAK or 103 CFU of (D) LESB58 or (E) IST27-M per larvae in 10 µL of PBS. Infections were administered to the rear left proleg. 2 h post-infection, PAO1, PA14, and PAK were injected with 10 µL of PBS as a no-treatment control, 1 mg/kg, 2.5 mg/kg or 5 mg/kg tobramycin, with LESB58 and IST27-M treated with either 10 µL PBS, 1 mg/kg, 2.5 mg/kg, 5 mg/kg, 10 mg/kg, 20 mg/kg or 40 mg/kg tobramycin, as indicated in the figure. Tobramycin was diluted in distilled water and administered in the rear right proleg. Survival was monitored continuously, and the time of death was recorded. Log-rank (Mantel-Cox) test for significance vs. the PBS control for each strain. ns: Not significant, *P < 0.05, **P < 0.005, ***P < 0.0005 ****P < 0.0001. This figure is representative of three biological replicates. Please click here to view a larger version of this figure.

Figure 6: Survival of Galleria mellonella larvae following infection with Pseudomonas aeruginosa PAO1 and subsequent treatment with tobramycin at various time points post-infection. 10 G. mellonella larvae per experimental group were infected with 10 CFU of PAO1 in 10 µL of PBS, injected into the rear right proleg. Larvae were subsequently injected at 2 h, 4 h, 6 h, 9 h, or 12 h post-infection with 5 mg/kg tobramycin sulfate in 10 µL of distilled water in the rear left proleg. Survival was monitored continuously, and the time of death was recorded. Log-rank (Mantel-Cox) test for significance vs. untreated control. ***P < 0.0005, ****P < 0.0001. This figure is representative of three biological replicates. Please click here to view a larger version of this figure.
| Expected change in survival (%) | Group size |
| 30 | 26 |
| 40 | 18 |
| 50 | 13 |
| 60 | 10 |
| 70 | 8 |
| 80 | 6 |
| 90 | 5 |
| 100 | 4 |
Table 1: Group size for G. mellonella survival experiments in which G. mellonella larvae are infected with 10 CFU/larvae with P. aeruginosa PAO1 and subsequently administered an agent.