Abstract
Antimicrobial coatings for medical implants are critical in preventing device failures and infections. Antibiotics are often used as prophylactic or coatings but fail to prevent biofilm formation and drive antibiotic resistance. Herein, the antibacterial and antibiofilm activities of different polyhydroxy fullerene-based metal nanoparticle coatings on polyurethane discs were quantified after exposure to Escherichia coli. Gold-silver nanoparticles (GSNP) exhibited superior antibacterial activity compared to other silver-containing nanoparticles. GSNPs were evaluated against Escherichia coli, Enterococcus faecalis, Enterobacter hormaechei, Klebsiella oxytoca, Staphylococcus aureus and Staphylococcus epidermidis isolated from ureteral stents and inflatable penile prostheses and achieved 100% reduction of all tested urologic pathogens at physiological relevant bacterial loads (p < 0.0001). GSNPs inactivate bacteria by reactive oxygen species production with the estimated minimum inhibitory concentrations slightly higher for Gram-positive than Gram-negative bacteria with highest observed for S. epidermidis at 2.23 µg/mL. Safety studies with fibroblasts demonstrate that GSNPs at estimated minimum inhibitory concentrations have minimal effect (< 20%) on cell viability. Further, the GSNPs were able to reduce bacteria by six logs more than commercial nanoparticles. GSNPs represent a promising strategy for preventing biofilm formation on medical devices and implants due to their broad antibacterial activity and low toxicity.
Supplementary Information
The online version contains supplementary material available at 10.1038/s41598-026-36969-2.
Keywords: Antimicrobial, Biofilm, Coatings, Nanoparticles, Urologic implants
Subject terms: Medical research, Microbiology
Introduction
Device-associated infections account for over 25% of hospital-acquired infections1. This includes catheter-associated urinary tract infections, with estimated treatment costs ranging from $340–450 million per year when adjusted for inflation1–3. Implantable devices, such as penile prostheses, carry a major risk of severe infection including sepsis due to bacterial attachment and biofilm formation on their surfaces4,5. Additionally, biofilms promote ureteral stent encrustation and associated urinary tract infections. 6 Due to biofilm-associated pathologies, devices often require removal or frequent exchanges, which impact morbidity, quality of life, and costs6,7. Biofilms are a combination of microorganism and extracellular polymeric substances composed of proteins, polysaccharides, lipids, and other substances in complex three-dimensional structures adherent to surfaces. Importantly, they provide natural defense mechanisms against host immune responses and antibiotics8. In particular, biofilms exhibit resistance to antibiotic concentrations markedly higher than unattached, planktonic forms of the same bacterial species, which can then render these antibiotics ineffective due to prohibitive toxicity8.
Proposed strategies to prevent biofilm formation include polymeric surfaces (in addition to the polymers used in clinical practice), antibiotic and silver (Ag) coatings, antimicrobial nanoparticle coatings, and physical-mechanical properties that inhibit biofilm proliferation9–11. While current strategies have achieved some clinical success, their effectiveness is limited after revision procedures, and the overall practical effectiveness has been questioned12,13. Moreover, antibiotic-based coatings carry the concern of promoting resistance14.
One emerging strategy for bacterial control includes using polyhydroxy fullerenes (PHF), a non-toxic nanomaterial15. Previous studies have found that PHF enhances the catalytic and antimicrobial activity of titanium dioxide (TiO2) and silver (Ag)16,17. Other metals such as gold (Au) have also shown to augment Ag antimicrobial activity in nanoparticles (NPs), possibly through Ag membrane reactivity enhancement18. However, PHF-based bimetallic NPs have not been evaluated. The objective of this study was to evaluate PHF-based metal NPs (MNP) in biofilm formation prevention, antibacterial activity, and toxicity.
Results
Metal nanoparticles
Different metal nanoparticles were synthesized by polyhydroxy fullerene (PHF) mediated synthesis method at room temperature. The formation of bimetallic nanoparticles, such as gold-silver nanoparticles, was validated through multiple imaging modalities, and are approximately 5 nm in size with a thin PHF coating (Fig. 1A). The energy dispersive X-ray (Fig. 1B) suggests that gold and silver are present as an alloy. The metal nanoparticles were coated on polyurethane discs (Fig. 1C) by drop casting, which appears to be non-uniform (Fig. 1D). Since the focus of this study is evaluate the antibacterial and antibiofilm activity, the coatings were used without further optimization.
Fig. 1.
GSNP coatings and characterization. (A) aberration corrected-transmission electron micrograph of GSNP that confirms size and ultrastructure with a monolayer of polyhydroxy fullerene (PHF) coating (black arrow) over gold (Au) and silver (Ag) (white arrow). (B) energy-dispersive X-ray spectroscopy elemental mapping of GSNPs where orange and white pixels represent Au and Ag, respectively. White scale bars illustrate 2 nm. (C) uncoated polyurethane (PU) disc. (D) GSNP coated PU disc. GSNPs: PHF-based gold-silver nanoparticles.
Antibacterial and antibiofilm activity of MNPs
Consistent with the fact that gold, platinum, or palladium are not antibacterial, we did not observe antibacterial or antibiofilm activity for GNPs, PNPs and PPNPs compared to uncoated discs (Fig. 2). Significant antibacterial and antibiofilm activities were observed for silver containing nanoparticles: SNPs, SPNPs, and GSNPs. Figure 2A,B GSNPs showed a significantly higher (p<0.0001) antibacterial activity than SNPs, achieving up to 5 log (99.999%) reductions. In contrast, there were no statistically significant differences between SPNPs and SNPs for antibacterial and antibiofilm activities, suggesting gold as a key synergistic element.
Fig. 2.

(A) Antibacterial, and (B) antibiofilm activity of different metal nanoparticles measured against E. coli ATCC 43,886. ** p < 0.01; **** p < 0.0001. PHF: polyhydroxy fullerenes; GNP: PHF-gold nanoparticles; PNP: PHF-palladium nanoparticles; PPNP: PHF-palladium-platinum nanoparticles; SNP: PHF-silver nanoparticles; SPNP: PHF-silver-platinum nanoparticles; GSNP: PHF-gold-silver nanoparticles. (C) Longitudinal experiment of GSNP drop-casted PU discs over 4 days.
The drop-casted GSNP coatings were evaluated for their stability in a longitudinal experiment where the media containing E. coli (ATCC 43886) was replaced every 24 h. The GSNP coating maintained high antibacterial activity for 4 days (Fig. 2C). The antibacterial activity started declining from day 4 with no observable activity on fifth day due to loss of nanoparticles and suggesting need for a better coating design for long-term activity. Scanning electron microscopy (SEM) of uncoated or GSNP-coated discs, with or without bacterial exposure, showed that E. coli (ATCC 43886) bacteria used in this study can easily form biofilm on polyurethane (PU) discs (Fig. 3A,B). The nanoparticle drop-casting method creates a non-uniform coating (Fig. 3C), however this GSNP coating was sufficient to prevent biofilm growth (Fig. 3D).
Fig. 3.
Scanning electron microscopy images of sterile polyurethane (PU) discs (A) before and (B) after exposure of E. coli with evidence of biofilm formation on the surface of the latter. Star indicates artifact on surface, asterisk indicates a dehydration fracture, arrowheads point to examples of bacteria immersed into biofilm matrix. GSNP-coated PU discs (C) before and (D) after exposure to E. coli, with no evidence of biofilm formation on the surface. Notice presence of scattered smaller aggregates of GSNPs (white arrowheads) and no visible bacteria on their surfaces.
GSNPs are broad spectrum antibacterial
The antibacterial activity of GSNP was evaluated against three Gram positive and three Gram negative urologic pathogens. Initial testing at supraphysiologic bacterial concentrations demonstrated a significant antibacterial and antibiofilm activity across bacterial species (Supplementary Fig. S1A,B), with a significantly higher effectiveness against S. aureus. (Supplementary Tables 1 and 2). Importantly, experiments at physiologically relevant bacterial loads (106 – 107 CFU/mL) displayed no bacterial growth (i.e., 100% reduction) in both planktonic and biofilm bacteria for all strains exposed to GSNPs coating (p < 0.0001 for all species) (Fig. 4A,B). Next, estimated minimum inhibitory concentration (eMIC) for GSNP nanoparticles was determined for each strain by exposing free floating bacteria to different concentrations of GSNPs (Fig. 4C). Importantly, no growth was observed at 3 µg/mL GSNP concentration for any strain, indicating complete inhibition at the highest tested concentration under these conditions and the MIC < 3 µg/mL. The eMIC for Gram positive bacteria was slightly higher than Gram negative with the highest eMIC obtained for S. epidermidis at 2.23 µg/mL (Fig. 4D).
Fig. 4.
(A) Antibacterial and (B) antibiofilm activity of polyhydroxy fullerene coated gold-silver nanoparticles (GSNPs) on multiple Gram positive and Gram-negative bacterial strains. GSNP-coated polyurethane (PU) discs were exposed to physiologically relevant bacterial loads (1.2 × 106 − 5.9 × 107 CFU/mL). Solid white bars represent planktonic bacterial growth in uncoated (control) discs, solid blue bars represent planktonic bacterial growth in GSNP-coated discs. Patterned white bars represent biofilm bacterial growth in control discs, and patterned blue bars represent bacterial growth in GSNP-coated discs. Scattered dots display individual samples log (CFU/mL) bacterial concentration. **** p < 0.0001 between samples. (C) Planktonic bacterial reduction (log CFU/mL) of different urologic pathogens as a function of increasing GSNP concentrations. (D) Estimated minimum inhibitory concentrations of GSNPs for different urologic pathogens. No error bars are displayed for calculated values.
Kinetics and mechanism
The kinetics and preliminary mechanistic studies were carried out with E. coli ATCC43886 strain, quantifying bacterial load reduction following the same direct counting method used for the assays described above. A significant bactericidal activity (p < 0.0001) was observed at 614 min when compared to other time points (Fig. 5A). The estimated 100% bacterial load reduction period was calculated as 643 min. Preliminary studies suggest that the mechanism of action involves production of reactive oxygen species (ROS). GSNPs, by itself, did not produce any ROS (Fig. 5B). While E. coli ATCC 43,886 strain exhibited endogenous ROS formation, the ROS production measured was significantly higher when bacteria was exposed to GSNPs (p < 0.01).
Fig. 5.
(A) E. coli ATCC bacterial percentage reduction when exposed to a 1 µg/mL concentration of GSNPs at different time points. (B) Reactive oxygen species formation in E. coli ATCC exposed to 1 µg/mL GSNPs for 1 h evaluated by CelROX fluorescence. (C) Percent murine 3T3 fibroblast viability after exposure to different concentrations of GSNPs. (D) Planktonic bacterial log CFU/mL reductions of different strains exposed to commercial gold-silver nanoparticles (cNPs) and the calculated reduction when using the same concentration of GSNPs. No error bars are displayed for calculated values. **:p < 0.01; ***: p < 0.001; ****: p < 0.0001.
Safety and comparison with commercial NPs
The safety of GSNP was assessed with 3T3 murine fibroblasts and XTT assay. When fibroblasts were exposed to increasing concentrations of GSNPs, a 50% reduction in cell viability was observed at a calculated GSNP concentration of 3.48 µg/mL. The highest calculated eMIC was 2.23 µg/mL for S. epidermidis (Table 1) with a corresponding fibroblast viability of 83.22% at this concentration of GSNP. The eMICs for K. oxytoca and E. hormaechei did not decrease calculated fibroblast viability, calculated through the equation of the line produced from Fig. 5C (Table 1), therefore suggesting GSNPs are safe when used at antibacterial concentrations for diverse species. The antibacterial activity of GSNPs was compared with commercial nanoparticles (cNPs) at eMIC values, where cNPs achieved significant bacterial reduction across species (p < 0.0001 except S. epidermidis where p = 0.01). However, the quantified reductions achieved with cNPs (tested in triplicate) were 6–7 times lower than the calculated reductions for GSNPs (p < 0.0001 for all), suggesting GSNPs are a million times more effective than cNPs (Fig. 5D). In Fig. 5D, bacterial reductions at strain-specific estimated minimum inhibitory concentrations were based on quantitative data in Fig. 4C.
Table 1.
Estimated \minimum inhibitory concentrations (eMICs) for different bacterial strains are derived from dose-response CFU trends and are not CLSI/ISO MICs.
| Bacterial strain | Estimated MIC (µg/mL) | Regression fits (R2) | Calculated fibroblast survival |
|---|---|---|---|
| S. aureus | 1.963 | 0.7883 | 90.41% |
| S. epidermidis | 2.234 | 0.942 | 83.22% |
| E. faecalis | 2.052 | 0.9065 | 88.04% |
| K. oxytoca | 1.123 | 0.9693 | 100% |
| E. hormaechei | 1.582 | 0.8971 | 100% |
| E. coli | 2.022 | 0.9164 | 88.84% |
Discussion
Biofilm formation on material surfaces has hindered the use of devices across medical fields. In this study, GSNPs were found to be a broad spectrum, highly effective antibacterial and antibiofilm coating for PU, a material commonly used in urology and other disciplines19,20. The benefits of developing a material capable of preventing or effectively eliminating biofilms without device removal can be practice-changing within and beyond urology4.
Silver nanoparticles kill bacteria mainly by binding to membrane proteins causing cell wall disruption. Silver nanoparticles have also been proposed to inactivate bacteria by producing ROS. PHF has been shown to enhance antibacterial activity of silver nanoparticles by enhancing ROS production. Gold has also been proposed to enhance antibacterial activity of silver nanoparticles by increasing ROS production. In this study, silver-containing nanoparticles possessed significant antibacterial and antibiofilm activity; while gold, by itself, did not exhibit antibacterial activity. However, only the GSNPs demonstrated a strong synergistic effect (Fig. 2). Inactivation by ROS is preferred over binding to membrane proteins as the bacteria can develop resistance against the latter mechanism. Further studies are needed to determine the ability of uropathogens to develop resistance against GSNPs.
Combining gold with silver has been previously proposed to enhance antibacterial activity of silver nanoparticles18,21. For example, gold-silver nanocages were evaluated against commercial strains of E. coli, E. faecalis, S. mutans and S. aureus. While these nanocages exhibited high antibacterial activity at very high concentrations (10 µg/mL) against some strains, additional sulfadiazine was required to achieve complete bacterial eradication18. In contrast, our GSNPs showed 100% kill rate at low concentrations (3 µg/mL) for all urologic pathogens tested at physiological levels. To the best of our knowledge, the current study is the first description of antibacterial properties of gold-silver nanoparticles with the largest number of clinically isolated bacterial strains to date. It should be noted that the main advantage of testing material coatings with clinically isolated vs. commercial strains is the prior antibiotic exposure for isolates, which increases the validity of our results. Importantly, our GSNPs performed several fold better than commercial gold-silver nanoparticles (Fig. 5D).
A limiting factor for the use of metals in medical devices is the potential for toxicity. Reported ionic silver toxic serum concentrations are variable; however, given the silver content in GSNPs and different blood absorption barriers, the likelihood of reaching such serum concentrations is low22. As for gold, it is considered clinically inert; nonetheless, metallic toxicity profiles for both metals can change when in nanoparticles depending on surface coating, size, and shape23. PHF has been previously reported to be non-toxic15. To gain further insight into GSNP toxicity, we directly evaluated bactericidal concentrations of GSNP on mammalian fibroblasts. We demonstrated that the eMIC across a broad spectrum of species is below the calculated levels of 50% reduction in cell viability (Fig. 4D). The average computed viability loss in the highest eMIC was < 20%. The low toxicity of GSNPs is encouraging for further biomaterial development and could expand the potential application of these NPs as stable surface coatings with long-term antimicrobial efficacy in minimal release or GSNP-eluting coatings, using similar concepts already used in practice or in vivo under ongoing research10,24.
Current antibiotic coatings for devices such as IPPs have successfully decreased associated infections, potentially by a bactericidal effect tailored to an initial sterility breach10. However, resistance to the coating antibiotics has been demonstrated, which may account for the reduced effectiveness in some revision procedures13,25. Furthermore, the sterility breach source hypothesis has been recently questioned as subcutaneous tissue bacteria has been found to be one of the primary sources of bacteria in IPP biofilms, suggesting a more constant source of bacterial exposure25. The GSNPs in this manuscript carry several strengths for this purpose: (1) the potential to create a device-tailored coating that might provide longer-lasting protection; (2) the lower likelihood of developing resistant bacterial strains and (3) the broad spectrum antimicrobial and antibiofilm capability.
Limitations
Potential limitations of this study include the lack of in-vivo data and toxicity testing in a broader set of human cell lines, using additional assays such as the lactate dehydrogenase assay. Furthermore, the bacterial exposure period did not evaluate extended timeframes. Nonetheless, given its potential in a wide-range of applications, in-vivo studies should be tailored to the specific tissues or devices to be targeted with appropriate models and coating types. The tested durations for antibiofilm activity should be adjusted to a given device and its potential indwelling period. Furthermore, only one growth media was used. Future studies will evaluate more physiologically relevant bacterial growth media. Finally, additional testing is needed, with more timepoints to evaluate the effective time for the GSNP-mediated inhibition of bacterial attachment.
Conclusion
This study characterized novel polyhydroxy fullerene coated mono- and bi-metallic nanoparticles for their antibacterial and antibiofilm effects and found that GSNPs was most effective. GSNPs was also demonstrated to achieve broad spectrum antibacterial and antibiofilm activities against human uropathogens. Importantly, at the minimum inhibitory concentrations, GSNPs had minimal effect on fibroblast viability. GSNPs are proposed as a material coating with broad-spectrum antimicrobial and antibiofilm activity that are easy to synthesize and have low toxicity. GSNPs may provide a valuable strategy as a coating in numerous applications to reduce device-related infections not limited to the urological practice.
Methods
Nanoparticle synthesis
The metal nanoparticles (MNPs) were synthesized using modified methods previously described17. Briefly, different concentrations of silver (Ag), palladium (Pd), platinum (Pt) and gold (Au) were added to 2 mg/mL solution of PHF in deionized water to create PHF-based Au (GNP), Pd (PNP), Ag (SNP), Ag-Pt (SPNP), Pd-Pt (PPNP) and Au-Ag nanoparticles (GSNP). Resulting solutions were stirred and centrifuged (Table S1). The hydrodynamic size and absorption spectrum of GSNPs were measured using dynamic light scattering and UV-visible spectrophotometry. GSNP nanostructure and elemental composition were confirmed through aberration-corrected transmission electron microscopy (AC-TEM) and X-ray energy-dispersive spectroscopy (XEDS). (Fig. 1)
MNP antibacterial-antibiofilm activity and visual confirmation
MNPs were coated on sterile 12.7 mm polyurethane (PU) discs by drop-casting method (Table S1). This results in surface adhesion predominantly through van der Waals interactions, suitable for rapid screening, but not final device-ready coating. Deposition was confirmed through both macro- and microscopic imaging (Figs. 1 and 3). Control (uncoated) discs were added a 90% ethanol solution without MNPs. We chose PU due to its wide presence in urology and other disciplines19,20. Coated and uncoated discs were exposed to a brain heart infusion (BHI) broth incubated with a commercial, uropathogenic Escherichia coli strain (ATCC® 43886) diluted to a bacterial load of 5.5–7.1.5.1 × 107 colony-forming units (CFU)/mL. The MNP coating with the highest antibacterial and antibiofilm activity, GSNP, was selected for further experiments. In subsequent experiments, GSNPs were dispersed in ethanol to a 10 µg/mL concentration and drop-casted on PU discs as described above (Fig. 1). To visually confirm biofilm and GSNPs surface presence, discs were inoculated with our E. coli strain and incubated at 37 °C overnight in BHI. Subsequently, discs were removed, rinsed with sterile phosphate-buffered saline (PBS) to remove unadhered bacteria and immersed into a 10% glutaraldehyde and followed a previously described protocol11. They were further air dried and sputter-coated using palladium for SEM imaging (ZEISS® Evo 15). SEM was carried out at 2.3 kV accelerating voltage and images were acquired at 14000-18000x magnification.
Evaluation of GSNP spectrum
To determine the breadth of GSNP coatings, diverse pathogenic bacteria isolated from inflatable penile prosthesis (IPP) or ureteral stents (US) obtained in a clinical setting were used to characterize antibacterial and antibiofilm properties of coatings. Isolates included Gram positive and Gram negative species that spanned both aerobic and facultative anaerobic bacteria. Species used included the ATCC E. coli strain, Enterococcus faecalis, Enterobacter hormaechei, Staphylococcus aureus, Klebsiella oxytoca and Staphylococcus epidermidis. Details on the collection and isolation of bacteria are described elsewhere (IRB approval No. 22–294 and 20–415 to Dr. Miller)14,26. Briefly, the surfaces of explanted devices were swabbed, and streaked onto Blood agar, CNA agar, Chocolate agar, and MacConkey agar plates prior to incubation at 37 °C for variable time periods. Unique CFU’s were struck for isolation on the same media used for initial enrichment. Isolates were stored in 15% glycerol stocks at −80 °C and were identified through DNA extraction and Sanger sequencing of the full length 16 S rRNA gene, using the 27 F and 1492R primers. All studies were carried out in accordance with relevant guidelines and regulations. To preliminarily evaluate the efficacy of GSNPs, coatings were exposed to BHI or lysogeny broth to bacterial density ranging from 7.2 × 107 to 5.9 × 108 CFU/mL. Further evaluation was conducted at more physiologically-relevant bacterial loads of 1.2 × 106 – 5.1 × 107 CFU/mL14,26. Coated and uncoated discs were immersed in 600µL of bacteria-containing media and incubated at 37 °C overnight.
Antibacterial and antibiofilm properties determination
To quantify the antibacterial activity of NPs, free-floating (planktonic) bacteria were sampled from media after incubation and drop-plated onto BHI agar plates to quantify CFU/ml after overnight incubation at 37 °C. To quantify the antibiofilm activity, the discs were removed from media after incubation and rinsed to remove non-adherent, planktonic bacteria. Biofilm bacteria were detached into tubes containing sterile PBS, then sonicated in sterile PBS at 160 W at 20 kHz for 2 min (Ultrasonic processer XL, Heat Systems). The resulting solution was drop-plated onto BHI plates for CFU/mL quantification after overnight incubation. For both planktonic and biofilm bacteria, all samples were serially diluted to 10− 6 and all dilutions were plated in triplicate with 30 µL prior to incubation. All CFU’s for all dilutions were quantified, even if below 30 and CFU values for dilutions producing < 300 CFU’s total were used for analysis. This method put a limit of detection of approximately 33 CFU’s/ml. Thus, 100% inhibition is defined here as < 33 CFU’s/ml.
To quantify the long-term efficacy of nanoparticles, control and coated discs were used in assays as above. Subsequently, media was removed for CFU quantification and fresh media with E. coli was added back to wells, for a total of four days.
Toxicity, minimum inhibitory concentration (MIC), and efficacy comparison
Toxicity was evaluated by comparing toxic concentrations to effective antibacterial concentrations calculated as MICs. Murine 3T3 fibroblasts were employed to determine the potential for toxicity. The fibroblasts were cultured in Dulbecco’s Modified Eagle’s Medium (DMEM) supplemented with 10% fetal bovine serum (FBS) and 1% Penicillin-Streptomycin. The fibroblasts were treated in cultured DMEM media containing serial concentrations of GSNPs (10, 7.5, 5, 2.5, 1, 0.5 and 0.1 µg/mL). Cell viability was assessed using the CyQUANT XTT Cell Viability Assay (Thermo Fisher Scientific) following manufacturer’s protocol with specific modifications to prevent optical interference from the GSNP. After co-culturing with GSNP, cells were washed with PBS to remove extracellular particles, and fresh DMEM was added. Following the 4-hour incubation with the XTT working solution, the supernatant was transferred to a fresh 96 well plate. This transfer step was essential to eliminate background noise caused by cell debris or internalized GSNP. Complete DMEM culture medium without the cells was used as blank controls, and fibroblasts without NPs were used as live controls.
To quantify the estimated MIC (eMIC) of GSNPs, bacterial strains diluted to physiologically relevant bacterial densities were exposed to increasing concentrations of GSNPs. Bacteria without exposure to GSNPs were used as controls. Samples were incubated overnight and further plated for quantification. We defined eMIC as the calculated lowest necessary concentration of GSNPs to reduce the highest bacterial load observed in controls. GSNP efficacy was compared to 20 nm Ag-shelled Au citrate-based commercial NPs (cNPs) (nanoComposix, Inc.). Using the calculated eMIC concentration for GSNPs, bacterial strains were exposed to cNP concentrations equivalent to the GSNP eMIC and incubated overnight along controls incubated without cNP. Because GSNPs were evaluated using CFU enumeration across a limited set of discrete concentrations, we report the highest tested concentration producing complete inhibition and a regression-based estimated inhibitory concentration (eMIC) for comparative purposes. eMIC values are not equivalent to CLSI/ISO broth microdilution MICs and should be interpreted as descriptive estimates under the conditions of this assay.
Mechanism of action and kinetics evaluation
We evaluated production of reactive oxygen species (ROS) as a potential synergistic mechanism of action to infer a lower potential to develop resistance to GSNPs27. To evaluate ROS production, we used CellROX® Deep Red Reagent (Life Technologies, Inc.), which increases fluorescence when exposed to ROS. Broth containing E. coli 43,886 was exposed to 1 µg/mL GSNPs and incubated for 1 h. Samples were then used in the CellROX® assay following manufacturer’s protocol. Fluorescence at 665 nm was quantified on a UV-2450 plate reader (SHIMADZU, Japan). Differences in fluorescence emission were recorded and the emissions of the separate components (bacterial media, GSNPs and PBS) with CellROX® were used as controls. Fluorescence of the individual components without CellROX® was assessed to rule out interference. Bactericidal kinetics were evaluated to gain insight into a minimal implant indwelling time. To quantify the bactericidal kinetics of GSNPs, a separate set of samples were incubated for up to twelve hours. Data were used to calculate an estimated inhibitory period to achieve a 100% bacterial concentration reduction.
Statistical analysis
All pertinent experiments were carried out in triplicate for statistical analysis. Parametric variables were analyzed using independent samples t-test or ANOVA and Tukey post-hoc analysis, as appropriate. Statistical analysis was conducted using IBM® SPSS v. 26, and p values < 0.05 were considered statistically significant.
Supplementary Information
Below is the link to the electronic supplementary material.
Acknowledgements
The authors thank the support from Dr. Robert Williams from Center for Electron Microscopy and Analysis (CEMAS), The Ohio State University for AC-TEM and XEDS imaging.
Author contributions
JGA, SD, AM and VK conceived and designed the study. YX and VK synthesized and characterized the nanomaterials. JSRA and AM performed microbiological assays. All authors read and approved of the final manuscript.
Funding
The authors acknowledge the financial support from the Cleveland Clinic Caregiver Catalyst Award, Research Program Committee, and seed funds from the Lerner Research Institute. JSRA was supported by the Urology Department at Cleveland Clinic. Any opinions, findings, conclusions, or recommendations expressed herein are those of the author(s) and do not necessarily reflect the views of the funding agencies.
Data availability
All data analyzed during this study are included in this published article and its supplementary information files.
Declarations
Competing interests
V.K. has a patent on the synthesis of metal nanoparticles used in this study. The authors declare that they have no competing interests. All other authors declare no financial competing interests.
Ethics approval
This study received Institutional Review Board (Cleveland Clinic) approval No. 22–294 and 20–415. Informed consent was obtained from participants via Institutional Review Board-approved study protocol No. 20–415.
Footnotes
Publisher’s note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
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Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
Data Availability Statement
All data analyzed during this study are included in this published article and its supplementary information files.




