Implementation

Barre

Premise

The siderophore–gold nanoparticle (AuNP) complex must first reach and penetrate the infecting bacteria. Once internalized, near-infrared (NIR) irradiation triggers a localized antibacterial effect by generating heat specifically within the bacteria that have taken up the complex.

Simplified project concept
Figure 1: Simplified project concept

Intricacies


During this iGEM cycle, we were unfortunately unable to complete the synthesis of the required parts for our complex either due to lack of time or experimental setbacks. More details can be found on our Engineering Success page. Below, we outline the theoretical methods of synthesis and assembly of the aerobactin-AuNP complex as well as its intended use.

Gold nanoparticles

AuNPs can be synthesized both chemically and biologically. We favor biological synthesis for potential biocompatibility and greener processes, while acknowledging that chemical routes offer tight size control and high reproducibility.

Simplified project concept
Figure 2: Chemical versus biological synthesis of gold nanoparticles

Dr. Boisselier, one of the experts we met as part of our Human Practice, informed us that gold nanorods might be best suited for our purposes because their shape absorbed the best infrared light compared to standard gold nanoparticles. Nanorods can also be synthesized biologically, although by less organisms [1]. For simplicity’s sake, gold nanoparticles will be used as the placeholder term throughout this page and our whole wiki. Gold nanoparticle size should lean toward the smaller side, as their toxicity is more strongly correlated with size than with quantity. Smaller nanorods also demonstrate enhanced photothermal conversion and higher PTT efficiency. Literature suggests that particles in the 20–50 nm range achieve good cellular uptake, with uptake peaking around 50 nm. In vivo, clearance is most efficient for very small nanorods (~7 nm), compared to larger ones (>14 nm). Ultimately, the balance between therapeutic efficiency and toxicity would need to be experimentally validated before selecting the optimal nanorod size for our complex [2].

Aerobactin production

We attempted to genetically engineer E. coli to produce aerobactin. However, this endeavour wasn’t very successful due to multiple cloning issues. For more details, check out our Engineering success page.

Assembly of gold-nanoparticles and aerobactin

Once synthesized, aerobactin and our gold nanoparticles would be assembled using chemical processes. To ensure stability and strong binding between gold nanoparticles and aerobactin, we draw inspiration from Ha and al. (2025) [3] who used N-heterocyclic carbene (NHC) gold-nanoparticles complexes. These complexes possess strong covalent bonds that surpass the strength of typical noncovalent bonds used to stabilize other nanoparticle types. In addition, the NHC ligands prevent particle aggregation because of its steric hindrance. This makes them very stable under a variety of conditions, including in biological systems [3]. For research purposes, we plan to add a fluorescent tag (such as cyanine 7) to our complex so we could track its entry in K. pneumoniae.

Simplified project concept
Figure 3: Synthesis of AuNP_NSC (N-heterocyclic, siderophore, and Cyanine-7-conjugated AuNP) [3]

Storing methods

Au-NSC were stored at 4 °C for thirty days and the solution retained its original color. Its absorption peak also remained unchanged. Further investigations involving exposure to light from a fluorescent lamp and an 808 nm laser with recording of the UV–vis spectra showed that the characteristic absorbance peak at 520 nm for AuNP_NSC was preserved, indicating their great stability [3].

Modes of administration

We consider three primary routes of administration for our complexes: topical, intravenous and in situ of deep tissue infections. Topical delivery would be appropriate for superficial skin infections, such as diabetic foot ulcers. Several vehicle strategies are possible, but semisolid formulations, such as gels, creams and ointments tend to be the preferred vehicle because they deliver the drug over an extended period of time. The choice between them would depend on the infection site, drug concentration and solubility as well as ease of application, in line with dermatological best practices [4]. For infections involving internal organs or deep tissues, intravenous administration would be the preferred route, as it enables rapid systemic delivery while avoiding hepatic first-pass metabolism. In situ administration by injection of the complex directly in the deep tissue site of infection is also considered in cases with abscess. The common treatment of an abscess is to drain the pus out of the site to lessen the amount of infected fluid and to induce healing. It is common in this procedure to use a catheter to drain the pus from the infected site [5]. We aim to take advantage of the already-open access to the infection site to inject directly in the infected tissue the complex. That way, the complex can directly diffuse into the infected tissue and, we hope, lessen the time between administration of the complex and irradiation. The catheter could also be used as an entry point for an optical fiber for irradiation of the infection site. Of course, these parameters will need to be confirmed during clinical trials.

Penetration into Infectious Sites and Wait Time Before Irradiation

In the original study underlying this year’s project [3], skin wounds treated with the siderophore–gold nanoparticle complex were irradiated with NIR light 30 minutes after administration. Based on this, we propose that treatments of skin wounds follow a similar timeline from administration to irradiation. However, experiments in mice using our completed siderophore–gold nanoparticle complex will be necessary to determine the optimal time for penetration into bacteria and effective treatment.

For deep tissue infections, whether in organs or muscles, the time required for the siderophore–gold nanoparticle complex to reach the infection site can vary widely depending on factors such as tissue location, vascularization, and inflammation. Literature reports that smaller nanoparticles penetrate tissues more rapidly [6]. Therefore, the interval between intravenous administration and NIR irradiation generally needs to be longer for infections located deeper from the circulatory system. Patient-specific factors, including inflammation levels and vascular quality, may also influence penetration. Our siderophore–gold nanoparticle complex is relatively small, approximately 1–2 nanometers, which is expected to allow efficient diffusion and rapid tissue penetration. Nonetheless, mice trials will be necessary to confirm these expectations and to guide treatment strategies for infections at different sites.

Irradiation time and Methods

Near-infrared (NIR) light is one of the most promising sources of excitation energy for gold nanoparticles because of its relatively deep penetration into biological tissues. In particular, the “second biological window” (NIR-II, ~1000–1700 nm) is of growing interest due to reduced scattering and lower absorption by endogenous chromophores, which allows greater treatment depth and minimizes superficial heating and burns [7].

The excitation efficiency of gold nanoparticles depends strongly on the structure of the siderophore–nanoparticle complex. Different configurations alter the plasmon resonance spectrum, meaning that the optimal excitation wavelength can shift depending on the complex’s geometry and local environment. Ideally, complexes would be designed to exhibit peak absorption within the NIR-II range (1000–1700 nm) to maximize penetration and therapeutic efficiency.

However, not all effective systems require such long wavelengths. For example, Ha et al. (2025) [3] successfully used an 808 nm laser—within the first biological window (NIR-I)—to activate siderophore-conjugated gold nanoparticles, achieving strong bactericidal activity while minimizing collateral damage to surrounding tissue. This suggests that shorter NIR wavelengths may still be appropriate in certain contexts.

Ultimately, the choice of wavelength and irradiation parameters must be determined experimentally, balancing penetration depth, nanoparticle resonance characteristics, and safety considerations to identify the conditions that maximize therapeutic efficacy while minimizing harm.

Another important consideration is the laser-induced temperature at the target site. Thermal effects on cells and tissue depend strongly on both temperature and exposure time, and published thresholds vary by tissue type and experimental conditions. Reviews of thermal damage summarize commonly used ranges: mild hyperthermia (≈41–43 °C) can induce heat-shock responses and reversible protein denaturation; sustained exposures in the ≈42–46 °C range increasingly cause irreversible protein denaturation and cell death (necrosis or apoptosis) depending on exposure duration; higher temperatures (≈46–55 °C) are associated with rapid protein denaturation, microvascular damage and thrombosis that produce ischemia; and temperatures above ~60 °C typically cause almost instantaneous coagulative necrosis. These ranges are approximations — the precise boundary between reversible and irreversible injury is time-dependent and tissue-specific [8].

Although it might seem advantageous to use a higher temperature, the kinetics of thermal injury follow Arrhenius-type models. In practice, this means that tissue damage increases exponentially with temperature: even a small rise can dramatically shorten the exposure time needed to cause a given level of injury. Because of this exponential dependence, both peak temperature and exposure duration (the thermal dose) must be carefully controlled. Otherwise, higher temperatures can increase the risk of unintended injury to surrounding healthy tissue [9].

In addition to purely thermal mechanisms, photothermal irradiation can produce mechanical effects such as microcavitation or rapid thermal expansion that cause direct mechanical disruption of cells and extracellular matrix. These non-thermal, cavitation-driven effects have been shown to contribute to microbial and cellular damage in several photothermal and ultrasonic modalities and may increase the risk of collateral mechanical injury if not carefully controlled [10].

The physiological effects of photothermal therapy (PTT) are temperature-dependent in cancer models, and the same temperature dependence plausibly applies to bacteria — but there are important differences. Bacteria can respond to sublethal heat and oxidative stress by activating stress responses, upregulating heat-shock proteins, altering gene expression, and in some cases increasing mutation rates or adaptive phenotypes. Sublethal treatments can sometimes select for more thermotolerant or biofilm-forming cells, so achieving a bactericidal thermal dose (or combining PTT with another lethal modality such as photodynamic production of ROS) is important to avoid selecting survivors [11],[12].

Different infection sites require different irradiation strategies. For superficial infections, such as those affecting the skin, external near-infrared (NIR) sources (lamps or lasers) may be sufficient. For deeper infections, however, more invasive approaches have to be considered. Endoscopic or endovascular procedures could be employed to deliver an optical fiber directly to the infection site within hollow organs or other accessible body cavities. Once in place, the fiber can transmit NIR light precisely to the targeted area. Optical fibers remain the most practical delivery system because they allow high transmission efficiency, spatial precision, and compatibility with endoscopic procedures [13].

An alternative approach would be to modify the gold nanoparticles themselves into so-called “smart gold nanoparticles.” These particles are termed “smart” because they can activate autonomously in response to specific physiological triggers, such as acidic pH. In oncology, smart nanoparticles are increasingly explored, and some have even been engineered to synthesize their own photothermal therapy (PTT) agents in situ, eliminating the need for external irradiation [14]. Nevertheless, this remains largely experimental. For infectious disease applications, it is not yet clear whether such nanoparticles would activate at a sufficient rate, accumulate selectively at infection sites, penetrate bacterial cells, or achieve robust bactericidal activity. At this stage, it may even be more straightforward to develop smart nanoparticles directly engineered to target antibiotic-resistant bacteria, with or without siderophore conjugation.

Regardless of the irradiation or nanoparticle strategy employed, combining these approaches with antibiotics could provide synergistic benefits and improve overall treatment outcomes.

Clinical applicability

One of our human practices experts, infectiologist Dr. Dumaresq made us remark that superficial skin infections, such as diabetic foot ulcers, generally respond well to current antibiotics due to the high dosages used. He encouraged us to explore additional applications for our project such as sterilization of inert surfaces, treatment of deep tissue infections, sepsis, and infections related to medical implants (e.g., hip prostheses). These types of infections are often caused by Gram-positive bacteria like Staphylococcus aureus which the team did not focus on because siderophore entry is less well studied in Gram-positive than in Gram-negative bacteria. These suggestions remain valuable for guiding future research, and Dr. Dumaresq reassured us that K. pneumoniae is a highly relevant and concerning pathogen, making it a valid focus for our work.

Patient impact

For patients, a potential disadvantage of implementing this project is the need for short-term hospitalization—ranging from one to several days—in more severe cases that require invasive surgery. Endovascular interventions can allow same-day discharge, but full recovery may take from a few days up to a month in more complex cases [15]. In contrast, procedures for skin infections and endoscopic treatments typically allow same-day discharge within a few hours, although mild discomfort may persist for several days [15],[16],[17].

The potential benefits include improved survival outcomes and a reduced risk of complications associated with severe bacterial infections. Additionally, minimizing or eliminating the use of antibiotics could help preserve the microbiome—a system with extensive whole-body interactions—whose disruption has been linked to a higher risk of developing a wide range of disorders, including Clostridioides difficile infection, metabolic disease, depression, and autoimmune diseases [18],[19],[20].

Limitations
Deep-seated infections

This strategy would likely be less effective for deep-seated infections. As noted earlier, near-infrared (NIR) light offers good, though not exceptional, tissue penetration. Because of this limitation, invasive procedures may be necessary—something ideally avoided whenever possible. Such interventions would also demand significant healthcare resources. The administration of the siderophore–nanoparticle complex, NIR irradiation, and any required surgical procedures would all need to be carried out by trained medical staff (e.g., nurses, physicians, surgeons). In addition, hospital infrastructure—including beds, operating space, and patient care resources—would be required to accommodate individuals undergoing treatment. Nonetheless, in cases where antibiotics fail, it could still represent a valuable last-resort option.

Immune system interaction

We do not yet know whether the immune system will attempt to attack our complexes, as they may resemble infectious siderophores. A key factor to consider is the protein lipocalin, which is secreted by neutrophils at infection sites to inhibit bacterial iron acquisition [21],[22],[23]. If we introduce gold–nanoparticle–siderophore complexes, lipocalin could bind to them and reduce delivery efficiency to K. pneumoniae. However, murine models also express lipocalins that bind siderophores, and one treatment still achieved a 96% reduction in P. aeruginosa, despite this interaction [3]. It should be noted, however, that this experiment targeted skin lesions, where lipocalin levels may be lower than in systemic infections such as sepsis.

To address this challenge, we could draw inspiration from bacteria that produce “stealth” siderophores. These naturally evade lipocalin binding through the addition of a covalently attached glucose residue, without reducing their strong affinity for Fe³⁺ or their bacterial uptake [24]. To mimic this strategy, we considered attaching polyethylene glycol (PEG) to our complexes. PEGylation is widely used to shield therapeutic agents from immune recognition, potentially giving us a dual benefit. However, PEG could also interfere with TonB, the receptor that enables aerobactin entry into the periplasm. If PEG causes hydration-related osmotic stress or prevents TonB’s necessary conformational changes, our complexes might fail to penetrate the bacteria. It is unclear whether glucose alone would provide sufficient protection from immune recognition without disrupting TonB-mediated transport. Importantly, available data are limited: the relevant study examined E. coli TonB with enterobactin rather than K. pneumoniae TonB with aerobactin. While these siderophores belong to the same class and TonB is highly conserved, subtle differences could still be significant. Plus, we found only one article addressing this issue, suggesting that it may not represent a major obstacle [21].

Bioavailability and toxicity

Another major limitation of our project is the considerable uncertainty surrounding the fate and clearance of the complexes. Key questions remain unanswered: are the complexes cleaved or otherwise processed by the immune system (beyond lipocalin binding, for which we found evidence [21],[22],[23]). Are the nanoparticles eliminated via renal or hepatic routes? What is their systemic bioavailability, and do healthy mammalian cells take up or accumulate the complexes? At present the literature offers little direct guidance on these points, leaving substantial gaps in our safety and pharmacokinetic understanding.

Effect of aerobactin-AuNP complex entry on K. pneumoniae metabolism

We do not yet know whether our complex can enter the periplasm of K. pneumoniae or whether it will interfere with the bacterium’s natural siderophore-mediated iron uptake pathways. As a reminder: siderophores are too large to passively diffuse through outer membrane porins. Instead, they rely on TonB-dependent transporters (TBDTs) to cross the outer membrane, and ATP-binding cassette (ABC) transporters to cross the inner membrane. Once inside, Fe³⁺ is typically released from the siderophore in the cytoplasm by an esterase or reductase. Because siderophores bind Fe²⁺ only weakly, they are then either degraded or recycled back into the extracellular space to capture new Fe³⁺ ions.[21] For further details, please see our Modelling page.

The addition of polyethylene glycol and a gold nanoparticle may alter how the siderophore complex enters the bacterium and where it localizes inside the cell. In principle, the precise intracellular destination may not be critical, provided that enough of the complex is internalized to enable bacterial killing upon near-infrared (NIR) laser activation. The main concerns are twofold: (a) the modification may change the siderophore’s conformation to the point that uptake is prevented or insufficient for effective killing, and (b) bacteria might accumulate large amounts of unprocessable complexes, leading either to cell death or to adaptive responses such as downregulation of uptake systems. The latter would reduce internalization, thereby decreasing the effectiveness of NIR activation and potentially promoting resistance rather than lethality.

Encouragingly, Ha et al. (2025) [3] tested a comparable strategy in P. aeruginosa, another Gram-negative bacterium, using a siderophore–gold nanoparticle complex. Their study achieved a 96% kill rate without harming surrounding healthy mouse skin tissue. This result indicates that even without fully elucidating the mechanisms, the approach can be effective against Gram-negative pathogens. However, it should be noted that 4% of bacteria survived, which raises the possibility of resistance emerging. Furthermore, in the case of Gram-positive bacteria, the treatment actually worsened outcomes, underscoring the need for pathogen-specific optimization.

Detailed project concept
Figure 4: Aerobactin-AuNP complex detailed entry in Gram-negative bacteria
Metallic inorganic nanoparticles and PTT

It turns out that in cancer treatment, gold nanoparticles—though widely praised—are not always ideal for photothermal therapy (PTT), as their absorption wavelength often falls outside the optimal NIR-II window (1000–1700 nm). Despite having better photostability, easy synthesis and tunable optical properties, their photothermal conversion efficiency can also be suboptimal, and repeated administrations may lead to accumulation and potential toxicity [10]. These limitations apply to gold nanoparticles and inorganic metallic nanoparticles at large. This is an important consideration – one that we learned about late into our project development– so in the future we would like to explore conjugating our siderophore to alternative organic dyes that could be better suited for PTT.

Cost of production

Estimating the exact production cost of our AuNP complexes is challenging, but they will almost certainly be more expensive than conventional antibiotics due to the multi-step synthesis process and the variety of reagents required. In addition to manufacturing costs, we must also account for the expense of the NIR laser system, its replacement or maintenance over time, and the costs associated with administering treatment to patients—particularly if the procedure requires more invasive delivery methods.

Generability of project

This approach would likely be effective only against Gram-negative bacteria that produce or rely on aerobactin. Looking further ahead, we aim to design additional complexes incorporating different siderophores to better target diverse bacterial strains—and potentially even extend the strategy to Gram-positive bacteria.

References

  1. Kitching M, Ramani M, Marsili E. Fungal biosynthesis of gold nanoparticles: mechanism and scale up. Microb Biotechnol. 2015 Nov;8(6):904-17. Epub 2014 Aug 26. PMID: 25154648; PMCID: PMC4621444. https://doi.org/10.1111/1751-7915.12151
  2. Gao Y, Huo S, Chen C, Du S, Xia R, Liu J, Chen D, Diao Z, Han X, Yin Z. Gold nanorods as biocompatible nano-agents for the enhanced photothermal therapy in skin disorders. J Biomed Res. 2024 Oct 8;39(1):1-17. doi: 10.7555/JBR.38.20240119. PMID: 39375931; PMCID: PMC11873593. https://doi.org/10.7555/JBR.38.20240119
  3. Ha, S., Kim, J., Seo, H. W., Kim, L., Yi, Y., Seo, S. E., Kim, K. H., Kim, S., An, J. E., Kim, G., Ko, K., Jun, S., Ryu, C., & Kwon, O. S. (2025). Siderophore-Functionalized Nanodrug for Treating Antibiotic-Resistant Bacteria. ACS Nano. https://doi.org/10.1021/acsnano.4c06501
  4. Kripa Ahuja, Miranda An, Peter Lio; A Brief Review of Vehicles for Topical Therapies. Skin Pharmacol Physiol 28 December 2024; 37 (4-6): 104–108. https://doi.org/10.1159/000541418
  5. Radiology (ACR). Abscess Drainage. Radiologyinfo.org. 2024. https://www.radiologyinfo.org/en/info/percabscessdrn
  6. Yohan, D., Yang, C., Lu, X., & Chithrani, D. B. (2016). Size dependent gold nanoparticle interaction at nano-micro interface using both monolayer and multilayer (tissue-like) cell models. Proceedings Of SPIE, The International Society For Optical Engineering/Proceedings Of SPIE, 9722, 97220T. https://doi.org/10.1117/12.2217987
  7. Lane LA, Xue R, Nie S. Emergence of two near-infrared windows for in vivo and intraoperative SERS. Curr Opin Chem Biol. 2018 Aug;45:95-103. Epub 2018 Apr 6. PMID: 29631122; PMCID: PMC6076872. https://doi.org/10.1016/j.cbpa.2018.03.015
  8. Yarmolenko PS, Moon EJ, Landon C, Manzoor A, Hochman DW, Viglianti BL, Dewhirst MW. Thresholds for thermal damage to normal tissues: an update. Int J Hyperthermia. 2011;27(4):320-43. PMID: 21591897; PMCID: PMC3609720. https://doi.org/10.3109/02656736.2010.534527
  9. Dewey WC. Arrhenius relationships from the molecule and cell to the clinic. Int J Hyperthermia. 1994 Jul-Aug;10(4):457-83. PMID: 7963805. https://doi.org/10.3109/02656739409009351
  10. Li J, Wang S, Fontana F, Tapeinos C, Shahbazi MA, Han H, Santos HA. Nanoparticles-based phototherapy systems for cancer treatment: Current status and clinical potential. Bioact Mater. 2022 Dec 5;23:471-507. PMID: 36514388; PMCID: PMC9727595. https://doi.org/10.1016/j.bioactmat.2022.11.013
  11. Wang P, Chen B, Zhan Y, Wang L, Luo J, Xu J, Zhan L, Li Z, Liu Y, Wei J. Enhancing the Efficiency of Mild-Temperature Photothermal Therapy for Cancer Assisting with Various Strategies. Pharmaceutics. 2022 Oct 24;14(11):2279. PMID: 36365098; PMCID: PMC9695556. https://doi.org/10.3390/pharmaceutics14112279
  12. Bengoechea JA, Sa Pessoa J. Klebsiella pneumoniae infection biology: living to counteract host defences. FEMS Microbiol Rev. 2019 Mar 1;43(2):123-144. PMID: 30452654; PMCID: PMC6435446. https://doi.org/10.1093/femsre/fuy043
  13. Tsukamoto, T., Fujita, Y., Shimogami, M., Kaneda, K., Seto, T., Mizukami, K., Takei, M., Isobe, Y., Yasui, H., & Sato, K. (2022). Inside-the-body light delivery system using endovascular therapy-based light illumination technology. EBioMedicine, 85, 104289. https://doi.org/10.1016/j.ebiom.2022.104289
  14. Sun, L., Liu, H., Ye, Y. et al. Smart nanoparticles for cancer therapy. Sig Transduct Target Ther 8, 418 (2023). https://doi.org/10.1038/s41392-023-01642-x
  15. Cleveland Clinic. 2022. Endovascular Surgery Procedures. https://my.clevelandclinic.org/health/treatments/23283-endovascular-surgery
  16. Gleason JL. Cystoscopy and Other Urogynecologic Procedures. Obstetrics and Gynecology Clinics of North America. 2013;40(4):773-785. https://doi.org/10.1016/j.ogc.2013.09.003
  17. Spinou, M. (2024). Safe outpatient discharge after gastrointestinal endoscopy with sedation and analgesia : a systematic literature review. Annals Of Gastroenterology. https://doi.org/10.20524/aog.2024.0899
  18. Patangia DV, Anthony Ryan C, Dempsey E, Paul Ross R, Stanton C. Impact of antibiotics on the human microbiome and consequences for host health. MicrobiologyOpen. 2022 Feb;11(1):e1260. PMID: 35212478; PMCID: PMC8756738. https://doi.org/10.1002/mbo3.1260
  19. Dinan K, Dinan T. Antibiotics and mental health: The good, the bad and the ugly. J Intern Med. 2022 Dec;292(6):858-869. Epub 2022 Jul 12. PMID: 35819136; PMCID: PMC9796968. https://doi.org/10.1111/joim.13543
  20. De Luca F, Shoenfeld Y. The microbiome in autoimmune diseases. Clin Exp Immunol. 2019 Jan;195(1):74-85. https://doi.org/10.1111/cei.13158
  21. Krewulak KD, Vogel HJ. Structural biology of bacterial iron uptake. Biochim Biophys Acta Biomembr. 2008;1778(9):1781-1804. https://doi.org/10.1016/j.bbamem.2007.07.026
  22. Goetz DH, Holmes MA, Borregaard N, Bluhm ME, Raymond KN, Strong RK. The neutrophil lipocalin NGAL is a bacteriostatic agent that interferes with siderophore-mediated iron acquisition. Mol Cell. 2002 Nov;10(5):1033-43. https://doi.org/10.1016/S1097-2765(02)00708-6
  23. Flo, T., Smith, K., Sato, S. et al. Lipocalin 2 mediates an innate immune response to bacterial infection by sequestrating iron. Nature 432, 917–921 (2004). https://doi.org/10.1038/nature03104
  24. Wilson BR, Bogdan AR, Miyazawa M, Hashimoto K, Tsuji Y. Siderophores in Iron Metabolism: From Mechanism to Therapy Potential. Trends Mol Med. 2016 Dec;22(12):1077-1090. https://doi.org/10.1016/j.molmed.2016.10.005