Abstract

Background

Bone infections with Staphylococcus aureus are notoriously difficult to treat and have high recurrence rates. Local antibiotic delivery systems hold the potential to achieve high in situ antibiotic concentrations, which are otherwise challenging to achieve via systemic administration. Existing solutions have been shown to confer suboptimal drug release and distribution. Here we present and evaluate an injectable in situ-forming depot system termed CarboCell. The CarboCell technology provides sustained and tuneable release of local high-dose antibiotics.

Methods

CarboCell formulations of levofloxacin or clindamycin with or without antimicrobial adjuvants cis-2-decenoic acid or cis-11-methyl-2-dodecenoic acid were tested in experimental rodent and porcine implant-associated osteomyelitis models. In the porcine models, debridement and treatment with CarboCell-formulated antibiotics was carried out without systemic antibiotic administration. The bacterial burden was determined by quantitative bacteriology.

Results

CarboCell formulations eliminated S. aureus in infected implant rat models. In the translational implant-associated pig model, surgical debridement and injection of clindamycin-releasing CarboCell formulations resulted in pathogen-free bone tissues and implants in 9 of 12 and full eradication in 5 of 12 pigs.

Conclusions

Sustained release of antimicrobial agents mediated by the CarboCell technology demonstrated promising therapeutic efficacy in challenging translational models and may be beneficial in combination with the current standard of care.

Osteomyelitis is a medically challenging and societally costly disease [1]. Recurrence rates are high, ranging from 5–40 % depending on anatomical location, comorbidities, and presence of foreign bodies [2]. Chronic osteomyelitis is regarded as biofilm infections, and 30–60 % of cases are estimated to be caused by Staphylococcus aureus [3]. Biofilm infections are considered difficult to treat, and the biofilm state is known to increase the embedded bacterias’ tolerance to antibiotics by up to 1000-fold, in large part caused by slow-growing bacteria [4]. While systemically administered antibiotics struggle to reach site-specific biofilm-eradicating concentrations [5], local drug-eluting technologies offer a promising solution to achieve minimum biofilm eradication concentrations (MBEC) in infected bone [6]. This is because achieving adequate site-specific concentrations through systemic administration requires high dosages, which can lead to partitioning into off-target tissues and subsequent toxicity. In contrast, local drug-eluting technologies could achieve MBEC with a lower dose of antibiotics, potentially also reducing the risk of adverse reactions and antimicrobial resistance development.

Current treatment consists mainly of systemic antibiotics, often supplemented with antibiotic-loaded bone cements or void fillers. However, it remains uncertain whether these drug-eluting technologies improve therapeutic outcomes [6–8], and their benefit is debated among clinicians [6, 8]. Consensus statements support the potential of novel or improved local antibiotic-eluting depot technologies for controlling biofilm infections [6]. Therefore, we aimed to design a technology that exhibits sustained high-dose release, which can be strategically injected and distributed in tissues.

To achieve these characteristics, we designed the CarboCell technology, an injectable, in situ-forming depot delivery system based on hydrophobic carbohydrate esters, triglycerides, and organic solvents (examples are shown in Figure 1). The CarboCell technology forms a hydrophobic liquid, which can be used to solubilize hydrophobic or amphiphilic compounds. Once injected into an aqueous environment, the organic solvent leaves the matrix, forming a drug depot that releases antibiotics over time. Importantly, the CarboCell technology is not restricted to open surgical sites but can be injected strategically into cancellous bone, cavities, and soft tissue using thin needles, and releases antimicrobials where infection resides (conceptualization; Figure 1AC). The drug release period and viscosity of CarboCells can be tailored by modifying the composition (Figure 1D) [9].

The concept of CarboCells technology, practical applicability, constituents used in this study, and in vitro and in vivo release of selected formulations of clindamycin. A, CarboCells (light blue) can be injected strategically across infected lesions and areas to optimize antibiotic distribution (outlined area). B, In vivo injection can be performed using standard thin needles; depots can comprise contrast agents visible in bone tissue and exhibits locoregional stability over time. C, Molecular structures of the hydrophobic sugar ester, triglyceride, and lead antibiotics utilized in this study. D, Examples of in vitro release curves of clindamycin from compositions (left; formulations CC6, CC2, and CC3; see Table 1 for formulation details), or from in vivo formulation CC3 (right). Release data are shown as the mean value ± SEM. Methods for release quantification and high-pressure liquid chromatography can be found in “Methods” section and Supplementary Methods, respectively.
Figure 1.

The concept of CarboCells technology, practical applicability, constituents used in this study, and in vitro and in vivo release of selected formulations of clindamycin. A, CarboCells (light blue) can be injected strategically across infected lesions and areas to optimize antibiotic distribution (outlined area). B, In vivo injection can be performed using standard thin needles; depots can comprise contrast agents visible in bone tissue and exhibits locoregional stability over time. C, Molecular structures of the hydrophobic sugar ester, triglyceride, and lead antibiotics utilized in this study. D, Examples of in vitro release curves of clindamycin from compositions (left; formulations CC6, CC2, and CC3; see Table 1 for formulation details), or from in vivo formulation CC3 (right). Release data are shown as the mean value ± SEM. Methods for release quantification and high-pressure liquid chromatography can be found in “Methods” section and Supplementary Methods, respectively.

In this article, we investigate the antimicrobial efficacy of the CarboCell technology loaded with antibiotics or in combinations with potentiating agents in experimental rodent- and porcine implant-associated infection models. For the experimental implant-associated osteomyelitis porcine model, it is known that an inoculum of 104 colony-forming units (CFU) does not resolve naturally [7, 10–16]. Furthermore, debridement with administration of a gentamicin-eluting bone cement does not lead to infection clearance (n = 6 [7]), and a study by Vittrup et al in 2024, using the exact same experimental protocol as in this study, showed that immunohistochemical (IHC) staining for S. aureus in 4 of 8 pigs that received intravenous rifampicin + moxifloxacin were positive postmortem, and likewise for 3 of 7 pigs that received moxifloxacin alone [16]. They also showed that in all the pigs, the neutrophil count fulfilled the confirmatory infection criteria, demonstrating the difficulty of eradicating infection in the model.

For the chosen adjuvants in this study, cis-2-decenoic acid (C2DA) and diffusible signal factor (DSF, cis-11-2-methyl-dodecenoic acid), the intention was to exploit their reported biofilm-dispersing activity to reduce the required killing concentration of the primary antibiotic [17–20]. This might extend the effective radius around each CarboCell depot for achieving staphylocidal concentrations.

METHODS

Selection of Active Pharmaceuticals

Compounds with expected activity against S. aureus and/or its biofilm were selected, and included combinations of levofloxacin, C2DA, DSF, gentamicin, linezolid, vancomycin, and clindamycin [17, 21–27].

Formulations of CarboCell

Formulations were made by weighing the components sucrose- octabenzoate, glycerotrihexanoate, ethanol, or dimethyl sulfoxide, followed by sonication at 75 °C until homogenous and translucent. Antimicrobials were dissolved by adding the desired mass of CarboCell liquid. CarboCell compositions used in this work are listed in Table 1. The CarboCell composition changes conducted throughout the study resulted from iterative optimization to improve release kinetics and antibiotic solubility.

Table 1.

CarboCell Compositions

CarboCell DesignationSuBen,
w/w, %
GTH,
w/w, %
EtOH,
w/w, %
DMSO,
w/w, %
SuBen/GTH Ratio
CC16015254
CC26020203
CC36416204
CC46015254
CC56416204
CC65525202.2
CarboCell DesignationSuBen,
w/w, %
GTH,
w/w, %
EtOH,
w/w, %
DMSO,
w/w, %
SuBen/GTH Ratio
CC16015254
CC26020203
CC36416204
CC46015254
CC56416204
CC65525202.2

The table provides an overview of all CarboCell compositions of this study and their chemical composition.

Abbreviations: CC, CarboCell; DMSO, dimethyl sulfoxide; EtOH, ethanol; GTH, glycerotrihexanoate; SuBen, sucrose octabenzoate.

Table 1.

CarboCell Compositions

CarboCell DesignationSuBen,
w/w, %
GTH,
w/w, %
EtOH,
w/w, %
DMSO,
w/w, %
SuBen/GTH Ratio
CC16015254
CC26020203
CC36416204
CC46015254
CC56416204
CC65525202.2
CarboCell DesignationSuBen,
w/w, %
GTH,
w/w, %
EtOH,
w/w, %
DMSO,
w/w, %
SuBen/GTH Ratio
CC16015254
CC26020203
CC36416204
CC46015254
CC56416204
CC65525202.2

The table provides an overview of all CarboCell compositions of this study and their chemical composition.

Abbreviations: CC, CarboCell; DMSO, dimethyl sulfoxide; EtOH, ethanol; GTH, glycerotrihexanoate; SuBen, sucrose octabenzoate.

In Vitro and In Vivo Release Studies

In vitro release was investigated by injecting antibiotic-loaded CarboCell into phosphate-buffered saline (PBS) followed by incubation at 37°C. At specified time points, samples were retrieved, and high-pressure liquid chromatography (HPLC; Supplementary Methods) analyses were carried out to determine the release of antibiotics as a function of time. In vivo release was quantified by sampling depots postmortem and quantifying the released amounts by HPLC analysis (Supplementary Methods).

In Vivo Experiments

Infected Implant Rat Model

Fifty-nine male Wistar rats (400–500 g; Janvier, France) were gas-anesthetized using 2.5 % volume/volume isoflurane, received subcutaneous (S.C.) injections of 0.01 mg/kg buprenorphine (Indivior Europe) and 2 mg/kg meloxicam (Boehringer Ingelheim), and prepared for surgery. A 1–2 cm incision was made along the femur diaphysis to expose the femoral bone. A 1.8 mm diameter mid-diaphyseal hole was drilled, followed by the insertion of a 2–4 mm stainless-steel pin (1 mm diameter), which was coated with an in vitro-matured S. aureus S54F9 biofilm (a highly virulent strain [28, 29]) by incubation at 37°C/180 rpm for 4 days. The inoculum dosage was 6.4 ± 1.0 log CFU/cm2. Bone wax (Mediq) was applied to close the hole, and 200 µL antibiotic-loaded CarboCell was divided between S.C. tissue at the bone surface and more superficially. Control animals that did not receive CarboCell (or received unloaded CarboCell) were included in each experiment. Animals were completely randomized to treatment groups, and surgeons were blinded to the treatment groups. Daily per oral administration of buprenorphine in Nutella (0.2 mg/g) at 2 g/kg/24 hours was provided for 72 hours postsurgery. Rats were euthanized 7 days postsurgery, implants, whole femurs, and 3 × 0.5–1 g S.C. samples were collected for microbiological analysis. The femurs were crushed using sterilized implant cutters before homogenization and sonication as described. All experiments were approved by the Danish Animal Inspectorate (2020-15-0201-00713) and no rats were euthanized prematurely.

Implant-Associated Porcine Model

Fifteen female SPF pigs (30–35 kg) were acclimatized for 1 week. Two were included in a prophylaxis study (Supplementary Materials). As previously described, implant-associated osteomyelitis was induced by drilling a 4 × 20 mm hole in the right proximal tibia, followed by inoculation of 104 CFU S. aureus S54F9 in 10 μL saline and insertion of a 2 × 15 mm steel implant [7, 11, 12, 30]. After 7 days, revision surgery was conducted [7]. Briefly, soft tissue abscesses were drained, implants removed, and necrotic bone tissue debrided, followed by irrigation using 1 L 0.9% saline. Thus, the protocol mimics a clinical 1-stage revision. S.C. tissue, bone tissue, and implants were collected for microbiological analysis during debridement. Pigs were completely randomized to receive approximately 8 mL local treatment with 80 mg/g clindamycin-loaded CC3 (n = 5), 80 mg/g clindamycin-loaded CC2 (n = 5), or 80 mg/g clindamycin + 5 mg/g DSF-loaded CC3 (n = 3). Antibiotic-loaded CarboCells were injected into the bone void and surrounding cancellous bone and S.C. tissue. A stainless-steel implant (approximately 2 × 30 mm) was fixed in the bone void by carefully driving it into cancellous bone, and the wound was closed in 2 layers. Pigs received a single intramuscular injection of buprenorphine (Salfarm Danmark) and daily per oral meloxicam throughout the study. Pigs were euthanized 7 days after treatment (Euthanimal, ScanVet). One pig (CC2-clindamycin 80 mg/g) was euthanized after 4 days due to lameness. The cause of lameness was not identified by necropsy. Necropsy and macroscopic assessment of the wound and bone were carried out for all pigs. Implants, bone tissue (3–5 samples/pig), and S.C. tissue (3 samples/pig) were collected for microbiological and histological analysis. Experimental animal work was approved by the Danish Animal Inspectorate (2017-15-0201-01356).

Microbiological Assays

Autoclaved stainless-steel balls were added to samples, followed by homogenization (20 minutes, 1500 rpm at room temperature; Retsch MM 400). Cold PBS was added, and bacteria and tissue were pelleted by centrifugation (4 °C, 5000 g for 10 minutes). The supernatant was removed, and 1 mL of PBS was added. All samples were sonicated (10 minutes, 4 °C; Branson 1510) to detach bacteria and disperse biofilms. Samples were serially diluted and plated on lysogeny broth (LB) agar plates. Plates were incubated at 37°C for 18–24 hours before counting CFUs. If no colonies were observed, the entire sample volume was plated to confirm pathogen eradication or, in the case of rodent studies, elimination of in vitro-matured biofilm. Logarithmic-transformed CFUs per gram of sample + 1 (logCFU/g + 1), reported as logCFU/g throughout the article, is the average across multiple sampling sites or pooled prior to dilution and plating. CFUs were tested by an agglutination test according to the manufacturer's protocol (ThermoScientific) to validate the identification of S. aureus. If CFUs were not readily identifiable, matrix-assisted laser desorption ionization time-of-flight mass spectrometry (MALDI-TOF MS) analysis was conducted. Samples were randomized prior to sample preparation and unblinded after CFU counting.

Histopathology

Sectioned tibiae were placed in 4 % neutral-buffered formaldehyde (1 week), followed by decalcification in 22 % formic acid (4 weeks). Decalcified specimens were paraffin-embedded and sectioned (4–5 μm). Sections were stained with hematoxylin and eosin and by immunohistochemistry based on an S. aureus-specific antibody, as previously described, and evaluated blindly [31, 32]. Neutrophilic granulocytes were counted in 10 high-power fields (40 × magnification) in the pathological bone area, defined as the perpendicular distance from the bone void border to the appearance of normal trabecular bone [7, 11]. A cutoff of 5 neutrophilic granulocytes in ≥ 5 high-power fields was used to define infection [33]. CarboCell depots were identified as white rounded structures with a larger diameter than bone marrow adipocytes.

Statistical Analyses

One-way ANOVA was performed for rodent studies where untreated control groups were included, and multiple comparisons were corrected by Dunnett’s test. Statistical analyses were performed using GraphPad Prism version 9.4.1. P values are reported as *P ≤ .05, **P ≤ .01, ***P ≤ .001, and ****P ≤ .0001. Data are presented as mean ± SEM.

RESULTS

Selected Antimicrobials Were Active and Soluble in the CarboCell System

Levofloxacin, clindamycin, and C2DA were soluble in CarboCells (Supplementary Table 1), and all exhibited bactericidal activity against S. aureus S54F9 by disk diffusion (Supplementary Figure 1). Furthermore, in an implant-associated mouse model, cases with complete elimination of in vitro-matured S. aureus biofilm were observed by CarboCell-mediated treatment with clindamycin alone or in combination with C2DA (Supplementary Figure 2 and Supplementary Table 2). Moreover, clindamycin remained stable in CarboCells over time (Supplementary Table 3 and Supplementary Figure 3).

CarboCell-Formulated Antibiotics Can Eliminate In Vitro-Matured S. aureus Biofilm in an Implant Rat Model

CarboCell formulations of clindamycin or levofloxacin in combination with C2DA were evaluated in a biofilm-infected implant rat model. A significant reduction of bacterial burden in S.C. tissue, bone, and implants was observed for both combinations, but with no difference between treatments. In total, 7 of 12 CarboCell-treated animals displayed complete elimination of in vitro-matured S. aureus biofilm (Figure 2).

Quantitative microbiological results from treating an infected implant rat model with clindamycin or levofloxacin co-formulated with C2DA in CarboCells, without systemic antibiotic administration. The bacterial load is shown as logCFU/g or logCFU/cm2 in subcutaneous tissue, bone, and implants after 7 days of treatment with levofloxacin (20 mg/g) + C2DA (5 mg/g) formulated in CC3) or clindamycin·HCl (20 mg/g) + C2DA (5 mg/g) formulated in CC5. See formulation details in Table 1. Each circle represents an individual animal. A 1-way ANOVA analysis was conducted. Data are shown as mean ± SEM. **P ≤ .01, ***P ≤ .001, ****P ≤ .0001. Release data for each formulation can be found in Supplementary Table 5. Abbreviations: C2DA, cis-2-decenoic acid; CC, CarboCell; CFU, colony-forming unit; Clinda, clindamycin; Levo, levofloxacin.
Figure 2.

Quantitative microbiological results from treating an infected implant rat model with clindamycin or levofloxacin co-formulated with C2DA in CarboCells, without systemic antibiotic administration. The bacterial load is shown as logCFU/g or logCFU/cm2 in subcutaneous tissue, bone, and implants after 7 days of treatment with levofloxacin (20 mg/g) + C2DA (5 mg/g) formulated in CC3) or clindamycin·HCl (20 mg/g) + C2DA (5 mg/g) formulated in CC5. See formulation details in Table 1. Each circle represents an individual animal. A 1-way ANOVA analysis was conducted. Data are shown as mean ± SEM. **P ≤ .01, ***P ≤ .001, ****P ≤ .0001. Release data for each formulation can be found in Supplementary Table 5. Abbreviations: C2DA, cis-2-decenoic acid; CC, CarboCell; CFU, colony-forming unit; Clinda, clindamycin; Levo, levofloxacin.

Next, it was tested if adding the biofilm-dispersing agent, DSF [27, 34], or an additional antibiotic (linezolid + clindamycin), would increase therapeutic efficacy. Clindamycin + DSF was the only combination that significantly reduced the bacterial burden in S.C. tissue, bone, and implants (Figure 3A). Based on this observation, it was tested if co-formulations of DSF and clindamycin were beneficial when the duration of treatment was 1 or 2 weeks. Although in vitro-matured S. aureus biofilm was eliminated in several animals, there was no difference between 1 or 2 weeks (Figure 3B). No added benefit of biofilm-dispersing agents at the tested dose was observed, despite previous studies reporting promising in vitro activity [17–20]. Furthermore, when comparing 30 to 80 mg/g clindamycin in the implant-associated rat model, there was no significant benefit of increasing the concentration (Supplementary Figure 4). However, considering the larger volume of distribution in larger animals, the 80 mg/g clindamycin concentration was advanced to experimental porcine models. To obtain a complete overview of all animal experiments included in this experiment, see Supplementary Table 4.

Treatment of infected implant rat models by CarboCell-formulated clindamycin alone or in combination with DSF. A, Bacterial burden (reported as log[CFU/g or CFU/cm2 of the implant]) after 7 days of treatment comparing CarboCell formulation CC5 loaded with 30 mg/g clindamycin + 5 mg/g C2DA, 30 mg/g clindamycin + 5 mg/g DSF, or 25 mg/g clindamycin + 25 mg/g linezolid. B, Bacterial burden (in log[CFU/g or CFU/cm2 of the implant]). Tested formulations were CC3 with 80 mg/g clindamycin after 7 days or 14 days of treatment, or CC3 with 80 mg/g clindamycin + 5 mg/g DSF after 7 days or 14 days of treatment. See composition details in Table 1. Data were analyzed by 1-way ANOVA and are shown as mean ± SEM. *P ≤ .05, **P ≤ .01. Release data for antimicrobials can be found in Supplementary Table 7. Abbreviations: C2DA, cis-2-decenoic acid; CC, CarboCell; CFU, colony-forming unit; Clinda, clindamycin; DSF, diffusible signal factor, cis-11-methyl-2-dodecenoic acid; Linez, linezolid.
Figure 3.

Treatment of infected implant rat models by CarboCell-formulated clindamycin alone or in combination with DSF. A, Bacterial burden (reported as log[CFU/g or CFU/cm2 of the implant]) after 7 days of treatment comparing CarboCell formulation CC5 loaded with 30 mg/g clindamycin + 5 mg/g C2DA, 30 mg/g clindamycin + 5 mg/g DSF, or 25 mg/g clindamycin + 25 mg/g linezolid. B, Bacterial burden (in log[CFU/g or CFU/cm2 of the implant]). Tested formulations were CC3 with 80 mg/g clindamycin after 7 days or 14 days of treatment, or CC3 with 80 mg/g clindamycin + 5 mg/g DSF after 7 days or 14 days of treatment. See composition details in Table 1. Data were analyzed by 1-way ANOVA and are shown as mean ± SEM. *P ≤ .05, **P ≤ .01. Release data for antimicrobials can be found in Supplementary Table 7. Abbreviations: C2DA, cis-2-decenoic acid; CC, CarboCell; CFU, colony-forming unit; Clinda, clindamycin; DSF, diffusible signal factor, cis-11-methyl-2-dodecenoic acid; Linez, linezolid.

CarboCell-Mediated Antibiotic Treatment Is Effective at Eradicating S. aureus in a Translational Implant-Associated Osteomyelitis Porcine Model

All pigs were found to have established infection in bone, on implants, and in the S.C. tissue at the time of debridement and CarboCell administration (Supplementary Figure 5). Pigs displayed extensive swelling over the lesions, several had exudation of pus from the wound, and abscesses were found in both S.C. tissue and bone. Although antibiotics were not administered systemically in the porcine osteomyelitis model, all tested CarboCell-antibiotic formulations prevented S. aureus colonization of the new implants inserted at revision surgery. Here, the CC3 formulation was designed to release antimicrobials in vivo over 2 weeks and the CC2 formulation slightly faster (Figure 1D). Bone-residing pathogens were cleared for 4 of 5, 2 of 3, and 4 of 4 pigs in the CC3-clindamycin, CC3-clindamycin + DSF, and CC2-clindamycin treatment groups, respectively (Table 2 and Supplementary Figure 5). The CC2-clindamycin formulation furthermore cleared S. aureus in S.C. tissues of 3 of 4 animals (Table 2). It was not possible to distinguish whether there was an added benefit of DSF. Moreover, 2 pigs were treated prophylactically with levofloxacin + C2DA formulated in CC3; implants were protected from colonization and the bacterial burden in bone was reduced by 3 logs (Supplementary Figure 7). However, based on a reduced formation of osteoid from histological assessment, and reported chondrotoxicity of fluoroquinolones [35, 36], levofloxacin was not advanced further. Furthermore, 2 pigs that solely received debridement (without implant insertion at revision surgery and were euthanized 12 days postdebridement) both had positive IHC staining of S. aureus (Supplementary Figure 6 and Supplementary Table 6; unpublished data associated with the study by Blirup-Plum et al [7]).

Table 2.

Summary of Therapeutic Performance as Evaluated by Quantitative Bacteriology and Histopathology

Treatment DesignationNo.S. aureus
Implants
S. aureus
Bone
S. aureus
Subcutaneous Tissue
S. aureus IHCNeutrophil Counta
CC3-clindamycin (ER)b5N
N
N
N
N
N
N
N
N
P
P
P
P
N
N
N
N
N
N
P
0
0
1
0
10
CC2-clindamycin4N
N
N
N
N
N
N
N
N
N
P
N
Nc
N
Pd
N
10
3
10
0
CC3-clindamycin + DSF (ER)3N
N
N
N
N
P
P
P
P
N
N
P
1
0
3
Treatment DesignationNo.S. aureus
Implants
S. aureus
Bone
S. aureus
Subcutaneous Tissue
S. aureus IHCNeutrophil Counta
CC3-clindamycin (ER)b5N
N
N
N
N
N
N
N
N
P
P
P
P
N
N
N
N
N
N
P
0
0
1
0
10
CC2-clindamycin4N
N
N
N
N
N
N
N
N
N
P
N
Nc
N
Pd
N
10
3
10
0
CC3-clindamycin + DSF (ER)3N
N
N
N
N
P
P
P
P
N
N
P
1
0
3

Abbreviations: CC, CarboCell; DSF, diffusible signal factor; ER, extended release; N, negative; P, positive.

aThe neutrophil count indicates how many of 10 high-power fields at 40 × magnification had more than 5 neutrophils.

bER indicates in vivo release is expected to be extended (ie release clindamycin for a longer duration) in comparison to CC2.

cAbsence of Staphylococcus aureus, but Streptococcus dysgalactiae was detected.

dThis pig tested positive for presence of S. aureus, but bacteria were exclusively present in the hematoma of the bone cavity.

Table 2.

Summary of Therapeutic Performance as Evaluated by Quantitative Bacteriology and Histopathology

Treatment DesignationNo.S. aureus
Implants
S. aureus
Bone
S. aureus
Subcutaneous Tissue
S. aureus IHCNeutrophil Counta
CC3-clindamycin (ER)b5N
N
N
N
N
N
N
N
N
P
P
P
P
N
N
N
N
N
N
P
0
0
1
0
10
CC2-clindamycin4N
N
N
N
N
N
N
N
N
N
P
N
Nc
N
Pd
N
10
3
10
0
CC3-clindamycin + DSF (ER)3N
N
N
N
N
P
P
P
P
N
N
P
1
0
3
Treatment DesignationNo.S. aureus
Implants
S. aureus
Bone
S. aureus
Subcutaneous Tissue
S. aureus IHCNeutrophil Counta
CC3-clindamycin (ER)b5N
N
N
N
N
N
N
N
N
P
P
P
P
N
N
N
N
N
N
P
0
0
1
0
10
CC2-clindamycin4N
N
N
N
N
N
N
N
N
N
P
N
Nc
N
Pd
N
10
3
10
0
CC3-clindamycin + DSF (ER)3N
N
N
N
N
P
P
P
P
N
N
P
1
0
3

Abbreviations: CC, CarboCell; DSF, diffusible signal factor; ER, extended release; N, negative; P, positive.

aThe neutrophil count indicates how many of 10 high-power fields at 40 × magnification had more than 5 neutrophils.

bER indicates in vivo release is expected to be extended (ie release clindamycin for a longer duration) in comparison to CC2.

cAbsence of Staphylococcus aureus, but Streptococcus dysgalactiae was detected.

dThis pig tested positive for presence of S. aureus, but bacteria were exclusively present in the hematoma of the bone cavity.

Histopathological Evaluations Confirm Microbiological Findings

The macroscopic assessment showed that bone voids contained a hematoma (Figure 4A), often surrounded by a thin layer of fibrous tissue. Four of the 12 pigs had macroscopic signs of infection (pus and/or sequestrum) in relation to the bone void, which was bordered by a thicker layer of fibrous tissue (Figure 4A). CarboCell depots were identified in S.C. tissues and bone voids (Figure 4).

Pathological and histopathological investigations after CarboCell-formulated antibiotic treatment of the implant-associated osteomyelitis porcine model. A, Macropathological photographic examples of cross-sectioned pig tibiae from CC3-clindamycin (left), CC3-clindamycin + DSF (center), and CC2-clindamycin (right). B, Photographic examples of pigs presenting with sequestrate; CC3-clindamycin (left) and CC3-clindamycin + DSF (right). C, Left, an hematoxylin and eosin-stained histological section of the pathological bone area showing CarboCell depots at microscopic levels; center, an example of a Staphylococcus aureus-negative IHC staining of bone; and right, an example of a S. aureus-positive IHC staining of bone. Green arrows point to macroscopic and microscopic examples of CarboCell depots. Blue arrows point to sequestrae. Yellow arrows point to S. aureus aggregates. Release data of antimicrobials in each treatment group are shown in Supplementary Table 8. Quantified bacterial burden in logCFU/g at time of debridement and administration of antibiotic-formulated CarboCell, and the bacterial burden postmortem can be found in Supplementary Figure 5. Abbreviations: CC, CarboCell; CFU, colony-forming unit; DSF, diffusible signal factor, cis-11-methyl-2-dodecenoic acid; IHC, immunohistochemistry.
Figure 4.

Pathological and histopathological investigations after CarboCell-formulated antibiotic treatment of the implant-associated osteomyelitis porcine model. A, Macropathological photographic examples of cross-sectioned pig tibiae from CC3-clindamycin (left), CC3-clindamycin + DSF (center), and CC2-clindamycin (right). B, Photographic examples of pigs presenting with sequestrate; CC3-clindamycin (left) and CC3-clindamycin + DSF (right). C, Left, an hematoxylin and eosin-stained histological section of the pathological bone area showing CarboCell depots at microscopic levels; center, an example of a Staphylococcus aureus-negative IHC staining of bone; and right, an example of a S. aureus-positive IHC staining of bone. Green arrows point to macroscopic and microscopic examples of CarboCell depots. Blue arrows point to sequestrae. Yellow arrows point to S. aureus aggregates. Release data of antimicrobials in each treatment group are shown in Supplementary Table 8. Quantified bacterial burden in logCFU/g at time of debridement and administration of antibiotic-formulated CarboCell, and the bacterial burden postmortem can be found in Supplementary Figure 5. Abbreviations: CC, CarboCell; CFU, colony-forming unit; DSF, diffusible signal factor, cis-11-methyl-2-dodecenoic acid; IHC, immunohistochemistry.

Histologically, closest to the bone void, the pathological bone area consisted of fibrous tissue of varying thickness intermingled with mononuclear cells, neutrophilic granulocytes, occasionally giant cells, and small amounts of necrotic bone debris. Behind this layer, osteoid and a few osteoclasts were observed. In some cases, osteoid was also present at bone void borders.

In 4 of 5 pigs treated with CC3-clindamycin, neutrophil granulocyte counts were below the infective cutoff value, and IHC for S. aureus was negative (Table 2). In the bones of animals with confirmed presence of pathogens, large amounts of necrotic bone and/or inflammatory cells were observed, sometimes organized as microabscesses. CarboCells were identified within the bone void, pathological bone area, and normal trabecular bone tissue, confirming the strategic placement envisioned in Figure 1A. The inflammatory cellular responses to CarboCells in bone tissue consisted mainly of fibroblasts and macrophages. In a few cases, neutrophilic granulocytes and giant cells were seen.

In general, bacteriological findings and IHC were in agreement regarding identification of S. aureus. In 1 pig from the CC2-clindamycin group, bacteria were identified histologically in bone tissue sections, while microbiological assays identified non-S. aureus colonies, identified as Streptococcus dysgalactiae. For another pig in the CC2-clindamycin group, S. aureus was found in the hematoma of the bone cavity but not in any bone samples; in agreement, IHC identified S. aureus in the bone void cavity but not in the bone. For S. aureus-positive samples, CFUs were isolated, and their sensitivity toward clindamycin was investigated by disk diffusion and compared to the wild type (Supplementary Methods). No colonies were less susceptible toward clindamycin relative to the wild type, suggesting no resistance had emerged (Supplementary Figure 8).

DISCUSSION

This study showed promising results of a new injectable, carbohydrate-based drug delivery system for the treatment of implant-associated osteomyelitis. Formulations of antimicrobials in the CarboCell delivery system were iteratively improved in the in vitro-matured biofilm infected-implant rat models. Lead formulations were then advanced to the 1-stage-revision–like porcine implant-associated osteomyelitis models, for which studies were designed without administration of systemic antibiotics to solely evaluate the therapeutic efficacy and potential of CarboCell formulations. Optimized CarboCell formulations provided complete pathogen eradication in 5 of 12 pigs. However, in an additional 7 pigs CFUs were found only in S.C. tissue, where the co-housing of pigs should potentially be considered when interpreting the microbiological result from soft tissue and fresh wounds. Importantly, for 9 of 12 pigs, all bone tissue was clear of pathogens and pathogen colonization was prevented in all 12 pigs’ implants, without the use of systemic antibiotics. These results suggest a potential to lower the reinfection rate of 1-stage revision strategies, which should be tested in future studies. To put the observed efficacy into perspective, it was previously shown that a commercially available gentamicin-eluting bone cement in the same porcine model could not clear pathogens (of the same strain and inoculum) when combined with debridement in any of the 6 pigs treated, and even allowed biofilm growth directly on the cement [7, 37]. Importantly, debridement alone was insufficient to eradicate S. aureus infection in this model (Supplementary Figure 6 and Supplementary Table 6), and clinical studies have shown that debridement alone often leads to infection recurrence [38].

The high infection control observed in the current study may thus partly be explained by the ability to inject into the trabecular bone by fine needles, which allows the distribution of antibiotics in challenging sites. In 2014, Giers et al showed that antibiotics eluted from bone cements located in a bone void did not distribute into deeper bone tissues [39], and others have shown that MBEC cannot be achieved via systemic recirculation from local delivery systems, as the achieved serum concentrations are insufficient [40–42]. This is problematic as S. aureus is known to spread into deeper bone tissues from the bone void [10]. A related issue may also be that calcium sulphate-based and other cement-based delivery systems are solids that provide an initial drug burst followed by slow drug release [43–45], whereas the in situ-formed CarboCell depots can be injected into deeper bone tissues and offer long-lasting, diffusion-dependent sustained drug release.

Other treatment approaches under development include hydrogels, which also aim to provide sustained local release of antibiotics [46, 47]. However, a loose polymer network in hydrogels makes it challenging to obtain long-term sustained release, which is often solved by complicated cross-linking or covalent binding of drug molecules to the polymer backbone to achieve sustained release [48, 49]. Nevertheless, a recent study demonstrated successful pathogen eradication in a sheep model by a gentamicin + vancomycin-loaded hydrogel, even though the hydrogel exhibited more than 60 % release after 24 hours in vitro [46]. Encouragingly, however, their study found an enhanced therapeutic efficacy relative to the standard of care in a 2-stage revision model with 2 consecutive administrations of the hydrogel (2 × 20 mL) in combination with systemic antibiotics.

The therapeutic efficacy of CarboCell formulations in the current study indirectly supports that effective antibiotic concentrations are achieved in the key locations required for the eradication of infection. However, future studies investigating the precise antibiotic concentration, locally and systemically over time, will be advantageous for optimizing dosing to avoid antimicrobial resistance development and for the clinical advancement of CarboCell formulations. Likewise, the spatial distribution of antibiotics surrounding each CarboCell depot should be investigated along with drug-tissue retention times and in situ clearance rates.

Further development of CarboCell formulations with broader pathogen coverage by combinations of antibiotics is highly attractive to advance treatment towards clinical evaluation. In future studies, combining CarboCell-antibiotic formulations with bone cements could be studied for an optimized osteomyelitis treatment. More investigations into bone regeneration, employing CarboCell technology for the sustained release of osteoinductive factors, or integrating osteoconductive excipients into CarboCell compositions, are also of interest for clinical development. Furthermore, other types of challenging infections, for example, surgical site infection and spondylodiscitis, may also benefit from CarboCell-mediated antimicrobial treatment and should be further investigated. Lastly, this study did not include a direct, parallel evaluation of a placebo control group and/or a systemic antibiotic treatment group, which would be advantageous in future studies. However, we believe that existing preclinical data [7, 10–16], and clinical reports on the challenges and concerns associated with long-term high-dose systemic antibiotics, support the potential for an improved local delivery technology.

Supplementary Data

Supplementary materials are available at The Journal of Infectious Diseases online (http://jid.oxfordjournals.org/). Supplementary materials consist of data provided by the author that are published to benefit the reader. The posted materials are not copyedited. The contents of all supplementary data are the sole responsibility of the authors. Questions or messages regarding errors should be addressed to the author.

Notes

Author contributions. A. F. M., N. L. H., E. S. C., T. L. A., J. R. H., and A. E. H. contributed conceptualization. A. F. M., N. L. H., L. A. K., J. K. M. B., K. T. H., T. E., T. B., H. G., L. K. J., J. R. H., and A. E. H. contributed methodology. A. F. M., N. L. H., E. S. C., J. R. H., and A. E. H. performed validation, formal analysis, investigation, and data curation. T. B., T. L. A., L. K. J., J. R. H., and A. E. H. contributed resources. A. F. M., N. L. H., J. R. H., and A. E. H. wrote the original draft. A. F. M., N. L. H., L. A. K., J. K. M. B., K. T. H., T. E., H. G., T. B., T. L. A., L. K. J., J. R. H., and A. E. H. reviewed and edited the manuscript. A. F. M., J. R. H., and A. E. H. contributed visualization. L. A. K., T. B., T. E., H. G., L. K. J., J. R. H., and A. E. H. contributed supervision. A. F. M., N. L. H., E. S. C., J. R. H., and A. E. H. contributed project administration. T. L. A., J. R. H., and A. E. H. acquired funding.

Acknowledgments. Special thanks go to Associate Professor Emeritus Bent Aalbæk (Copenhagen University), Professor Søren Molin, Janus Haagensen (Technical University of Denmark), and Nicholas Ditzel (University of Southern Denmark) for advice, analysis, methods, and models.

Financial support. This work was supported by the Novo Nordisk Foundation (Distinguished Innovator grant number 0080941 to A. E. H.); and the Innovation Fund Denmark (Innoexplorer grant number 1048-00027B to A. E. H.).

References

1

Birt
MC
,
Anderson
DW
,
Bruce Toby
E
,
Wang
J
.
Osteomyelitis: recent advances in pathophysiology and therapeutic strategies
.
J Orthop
2017
;
14
:
45
52
.

2

Tice
AD
.
Risk factors and treatment outcomes in osteomyelitis
.
J Antimicrob Chemother
2003
;
51
:
1261
8
.

3

Pimentel de Araujo
F
,
Monaco
M
,
Del Grosso
M
,
Pirolo
M
,
Visca
P
,
Pantosti
A
.
Staphylococcus aureus clones causing osteomyelitis: a literature review (2000–2020)
.
J Glob Antimicrob Resist
2021
;
26
:
29
36
.

4

Visperas
A
,
Santana
D
,
Klika
AK
,
Higuera-Rueda
CA
,
Piuzzi
NS
.
Current treatments for biofilm-associated periprosthetic joint infection and new potential strategies
.
J Orthop Res
2022
;
40
:
1477
91
.

5

Bue
M
,
Birke-Sørensen
H
,
Thillemann
TM
,
Hardlei
TF
,
Søballe
K
,
Tøttrup
M
.
Single-dose pharmacokinetics of vancomycin in porcine cancellous and cortical bone determined by microdialysis
.
Int J Antimicrob Agents
2015
;
46
:
434
8
.

6

Schwarz
EM
,
McLaren
AC
,
Sculco
TP
, et al.
Adjuvant antibiotic-loaded bone cement: concerns with current use and research to make it work
.
J Orthop Res
2021
;
39
:
227
39
.

7

Blirup-Plum
SA
,
Bjarnsholt
T
,
Jensen
HE
, et al.
Pathological and microbiological impact of a gentamicin-loaded biocomposite following limited or extensive debridement in a porcine model of osteomyelitis
.
Bone Jt Res
2020
;
9
:
394
401
.

8

Schwarz
EM
,
Parvizi
J
,
Gehrke
T
, et al.
2018 international consensus meeting on musculoskeletal infection: research priorities from the general assembly questions
.
J Orthop Res
2019
;
37
:
997
1006
.

9

Hansen
AE
,
Henriksen
JR
,
Jølck
RI
, et al.
Multimodal soft tissue markers for bridging high-resolution diagnostic imaging with therapeutic intervention
.
Sci Adv
2020
;
6
:
eabb5353
. doi:

10

Jensen
LK
,
Koch
J
,
Aalbaek
B
, et al.
Early implant-associated osteomyelitis results in a peri-implanted bacterial reservoir
.
APMIS
2017
;
125
:
38
45
.

11

Jensen
LK
,
Koch
J
,
Dich-Jorgensen
K
, et al.
Novel porcine model of implant-associated osteomyelitis: a comprehensive analysis of local, regional, and systemic response: porcine model of osteomyelitis
.
J Orthop Res
2017
;
35
:
2211
21
.

12

Jensen
LK
,
Bjarnsholt
T
,
Kragh
KN
, et al.
In vivo gentamicin susceptibility test for prevention of bacterial biofilms in bone tissue and on implants
.
Antimicrob Agents Chemother
2019
;
63
:
e01889-18
.

13

Bue
M
,
Hanberg
P
,
Koch
J
, et al.
Single-dose bone pharmacokinetics of vancomycin in a porcine implant-associated osteomyelitis model
.
J Orthop Res
2018
;
36
:
1093
8
.

14

Tøttrup
M
,
Bue
M
,
Koch
J
, et al.
Effects of implant-associated osteomyelitis on cefuroxime bone pharmacokinetics assessment in a porcine model : assessment in a porcine model
.
J Bone Joint Surg
2016
;
98
:
363
9
.

15

Jensen
LK
,
Jensen
HE
,
Blirup-Plum
SA
, et al.
Coating of bone implants with silica, hyperbranched polyethyleneimine, and gentamicin prevents development of osteomyelitis in a porcine model
.
Materialia
2022
;
24
:
101473
.

16

Vittrup
S
,
Jensen
LK
,
Hartmann
KT
, et al.
Rifampicin does not reduce moxifloxacin concentrations at the site of infection and may not improve treatment outcome of a one-stage exchange surgery protocol of implant-associated osteomyelitis lesions in a porcine model
.
APMIS
2024
;
132
:
198
209
.

17

Masters
EA
,
Harris
MA
,
Jennings
JA
.
Cis-2-decenoic acid interacts with bacterial cell membranes to potentiate additive and synergistic responses against biofilm
.
J Bacteriol Mycol
2016
;
3
:
1031
.

18

Dow
JM
.
Diffusible signal factor-dependent quorum sensing in pathogenic bacteria and its exploitation for disease control
.
J Appl Microbiol
2017
;
122
:
2
11
.

19

Akhtari
H
,
Fazly Bazzaz
BS
,
Golmohammadzadeh
S
,
Movaffagh
J
,
Soheili
V
,
Khameneh
B
.
Rifampin and cis-2-decenoic acid co-entrapment in solid lipid nanoparticles as an efficient nano-system with potent anti-biofilm activities
.
J Pharm Innov
2021
;
16
:
293
301
.

20

Rahmani-Badi
A
,
Sepehr
S
,
Mohammadi
P
,
Soudi
MR
,
Babaie-Naiej
H
,
Fallahi
H
.
A combination of cis-2-decenoic acid and antibiotics eradicates pre-established catheter-associated biofilms
.
J Med Microbiol
2014
;
63
:
1509
16
.

21

Mina
EG
,
Marques
CNH
.
Interaction of Staphylococcus aureus persister cells with the host when in a persister state and following awakening
.
Sci Rep
2016
;
6
:
31342
.

22

Hatzenbuehler
J
,
Pulling
TJ
.
Diagnosis and management of osteomyelitis
.
Am Fam Physician
2011
;
84
:
1027
33
.

23

Carek
PJ
.
Diagnosis and management of osteomyelitis
.
Am Fam Physician
2001
;
63
:
2413
20
.

24

Smith
RP
,
Baltch
AL
,
Franke
MA
,
Michelsen
PB
,
Bopp
LH
.
Levofloxacin penetrates human monocytes and enhances intracellular killing of Staphylococcus aureus and Pseudomonas aeruginosa
.
J Antimicrob Chemother
2000
;
45
:
483
8
.

25

Brown
NM
,
Goodman
AL
,
Horner
C
,
Jenkins
A
,
Brown
EM
.
Treatment of methicillin-resistant Staphylococcus aureus (MRSA): updated guidelines from the UK
.
JAC Antimicrob Resist
2021
;
3
:
dlaa114
.

26

Theil
C
,
Schmidt-Braekling
T
,
Gosheger
G
, et al.
Clinical use of linezolid in periprosthetic joint infections—a systematic review
.
J Bone Joint Infect
2020
;
6
:
7
16
.

27

Deng
Y
,
Lim
A
,
Lee
J
, et al.
Diffusible signal factor (DSF) quorum sensing signal and structurally related molecules enhance the antimicrobial efficacy of antibiotics against some bacterial pathogens
.
BMC Microbiol
2014
;
14
:
51
.

28

Johansen
LK
,
Koch
J
,
Frees
D
, et al.
Pathology and biofilm formation in a porcine model of staphylococcal osteomyelitis
.
J Comp Pathol
2012
;
147
:
343
53
.

29

Aalbæk
B
,
Jensen
LK
,
Jensen
HE
,
Olsen
JE
,
Christensen
H
.
Whole-genome sequence of Staphylococcus aureus S54F9 isolated from a chronic disseminated porcine lung abscess and used in human infection models
.
Genome Announc
2015
;
3
:
e01207-15
.

30

Jensen
LK
,
Koch
J
,
Henriksen
NL
, et al.
Suppurative inflammation and local tissue destruction reduce the penetration of cefuroxime to infected bone implant cavities
.
J Comp Pathol
2017
;
157
:
308
16
.

31

Johansen
LK
,
Frees
D
,
Aalbaek
B
, et al.
A porcine model of acute, haematogenous, localized osteomyelitis due to Staphylococcus aureus: a pathomorphological study
.
APMIS
2011
;
119
:
111
8
.

32

Kashima
TG
,
Inagaki
Y
,
Grammatopoulos
G
,
Athanasou
NA
.
Use of chloroacetate esterase staining for the histological diagnosis of prosthetic joint infection
.
Virchows Arch
2015
;
466
:
595
601
.

33

McNally
M
,
Sousa
R
,
Wouthuyzen-Bakker
M
, et al.
The EBJIS definition of periprosthetic joint infection: a practical guide for clinicians
.
Bone Joint J
2021
;
103-B
:
18
25
.

34

Davies
DG
,
Marques
CNH
.
A fatty acid messenger is responsible for inducing dispersion in microbial biofilms
.
J Bacteriol
2009
;
191
:
1393
403
.

35

Kim
GK
.
The risk of fluoroquinolone-induced tendinopathy and tendon rupture: what does the clinician need to know?
.
J Clin Aesthetic Dermatol
2010
;
3
:
49
54
.

36

Bertino
J
,
Fish
D
.
The safety profile of the fluoroquinolones
.
Clin Ther
2000
;
22
:
798
817
.

37

Stoodley
P
,
Nistico
L
,
Johnson
S
, et al.
Direct demonstration of viable Staphylococcus aureus biofilms in an infected total joint arthroplasty: a case report
.
J Bone Joint Surg
2008
;
90
:
1751
8
.

38

Pincher
B
,
Fenton
C
,
Jeyapalan
R
,
Barlow
G
,
Sharma
HK
.
A systematic review of the single-stage treatment of chronic osteomyelitis
.
J Orthop Surg
2019
;
14
:
393
.

39

Giers
MB
,
McLaren
AC
,
Schmidt
KJ
,
Caplan
MR
,
McLemore
R
.
Distribution of molecules locally delivered from bone cement: distribution of molecules locally delivered
.
J Biomed Mater Res B Appl Biomater
2014
;
102
:
806
14
.

40

Kendoff
DO
,
Gehrke
T
,
Stangenberg
P
,
Frommelt
L
,
Bösebeck
H
.
Bioavailability of gentamicin and vancomycin released from an antibiotic containing bone cement in patients undergoing a septic one-stage total hip arthroplasty (THA) revision: a monocentric open clinical trial
.
HIP Int
2016
;
26
:
90
6
.

41

Thomassen
MB
,
Hanberg
P
,
Stilling
M
, et al.
Local concentrations of gentamicin obtained by microdialysis after a controlled application of a GentaColl sponge in a porcine model
.
J Orthop Res
2020
;
38
:
1793
9
.

42

Pförringer
D
,
Obermeier
A
,
Kiokekli
M
, et al.
Antimicrobial formulations of absorbable bone substitute materials as drug carriers based on calcium sulfate
.
Antimicrob Agents Chemother
2016
;
60
:
3897
905
.

43

Van Vugt
TA
,
Geurts
JAP
,
Arts
JJ
,
Lindfors
NC
.
Biomaterials in treatment of orthopedic infections
. In:
Arts
JJC
and
Geurts
J
, eds.
Management of Periprosthetic Joint Infections (PJIs)
,
2017
:
41
68
.

44

Ene
R
,
Nica
M
,
Ene
D
,
Cursaru
A
,
Cirstoiu
C
.
Review of calcium-sulphate-based ceramics and synthetic bone substitutes used for antibiotic delivery in PJI and osteomyelitis treatment
.
EFORT Open Rev
2021
;
6
:
297
304
.

45

Roberts
R
,
McConoughey
SJ
,
Calhoun
JH
.
Size and composition of synthetic calcium sulfate beads influence dissolution and elution rates in vitro: dissolution and elution from stimulan ®
.
J Biomed Mater Res B Appl Biomater
2014
;
102
:
667
73
.

46

Boot
W
,
Schmid
T
,
D’Este
M
, et al.
A hyaluronic acid hydrogel loaded with gentamicin and vancomycin successfully eradicates chronic methicillin-resistant Staphylococcus aureus orthopedic infection in a sheep model
.
Antimicrob Agents Chemother
2021
;
65
:
e01840-20
.

47

Machado
A
,
Pereira
I
,
Silva
V
, et al.
Injectable hydrogel as a carrier of vancomycin and a cathelicidin-derived peptide for osteomyelitis treatment
.
J Biomed Mater Res A
2022
;
110
:
1786
800
.

48

Milster
S
,
Kim
WK
,
Kanduč
M
,
Dzubiella
J
.
Tuning the permeability of regular polymeric networks by the cross-link ratio
.
J Chem Phys
2021
;
154
:
154902
.

49

Axpe
E
,
Chan
D
,
Offeddu
GS
, et al.
A multiscale model for solute diffusion in hydrogels
.
Macromolecules
2019
;
52
:
6889
97
.

Author notes

Potential conflicts of interest. A. E. H., J. R. H., and T. L. A. are coinventors on patents covering the CarboCell technology. All other authors report no potential conflicts.

All authors have submitted the ICMJE Form for Disclosure of Potential Conflicts of Interest. Conflicts that the editors consider relevant to the content of the manuscript have been disclosed.

This article is published and distributed under the terms of the Oxford University Press, Standard Journals Publication Model (https://dbpia.nl.go.kr/pages/standard-publication-reuse-rights)

Supplementary data