Abstract
Scaffolds play a key role in tissue engineering applications. In the case of bone tissue engineering, scaffolds are expected to provide both sufficient mechanical properties to withstand the physiological loads, and appropriate bioactivity to stimulate cell growth. In order to further enhance cell–cell signaling and cell–material interaction, electro-active scaffolds have been developed based on the use of electrically conductive biomaterials or blending electrically conductive fillers to non-conductive biomaterials. Graphene has been widely used as functioning filler for the fabrication of electro-active bone tissue engineering scaffolds, due to its high electrical conductivity and potential to enhance both mechanical and biological properties. Nitrogen-doped graphene, a unique form of graphene-derived nanomaterials, presents significantly higher electrical conductivity than pristine graphene, and better surface hydrophilicity while maintaining a similar mechanical property. This paper investigates the synthesis and use of high-performance nitrogen-doped graphene as a functional filler of poly(ɛ-caprolactone) (PCL) scaffolds enabling to develop the next generation of electro-active scaffolds. Compared to PCL scaffolds and PCL/graphene scaffolds, these novel scaffolds present improved in vitro biological performance.
Keywords: additive manufacturing, biomanufacturing, electro-active scaffolds, extrusion process, doping, graphene, polycaprolactone, tissue engineering
1. Introduction
Biomanufacturing is a relatively new research domain focusing on the use of additive manufacturing technologies, biomaterials, cells, and biomolecular signals to produce constructs for tissue engineering applications. These tissue constructs (scaffolds) play an important role for cell attachment, proliferation, and differentiation, ultimately leading to new tissue formation. Bone scaffolds must be biocompatible; biodegradable, with a degradation rate that ideally should match tissue regeneration; presenting adequate mechanical properties to support physiological loads once implanted in the body; high porosity allowing good permeability and tissue ingrowth; and must be bioactive to stimulate and accelerate the regeneration process [1,2,3].
In order to mimic the native bone structure and properties, bioceramics and bioglasses have been widely used due to their biocompatibility, bioactivity, and high mechanical strength [4]. However, they may present limited biodegradability, are brittle, and difficult to process [5]. To overcome these limitations, biocompatible and biodegradable polymers are the most commonly used materials in the field. Usually, polymeric materials are blended with bioceramics, bioglasses or stimuli-responsive biomaterials such as electrical conductive carbon nanomaterials or magnetic nanoparticles, to improve physical and biological properties [6,7,8,9,10].
These materials are usually processed using additive manufacturing, which gradually replaces conventional manufacturing technologies such as solvent casting, salt leaching, and electrospinning, as it allows the fabrication of scaffolds with high accuracy and reproducibility [11,12].
A wide range of functional fillers have been investigated for the fabrication of high-performance bone tissue engineering scaffolds. The incorporation of magnetic nanoparticles such as iron oxide nanoparticles have been used to create magnetic stimuli-responsive scaffolds, showing improved hydrophilicity and mechanical properties, as well as the ability to form an apatite layer promoting bone [13,14,15]. However, these scaffolds require the use of an external ultrasound source and there are some concerns related to cytotoxicity and long-term effects related to the bioaccumulation of the magnetic nanoparticles [16]. Carbon nanomaterials have been used to create electro-active scaffolds. A particularly relevant carbon nanomaterial is Graphene (G), which has been explored for a wide range of applications such as sensors [17], lithium-ion batteries [18], dye-sensitized solar cells [19], and capacitors [20], owing to the remarkable electrical, optical, thermal, and mechanical properties as well as high surface area (~2630 m2g–1) [21]. G present better physical interaction with cells compared with other commonly used carbon nanomaterials (e.g., carbon nanotubes) due to its 2D-like shape (higher ratio of peripheral to central carbon atoms) and superior electrical conductivity under low volume percentage, showing a strong potential for in vitro and in vivo biological applications [22,23,24]. Previous studies proved that additive manufacturing can successfully fabricate electro-active bone tissue engineering scaffolds based on the combination of PCL and G. Results showed that the addition of small concentrations of G can enhance the mechanical properties of PCL scaffolds, and promote in vitro cell proliferation [25,26], differentiation [27], and in vivo bone regeneration [28]. One possible mechanism enhancing osteogenesis through electrical stimulation involves the up-regulation of intercellular calcium concentration through the activation of voltage-gated Ca2+ modulating osteogenesis via calmodulin pathways [29]. Moreover, bone is dynamically remodeled by signaling pathways, controlled by cells and the extra cellular matrix, and transmitted through an electrical and chemical synapse. Usually, implanted scaffolds disrupt these natural signaling pathways. However, previous studies show that polymer/G scaffolds, due to their electrical conductivity, are able to preserve signal conduction, contributing to bone formation even without the use of any external electrical stimulation source [28,30]. Studies also demonstrated that the interactions between G and cells mainly depend on the physicochemical and electrical properties of G, such as morphology, number of layers, surface properties, functionalization groups, and the method of synthesis [31,32]. These factors can disturb the mechanism of cell uptake and tissue response, affecting cell viability, reactive oxygen species generation, and gene expression [33,34]. It was also reported that the in vitro and in vivo cytotoxic of G is dependent on shape, dose, and cell–material interaction time [35].
Doping G with heteroatoms such as nitrogen (N) and/or boron (B) is an effective approach to further enhance the performance of G, including its electronic, surface properties, and biological responses [36]. Recently, nitrogen-doped graphene (N-G) with tuneable surface polarities, strong electron withdrawing ability, and negligible environmental and biological hazards [37,38,39,40,41], showed a strong potential for a wide range of applications, including biological sensing, bioimaging, drug delivery, catalysis, and renewable energy generation [42,43,44,45]. N-G appears to be a promising bioactive material with superior sensitivity, selectivity, and applicability for biological and medical applications [46,47], compared with conventional organic fluorescent dyes, toxic semiconductor quantum dots, and expensive noble-metal nanoparticles [46,48]. Moreover, the surface hydrophilicity of graphene can be further modified by nitrogen doping [49]. However, the synthesis of N-G at atmospheric-pressure, its biological properties, and the use of N-G for bone tissue engineering applications has not yet been investigated. Therefore, this paper investigates material synthesis, and physical and chemical properties of G and N-G. Moreover, PCL/G and PCL/N-G blends containing the same concentration of G and N-G were prepared for the fabrication of electro-active bone tissue engineering scaffolds. Surface hydrophilicity and in vitro biological were conducted to investigate the effect of N-G with respect to G.
2. Materials and Methods
2.1. Material Preparation
PCL was selected as the base material for the electro-active scaffold fabrication due to its biocompatibility, biodegradability, and ease of process by material-extrusion additive manufacturing. Three millimeter PCL pellets (CapaTM 6500, Perstorp, Warrington, UK), with 1.1 g/cm3 density and 60 °C melting temperature were used in this research.
G was prepared using liquid-phase exfoliation with graphite as previously reported by our group [50]. In brief, the graphite powder was first mixed with a solvent containing 0.8 mass fraction of N-methyl-2-pyrrolidone (NMP) and 0.2 mass fraction of water, and the graphite concentration was controlled at 5 mg/mL. Then, the mixed solution was sonicated for 6 h in a bath sonicator with a 100 W nominal power and 37 kHz frequency, followed by centrifugation (3000 rpm, 30 min). The colloidal supernatant was further collected by filtration and dried at 50 °C to yield G.
N-G was synthesized through ball milling of graphite and melamine as the nitrogen precursor using a planetary ball-mill machine (Emax, Restch, Haan, Germany) (Figure 1). 0.5 g of graphite and 0.25 g of melamine were added into a stainless-steel grinding jar (100 mL) containing 300 ZrO2 grinding ball (3 mm). The jar was sealed at ambient conditions followed by installing it in the planetary ball-mill machine. The mixture was then ball milled with 900 rpm for 5 h. After ball milling, the prepared product was washed with 80 °C water several times, followed by filtration with a polytetrafluoroethene (PTFE) membrane with a pore size of 1 μm. The filtered solid sample was then collected and dried at 60 °C to yield the N-G nanosheets. The obtained G and N-G presented similar morphology including 1–3 nm thickness and 400~600 nm surface lateral size.
2.2. Scaffold Fabrication
PCL/G pallets and PCL/N-G pallets were prepared through a physical melt-blending process, and three different concentrations of G and N-G (1, 3, and 5 wt.%) were considered. Briefly, PCL pellets were heated up to 150 °C in a crucible, allowing a molten state, and carbon nanomaterial fillers were added at different designed concentrations. The mixed materials were stirred for 20 min to guarantee a homogenous dispersion. After cooling to room temperature, the obtained materials were cut into small pieces suitable for printing.
A material-extrusion additive manufacturing system (3D Discovery, RegenHU, Villaz-Saint-Pierre, Switerzland) was considered for the fabrication of all scaffolds. To ensure reproducible scaffold manufacturing with a constant filament diameter close to the nozzle diameter (330 μm), the following optimal processing parameters were considered: 92 °C of melting temperature, 270 μm of layer thickness, screw rotation velocity of 8 rpm, and deposition velocity of 13 mm/s. The designed filament distance was 680 μm, and the lay-down pattern was 0°/90° to obtain square shape pores. The overall dimensions of fabricated scaffolds are 32 mm × 32 mm × 3.2 mm.
2.3. Characterization of Graphene
2.3.1. Scanning Electron Microscopy, Transmission Electron Microscopy and Atomic Force Microscopy
To study the surface morphology of the raw material before synthesis (graphite), and after synthesis (G and N-G), as well as scaffold morphology, scanning electron microscopy (SEM) observations were performed using a field emission SEM with a 15 kV accelerating voltage (FESEM, 6700F, JEOL, Tokyo, Japan). Transmission electron microscopy (TEM) was utilized to further investigate the morphology and nanostructure of G and N-G, using a field emission TEM (Philips Tecnai F20 G2 FETEM, Thermo-Fisher Scientific, Waltham, MA, USA) with 200 kV accelerating voltage. SEM and TEM samples were prepared by solution dry-casting of the colloidal solution on silicon wafer and carbon-coated copper grids (300 mesh, Ted Pella Inc., Redding, CA, USA) respectively. Furthermore, atomic force microscopy (AFM) was also considered to additionally probe the mechanochemical cracking of a large thickness of graphite into thin grapheme-like nanostructures. The P-100 AFM system (Ardic instruments, Taipei, Taiwan) was used with a tapping mode and the samples were prepared by ethanol solution and spin coating on mica substrates.
2.3.2. X-ray Photoelectron and Raman Spectroscopy
X-ray photoelectron (XPS) was considered to investigate the chemical content and configuration of N-G. Furthermore, the atomic-scale structural information of G and the density of defects induced by N doping in the N-G were obtained from micro Raman measurements. Thin films of G and N-G were formed on silicon wafers by drop coating and drying in ambient conditions for 24 h for both XPS and Raman spectroscopy measurements. XPS was carried out using a VG ESCA Scientific Theta Probe (UK). The pass energy and take off angle was 50 eV and 53° respectively. In addition, the beam size was 400 μm for a Al Kα (1486.6 eV) radiation as the excitation source. Raman measurements were performed with a JASCO 5100 spectrometer (λ = 533 nm) (Japan) under room temperature. To avoid the effect of laser heating, the laser power was maintained at 0.2 mW.
2.3.3. Electrical Conductivity Measurement
Thin films of G and N-G were prepared to determine the electrical conductivity of G and N-G. Five milligrams of the sample was added into 20 mL deionized water, and the solution was dispersed by using a high energy homogenizer (disperser T-10, IKA, Königswinter, Germany) at 75 W for 10 min. Vacuum filtration of the as-prepared dispersions was then performed using a polyvinylidene difluoride (PVDF) filter with 0.2 μm pore size and 47 mm diameter (Pall Corporation, Port Washington, NY, USA). Finally, the films were dried at ambient conditions for 24 h, and the sheet resistance was measured by a commercial electrical four-point meter (MCP-T610, Loresta-GP, Mitsubishi Instrument Inc., Tokyo, Japan) with a PSP type probe (1.5 mm inter-pin distance). The areas of the films were divided into 10 measured positions to determine the average values.
2.4. Characterization of Scaffolds
2.4.1. Thermogravimetric Analysis
Thermogravimetric analysis (TGA) was considered to evaluate the actual carbon nanomaterial concentration present in the scaffold after fabrication. Thermal Analysis Q500 analyzer (TA Instrument, New Castle, DE, USA) was used, and tests were conducted in air atmosphere with 60 mL/min airflow rate. The experimental temperature ranged from room temperature up to 590 °C with a 5 °C/min increasing rate. Scaffolds were cut into 2 g samples and the weight change was recorded by TA Universal Analysis 2000 software (TA Instrument, USA).
2.4.2. Surface Hydrophilicity Characterization
To evaluate the surface hydrophilicity of all printed scaffolds, static apparent water-in-air contact angle (WCA) analysis was considered using a KSV CAM 200 system (KSV Instruments, Espoo, Finland). The sessile drop method was used, and deionized water droplets of ~1 mL were dropped on the surface of the scaffold using a micrometric liquid dispenser (Hamilton, Reno, NV, USA). The shapes of the droplets were recorded with a high-speed framing camera (DMK 21F04 FireWire monochrome camera, Imaging Source, Bremen, Germany), and analyzed by using the Attension Theta software (Biolin Scientific, Gothenburg, Sweden) to obtain contact angle values.
2.4.3. In Vitro Biological Characterization
Scaffolds were cut into small blocks (11 mm × 11 mm × 3.2 mm) to fit in 24-well culture plates. All samples were sterilized with 70% ethanol for 1 h, rinsed with phosphate buffered saline (PBS) (Sigma-Aldrich, Gillingham, Dorset, UK), and air-dried for 24 h in an incubator at 37 °C prior to the cell seeding. Human adipose-derived stem cells (hADSCs) (Invitrogen, Waltham, MA, USA) (passages 4–6) were used to evaluate the cytotoxicity and cell–material interaction of all fabricated scaffolds. 5 × 104 hADSCs (counted by Cellometer Auto 1000 Bright Field Cell Counter (Nexcelom Bioscience, Lawrence, MA, USA)) were seeded to each scaffold, and cultured in 0.8 mL MesenPRO RS™ basal medium (Thermo Fisher Scientific, Waltham, MA, USA) under standard conditions (37 °C, 5% CO2 and 95% humidity).
Evaluations were conducted at 1, 3, 7, and 14 days after cell seeding, using the Alamar Blue assay, to quantitatively monitor the cytotoxicity of the scaffolds. At each test point, scaffolds were first transferred to a new well plate, and then 0.8 mL of medium containing 0.001% Resazurin sodium salt (Sigma-Aldrich, Gillingham, Dorset, UK) was added to each well. The incubation was conducted for 4 h under standard conditions. Then 150 μL of medium from each well was transferred into a 96-well plate and the fluorescence intensity was measured by a Multi-Detection Microplate Reader Synergy HT (BioTec, Minneapolis, MN, USA) (540 nm excitation wavelength and 590 nm emission wavelength).
3. Results and Discussion
3.1. Graphene Characterisation
Figure 2a shows a representative SEM image of the graphite before liquid-phase exfoliation or ball milling, indicating an average particle size of around 30 μm. In comparison, Figure 2b,c shows representative SEM images of the agglomerations of G and N-G that exhibit a significant particle-size reduction down to 1~5 μm. The agglomeration could be a consequence of SEM sample preparation. In addition, TEM images (Figure 2d,e) show that both G and N-G present few-layered two-dimensional nanosheet-like structures with lateral sizes ranging from 400–600 nm. By analyzing the line scan profiles of AFM images (Figure 2f,g) from A to B and C to D respectively, it was possible to obtain the thickness of G and N-G (1 to 3 nm), which is similar to few-layered graphene nanosheets. These results indicate that the fabricated G and N-G have similar surface morphologies and nanostructures.
Figure 3a shows the XPS scan spectra, exhibiting C1s and O1s peaks at 284.6 and 534.0 eV. The N1s peak at 398.9 eV demonstrates the presence of the N atoms in the structure of N-G. Moreover, XPS analysis of N-G clearly shows the presence of N, C, and O atoms with an atomic content of 92.7%, 3.1%, and 4.2%, respectively, indicating that the fabricated samples are metal-free nanomaterials. XPS (HRXPS) results (Figure 3b) provide additional evidence of the incorporation of N atoms into the G lattice. The N1s HRXPS spectrum describes the N-G with three different nitrogen doping configurations, including pyridinic N centered at 398.2 eV (26.17 at.%), pyrrolic N centered at 400.5 eV (55.55 at.%), and graphitic N centered at 401.3 eV (18.28 at.%). These results suggest that the N dopants have been successfully doped into the sp2 carbon network of G. The three N doping configurations in G can change the surface polarities of the G surface, making it more polar and hydrophilic. Moreover, the N dopants within the G lattice can further alter the band structures of the G, potentially leading to improved electrical conductivity.
Figure 3c shows the Raman spectra of G and N-G, which were normalized with respect to the G-band at 1580 cm−1. The spectra also exhibit D-band and 2D band at 1335 cm−1 and 2690 cm−1 respectively. It is known that the G-band arises from the bond stretching of all sp2 bonded pairs while the D-band is associated with the sp3 defect sites [51]. The relative ratio of D-band intensity to G-band intensity (ID/IG ratio) is associated with disorders and defects in graphene-like structures [52]. Results showed that the ID/IG ratios of N-G are larger than G and raw graphite, suggesting that the electronic structure of the sp2 carbons can be changed by N doping, which could influence the electronic properties [53,54]. In addition, it also suggests that doping of N atoms into G structures may generate more electroactive sites in produced 3D bone tissue engineering scaffolds.
Table 1 summarizes the averaged sheet resistance of G and N-G. Results indicate that the sheet resistance of N-G is about 13 times lower than G, suggesting that the electrical conductivity of G can be significantly enhanced by N atom doping.
Table 1.
Sample | Averaged Sheet Resistance (103 Ω/sq) |
---|---|
G | 377.01 ± 10.23 |
N-G | 28.16 ± 1.13 |
3.2. Scaffold Non-Biological Characterisation
Morphological analysis (Figure 4) compares the printed scaffolds with the designed one. Measurement results suggest the scaffold presents a regular interconnected porous structure, with filament diameter close to the nozzle diameter, ranging from 330–350 μm, confirming that this additive manufacturing technology is a viable technique to fabricate PCL, PCL/G, and PCL/N-G scaffolds with good reproducibility. Results also show that the addition of small concentrations of carbon nanomaterials has a minor influence on the scaffold morphology (around 330 μm for PCL scaffolds, 330–340 μm for PCL/G scaffolds, and 335–350 μm PCL/N-G scaffolds). All scaffolds were produced using the same combination of optimal processing parameters previously mentioned.
Figure 5 shows the TGA curves of all samples. The onset temperature of large weight loss of PCL scaffolds is 365 °C, suggesting that the PCL started to be decomposed from 365 °C, which agrees with a previous work [55]. In contrast, with the addition of 1, 3, and 5 wt.% of G and N-G into the PCL polymeric matrix, the onset decomposition temperatures were slightly decreased, ranging between 355–365 °C. This small decrease of the onset decomposition temperature of PCL/G and PCL/N-G scaffolds is due to the defects generated during the preparation of G and N-G [56]. Nevertheless, the TGA results suggest the thermal stability of PCL was almost preserved after adding G and N-G during the scaffold fabrication. Considering the chemical structures of PCL, G, and N-G, it is possible that the interaction between the PCL hydrocarbon chains and basal planes of G and N-G, and dipole–dipole attractions between the carbonate groups of PCL and oxygen-containing functional groups of G and N dopants and oxygen-containing functional groups of N-G could occur within the fabricated scaffolds. It is envisaged that those molecular interactions between PCL, G, and N-G can help to improve the arrangement of G and N-G in the PCL polymeric matrix, maintaining the thermal stability of PCL [57]. Furthermore, TGA results presented in Table 2 showed no significant carbon nanomaterial weight loss during the melt-blending or printing process, indicating that the melt-blending is a viable method to incorporate nanomaterials into the polymer matrix, without any involvement of solvent. Additionally, as all scaffolds were printed at 90 °C, processing conditions do not induce any degradation of PCL.
Table 2.
Designed Scaffold | TGA Result (wt.%) |
---|---|
PCL | / |
PCL/G (1 wt.%) | 0.963 ± 0.007 |
PCL/G (3 wt.%) | 2.611 ± 0.002 |
PCL/G (5 wt.%) | 4.903 ± 0.003 |
PCL/N-G (1 wt.%) | 1.070 ± 0.005 |
PCL/N-G (3 wt.%) | 3.279 ± 0.002 |
PCL/N-G (5 wt.%) | 5.227 ± 0.002 |
Table 3 shows the WCA results at different time points (0, 15, and 30 s), which suggest that the addition of small concentration of G and N-G have a minor impact on the scaffold contact angle. However, an exception was found for 5 wt.% PCL/N-G scaffolds that presented a statistically higher WCA value than PCL scaffolds, which may be attributed to the agglomeration of carbon nanomaterials at higher concentrations, and as a consequence the carbon nanomaterial at the surface of the scaffold’s fibers may exhibit a 3D block form rather than a 2D nanosheet form. For the other groups, all PCL/G and PC/N-G scaffolds presented lower WCA than PCL scaffolds. However, only 1 wt.% PCL/G scaffolds showed a statistically significant difference. Previous studies proved that cell adhesion, modulated by protein adhesion, is strongly related to surface wettability [58]. Previous results also suggest that, depending on the cell type, moderate hydrophilic (contact angle around 30–70°) surfaces are most suitable for cell attachment and proliferation [58,59,60], while superhydrophilic (0°) and superhydrophobic (above 150°) surfaces can lead to a dramatic reduction of cell adhesion [58,59,60]. Moreover, results also seem to indicate that surface hydrophilicity and nanotopography have a major influence on mesenchymal stem cells osteoblastic differentiation and osteoblast maturation [61]. Hydrophilic surfaces have been shown to enhance osteoblast maturation [62], production of local factors [62,63], and mineralization [64] compared to hydrophobic surfaces. These observations seem to denote that the 1 wt.% and 3 wt.% carbon nanomaterial scaffolds may present more promising surface properties for cell seeding, proliferation, and differentiation.
Table 3.
Time | PCL | PCL/G (1 wt.%) |
PCL/G (3 wt.%) |
PCL/G (5 wt.%) |
PCL/N-G (1 wt.%) |
PCL/N-G (3 wt.%) |
PCL/N-G (5 wt.%) |
---|---|---|---|---|---|---|---|
0 s | 88.11°± 2.00° | 79.97° ± 0.98° ** | 84.15° ± 3.85° | 86.74° ± 3.36° | 84.91° ± 2.29° | 88.01° ± 1.18° | 95.29° ± 2.54° * |
15 s | 86.72°± 2.37° | 78.94° ± 0.79° * | 83.13° ± 3.92° | 85.42° ± 3.91° | 84.00° ± 2.28° | 87.25° ± 0.61° | 95.02° ± 2.58° * |
30 s | 86.41°± 2.45° | 78.51° ± 0.92° * | 82.33° ± 4.19° | 85.05° ± 3.87° | 83.66° ± 2.24° | 87.00° ± 0.60° | 94.87° ± 2.59° * |
3.3. Biological Characterization
Figure 6 shows the fluorescence intensity measurement results that represent the metabolic activity of cells. From day 1–14, all scaffolds showed an increasing trend in terms of fluorescence intensity, indicating no significant cytotoxicity. These results suggest that all considered scaffolds are suitable to support cell attachment and proliferation.
At day 1 after cell seeding, PCL, 1 wt.% PCL/G, 1 and 3 wt.% PCL/N-G scaffolds showed significantly higher fluorescence intensity values than the other scaffolds, with the highest results observed for 1 wt.% PCL/N-G scaffolds. After day 3, the effect of N-G became dominant, with 1 wt.% PCL/N-G scaffolds presenting statically higher values than all the other scaffolds. PCL/G scaffolds (1 wt.% and 3 wt.%) also show a better biological performance with the cell metabolic activity, but this effect is only evident at a later stage compared to PCL/N-G scaffolds. However, 5 wt.% PCL/G, 3 wt.% PCL/N-G, and 5wt.% PCL/N-G scaffolds seem to exhibit poorer biological performance (low fluorescence intensity values) than PCL scaffolds, suggesting that the carbon nanomaterial concentration is approaching a cytotoxic threshold level (3 wt.% for N-G and 5 wt.% for G). Overall, the 1 wt.% PCL/N-G scaffold group seems to be the most suitable substrate for cell attachment and cell spreading. Results also indicate that lower concentrations of G and N-G (below a threshold) significantly enhance the biological performance of the scaffolds, this enhancement effect being more significant with N-G than G.
4. Conclusions
This paper successfully proved the strong potential of applying G and N-G for the fabrication of electro-active scaffolds for bone tissue engineering applications. SEM, AFM, TEM, XPS, and micro Raman results demonstrated that the N dopants were successfully integrated with G. N-G, due to its nitrogen doping, exhibits superior electrical conductivity compare to G, which improves cell-cell signaling and cell-material interactions, and improved surface hydrophilicity. This results in significantly higher biological performance as observed with hADSCs. This enhancement effect is more significant under low concentration (1 wt.%), which also reveals the potential of using lower concentrations of N-G to replace higher concentrations of G, thus minimizing the dose-dependent cytotoxicity from G. In comparison to PCL, a biocompatible material, results also suggest a threshold value of both G and N-G after which higher concentrations start to become toxic. This cytotoxicity threshold value for N-G seems to occur at lower concentration than G, but further investigations are required. At high concentration levels, after internalization, graphene induces cytotoxic effects by decreasing mitochondrial activity while increasing intracellular reactive oxygen species (ROS), caspase-3, and lactate dehydrogenase levels [65,66]. Furthermore, PCL/G electro-active scaffolds showed significant potential to enhance in vivo angiogenesis and osteogenesis effect, ultimately leading to enhanced bone tissue engineering efficacy [28]. Therefore, we can expect to achieve significantly better results with the proposed PCL/N-G scaffolds.
Author Contributions
Conceptualization, W.W. and W.-H.C.; methodology, W.W. and W.-H.C.; formal analysis, W.W., J.-X.C., Y.H. and W.-H.C.; investigation, W.W. J.-X.C., Y.H. and W.-H.C.; writing—original draft preparation, W.W., J.-X.C., Y.H. and W.-H.C.; writing—review and editing, W.W., P.B. and W.-H.C.; supervision, W.W., P.B. and W.-H.C.; funding acquisition, W.W. and P.B. All authors have read and agreed to the published version of the manuscript.
Funding
This research was funded by Rosetrees & Stoneygate Trust Young Enterprise Fellowship (Ref: A2750/M874) from Rosetrees Trust UK and Stoneygate Trust UK, Engineering and Physical Sciences Research Council (EPSRC) of the UK through the Global Challenges Research Fund (grant number EP/R01513/1), and Ministry of Science and Technology of Taiwan (MOST Grant no. MOST 107-2628-E-011-002-MY3, MOST 107-2911-1-011-504 and MOST 108-2623-E-011-001-NU).
Data Availability Statement
The data presented in this study are available on request from the corresponding author.
Conflicts of Interest
The authors declare no conflict of interest.
Footnotes
Publisher’s Note: MDPI stays neutral with regard to jurisdictional claims in published maps and institutional affiliations.
References
- 1.Hutmacher D.W. Scaffolds in tissue engineering bone and cartilage. Biomaterials. 2000;21:2529–2543. doi: 10.1016/S0142-9612(00)00121-6. [DOI] [PubMed] [Google Scholar]
- 2.Porter J.R., Ruckh T.T., Popat K.C. Bone tissue engineering: A review in bone biomimetics and drug delivery strategies. Biotechnol. Prog. 2009;25:1539–1560. doi: 10.1002/btpr.246. [DOI] [PubMed] [Google Scholar]
- 3.Brown B.N., Valentin J.E., Stewart-Akers A.M., McCabe G.P., Badylak S.F. Macrophage phenotype and remodeling outcomes in response to biologic scaffolds with and without a cellular component. Biomaterials. 2009;30:1482–1491. doi: 10.1016/j.biomaterials.2008.11.040. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4.Jin G., Kim G. The effect of sinusoidal AC electric stimulation of 3D PCL/CNT and PCL/β-TCP based bio-composites on cellular activities for bone tissue regeneration. J. Mater. Chem. B. 2013;1:1439–1452. doi: 10.1039/c2tb00338d. [DOI] [PubMed] [Google Scholar]
- 5.Turnbull G., Clarke J., Picard F., Riches P., Jia L., Han F., Li B., Shu W. 3D bioactive composite scaffolds for bone tissue engineering. Bioact. Mater. 2018;3:278–314. doi: 10.1016/j.bioactmat.2017.10.001. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 6.Guo W., Liu W., Xuc L., Fenga P., Zhangc Y., Yanga W., Shuaiade C. Halloysite nanotubes loaded with nano silver for the sustained-release of antibacterial polymer nanocomposite scaffolds. J. Mater. Sci. Technol. 2020;46:237–247. doi: 10.1016/j.jmst.2019.11.019. [DOI] [Google Scholar]
- 7.Gupta P., Agrawal A., Murali K., Varshney R., Beniwal S., Manhas S., Roy P., Lahiri D. Differential neural cell adhesion and neurite outgrowth on carbon nanotube and graphene reinforced polymeric scaffolds. Mater. Sci. Eng. C. 2019;97:539–551. doi: 10.1016/j.msec.2018.12.065. [DOI] [PubMed] [Google Scholar]
- 8.Prasad A. State of art review on bioabsorbable polymeric scaffolds for bone tissue engineering. Mater. Today Proc. 2021 doi: 10.1016/j.matpr.2020.11.622. [DOI] [Google Scholar]
- 9.Pina S., Oliveira J.M., Reis R.L. Natural-Based Nanocomposites for Bone Tissue Engineering and Regenerative Medicine: A Review. Adv. Mater. 2015;27:1143–1169. doi: 10.1002/adma.201403354. [DOI] [PubMed] [Google Scholar]
- 10.Holderegger C., Schmidlin P.R., Weber F.E., Mohn D. Preclinical in vivo Performance of Novel Biodegradable, Electrospun Poly(lactic acid) and Poly(lactic-co-glycolic acid) Nanocomposites: A Review. Materials. 2015;8:4912–4931. doi: 10.3390/ma8084912. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 11.Rosenzweig D.H., Carelli E., Steffen T., Jarzem P., Haglund L. 3D-Printed ABS and PLA Scaffolds for Cartilage and Nucleus Pulposus Tissue Regeneration. Int. J. Mol. Sci. 2015;16:15118–15135. doi: 10.3390/ijms160715118. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 12.Zhang Y., Zhang L., Sun R., Jia Y., Chen X., Liu Y., Oyang H., Feng L. A new 3D printed titanium metal trabecular bone reconstruction system for early osteonecrosis of the femoral head. Medicine. 2018;97:e11088. doi: 10.1097/MD.0000000000011088. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 13.Zhang J., Zhao S., Zhu M., Zhu Y., Zhang Y., Liu Z., Zhang C. 3D-printed magnetic Fe3O4/MBG/PCL composite scaffolds with multifunctionality of bone regeneration, local anticancer drug delivery and hyperthermia. J. Mater. Chem. B. 2014;2:7583–7595. doi: 10.1039/C4TB01063A. [DOI] [PubMed] [Google Scholar]
- 14.Smolková B., Uzhytchak M., Lynnyk A., Kubinová Š., Dejneka A., Lunov O. A Critical Review on Selected External Physical Cues and Modulation of Cell Behavior: Magnetic Nanoparticles, Non-thermal Plasma and Lasers. J. Funct. Biomater. 2019;10:2. doi: 10.3390/jfb10010002. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 15.Fanti A., Lodi M.B., Mazzarella G. Enhancement of Cell Migration Rate Toward a Superparamagnetic Scaffold Using LF Magnetic Fields. IEEE Trans. Magn. 2016;52:1–8. doi: 10.1109/TMAG.2016.2583405. [DOI] [Google Scholar]
- 16.Du Y., Guo J.L., Wang J., Mikos A.G., Zhang S. Hierarchically designed bone scaffolds: From internal cues to external stimuli. Biomaterials. 2019;218:119334. doi: 10.1016/j.biomaterials.2019.119334. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 17.Schedin F., Geim A.K., Morozov S.V., Hill E.W., Blake P., Katsnelson M.I., Novoselov K.S. Detection of individual gas molecules adsorbed on graphene. Nat. Mater. 2007;6:652–655. doi: 10.1038/nmat1967. [DOI] [PubMed] [Google Scholar]
- 18.Yoo E., Kim J., Hosono E., Zhou H.-S., Kudo T., Honma I. Large Reversible Li Storage of Graphene Nanosheet Families for Use in Rechargeable Lithium Ion Batteries. Nano Lett. 2008;8:2277–2282. doi: 10.1021/nl800957b. [DOI] [PubMed] [Google Scholar]
- 19.Yeh M.-H., Sun C.-L., Su J.-S., Lin L.-Y., Lee C.-P., Chen C.-Y., Wu C.-G., Vittal R., Ho K.-C. A low-cost counter electrode of ITO glass coated with a graphene/Nafion® composite film for use in dye-sensitized solar cells. Carbon. 2012;50:4192–4202. doi: 10.1016/j.carbon.2012.05.001. [DOI] [Google Scholar]
- 20.Stoller M.D., Park S., Zhu Y., An J., Ruoff R.S. Graphene-Based Ultracapacitors. Nano Lett. 2008;8:3498–3502. doi: 10.1021/nl802558y. [DOI] [PubMed] [Google Scholar]
- 21.Peigney A., Laurent C., Flahaut E., Bacsa R., Rousset A. Specific surface area of carbon nanotubes and bundles of carbon nanotubes. Carbon. 2001;39:507–514. doi: 10.1016/S0008-6223(00)00155-X. [DOI] [Google Scholar]
- 22.Jaworski S., Sawosz E., Kutwin M., Wierzbicki M., Hinzmann M., Grodzik M., Winnicka A., Lipińska L., Wlodyga K., Chwalibog A. In vitro and in vivo effects of graphene oxide and reduced graphene oxide on glioblastoma. Int. J. Nanomed. 2015;10:1585–1596. doi: 10.2147/IJN.S77591. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 23.Yuan J., Gao H., Ching C.B. Comparative protein profile of human hepatoma HepG2 cells treated with graphene and single-walled carbon nanotubes: An iTRAQ-coupled 2D LC–MS/MS proteome analysis. Toxicol. Lett. 2011;207:213–221. doi: 10.1016/j.toxlet.2011.09.014. [DOI] [PubMed] [Google Scholar]
- 24.Guo X., Mei N. Assessment of the toxic potential of graphene family nanomaterials. J. Food Drug Anal. 2014;22:105–115. doi: 10.1016/j.jfda.2014.01.009. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 25.Wang W., Caetano G., Ambler W.S., Blaker J.J., Frade M.A.C., Mandal P., Diver C., Bartolo P.J.D.S. Enhancing the Hydrophilicity and Cell Attachment of 3D Printed PCL/Graphene Scaffolds for Bone Tissue Engineering. Materials. 2016;9:992. doi: 10.3390/ma9120992. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 26.Wang W.G., Chang W.H., Bartolo P.J. Design, fabrication and evaluation of pcl/graphene scaffolds for bone regeneration; Proceedings of the 2nd International Conference on Progress in Additive Manufacturing; Singapore. 16–19 May 2016; pp. 355–360. [Google Scholar]
- 27.Caetano G.F., Wang W., Chiang W.-H., Cooper G., Diver C., Blaker J.J., Frade M.A., Bártolo P. 3D-Printed Poly(ɛ-caprolactone)/Graphene Scaffolds Activated with P1-Latex Protein for Bone Regeneration. 3D Print. Addit. Manuf. 2018;5:127–137. doi: 10.1089/3dp.2018.0012. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 28.Wang W., Junior J.R.P., Nalesso P.R.L., Musson D., Cornish J., Mendonça F., Caetano G.F., Bártolo P. Engineered 3D printed poly(ɛ-caprolactone)/graphene scaffolds for bone tissue engineering. Mater. Sci. Eng. C. 2019;100:759–770. doi: 10.1016/j.msec.2019.03.047. [DOI] [PubMed] [Google Scholar]
- 29.Zayzafoon M. Calcium/calmodulin signaling controls osteoblast growth and differentiation. J. Cell. Biochem. 2005;97:56–70. doi: 10.1002/jcb.20675. [DOI] [PubMed] [Google Scholar]
- 30.Caetano G., Wang W., Murashima A., Passarini J.J.R., Bagne L., Leite M., Hyppolito M., Al-Deyab S., El-Newehy M., Bártolo P., et al. Tissue Constructs with Human Adipose-Derived Mesenchymal Stem Cells to Treat Bone Defects in Rats. Materials. 2019;12:2268. doi: 10.3390/ma12142268. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 31.Zhang B., Wei P., Zhou Z., Wei T. Interactions of graphene with mammalian cells: Molecular mechanisms and biomedical insights. Adv. Drug Deliv. Rev. 2016;105:145–162. doi: 10.1016/j.addr.2016.08.009. [DOI] [PubMed] [Google Scholar]
- 32.Franqui L.S., De Farias M.A., Portugal R.V., Costa C.A., Domingues R.R., Filho A.G.S., Coluci V.R., Leme A.F., Martinez D.S.T. Interaction of graphene oxide with cell culture medium: Evaluating the fetal bovine serum protein corona formation towards in vitro nanotoxicity assessment and nanobiointeractions. Mater. Sci. Eng. C. 2019;100:363–377. doi: 10.1016/j.msec.2019.02.066. [DOI] [PubMed] [Google Scholar]
- 33.Kumar S., Chatterjee K. Comprehensive Review on the Use of Graphene-Based Substrates for Regenerative Medicine and Biomedical Devices. ACS Appl. Mater. Interfaces. 2016;8:26431–26457. doi: 10.1021/acsami.6b09801. [DOI] [PubMed] [Google Scholar]
- 34.Lammel T., Boisseaux P., Fernández-Cruz M.-L., Navas J.M. Internalization and cytotoxicity of graphene oxide and carboxyl graphene nanoplatelets in the human hepatocellular carcinoma cell line Hep G2. Part. Fibre Toxicol. 2013;10:27. doi: 10.1186/1743-8977-10-27. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 35.Zhang Y., Ali S.F., Dervishi E., Xu Y., Li Z., Casciano D., Biris A.S. Cytotoxicity Effects of Graphene and Single-Wall Carbon Nanotubes in Neural Phaeochromocytoma-Derived PC12 Cells. ACS Nano. 2010;4:3181–3186. doi: 10.1021/nn1007176. [DOI] [PubMed] [Google Scholar]
- 36.Paraknowitsch J.P., Thomas A. Doping carbons beyond nitrogen: An overview of advanced heteroatom doped carbons with boron, sulphur and phosphorus for energy applications. Energy Environ. Sci. 2013;6:2839–2855. doi: 10.1039/c3ee41444b. [DOI] [Google Scholar]
- 37.Liu S., Tian J., Wang L., Zhang Y., Qin X., Luo Y., Asiri A.M., Al-Youbi A.O., Sun X. Hydrothermal Treatment of Grass: A Low-Cost, Green Route to Nitrogen-Doped, Carbon-Rich, Photoluminescent Polymer Nanodots as an Effective Fluorescent Sensing Platform for Label-Free Detection of Cu(II) Ions. Adv. Mater. 2012;24:2037–2041. doi: 10.1002/adma.201200164. [DOI] [PubMed] [Google Scholar]
- 38.Cai F., Liu X., Liu S., Liu H., Huang Y. A simple one-pot synthesis of highly fluorescent nitrogen-doped graphene quantum dots for the detection of Cr(vi) in aqueous media. RSC Adv. 2014;4:52016–52022. doi: 10.1039/C4RA09320H. [DOI] [Google Scholar]
- 39.Ju J., Chen W. Synthesis of highly fluorescent nitrogen-doped graphene quantum dots for sensitive, label-free detection of Fe (III) in aqueous media. Biosens. Bioelectron. 2014;58:219–225. doi: 10.1016/j.bios.2014.02.061. [DOI] [PubMed] [Google Scholar]
- 40.Yang Z., Xu M., Liu Y., He F., Gao F., Su Y., Wei H., Zhang Y. Nitrogen-doped, carbon-rich, highly photoluminescent carbon dots from ammonium citrate. Nanoscale. 2014;6:1890–1895. doi: 10.1039/C3NR05380F. [DOI] [PubMed] [Google Scholar]
- 41.Kumar S., Aziz S.T., Girshevitz O., Nessim G.D. One-Step Synthesis of N-Doped Graphene Quantum Dots from Chitosan as a Sole Precursor Using Chemical Vapor Deposition. J. Phys. Chem. C. 2018;122:2343–2349. doi: 10.1021/acs.jpcc.7b05494. [DOI] [Google Scholar]
- 42.Yan Y., Gong J., Chen J., Zeng Z., Huang W., Pu K., Liu J., Chen P. Recent Advances on Graphene Quantum Dots: From Chemistry and Physics to Applications. Adv. Mater. 2019;31:e1808283. doi: 10.1002/adma.201808283. [DOI] [PubMed] [Google Scholar]
- 43.Zheng X.T., Ananthanarayanan A., Luo K.Q., Chen P. Glowing Graphene Quantum Dots and Carbon Dots: Properties, Syntheses, and Biological Applications. Small. 2015;11:1620–1636. doi: 10.1002/smll.201402648. [DOI] [PubMed] [Google Scholar]
- 44.Valappil M.O., Pillai V.K., Alwarappan S. Spotlighting graphene quantum dots and beyond: Synthesis, properties and sensing applications. Appl. Mater. Today. 2017;9:350–371. doi: 10.1016/j.apmt.2017.09.002. [DOI] [Google Scholar]
- 45.Abbas A., Mariana L.T., Phan A.N. Biomass-waste derived graphene quantum dots and their applications. Carbon. 2018;140:77–99. doi: 10.1016/j.carbon.2018.08.016. [DOI] [Google Scholar]
- 46.Shi B., Zhang L., Lan C., Zhao J., Su Y., Zhao S. One-pot green synthesis of oxygen-rich nitrogen-doped graphene quantum dots and their potential application in pH-sensitive photoluminescence and detection of mercury(II) ions. Talanta. 2015;142:131–139. doi: 10.1016/j.talanta.2015.04.059. [DOI] [PubMed] [Google Scholar]
- 47.Zhang C., Cui Y., Song L., Liu X., Hu Z. Microwave assisted one-pot synthesis of graphene quantum dots as highly sensitive fluorescent probes for detection of iron ions and pH value. Talanta. 2016;150:54–60. doi: 10.1016/j.talanta.2015.12.015. [DOI] [PubMed] [Google Scholar]
- 48.Wang C., Xu Z., Cheng H., Lin H., Humphrey M.G., Zhang C. A hydrothermal route to water-stable luminescent carbon dots as nanosensors for pH and temperature. Carbon. 2015;82:87–95. doi: 10.1016/j.carbon.2014.10.035. [DOI] [Google Scholar]
- 49.Dasgupta K., Khosravifar M., Sawant S., Adusei P.K., Kanakaraj S.N., Kasik J., Shanov V. Nitrogen-Doped Flower-Like Hybrid Structure Based on Three-Dimensional Graphene. C. 2020;6:40. doi: 10.3390/c6020040. [DOI] [Google Scholar]
- 50.Manna K., Huang H.-N., Li W.-T., Ho Y.-H., Chiang W.-H. Toward Understanding the Efficient Exfoliation of Layered Materials by Water-Assisted Cosolvent Liquid-Phase Exfoliation. Chem. Mater. 2016;28:7586–7593. doi: 10.1021/acs.chemmater.6b01203. [DOI] [Google Scholar]
- 51.Rao C.N.R., Govindaraj A. Nanotubes and Nanowires. Nanosci. Nanotechnol. Ser. 2011 doi: 10.1039/9781849732840. [DOI] [Google Scholar]
- 52.Wang H., Maiyalagan T., Wang X. Review on Recent Progress in Nitrogen-Doped Graphene: Synthesis, Characterization, and Its Potential Applications. ACS Catal. 2012;2:781–794. doi: 10.1021/cs200652y. [DOI] [Google Scholar]
- 53.Luo J., Zhang X., Machuki J.O., Dai C., Li Y., Guo K., Gao F. Three-Dimensionally N-Doped Graphene–Hydroxyapatite/Agarose as an Osteoinductive Scaffold for Enhancing Bone Regeneration. ACS Appl. Bio Mater. 2018;2:299–310. doi: 10.1021/acsabm.8b00599. [DOI] [PubMed] [Google Scholar]
- 54.Guo M., Li D., Zhao M., Zhang Y., Geng D., Lushington A., Sun X. Nitrogen ion implanted graphene as thrombo-protective safer and cytoprotective alternative for biomedical applications. Carbon. 2013;61:321–328. doi: 10.1016/j.carbon.2013.05.011. [DOI] [Google Scholar]
- 55.Mohamed A., Finkenstadt V.L., Gordon S.H., Biresaw G., Palmquist D.E., Rayas-Duarte P. Thermal properties of PCL/gluten bioblends characterized by TGA, DSC, SEM, and infrared-PAS. J. Appl. Polym. Sci. 2008;110:3256–3266. doi: 10.1002/app.28914. [DOI] [Google Scholar]
- 56.Potts J.R., Dreyer D.R., Bielawski C.W., Ruoff R.S. Graphene-based polymer nanocomposites. Polymer. 2011;52:5–25. doi: 10.1016/j.polymer.2010.11.042. [DOI] [Google Scholar]
- 57.Hu K., Kulkarni D.D., Choi I., Tsukruk V.V. Graphene-polymer nanocomposites for structural and functional applications. Prog. Polym. Sci. 2014;39:1934–1972. doi: 10.1016/j.progpolymsci.2014.03.001. [DOI] [Google Scholar]
- 58.Faucheux N., Schweiss R., Lützow K., Werner C., Groth T. Self-assembled monolayers with different terminating groups as model substrates for cell adhesion studies. Biomaterials. 2004;25:2721–2730. doi: 10.1016/j.biomaterials.2003.09.069. [DOI] [PubMed] [Google Scholar]
- 59.Arima Y., Iwata H. Effect of wettability and surface functional groups on protein adsorption and cell adhesion using well-defined mixed self-assembled monolayers. Biomaterials. 2007;28:3074–3082. doi: 10.1016/j.biomaterials.2007.03.013. [DOI] [PubMed] [Google Scholar]
- 60.Dowling D.P., Miller I.S., Ardhaoui M., Gallagher W.M. Effect of Surface Wettability and Topography on the Adhesion of Osteosarcoma Cells on Plasma-modified Polystyrene. J. Biomater. Appl. 2010;26:327–347. doi: 10.1177/0885328210372148. [DOI] [PubMed] [Google Scholar]
- 61.Gittens R.A., Scheideler L., Rupp F., Hyzy S.L., Geis-Gerstorfer J., Schwartz Z., Boyan B.D. A review on the wettability of dental implant surfaces II: Biological and clinical aspects. Acta Biomater. 2014;10:2907–2918. doi: 10.1016/j.actbio.2014.03.032. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 62.Zhao G., Schwartz Z., Wieland M., Rupp F., Geis-Gerstorfer J., Cochran D.L., Boyan B.D. High surface energy enhances cell response to titanium substrate microstructure. J. Biomed. Mater. Res. Part A. 2005;74:49–58. doi: 10.1002/jbm.a.30320. [DOI] [PubMed] [Google Scholar]
- 63.Lim J.Y., Taylor A.F., Li Z., Vogler E.A., Donahue H.J. Integrin Expression and Osteopontin Regulation in Human Fetal Osteoblastic Cells Mediated by Substratum Surface Characteristics. Tissue Eng. 2005;11:19–29. doi: 10.1089/ten.2005.11.19. [DOI] [PubMed] [Google Scholar]
- 64.Lim J.Y., Shaughnessy M.C., Zhou Z., Noh H., Vogler E.A., Donahue H.J. Surface energy effects on osteoblast spatial growth and mineralization. Biomaterials. 2008;29:1776–1784. doi: 10.1016/j.biomaterials.2007.12.026. [DOI] [PubMed] [Google Scholar]
- 65.Jarosz A., Skoda M., Dudek I., Szukiewicz D. Oxidative Stress and Mitochondrial Activation as the Main Mechanisms Underlying Graphene Toxicity against Human Cancer Cells. Oxidative Med. Cell. Longev. 2015;2016:5851035. doi: 10.1155/2016/5851035. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 66.Ou L., Song B., Liang H., Liu J., Feng X., Deng B., Sun T., Shao L. Toxicity of graphene-family nanoparticles: A general review of the origins and mechanisms. Part. Fibre Toxicol. 2016;13:1–24. doi: 10.1186/s12989-016-0168-y. [DOI] [PMC free article] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Data Availability Statement
The data presented in this study are available on request from the corresponding author.