Abstract
Ginseng is a traditional medicine that has been used for millennia. Asian ginseng (Panax ginseng Meyer) has multiple pharmacological properties. To determine the efficacy of ginseng-derived exosome-like nanoparticles (GDEs), GDEs should be isolated and characterized. GDEs from P. ginseng were isolated via sequential centrifugation using 68 and 27% of sucrose cushioning followed by ultracentrifugation. The size distribution, zeta potential, and morphology of GDEs were evaluated using DLS, NTA, and TEM. GDEs were quantified by measuring the total RNA and protein concentration. The stability of the freeze-dried GDEs was evaluated for 90 days. Uniform and reproducible GDEs were successfully isolated with high yield and purity. GDEs were found to be spherical with an average diameter of 105.8 nm and a negative surface charge of − 20.7 mV. Substantial amounts of nanoparticles of GDEs were counted using NTA, with a concentration of 2.05 × 1013 particles/mL. According to the evaluation of their protein and total RNA concentration, the freeze-dried GDEs were stable for up to 60 days at room temperature. The results suggest the utility of a brief isolation protocol using sucrose double fractionation, which can be used for the mass production of plant-derived exosome-like nanoparticles. In addition, the stability of GDEs was maintained even after freeze-drying and storage for 60 days. This method has potential for application in the research for plant-derived exosome-like nanoparticles, where cost-effective exosome isolation with high yield and purity is an important step.
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1 Introduction
Asian ginseng (Panax ginseng Meyer) is known as the king of herbs. Ginseng has multiple pharmacological properties in cardiovascular diseases, diabetes, and cancer, and has been used to promote immune function, central nervous system function, relieve stress, and enhance bone remodeling [1]. It has been used in traditional medicine for the treatment of diseases in East Asian countries for millennia, and until recently, it has become one of the most effective herbs 2. Moreover, ginseng has been investigated for its therapeutic potential in stress, hypertension, osteoporosis, and various neurological disorders such as Parkinson’s disease and Alzheimer’s disease [3, 4] (Fig. 1). Although numerous molecular targets for ginseng have been identified in recent years [5, 6], it is still not clear which factors are responsible for the therapeutic effects of ginseng.
Exosomes are small membrane vesicles (50–150 nm) of endocytic origin and are produced under normal as well as pathological conditions. Generally, exosomes can be produced by almost every living cell, and have been isolated from archaea, prokaryotic cells, eukaryotic cells, and plant tissues. Exosomes were thought to function only as “trash cans” until 20 years ago [7]. However, recently, exosomes have been considered as key mediators of cell-to-cell communication task to control both normal physiological processes and disease pathophysiology [8]. The content profiles of exosomes are mainly determined by the parent cell and the environmental conditions in which they originate, and affecting surrounding cells [9]. Additionally, exosomes also have intrinsic biological activity and are capable of carrying unique surface receptors and therapeutic cargo including proteins, lipids, RNAs, and DNA [10]. Moreover, several studies have demonstrated that exosomes can be used as therapeutic or drug delivery platforms owing to their nanoscale size, low toxicity, excellent structural stability, and cargo loading ability [11, 12].
In plants, consensus among researchers regarding specific markers for extracellular vesicle subtypes, such as the exosomes of endosomal origin in animal cells, has not been reached. Therefore, it is difficult to assign the widely accepted term “exosome” to plant-derived extracellular nanovesicles, and accordingly, the term “exosome-like nanoparticles” has been used herein [13, 14]. Plant-derived exosome-like nanoparticles have become a new area of interest owing to their remarkable advantages, such as non-toxicity, biocompatibility, and stability [15]. Exosome-like nanoparticles isolated from fruits and plants have been explored for clinical use because they come from reliable sources and have better safety profiles [16, 17]. In particular, ginseng-derived exosome-like nanovesicles have been demonstrated to have many therapeutic effects, including anti-cancer, anti-inflammatory, antioxidant, and neuroprotective properties [18]. In addition, compared to animal cell culture media, plants are a more favorable source for increasing the overall exosome yield [19].
However, there is still a lack of comprehensive studies focusing on the characterization of plant-derived extracellular vesicles, practical quantitative analysis of their characteristics, and methods for their mass production. Exosomes isolated from mammalian cells and tissues have been characterized for their size, morphology, concentration, and surface marker protein expression [20]. Most studies have been on mammalian cell-derived exosomes, and human knowledge about therapeutic cargo on plant-derived exosome-like nanoparticles is relatively scarce. Although several strategies have been developed to scale up ginger-derived exosome like nanoparticles production, economically, the cost/yield ratio is still not favorable for clinical application [21].
Thus, in this study, we demonstrate the isolation of plant exosome-like nanovesicles from ginseng using a newly developed double fractionation ultracentrifugation method and evaluated their characteristics such as size, surface charge, and physical morphology before and after freeze-drying. We evaluated whether a novel sucrose cushioning method and sequential centrifugation could be used to obtain homogeneous and reproducible ginseng-derived exosome-like nanoparticles (GDEs) with high yield and purity. Furthermore, we performed a quantitative analysis by measuring the protein and total RNA concentration of GDEs and assessed their stability for 90 days. Here, we present an effective and economical GDE isolation protocol for the potential use of GDEs in clinical and experimental applications.
2 Results
2.1 Isolation and characterization of GDEs
Using a modified centrifugation-based isolation method with an additional sucrose cushion, we isolated GDEs from P. ginseng. After sequential low-velocity centrifugation steps, large impurities and debris were discarded (Fig. 2b). To protect their round-shaped morphology and prevent them from being contaminated with proteins, we utilized a sucrose cushion to purify ginseng extracellular vesicles (EVs). Sucrose solutions (68% and 27% solutions) were placed at the bottom of the polyethylene tube to prevent disturbing the interface, and the supernatant was gently transferred to the top of the sucrose layers. After centrifugation at a high velocity, the ginseng EVs were purified between the sucrose cushion layers (Fig. 2c). The ginseng EVs were collected and placed on top of the sucrose gradient solution. Furthermore, the GDEs were subjected to ultracentrifugation and isolated between the 8% and 30% sucrose solutions (1.13–1.19 g/mL concentration) (Figs. 2d and 3a). To characterize GDEs, via particle-by-particle investigation, the size distribution and particle concentration were measured via Nano-tracking analysis (NTA). As shown in Fig. 3b, NTA indicated that GDEs harvested through the modified sucrose cushion method appeared to be homogeneous vesicles and had a concentration of approximately 2.05 × 1013 particles/mL. We also performed transmission electron microscopy (TEM) imaging to investigate the morphology of GDEs. The results showed that GDEs retained a uniform spherical shape with no detectable aggregation due to protein contamination. Dynamic light scattering (DLS) measurements based on number confirmed that the average diameter of GDEs was approximately 105.8 ± 47.85 nm with a low polydispersity index (PDI) at 0.257. GDEs had a negative surface charge of − 20.7 mV (Fig. 3d). Overall, the performance of the modified isolation method with the sucrose cushion for the isolation of GDEs enabled the generation of reproducibly uniform GDEs due to the reduced degradation of ginseng EVs after repeated exposure to strong centrifugal forces.
Furthermore, to accurately determine the diameter of GDEs, a technique based on the intensity, volume, and number of GDEs using scattered light was applied in DLS (Fig. 4). The diameter and size distribution can be detected through fluctuations caused by Brownian motion in the hydrodynamic volume of the nanoparticles. However, the fluctuations in the scattered light may be affected by particle size, size polydispersity, and shape of the nanoparticles; thus, the nanoparticles could be determined differently from real objects. Consequently, the size distribution of GDEs based on their number, best represented the realistic size of GDEs and exhibited a homogeneous particle size, as observed by TEM imaging (Fig. 4c). In contrast, temporary aggregates or large particles of GDEs detected in size distribution profiles were based on the intensity and volume. DLS is highly sensitive for measuring the size distribution of GDEs and is considered appropriate for determining the size of GDEs. The actual size of GDEs was markedly similar between DLS measurements based on number and microscopic observation.
2.2 Characterization of freeze-dried GDEs
GDEs isolated using the sucrose cushion method were lyophilized to determine the possibility of the long-term preservation of GDEs and their components. After isolation, the liquid phase of GDEs was frozen at − 80 °C for 1 h, transferred to a freeze-drying chamber, and lyophilized using a freeze dryer under a pressure of 0.072 mbar at − 87.5 °C for 72 h. The aqueous solution of GDEs was rapidly converted into a powder form through the sublimation and evaporation of water during drying.
To verify the difference between the liquid-phase and freeze-dried GDEs, the sizes and morphologies of the particles were determined using DLS, TEM, and NTA (Fig. 5). We found no detectable changes in the physical properties and integrity of the GDEs before and after freeze-drying. The liquid-phase and freeze-dried GDEs had average diameters of approximately 98.24 and 92.62 nm, respectively. The PDI values of liquid-phase and freeze-dried GDEs were low at 0.172 and 0.267, respectively. The surface charge indicated that liquid-phase and freeze-dried GDEs had negative zeta potentials, with average charge values of − 24.4 and − 26.4 mV, respectively (Fig. 5a). Further characterization of liquid-phase and freeze-dried GDEs, as imaged using TEM, revealed that they were generally spherical in shape and evenly spaced, showing a uniform size distribution without damaged particles (scale bar: 100 nm) (Fig. 5b). The concentration and dispersion of liquid-phase and freeze-dried GDEs were measured using NTA. There was no damage or loss of particles in freeze-dried GDEs compared with liquid-phase GDEs (Fig. 5c).
2.3 Quantitative analysis of GDEs and their stability
Total RNA was extracted from ginseng tissue and GDEs and characterized based on the length of the isolated RNA by loading it onto a 10% 8 M urea-denaturing gel (Fig. 6a). In addition, we treated the total RNA with ribonuclease H (RNase H) for 2 h at 37 °C and observed the existence of several small-sized exosomal RNAs in GDEs (Fig. 6b). The experimental evidence of the total RNA content in GDEs indicated the presence of genetic information that can be used to predict target genes for various diseases and that these components could be effectively used for the quantitative analysis of GDEs. According to a previous study, the purity of exosomes can be diminished by the isolation process or protein contamination [22]. In practice, purity is considered a crucial factor for the evaluation of the biological activity and availability of exosomes. To evaluate the purity of GDEs, the ratio of particle counts to protein concentration was calculated, and it was observed to be approximately 1.03 ± 0.11 × 1013 particles/mg of protein (Fig. 6c).
The yield of GDEs was quantified based on the protein concentration and the total RNA concentration. After freeze-drying, 1 g of GDEs was weighed and dissolved in 1 mL of 1 × PBS. The protein concentration of GDEs measured via the Bradford assay was approximately 2.004 ± 0.22 mg/mL. Total RNA was extracted from 1 g of freeze-dried GDEs following the TRIzol RNA isolation protocol, and the total RNA concentration was measured to be approximately 51.525 ± 0.492 ng/μL (Fig. 6d). The yield of GDEs per 10 g of ginseng tissue was also quantitatively evaluated, with a protein concentration of 4.811 ± 0.529 mg/mL and a total RNA concentration of 123.66 ± 1.182 ng/μL (Fig. 6e).
Furthermore, to determine the stability of the GDEs, freeze-dried GDEs were divided into tubes and stored at room temperature for up to 90 days. The protein and total RNA concentrations of these GDEs were measured during this period (Fig. 7a). Quantitative analysis of the freeze-dried GDEs indicated that they had no significant decreases in protein concentration and total RNA concentration until day 60. However, they showed a steep decrease in total RNA concentration at day 90 compared to day 1 (50.88 ± 1.34 ng/μL to 24.08 ± 0.07 ng/μL, p < 0.001), while their protein content was maintained during the 60-day storage (Fig. 7b).
3 Discussion
In this study, we suggested a strategy to isolate exosome-like nanoparticles from Asian ginseng and a protocol so that these vesicles can be economically mass-produced. Here, GDEs were purified from ginseng bodies and roots via sequential centrifugation and ultracentrifugation using double fractionation. Ultracentrifugation is the most widely used exosome purification method and has long been regarded as the gold standard for isolating exosomes of relatively homogeneous sizes [23]. Although ultracentrifugation is a powerful tool for optimizing exosome isolation, it is unclear what concentration methods are most appropriate for exosome isolation [24]. The disadvantages of ultracentrifugation include the possibility of sample loss depending on the skill of the operator and that repeated ultracentrifugation steps can damage vesicles and reduce yields, thereby potentially impacting the protein and RNA content of the isolated exosomes [23, 25].
The most remarkable strength of ultracentrifugation is that particle yields can be dramatically higher in centrifuge-concentrating devices than in pressure-driven concentrators. Another advantage of ultracentrifugation is that a concentration gradient can be used to remove contaminating impurities, such as non-specific proteins [26]. Our centrifugation protocol achieved a high yield of GDEs with high purity.
We showed that our double purification and fractionation protocol based on the concentration of EVs is capable of isolating exosomes-like nanoparticles and provides a higher particle yield, thereby increasing exosome yield and isolation efficiency. The increased yield in particle concentration is also coupled with a shorter processing time, thereby increasing the efficiency of the sample throughput. The isolation of pure exosomes from ultracentrifuged crude exosome pellets from human plasma could be improved via sucrose gradient fractionation [27, 28]. A one-step sucrose cushion ultracentrifugation method was demonstrated to be effective in isolating exosomes from mesenchymal stem cells because of the high yield and purity of the isolates [29]. In a previous study, ginseng-derived exosome-like nanoparticles were isolated through ultracentrifugation with 15%, 30%, 45%, and 60% of sucrose gradient using a pellet EVs. [30]. After then, a method for isolating exosomes-like nanoparticles using a sucrose cushion has been proposed, and a unique feature of our study was the application of a double purification method based on concentration using a sucrose cushion and a sucrose gradient separation step before two ultracentrifugation steps followed by two centrifugation steps. Only the advantages have been described without mentioning the disadvantages of this cushioned-density gradient ultracentrifugation [30, 31]. Additional research is needed to optimize this method regarding the differences in sucrose concentration, number of sucrose layers, speed and duration of ultracentrifugation, and ginseng type, etc.
In comparison with a previous isolation method of plant-derived exosome-like nanoparticles from carrot, apple, lemon, grape, grapefruits, tea leaves, cabbage, ginger, and garlic [32,33,34,35,36,37,38], we established the double fractionation of GDEs by sucrose-based isolation to purify GDEs from vesicle aggregates or contaminated proteins for reproducible high-quality exosome-like nanoparticles. To collect homogeneously sized GDEs with high yield, we first isolated non-contaminated intact EVs from ginseng juice through sucrose cushion of different densities, which can prevent the degradation of EVs during repeated high-force centrifugations. After ultracentrifugation, ginseng EVs obtained were heterogeneous and contained diverse subtypes of EVs. Further fractionation with sucrose gradient solutions (8%, 30%, 45%, and 60%) was employed to isolate GDEs from ginseng EVs between the 8% and 30% sucrose layers. Eventually, through the double fractionation of GDEs, uniformly round GDEs were obtained. This optimized isolation method can lead to the refinement of exosome-like nanoparticles with high yield and purity, which may have a strong potential in nanomedicine and drug delivery systems.
To date, three subtypes of isolation methods for plant-derived exosome-like nanoparticles have been reported: simple sequential ultracentrifugation and pelleting [32], density gradient separation [21, 34, 39], and purification with ultrafiltration [37]. According to previously described protocols for isolating plant-derived exosome-like nanoparticles, these methods differ from ours in terms of how to make the cushion in detail, the number of applications, the concentration of sucrose, and the materials and plants used. Furthermore, Cao et. al. obtained ginseng-derived exosome-like nanoparticles isolated via sucrose density gradient separation after pelleting EVs, and the ginseng-derived exosome-like nanoparticles they isolated showed comparatively different physical and molecular parameters in terms of particle size, morphological shape, and nanoparticle concentration due to the different isolation processes involved [30]. This was attributed to the damage and degradation of the nanoparticles during their high-speed centrifugation into pellets, so we applied the cushion method in this study to reduce such damage.
GDEs obtained from this brief isolation protocol were characterized through various experimental techniques based on size profiling, surface charge, and protein and RNA concentration. The particle size and distribution the GDEs were measured using DLS and TEM, and it was observed that GDEs had a spherical shape with an average diameter of 105.8 nm and a negative surface charge of − 20.7 mV. A substantial number of GDE nanoparticles was counted via NTA, at 2.05 × 1013 particles/mL. Although differential centrifugation coupled to ultracentrifugation has been the most widely adopted method in this context, the impact of repeated ultracentrifugation steps on the recovery of exosome-like nanoparticle yields has not been fully assessed [12]. There is an opinion that repeated ultracentrifugation and freeze-drying steps may damage isolated vesicles, reducing their quality [40]. However, using sequential centrifugation coupled with a sucrose cushion method, uniform and reproducible GDEs with a high yield and purity were successfully isolated. Additionally, we investigated the stability and potential utility of freeze-dried GDEs by evaluating their protein content and total RNA concentration.
Ginseng has several beneficial properties in human health and has been used for thousands of years. As ginseng has various bioactive activities, even before the use of drugs, it has been considered as one of the most useful medicinal herbs for human health and longevity until today [41]. Particularly in Korea, the word “Panax” in the name of Asian ginseng (Panax ginseng Meyer) means “all healing,” and explains the traditional belief that “ginseng can heal all aspects of the body.” If certain components of ginseng can benefit the human body, these specific factors and characteristics must be utilized. The present method will have extensive applications in the field of extracellular vesicle research. Additionally, this method produces GDEs with high yield and purity, promoting their active use in the clinical field. Owing to the observed stability of freeze-dried GDEs at room temperature for up to 60 days, it shows that GDEs obtained through this simple method can be easily stored and have the potential for use at an appropriate time after mass production [42]. The protocol demonstrated in this study shows potential for the efficient isolation and mass production of unique GDEs from anywhere in the world. The GDEs obtained in this manner also show potential as a biologically active substance and a delivery vehicle for use in sustainable therapeutic strategies. Further studies are needed to determine which substances in GDE cargoes can cause specific therapeutic effects and which properties of GDEs can be used for therapeutic application and drug delivery.
4 Conclusions
In this study, we isolated GDEs with a less laborious, simple and reproducible way using a sucrose cushion ultracentrifugation. GDEs were verified with their physical, chemical characteristics and stability in various aspects including morphological analysis measured by DLS, TEM, and NTA and bioactive molecules. GDEs showed a homogeneous circular shape with a high purity and a high stability for 60 days after freeze-drying. The sucrose cushion ultracentrifugation is promising for applications in the research for plant-derived exosome-like nanoparticles. Besides, we suggest that GDEs are potential nanovesicles with exosome-like properties and conclude that GDEs could mediate intercellular communication as a drug or serve as an adjuvant and/or carrier of cytotoxic chemical drugs to target cells in drug delivery systems. We anticipate that GDEs with high reproducibility and stability can be applied in smart nanotechnology engineering for biomedical applications in the future.
5 Materials and methods
5.1 Isolation of GDEs
To obtain GDEs, the roots of 4-year-old P. ginseng were purchased from Geumsan Chaminsam (Geumsan, Korea). Fresh ginseng was washed with diethyl pyrocarbonate (DEPC) water three times and homogenized with 1 × phosphate-buffered saline (PBS, Invitrogen, CA, USA) to make a slurry at room temperature (20 °C). The ground slurry was squeezed with a hand squeezer to remove impurities and collect the ginseng juice. The juice was then sequentially centrifuged at 2000 × g for 20 min and 10,000 × g for 60 min. After centrifugation, the pellet was discarded and the supernatant was collected. Subsequently, the supernatant was passed through a sterilizing grade filter membrane (Acrodisc® Syringe Filters 0.2 µm, Pall Corporation, USA) to obtain nano-scale exosome-like nanoparticles. Sucrose cushions (27% and 68% sucrose) were layered on the bottom of a centrifuge tube, and the supernatant was gently transferred to the cushion. After ultracentrifugation at 100,000 × g for 90 min, the extracellular vesicles between the clear sucrose cushion layers were collected. The total extracellular vesicles were then transferred to a gradient sucrose solution (8%, 30%, 45%, and 60%) and ultracentrifuged at 200,000 × g for another 90 min. All centrifugation steps were performed at 4 °C. According to the density of sucrose used, GDEs were isolated at concentrations between 8 and 30% (1.13 ~ 1.19 g/mL concentration) The isolated GDEs were stored at − 80 °C until use (Fig. 2).
5.2 Dynamic light scattering (DLS)
The size distribution and zeta potential of the GDEs were measured via dynamic light scattering (DLS) using a Zetasizer nano ZS Zen3600 (Malvern, UK). The GDEs were diluted 1:1000 in DEPC water to a total volume of 1 mL. The diluted GDEs were then transferred to a cuvette (12 mm square polystyrene cuvette, DTS0012, Malvern, UK) and added to a disposable cuvette for zeta potential measurement (disposable capillary cell, DTS1070, Malvern, UK). The measurements were performed at 37 °C, and all experiments were run in triplicate.
5.3 Nanoparticle tracking analysis (NTA)
To quantify the GDEs, their sizes and number of particles were assessed using a NanoSight LM14 instrument (Malvern Instruments, Malvern, UK). The samples were diluted 1:1000 with 1 × PBS, and 1 mL of the diluted sample was loaded into the laser chamber using a syringe. Five videos, approximately 60 s each in duration, were recorded with the camera setting at 13. Each sample was measured in triplicate.
5.4 Transmission electron microscope (TEM) imaging
The GDEs (10 μL of 10 μg GDEs) were spotted onto carbon-coated grids at room temperature for 10 min. The carbon-coated grids were immediately stained with 2% phosphotungstic acid at room temperature for 30 min. Nanoparticle imaging was conducted using a transmission electron microscope (TEM; JEM-F200, JEOL, Japan).
5.5 Lyophilization of GDEs (Freeze drying)
Fresh GDEs were stored in a deep freezer for 24 h as the primary drying step for low-temperature drying. The frozen GDEs were quickly transferred to a freeze-drying chamber and placed under vacuum to dehydrate the frozen samples. After 96 h in vacuum, freeze-dried GDEs were obtained.
5.6 Measurement of total RNA concentration
Total RNA was extracted using TRIzol reagent according to the manufacturer’s instructions (Invitrogen, Carsbad, CA, USA). Briefly, 0.1 g GDEs were dissolved in 0.25 mL 1 × PBS and 0.75 mL TRIzol reagent was added to the GDE solution. To this, 0.25 mL of chloroform was added, thoroughly mixed, and incubated at -20 °C for 10 min. The sample was then centrifuged at 12,000 × g for 15 min, and the aqueous phase was carefully collected without disturbing the interphase, transferred into a new tube, and an equal volume of isopropanol was added. Afterwards, the sample was centrifuged at 12,000 × g for 10 min. The supernatant was removed and the pellet was resuspended in 70% ethanol for washing, and the sample was centrifuged at 7500 × g for 5 min. The supernatant was discarded, and the pellet at the bottom of the tube was dried for 10 min. The pellet was resuspended in 50 μL of DNase/RNase-free distilled water (Invitrogen). All centrifugation procedures were performed at 4 °C. Total RNA was quantified by measuring the absorbance at 260 nm using a UV–Vis spectrophotometer (NanoDrop 2000, Thermo Scientific, USA).
5.7 Measurement of protein concentration
To quantify GDEs, total protein of GDEs was analyzed by Bradford protein assay. The isolated GDEs were placed in different containers and stored at room temperature. The protein concentration was quantified for 30, 60, and 90 d.
5.8 Statistical analysis
In each experiment, triplicate experiments were performed for each condition or treatment group. Data were analyzed using IBM SPSS Statistics for Windows Version 26.0 (IBM Corp., Armonk, NY, USA) and are presented as means ± standard deviations (SDs). The unpaired t-test and one-way ANOVA followed by multiple comparisons by Tukey’s post-hoc analysis were used to assess differences between groups. Statistical significance was set at P ≤ 0.05. The statistical significance of the data is indicated with asterisks: *, p < 0.05, and ***, p < 0.001.
Abbreviations
- DLS:
-
Dynamic light scattering
- DNA:
-
Deoxyribonucleic acid
- EV:
-
Extracellular vesicles
- GDEs:
-
Ginseng-derived exosome-like nanoparticles
- NTA:
-
Nanoparticle tracking analysis
- RNA:
-
Ribonucleic acid
- TEM:
-
Transmission electron microscopy
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This work was supported by a National Research Foundation of Korea (NRF) grant funded by the Korean government (MSIT) (No. NRF-2020R1F1A1070072).
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Y-HL and JK wrote the main manuscript text and Y-HL and JK prepared Fig. 1–7. JW and IlKK advised on the composition of the manuscript based on their experience and knowledge, and YKK and other authors proceeded with data collection. All authors reviewed the manuscript.
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Kim, J., Lee, YH., Wang, J. et al. Isolation and characterization of ginseng-derived exosome-like nanoparticles with sucrose cushioning followed by ultracentrifugation. SN Appl. Sci. 4, 63 (2022). https://doi.org/10.1007/s42452-022-04943-y
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DOI: https://doi.org/10.1007/s42452-022-04943-y