Abstract
Background/Aims: Radiation-induced skin fibrosis is a common side effect of clinical radiotherapy. Our previous next-generation sequencing (NGS) study demonstrated the reduced expression of the regulatory α subunit of phosphatidylinositol 3-kinase (PIK3r1) in irradiated murine skin. Metformin has been reported to target the PIK3-FOXO3 pathway. In this study, we investigated the effects of metformin on radiation-induced skin fibrosis. Methods: Metformin was orally administered to irradiated mice. Skin fibrosis was analyzed by staining with H&E and Masson’s trichrome stain. The levels of cytokines and chemokines associated with fibrosis were analyzed by immunohistochemistry and quantitative RT-PCR. The roles of PIK3rl and FOXO3 in radiation-induced skin fibrosis were studied by overexpressing PIK3rl and transfecting FOXO3 siRNA in NIH3T3 cells and mouse-derived dermal fibroblasts (MDF). Results: The oral administration of metformin significantly reduced radiation-induced skin thickening and collagen accumulation and significantly reduced the radiation-induced expression of FOXO3 in murine skin. Additionally, the overexpression of PIK3r1 reduced the radiation-induced expression of FOXO3, while FOXO3 silencing decreased the radiation-induced expression of TGFβ in vitro. Conclusions: The results indicated that metformin suppresses radiation-induced skin injuries by modulating the expression of FOXO3 through PIK3r1. Collectively, the data obtained in this study suggested that metformin could be a potent therapeutic agent for alleviating radiation-induced skin fibrosis.
Introduction
Radiation therapy (RT) is widely used to treat various types of cancers; however, it can induce toxicity to the surrounding normal tissues [1-4]. Since skin is often irradiated during RT, radiation may lead to inadvertent and deleterious skin reactions. Although the recent use of hypofractionated radiotherapy, including stereotactic body radiotherapy (SBRT), produces less damaging effects on the skin, some reports on the use of SBRT for early lung cancer and breast cancer indicate increased skin toxicities [3, 4]. Radiation-induced skin injuries include acute and chronic skin injuries, comprising of morphological and functional changes. Acute skin injury is characterized by erythema, dry and moist desquamation, and hair loss, while chronic skin injury is characterized by fibrosis and necrosis [5]. Unfortunately, apart from conservative management, only few preventive measures or effective remedies are presently available for the treatment of radiation-induced skin damage [6, 7].
Advances in cellular and molecular biology techniques have made it possible to elucidate the mechanisms of fibrosis, while offering new theoretical treatment strategies. However, the cause behind the continued fibroblast activation in chronic fibrosis remains unknown [8, 9]. Over the years, fibrosis had been considered to be an irreversible accumulation of dead scar tissues. Recent reports have revealed that it is a dynamic process, consisting of constant “remodeling” and the long-term activation of fibroblasts. Various factors contributing to fibrosis have been identified, and many antioxidant studies have shown that these agents are effective for radiation-induced fibrosis (RIF) [10, 11]. Despite these studies, few treatments for RIF are in use.
Metformin, which belongs to the biguanide family of anti-diabetic drugs, is a primary drug for the treatment for type 2 diabetes. Metformin has been shown to inhibit the TGFβ-signaling pathway during the differentiation of myofibroblasts and cardiac fibrosis [12, 13]. Treatment with metformin was also shown to reduce the accumulation of collagen in a bleomycin-induced pulmonary lung fibrosis [14], while attenuating pulmonary fibrosis induced by radiation in a mouse model [15]. However, the specific molecular mechanism by which metformin suppresses the radiation-induced skin fibrosis to be understood.
A complex signaling network involving phosphatidyl inositol 3-kinase (PI3K) regulates the proliferation and differentiation of skin cells [16, 17]. PI3K is an obligate heterodimer comprising of a regulatory subunit (p85α, PIK3r1) and a catalytic subunit (p110, PIK3ca) that is activated by receptor tyrosine kinases [18]. The components functioning downstream of the PI3K/AKT signaling cascade include the forkhead box-O (FOXO) family of transcription factors [19] and members of the p53 pathway [20], which regulate cell survival, apoptosis, and progression through the cell cycle [21, 22]. FOXO plays an important role in the transdifferentiation of hematopoietic stem cells (HSCs) in hepatic fibrosis [23] and renal fibrosis [24], and has recently been shown by siRNA-mediated silencing [25] to reduce the expression of the transforming growth factor β (TGFβ). In addition, p53 was found to transactivate FOXO3 in fibroblasts by binding to the second intron of FOXO3 [26].
In this study, we investigated the effect of metformin and the mechanism by which metformin regulates the expression of FOXO3 in radiation-induced skin injury. Understanding and regulating the expression of FOXO3 might be critical for developing an effective medical countermeasure against radiation-induced skin fibrosis.
Materials and Methods
Cell culture
Primary mouse dermal fibroblasts, MDF and a mouse fibroblast cell line, NIH3T3 were grown in Dulbecco’s Modified Eagle Medium (DMEM) supplemented with 10% fetal bovine serum (FBS), 100 units/ mL penicillin, and 100 µg/mL streptomycin at 37°C in a humidified 5% (v/v) CO2 atmosphere. 1.0 × 106 cells were seeded at about 80% on 60 mm dish and were incubated with serum-free medium for 24 hours and irradiated.
Western blot analysis
Cells were lysed with radioimmunoprecipitation assay (RIPA) buffer (50 mM Tris-HCl, pH 7.4, 1% Nonidet P-40, 0.25% sodium deoxycholate, 150 mM NaCl, and 1 mM Na3VO4) containing protease inhibitors (2 mM phenylmethylsulfonyl fluoride, 100 µg/ml leupeptin, 10 µg/ml pepstatin, 1 µg/ml aprotinin, and 2 mM EDTA) and phosphatase inhibitor cocktail (GenDEPOT, Baker, TX). After the extract was incubated for 20 minutes at 4°C, the lysates were centrifuged at 13, 000 rpm for 20 minutes at 4°C, and the supernatants were collected for Western blotting. The protein concentration was measured using a BCA protein kit (Bio-rad USA). The lysates were loaded onto sodium dodecyl sulfate-polyacrylamide gels (SDS-PAGEs) for electrophoresis. They were subsequently transferred onto polyvinylidene fluoride membranes (Millipore, Bedford, MA, USA). The membranes were incubated with 5% skim milk for 1 hour at room temperature and were probed with primary antibody, followed by incubation with horseradish peroxidase-coupled secondary antibody. Proteins were detected with ECL Plus Western blotting detection reagents (Amersham Biosciences Co., Piscataway, NJ, USA).
Transfection
Transient transfections were performed with Efectene (Qiagen; Santa Clara, CA, USA) according to the manufacturer’s protocol. In brief, 5.0 × 105 cells were placed in a 60 mm dish the day before the transfection and were grown to approximately 70% confluence. Then, cell were transfected with 1µg plasmid DNA for PIK3r1 or silencing RNA (si-RNA) 10 nM for FOXO3 or p53 gene (cell signaling). The next day, the transfected cells were untreated or treated with radiation (10 Gy) for 24 hours. After 24 hours, cells were harvested for protein extraction, real-time qPCR or further analysis. All experiment were performed in triplicate, and representative results were reported.
Quantitative real-time polymerase chain reaction (PCR)
Total RNA was isolated from cells with Trizol Reagent (Invitrogen, Carlsbad, CA, USA) according to the manufacturer’s instructions, and the Quantifect Reverse Transcription Kit (Qiagen, Hilden, Germany) was used to synthesize cDNA. Real-time PCR reactions included SYBR Premix Ex Taq (Takara), primers, RNase-free H2O, and cDNA in a final reaction volume of 20 µl. The real-time PCR cycling conditions were 95°C for 10 minutes, followed by 50 cycles of 95°C for 20 sec, 55°C for 30 sec, and 72°C for 20 sec. The sequences of the mouse primers were as follows : IL-1b (FW 5‘-TGGTGTGTGACGTTCCCATT-3‘; RW 5’-CAGCACGAGGCTTTTTTGTTG-3‘), IL-6 (FW 5‘-ACAAGTCGGAGGCTTAATTACACAT-3‘; RW 5‘-TTGCCATTGCACAACTCTTTTC-3‘), IL-8 (FW 5‘-CTCCAGCCACACTCCAACAGA-3‘; RW 5‘-CACCTAACACACCCACGAT-3‘), TGFβ (FW 5‘-GCAACATGTGGAACTCTACCAGAA-3‘; RW 5‘-GACGTCAAAAGACAGCCACTC-3‘), CCL2 (FW 5‘-GCTGACCCCAAGAAGGAATG-3‘; RW 5‘-GTGCTTGAGGTGGTTGTGGA-3‘), CCL4 (FW 5‘-CCAGGGTTCTCAGCACCAA-3‘; RW 5‘-GCTCACTGGGGTTAGCACAGA-3‘), CXCL10 (FW 5‘-CCTCATCCTGCTGGGTCTG-3‘; RW 5‘-CTCAACACGTGGGCAGGA-3‘). All experiments were performed in triplicate and were normalized to glyceraldehyde 3-phosphate dehydrogenase (GAPDH) expression. The values of mRNA were calculated using the delta Ct method and expressed as change relative to the expression of GAPDH mRNA as an internal control.
Irradiation and oral administration of metformin
All animal procedures used in the present study were approved by the Yonsei University Health System-Institutional Animal Care and Use Committee (YUHS-IACUC; 2016-0199) and were performed in accordance with the relevant guidelines and regulations. C57BL/6 mice (age, 6 weeks; weight, 20–25 g) were purchased from Charles River Korea (Orient Bio, Seongnam, South Korea) and allowed to acclimatize (n = 5 per cage) for a week before irradiation. Mice were anesthetized with an intraperitoneally administered mixture of 30mg/kg Zoletil (tiletamine and zolazepam) and 10 mg/kg of Rompun (xylazine) and irradiated. Mouse irradiation and dosimetry were performed as previously described [27]. Briefly, radiation was delivered with an X-RAD 320 (Precision, North Branford, USA), equipped with fixed and adjustable collimation fixtures. The collimators produced a beam with a 1 cm x 1 cm coverage area. The aluminum-filtered X-ray beam dose rate was 8.3 cGy/s, measured at 320 kV and 12.5 mA using a cylindrical ionization Farmer-type chamber (PTW 0.6 cm2, waterproof) within an RW3 phantom at a source-to-surface distance of 2 cm. Radiation dosimetry for cultured cells was carried out using a 60 mm dish, water, and RW3 phantom slab, and GAFCHROMIC EBT3 film. The cell culture dishes were filled with water. EBT3 film was placed in the bottom of each dish for radiation dose assessment. In this experiment, cells were administered 10 Gy in one fraction.
Metformin was dissolved in distilled water, diluted with carboxymethylcellulose (0.5% w/v), and was orally administered in a single dose (50 or 100 mg/kg) three times a week after a day of radiation exposure to a single 30 or 50 Gy fraction of radiation on the dorsal skin of mice. On the sixth week following irradiation, the mice were sacrificed, and the skin tissues were collected for further analyses
Preparation of skin tissues and staining
Skin tissues were fixed in a 4% paraformaldehyde solution and then embedded in paraffin. Sections of skin tissue, 4 μm thick, were stained with hematoxylin and eosin (H&E) and Masson’s trichrome (Sigma-Aldrich, St. Louis, MO, USA) according to the manufacturers’ instructions. As shown in Fig. 1A (top), the histology of skin tissue shows epidermis, dermis and subcutaneous layer in order from top to bottom. For immunohistochemistry, skin tissues were incubated at 4°C overnight with an anti-FOXO3 or anti-8-OHdG (Abcam, Cambridge, MA, USA) primary antibody. After the tissue slides were incubated with avidin-biotin peroxidase complex (ABC kit, Vector Laboratories, Burlingame, CA, USA), the color was developed with 3, 3‘-diaminobenzidine tetrachloride (DAB; Zymed Laboratories, CA, USA). After immunohistochemical staining, the slides were counterstained with Harris’s hematoxylin for 1 min and then mounted with Canada balsam (Sigma-Aldrich, St. Louis, MO, USA). For immunofluorescence staining, skin tissues were incubated overnight with anti-SMA or anti-FOXO3 (Abcam, Cambridge, MA, USA) that were diluted in PBS containing 0.5% BSA and were subsequently incubated for 2 hours at room temperature with secondary fluorescent-conjugated secondary antibodies that were diluted in PBS containing 0.5% BSA. And, these were mounted on gelatin-coated slide with fluorescent mounting medium (Dako, Glostrup, Denmark) and dried.
Immunocytochemistry
After culturing on coverslips coated with poly-L-lysine, the cells were fixed with 4% paraformaldehyde in PBS and permeabilized with 0.1% Triton X-100 for 10 minutes at room temperature. After several washes with PBS, cell were incubated with the FOXO3 primary antibody at 4°C overnight, after blocking with 1% bovine serum albumin in PBS. Next, the cells were stained with a secondary antibody that was conjugated with Texas Red and subsequently stained with DAPI. The coverslips were then mounted and the fixed, stained cells were observed using a confocal fluorescence microscope.
Statistical analysis
The difference between the means of two study groups was evaluated by the Student’s t-test. Differences between the means of multiple groups were evaluated by one-way analysis of variance (ANOVA) followed by Dunnett’s multiple comparison test. The threshold for statistical significance was p< 0.05 for both tests. All values are expressed as the mean ± SEM. Statistical significance was evaluated using the GraphPad Prism (GraphPad Software, La Jolla, CA, USA).
Results
Radiation-induced skin damage
In order to investigate the histologic changes and the deposition of collagen in the dorsal skin of mice irradiated with 30 Gy or 50 Gy X-rays in this study, hematoxylin and eosin (H&E) staining and Masson’s Trichrome (MT) staining were performed 6-weeks post-irradiation. Both dermal tissue enrichment and progressive collagen deposition were observed in the model of radiation-induced mouse skin fibrosis, as demonstrated in Figures 1A-B. In order to examine the effect of radiation on the gene expression of inflammatory mediators, we measured the expression levels of cytokines, including IL-6 and TGFβ, which play important roles during murine inflammatory responses. Using immunohistochemistry (Fig. 1C), we observed a significant increase in their expression in irradiated murine skin tissues compared with that in the control group. Additionally, the effect of irradiation on the expression of pro-inflammatory cytokines and chemokines was investigated by irradiating the cell lines of normal mouse fibroblasts (NIH3T3) and normal primary mouse dermal fibroblasts (MDF) in vitro. As shown in Fig. 1D, irradiation significantly increased the expression of various inflammatory cytokines and chemokines, such as IL-1b, IL-8, CCL2, CCL4, and CXCL10, as well as those of IL-6 and TGFβ in both NIH3T3 and MDF cell lines.
As aforementioned, the models of radiation-induced mouse skin fibrosis develop dermal thickening, fibrosis, alopecia, and display the increased expression of inflammatory cytokines, all of which closely resemble the characteristics of human skin injuries resulting from radiotherapy. Therefore, these models may be ideal studying the effects of radiation-induced skin injury, especially at the histological and molecular level [28].
Metformin inhibits irradiation-induced skin injury in mice
Metformin was orally administered at doses of 50 or 100 mg/kg, three times a week after irradiation, in models of radiation-induced mouse skin fibrosis, following which immunohistochemistry assays were performed. To evaluate whether metformin reduces dermal thickening and collagen synthesis in the skin, H&E staining and MT staining were first performed using the tissues of the model of radiation-induced murine skin fibrosis. Following the administration of metformin, the thickness of the dermis, occurrence of hyperkeratosis, and the radiation-induced accumulation of collagen (Fig. 2A and 2B) were significantly reduced, while the mRNA (Fig. 2C) and protein (Fig. 2D) expression of radiation-induced inflammatory cytokines and chemokines, including TGFβ, IL6, and chemokine 11 (CCL 11), were suppressed in the murine tissues. The irradiated NIH3T3 and MDF cells were subsequently treated with metformin, and analyzed by real-time qPCR and western blots, in order to confirm the in vitro effects of metformin. The protein levels of the pro-inflammatory cytokines TGFβ and IL-6, and CCL11, decreased in a dose-dependent manner, following treatment with metformin in the NIH3T3 cell lines (Fig. 3A). Also, the mRNA levels of TGFβ, IL-6, and CCL11 decreased following the treatment of the MDF and NIH3T3 cell lines with metformin (Fig. 3B and 3C).
In addition, the expression levels of STAT3 mRNA and protein were reduced by metformin in models of radiation-induced murine skin fibrosis, as shown in Figures 4A and 4B, respectively. Metformin also suppressed the expression of STAT3 that had been induced by radiation in vitro (Fig. 4C). And the radiation-induced expression of 8-OHdG, which served as a biomarker for oxidative stress [29], decreased in murine tissues following treatment with metformin (Fig. 4D and 4E).
Therefore, these results suggested that metformin significantly inhibits the pro-inflammatory response, and might attenuate radiation-induced skin fibrosis.
Metformin regulates FOXO3 expression and suppresses radiation-induced fibrosis
To determine whether the expression of FOXO3 during skin fibrosis could be regulated by metformin, we examined the effect of metformin on FOXO3 expression. Interestingly, metformin inhibited the radiation-induced expression of FOXO3 as revealed by the results of immunohistochemistry (Fig. 5A) and real-time qPCR (Fig. 5B). Additionally, metformin reduced the radiation-induced expression of nuclear FOXO3, which acts as a transcription factor (Fig. 5C). The expression of smooth muscle actin (SMA), a marker of fibrosis, was increased by irradiation; however, treatment with metformin suppressed its expression, as shown in Fig. 5D. Additionally, the expression of FOXO3 was merged with SMA in irradiated murine skin tissues (Fig. 5E), while siRNA-mediated silencing of the FOXO3 gene suppressed the radiation-induced expression of TGFβ (Fig. 5F). These results suggested that metformin alleviates radiation-induced skin fibrosis by downregulating FOXO3.
FOXO3 regulates radiation-induced fibrosis via PIK3rl
This study additionally identified that the expression of PIK3r1 (phosphatidylinositol 3-kinase, regulatory subunit, polypeptide 1; p85 alpha), which is a subunit of PI3K and is involved in phosphate metabolism, was reduced, as revealed by analyses of the RNA-sequencing data (Table 1) in the model of radiation-induced skin fibrosis. The mRNA levels of PIK3r1 decreased in the irradiated murine dorsal skin tissues (Fig. 6A) and in irradiated NIH3T3 and MDF cell lines (Fig. 6B) compared with that in the control group, as revealed by real-time qPCR analyses. The overexpression of PIK3r1 in NIH3T3 cells decreased the expression of TGFβ that had been induced by irradiation (Fig. 6C).
Since PI3K plays an important role in the AMPK-FOXO3 axis [30], this study proceeded to investigate whether metformin could regulate the expression of PIK3r1 and FOXO3 for suppressing skin fibrosis. Interestingly, metformin enhanced the mRNA and protein levels of PI3Kr1 that had been suppressed by irradiation, as shown in Figures 6D and 6E, respectively. Similar findings were observed for the NIH3T3 cells (Fig. 6F). Additionally, the overexpression of PIK3r1 suppressed the radiation-induced expression of FOXO3 (Fig. 6G). p53 siRNA reduced radiation-induced FOXO3 expression (Fig. 6H and 6I) and decreased the expression of cytokines, such as IL-6, TGFβ, and CCL11 that had been induced irradiation (Fig. 6J).
Taken together, these results suggested that metformin enhances the expression of PIK3r1, which in turn suppresses FOXO3 expression, indicating that metformin may serve as an effective therapy in the treatment of radiation-induced skin injury.
Discussion
Radiotherapy can cause skin damage and result in either the loss or disruption of bone and soft tissue vasculature. Exposure of the skin to radiation results in a cascade of cellular events, leading to acute and chronic skin injuries. In our previous study, we also performed RNA sequencing using next-generation sequencing (NGS) technologies for examining the gene expression profiles in normal and irradiated murine skin tissues. After identifying 682 differentially expressed genes, we classified them using DESeq; the expression of 334 genes were found to increase, while those of 348 genes decreased following irradiation of the dorsal skin of mice, suggesting that the modulation of the pyruvate metabolic pathway via PDK2 suppresses radiation-induced skin injury in mice [27]. In this study, we identified that the expression of the subunits of PI3K, including PIKk3c2g (phosphatidylinositol 3-kinase, C2 domain containing, gamma polypeptide) and PIK3r1 (phosphatidylinositol 3-kinase, regulatory subunit, polypeptide 1; p85 alpha), decreases following irradiation, as demonstrated by the DESeq classification method and real-time qPCR (Table 1). In this study, we demonstrated that the expression of PIK3rl is suppressed after exposure to radiation, and metformin, which is an AMPK activator, inhibits radiation-induced skin fibrosis by regulating the expression of FOXO3 and the components functioning downstream of PIK3rl.
Skin fibrosis is treated by the application of steroid drugs, immunotherapy using antibodies, surgical therapy, among others [31]. However, the molecular pathogenesis of these conditions after radiation exposure remains to be elucidated. Metformin is a selective AMPK activator that inhibits the TGFβ-signaling pathway mediated by the activation of AMPK during fibrosis, including cardiac fibrosis, cystic fibrosis, and gefitinib- or bleomycin-induced pulmonary fibrosis [12, 32-37]. It also alleviates bleomycin-induced skin fibrosis [32, 38], and inhibits TGFβ-induced collagen production in renal fibroblasts of mice [33]. However, the effect of metformin on radiation-induced fibrosis is not well-known. Several reports have shown that metformin inhibits FOXO3 activity [39, 40] while also playing an important role in the AMPK-FOXO3 axis [30, 41]. Numerous studies have also suggested that metformin inhibits cardiac and renal fibrosis by regulating the TGFβ signaling pathway, which is important in fibrosis [12, 42]. FOXO3, which is regulated by the AMPK signaling pathway [43, 44], has been found to be an important mediator of TGFβ gene expression [45]. Moreover, the PI3K-AKT signaling pathway negatively regulates the pro-apoptotic forkhead transcription factors (FOXO) [16, 17, 19]. Our data showed that metformin significantly reduces the thickness of the skin, the accumulation of collagen, and the expression of STAT3, cytokines, and chemokines, including TGFβ, IL-6, and CCL 11, which are associated with inflammation and fibrosis during radiation exposure. Therefore, metformin might antagonize radiation-induced skin fibrosis in mice. Compared with normal cells, treatment with metformin markedly reduced the radiation-induced increase in cell size (Fig. 5C), which is a feature of senescent cells [46]. In addition, the onset of senescence in myofibroblasts has been found to control fibrogenesis by inducing the deposition of extracellular matrix (ECM) during wound healing [47]. We proceeded to examine whether PIK3r1 and FOXO3 could affect the pathology of irradiated skin. By analyzing with real-time qPCR, we confirmed that PIK3rl-transfected NIH3T3 cells had markedly reduced the expression of TGFβ and FOXO3, compared with that of the empty vector-transfected cells. Also, the siRNA-mediated silencing of FOXO3 attenuated the radiation-induced expression of TGFβ. These data suggested that PIK3r1 downregulates the expression of FOXO3 and that both of them may regulate RIF. Taken together, we suggest that metformin suppressed the radiation-induced expression of FOXO3 via PIK3r1. However, future studies will need to address the mechanism by which metformin could affect the AMPK-FOXO3 axis during the RIF of skin.
Moreover, we additionally investigated whether p53 regulates RIF by regulating the expression of FOXO3. p53 functions downstream of PI3K/AKT [20] and is known to transactivate FOXO3 in fibroblasts by binding to the second intron of FOXO3 [26]. In this study, we evaluated whether p53 siRNA could inhibit the radiation-induced gene expression of cytokines and the expression of FOXO3. We transfected NIH3T3 cells with p53 siRNA and measured gene expression by real-time PCR. As expected, p53 siRNA significantly suppressed the radiation-induced gene expression of cytokines and the radiation-induced expression of FOXO3 (Fig. 6H-J). p53 has been shown to regulate cell fate determination in response to cellular stresses in many cell lines, and is known for its roles in programmed cell death. Recent studies have also demonstrated potential crosstalk between p53 and the transcription factor, FOXO3. Thus, FOXO3 may also modulate cell death and cell survival [48]. Therefore, the precise signaling mechanisms between p53 and FOXO3 that lead to radiation-induced skin damage need to be further investigated.
This study revealed that metformin suppresses radiation-induced skin fibrosis and outlined that the mechanism underlying this effect is mediated via the FOXO3 signaling pathway. This study is also the first to demonstrate that metformin prevents radiation-induced skin inflammation and fibrosis. Our findings further suggested that the therapeutic efficacy of metformin may be by its suppression of the expression of FOXO3 via PIK3r1, highlighting the potential use of metformin as a novel anti-fibrotic agent for the treatment of radiation-induced skin injuries.
Acknowledgements
This study was supported by a grant from the Korea Institute of Radiological and Medical Sciences (KIRAMS), funded by Ministry of Science ICT (MSIT), Republic of Korea (1711045557; 1711045538; 1711045554). The study was also funded by the Radiation Technology Research and Development Program (NRF-2017M2A2A7A02019612, 2015M2A2A7A03044831), and the Basic Science Research Program (NRF-2016R1A6A3A11932226, 2017R1D1A1B03027881) through the National Research Foundation of Korea, funded by the Ministry of Education, by the Convergence of Conventional Medicine and Traditional Korean Medicine R&D program funded by the Ministry of Health & Welfare through the Korea Health Industry Development Institute (HI15C0214). Also, a faculty research grant from the Yonsei University College of Medicine (6-2016-0158) supported the study.
Disclosure Statement
The authors have no conflict of interests to declare.
References
J.-M. Kim, H. Yoo and J.-Y. Kim contributed equally to this work.