Abstract
Background
Collagen is the most abundant structural protein in the mammalian connective tissue and represents approximately 30% of animal protein. The current study evaluated the potential capacity of collagen extract derived from Nile tilapia skin in improving the cutaneous wound healing in rats and investigated the underlying possible mechanisms. A rat model was used, and the experimental design included a control group (CG) and the tilapia collagen treated group (TCG). Full-thickness wounds were conducted on the back of all the rats under general anesthesia, then the tilapia collagen extract was applied topically on the wound area of TCG. Wound areas of the two experimental groups were measured on days 0, 3, 6, 9, 12, and 15 post-wounding. The stages of the wound granulation tissues were detected by histopathologic examination and the expression of vascular endothelial growth factor (VEGF), and transforming growth factor (TGF-ß1) were investigated using immunohistochemistry. Moreover, relative gene expression analysis of transforming growth factor-beta (TGF-ß1), basic fibroblast growth factor (bFGF), and alpha-smooth muscle actin (α-SMA) were quantified by real-time qPCR.
Results
The histopathological assessment showed noticeable signs of skin healing in TCG compared to CG. Immunohistochemistry results revealed remarkable enhancement in the expression levels of VEGF and TGF-β1 in TCG. Furthermore, TCG exhibited marked upregulation in the VEGF, bFGF, and α-SMA genes expression. These findings suggested that the topical application of Nile tilapia collagen extract can promote the cutaneous wound healing process in rats, which could be attributed to its stimulating effect on recruiting and activating macrophages to produce chemotactic growth factors, fibroblast proliferation, and angiogenesis.
Conclusions
The collagen extract could, therefore, be a potential biomaterial for cutaneous wound healing therapeutics.
Keywords: Tilapia collagen, Wound healing, VEGF, bFGF, TGF-ß, α-SMA, IHC, Histopathology, Gene expression
Background
The wound is a clinical surgical entity that requires medical attention. Wound healing is a multi-process including 4 interdependently definite stages; hemostasis, inflammatory response, tissue proliferation, and remodeling [1]. The hemostasis, blood clotting, the stage starts directly after the injury and it is characterized by blood platelet aggregation, which subsequently produces various chemotactic factors, for instance transforming growth factor-beta 1&2 (TGF-ß1) & (TGF- ß2), and platelet-derived growth factors (PDGF). Furthermore, inflammatory cells (microphages, lymphocytes, and macrophages) are recruited to protect the wound from infection. Besides their crucial role in protecting the wound, the inflammatory cells along with epidermal and dermal cells produce some mediators. These mediators function by regulating and stimulating growth and migration of smooth muscle cells, keratinocytes, and fibroblasts within the wound area, which plays an essential role in the wound healing process [2].
Collagen is the most abundant structural protein in the mammalian connective tissue and represents approximately 30% of animal protein. Mammalian collagens, porcine, and bovine, have been widely utilized for many years, however, outbreaks of Foot and Mouth Disease (FMD) and Animal Prion Diseases in the last era have paid attention to their safety and therefore restricted their use. Thus, aquatic organisms for instance fish, starfish, sponges, and jellyfish have been recently evaluated as a safe easily accessible alternative for mammalian collagen [3].
Besides their crucial role as a safe alternative for mammalian collagen, fish collagen peptides possess various biological benefits such as immune-modulatory and anti-inflammatory activities [4], antimicrobial activity [5] and improve wound healing [6, 7]. Marine collagen has been isolated from different marine and freshwater fish species including; Chum Salmon (Oncorhynchus keta) [8], Spanish mackerel (Scomberomorous niphonius) [9], Hybrid Sturgeon [10], Bigeye snapper (Priacanthus macracanthus) [11], Silver carp (Hypophthalmichthys molitrix) [12], Sheepshead seabream (Archosargus probatocephalus) [13], Black drum (Pogonia cromis) [13], Bigeye snapper (Priacanthus tayenus) [14], and many other fish species.
Nile tilapia, Oreochromis niloticus, is considered one of the most extensively cultured species worldwide with a global production of 6,5 million tones in 2018 [15]. The skin of tilapia constitutes an enormous amount of non-edible by-product, however, it could be used as an excellent substrate for the production of collagen peptides. Studies suggested that using tilapia skin could provide more than 40% dry weight yield of collagen. Moreover, the use of tilapia skin in the production of collagen peptides provides a safe product without any ethical or religious concerns [16]. Hence, some investigations have recommended the use of tilapia skin as a biomaterial for dressing the wound healing [17, 18]. Nevertheless, little is known about the potential mechanisms of tilapia derived collagen in improving wound healing. Thus, the current study aimed to clarify the potential healing capacity of tilapia skin-derived collagen in rat wound healing and the underlying potential mechanisms.
Results
The results of functional group (FTIR) analysis
The FTIR spectra of collagen extracted from the skin of tilapia shown in Fig. 1. The obvious peaks at 3328 cm-1 and 2924 cm-1 were typical characteristic amide A and B bands, respectively. The band at 1451 cm-1 was attributed to the CDH stretching vibrations. The characteristic absorption peaks of amide I, II, and III bands of polypeptides were at 1655, 1541, and 1237 cm-1, respectively.
Wound area
The impact of the tilapia collagen extract on wound area is presented in (Fig. 2). The contraction of the wound area in TCG was significantly promoted compared to the CG. Moreover, the wound area on days 9, 12, and 15 post-wounding in TCG displayed smaller wound areas than the CG (Fig. 2a). Wound contraction in TCG was accelerated significantly (P ˂ 0.05) on days 9 and 12 post wounding in which the wound sites tended toward closure in the TCG and the adjacent skin became smoother than the CG (Fig. 2b).
Histopathological examination
Histological examination on day 15 post-wounding revealed that the skin of CG had delayed skin healing with marginal epithelial tongue formation with remaining granulation tissue within the connective tissue, which indicates angiogenesis. However, TCG had marked skin healing accompanied by a marked reduction in the dermal tissue with remarkable epithelization and remodeling of connective tissue (Fig. 3) (Table 1).
Table 1.
Groups | Necrosis | Granulation tissue | Connective tissue remodeling | Epithelization | Inflammatory cells infiltration |
---|---|---|---|---|---|
A | + | ++ | ++ | ++ | + |
B | - | + | ++++ | ++++ | + |
Histological scale: - Indicates absence of lesions, + indicates mild degree, ++ indicates moderate degree, +++ indicates marked focal degree and ++++ indicates marked diffuse degree
Immunohistochemistry examination
Angiogenesis plays a key role during wound healing. The renewed blood vessel provides nutrition and oxygen supplements to the wound area and assists in the formation of granulation tissue. To examine the effect of the tilapia collagen on angiogenesis, fibroblast proliferation, and collagen deposition, immunohistochemical staining (IHC) was used to investigate the VEGF and TGF-β1 expression in skin tissue on day 15 post-wounding. A noticeable increase in both VEGF and TGF-β1 in the TCG was observed (Table 2). The expression profiles of VEGF and TGF-β1 are presented in (Fig. 4). There was a markedly higher expression in both VEGF and TGF-β1 in the TCG either within the endothelial cells of blood capillaries or fibroblastic cells (Fig. 4b and d). However, CG revealed mild expression in both VEGF and TGF-β1within the endothelial cells of the granulation tissue (Fig. 4a and c). These results illustrated the significant change in the expression of VEGF and TGF-β1 upon the application of tilapia collagen extract on the wound.
Table 2.
Groups | VEGF | TGFβ1 |
---|---|---|
Control | 35.825 ± 5.2 | 40.975 ± 1.56 |
Tilapia collagen | 63.425 ± 4.4* | 71.95 ± 2.79* |
IHS Immunohistochemical staining, CG Control group, TCG Tilapia collagen group
Values are expressed as mean ± SE from triplicate groups (n = 06). Bars with an asterisk are significantly different from those of control group (P < 0.05)
Gene expression
To explore the potential molecular mechanisms of tilapia collagen extract impact on wound healing, we assessed the relative expression of TGF-β1, bFGF, and α-SMA genes in the wound tissue. The relative expression of TGF-β1, bFGF, and α-SMA genes was markedly upregulated in TCG as compared to CG (Fig. 5).
Discussion
The results of the FTIR spectra of collagen extracted from the skin of tilapia are compatible with Zhang et al. [19], amide A bands appeared in the range 3292–3315 cm-1 proved that N–H group of peptides is involved in hydrogen bonding. Amide I band is observed at 1656 cm-1. Amide II band of collagen at 1538–1548 cm-1 while amide III band is found in the range 1232–1238 cm-1. Overall FTIR represents the characteristic amino acids and intact collagen molecule [20]. Also, Chen et al. [21] analyzed the FTIR spectra of ASC, which was extracted from the skin of tilapia and matched well with those of collagen extracted in our study. These results indicated that the extracted collagen was of type I collagen and maintained their triple-helical structure [20].
Wound healing is an integrated and dynamic process with an orchestrated cascade of events that requires a complicated interaction among injured skin cells, immune cells, cytokines, growth factors, and tissue sequences such as cellular migration, proliferation, angiogenic responses, and wound tissue fibroplasia [22]. Multiple growth factors including; transforming growth factor-beta1 (TGF-β1), fibroblast growth factor (FGF), and vascular endothelial growth factor (VEGF) are incorporated in the process of healing by promoting cell proliferation through activation of numerous steps as angiogenesis, re-epithelialization, and formation of the extracellular matrix (ECM) [2, 23, 24]. FGF triggers the proliferation and migration of fibroblasts, angiogenesis, epithelialization, and ECM production in wound healing [24, 25]. Moreover, TGF-β1 is essential for the synthesis of ECM by the activated fibroblast and the differentiated myofibroblast [26–28]. Angiogenesis is a crucial step to ensure a sufficient supply of nutrients, oxygen, and immune cells to the stroma and it is precisely controlled by the innate immune response [29]. Furthermore, responding to anoxia, angiogenic factors, such as platelet-derived growth factor (PDGF), VEGF, and bFGF, trigger the genesis of new blood supply. Additionally, the contractile microfilament bundles “myofibroblasts”, formed during the healing process by fibroblasts, are essential for the contraction of the wound [2, 30, 31]. The entirely differentiated myofibroblast can be recognized by the expression of α-smooth muscle actin (α-SMA) [2, 31, 32]. Keratinocytes are also considered key cells involved in skin wound healing and contraction. The proliferation and differentiation of keratinocytes play essential roles in wound re-epithelialization [33]. Fibroblasts and keratinocytes produce new collagen fibers, which form a transient ECM, which is then remodeled and strengthened as a consequence of matrix metalloproteinases activity regulated with the activity of tissue inhibitors of metalloproteinases [34, 35].
The current study highlighted the key role of tilapia derived collagen in wound contraction and healing process in rats utilizing histopathology, immunohistochemistry, and gene expression analysis. The study revealed the potential capacity of tilapia collagen in accelerating the full-thickness skin wound healing in rats in agreement with several in vivo and in vitro studies [17, 18, 36]. For instance, Chen, Gao [36] reported that tilapia collagen treatment leads to accelerate epithelization and healing process by promoting keratinocyte proliferation and differentiation. Our data revealed that TGF-β1, IHC, was markedly enhanced and TGF-β1, b-FGF, and α-SMA genes expressions were strongly upregulated in TCG, indicating the enhanced proliferation of both fibroblast and myofibroblast, and increased ECM production in TCG than CG. Our findings are inconsistent with Wang, Xu [37] who examined the impact of collagen peptides derived from chum salmon on wound healing of cesarean sectioned rats. The same trend was reported by Hu, Yang [17] who detected the wound healing acceleration property of collagen peptides obtained from Nile tilapia skin in rabbits.
Angiogenesis is a vital process for the maintenance of granulation tissue and hastening wound healing and it is induced by several angiogenic factors such as bFGF and VEGF [38, 39]. Our findings illustrated that VEGF, IHC, and bFGF gene expression levels in wound tissue were significantly higher in TCG than CG, implying that the tilapia derived collagen has a potent ability to enhance the production of these angiogenic factors. The higher expression of such factors is remarkably implicated in promoting the wound healing process by controlling the inflammatory reaction and enhancing angiogenesis and collagen deposition with a marked reduction in the dermal tissue width and improved epithelization rate in TCG, referring to a faster wound closure rate in TCG than the CG.
Conclusions
It is concluded that the topical applicated tilapia skin collagen extract enhanced the cutaneous wound healing in the rat model. The improved wound healing could be linked to its stimulating effect on recruiting and activating macrophages to produce chemotactic growth factors, fibroblast proliferation, and angiogenesis, upon the upregulation of TGF-β1, bFGF, and α-SMA genes expression and enhanced TGF-β1 and VEGF expression.
Methods
Ethical statement
Ethical approval for the experimental procedures of the study was obtained from the Animal Ethics Committee at Kafrelsheikh University, Egypt.
Tilapia skin collagen extraction
The fish were obtained from a private farm at Kafrelsheikh Governorate, Egypt. Nile tilapia skin collagen was extracted by the preparation of acid and pepsin-solubilized collagen according to the Noitup method described by Potaros, Raksakulthai [40]. In brief, fish were euthanized with an overdose of buffered MS-222 (one fish at the time) in a separate container (200 mg/L MS-222 + 400 mg/L sodium bicarbonate). The skin of O. niloticus was separated by scalpel and cut into small pieces (0.5 × 0.5 cm) with scissors. The non-collagenous proteins were removed from the cut skin where the skin was suspended in 20 volumes NaOH (0.1 N) at pH 12 and stirred for 4 hr. Then the cut skin was washed thoroughly with cold distilled water (less than 10 °C) until a neutral pH was obtained. After that acid-solubilized collagen was produced where the washed skin was extracted with 70 volumes of acetic acid (0.5 M) at 4–6 °C for 24 hr. The extracted acid-solubilized collagen was centrifuged for 60 min at 30,000 × g and collected the supernatant. Meanwhile, the precipitate was re-extracted two times. After that, the collected supernatant was salted out by adding NaCl (0.9 M) and centrifuged at 30,000 × g for 60 m. The precipitate was dissolved in 20 volumes of 0.5 M acetic acid, then dialyzed against 0.1M acetic acid and deionized water in a dialysis membrane (Spectra/ por mwco 12–14,000 RC membrane, Spectrum Laboratories, Rancho Dominguez, CA, USA.). Apart from the obtained gel form extracted collagen was lyophilized and measured with Fourier transform infrared spectroscopy (FTIR) spectrum measurement.
Fourier transform infrared spectroscopy (FTIR) spectrum measurement
Collagen FTIR spectrum measurement was conducted using FTIR (Fourier-transform infrared spectroscopy, Thermo Scientific Nicolet iS5, MA, USA). The lyophilized collagen powder was mixed with KBr (Sigma-Aldrich, St. Louis, MO), then their mixture was pressed and subjected to analysis [41]. The main FTIR parameters’ settings were the 4 cm-1 resolution and scan number of 64 times; the transmission spectrum within 450–4000 cm-1 was recorded.
Animals
Ten weeks old male Wistar rats (110 ± 10 g) were obtained from the Animal House Colony Tanta Centre, Egypt. The lab animals (16 rats) were randomly assigned into 2 groups (8 rats per each group); the control group (CG), did not receive any treatment and tilapia collagen treated group (TCG), treated with gel form collagen extract. In separate plastic cages, the laboratory animals were kept with fed (Al Wadi, Egypt) and water ad libitum with a 12 h dark/light cycle and temperature 25 ± 2˚C. Where animals were acclimatized for one week before the beginning of the experiment.
Wound creation and wound size assessment
The ketamine-xylazine combination (ketamine 70 mg/kg and xylazine 7 mg/kg) were used intraperitoneal injection (IP) for anesthetization of the laboratory animals. The rats’ back hair was shaved and disinfected by 70% ethanol. Next, full-thickness skin wound excision measuring 1.5 × 1.5 cm was performed on the back of each rat according to Atiba et al. [25] (Fig. 6). The wound without suture left opened where it was covered by wound dressing (Band-Aid Advanced healing (Johnson & Johnson)) and changed every two days on days 0, 3, 6, 9, and 12 post-wounding. Band-aid dressing was fixed by medical tape. Wound dressing was applied under anesthesia. In the control group, no treatment was used only changing the dressing. Meanwhile, in the TCG group, the gel form collagen extract was applied every time the dressing was changed.
The wounds were photographed and measured on days 0, 3, 6, 9, 12, and 15 post-wounding (Fig. 6). The images were then converted into the TIF Format using Adobe Photoshop software. The size area of wounds was measured by the ImageJ-NIH software (available online at; http://www.rsb.info.nih.gov/ij). The change of the wound size was demonstrated as a percentage of the initial wound size (day 0:100%).
Experimental scheme of this study; (A) Schedule time of wounding, wound area measurement, Tilapia collagen extract administration, and sampling. (B) Wound dressing with Band–Aid, wound area photographed, and measurements is portrayed in (Fig. 7).
Tilapia collagen application
Tilapia derived collagen extract in gel form was applied topically on the wound area of the tilapia treated collagen group, while the control group did not receive any treatment. Collagen was applied topically to wound area on days 0, 3, 6, 9, and 12 post-wounding with wound dressing and measuring the area of wound each time.
The dressing was changed to both groups in the mentioned days of the experiment with inspection of the wound healing degree.
Tissue samples collection
On day 15 post-wounding, rats were sacrified by intraperitoneal injection of an overdose of pentobarbital anesthesia (300 mg/kg). The whole wound including a periphery of about 5 mm of unwounded skin area was excised. Excised skin samples were divided into two parts; one was fixed for 48 hrs. in a 10% formalin buffered solution (pH 7.4) and embedded in paraffin (used for histopathology and immunohistochemistry). The other part was collected in 2 mL sterile microcentrifuge tubes, then shocked in liquid nitrogen and then stored at -80ºC till the analysis (used for gene expression analysis). The investigators were not blinded during data collection. Blinding was used during analysis. Computational analysis was not performed blinded.
The rats after the end of the study
All rats were sacrified by intraperitoneal injection of an overdose of pentobarbital anesthesia (300 mg/kg). The sacrified rats, as well as remnants of samples and bedding material, were buried in the strict hygienically controlled properly constructed burial pit.
Histopathological examination
Skin wound tissues sections of 4 µm thickness were perpendicularly cut into the wound and stained with hematoxylin and eosin. The following parameters were individually assessed; the degree of necrosis, granulation tissue, connective tissue remodeling, degree of epithelialization, and inflammatory cell infiltration. The scores of wound granulation tissue for different treated groups were semi-quantitated as illustrated in Table 1. Histopathology slides were graded using a modified 0 to 4 Ehrlich and Hunt numerical scale and validated on a scale 1–5, with 1 indicating necrosis, 2 indicating inflammatory cell infiltration, 3 indicating connective tissue remodeling, 4 indicating epithelization, and 5 indicating inflammatory cell infiltration. We applied a five-point scale to evaluate them (-ve: Indicates absence of lesions, +: indicates mild degree, ++: Indicates moderate degree, +++: Indicates marked focal degree and ++++: Indicates marked diffuse degree) as previously described by [42].
Immunohistochemistry examination
The immunohistochemical staining procedures were performed according to Saber et al. [43]. Skin tissues embedded in paraffin were sectioned (4 mm thick), dewaxed, and immersed in a citrate buffer (0.05 M, pH 6.8), for antigen retrieval. Then, these sections were treated with 0.3% H2O2 and protein block. Next, they were incubated with polyclonal rabbit TGF-β1 (Cat. No. 1-TR062-07, BIOCYC GmbH, & Co. KG, Germany) and polyclonal rabbit VEGF (Cat. No. AR483-5R, BioGenix, Netherland). After washing with PBS, they were incubated for 30 min at room temperature with a goat anti-rabbit secondary antibody (cat. no. K4003, EnVision + System- HRP Labelled Polymer; Dako). Slides were then visualized with DAB kit and finally stained with, a counterstain, Mayer’s hematoxylin, and assessed under the light microscope. The staining intensity was evaluated and presented as a percentage of positive cells in about 8 high power fields.
RNA extraction
RNA was extracted from all collected samples using TriZol reagent (iNtRON Biotechnology) following the manufacture protocol. The quality and concentration of the extracted RNA were assessed using a nanodrop spectrophotometer (BioDrop). Samples with ODA260/ A280 from 1.8 to 2.0 were used. The integrity of all extracted RNA was confirmed by 1.5% ethidium bromide-stained agarose gel (Sigma, Germany) in 1x Tris-acetate-EDTA buffer, pH 8.0. The gel image was visualized using UV transilluminator (azure c200).
cDNA synthesis and real-time qPCR
RT-qPCR analysis of relative mRNA expression of TGF-β1, bFGF, αSMA, and glyceraldehyde-3-phosphate dehydrogenase (GAPDH) as the housekeeping gene was performed using rat-specific primers Table 3 [32, 44–46]. cDNA synthesis from 2 µg of the total RNA was performed using the Intron-Power cDNA synthesis kit (iNtRON Biotechnology) following the manufacturer’s protocol. Then, the cDNA was used as the template for RT-qPCR.
Table 3.
Gene | Primer sequence 5’-3’ | Gene bank accession number | Annealing temperature | Reference |
---|---|---|---|---|
GAPDH |
5'-CAGCAATGCATCCTGCAC-3' 5'-GAGTTGCTGTTGAAGTCACAGG-3' |
XM_017592435.1 | 60ºC | Nakahara et al. [44] |
VEGF |
5'-AGGCTGCACCCACGACAGAA-3' 5'-CTTTGGTCTGCATTCACATC-3' |
NM_001110333.2 | 55ºC | Hu et al. [45] |
bFGF |
5'-GTCAAACTACAGCTCCAAGC-3' 5'-TTTATACTGCCCAGTTCGTT-3' |
NM_019305.2 | 50 ºC | Zhu et al. [46] |
αSMA |
5’-CGATAGAACACGGCATCATC-3’ 5’-CATCAGGCAGTTCGTAGCTC-3’ |
NM_031004.2 | 58 ºC | Reza Ghassemifar et al. [32] |
VEGF Vascular endothelial growth factor, bFGF Basic fibroblast growth factor, α-SMA α-smooth muscle actin
Relative quantitative RT-PCR was performed to all the examined samples in triplicate using SYBR green in the Mx3005P Real-time PCR (Agilent, USA).
The relative changes in gene expression were calculated using threshold cycle (CT) values that were first normalized to those of the Albino Rat (Rattus norvegicus) GAPDH house-keeping gene and using ΔCT value of control samples as calibrator using the 2−ΔΔCT method adapted from Livak and Schmittgen [47].
Statistical analysis
The data are illustrated as the mean ± standard error (SE). Data were compared by one-way analysis of variance (ANOVA) followed by post-hoc t-test. The test was conducted for comparing each group with and without tilapia collagen treatment in wound area rate and relative gene expressions of TGF-β1, bFGF, αSMA. Differences among the groups were considered statistically significant at p-value < 0.05 and indicated with an asterisk (**).
Acknowledgements
The authors are grateful to king Saud University, Riyadh, Saudi Arabia, for financially supporting this work through Researchers Supporting Project number (RSP-2020/19). Also, the authors would like to thank staff of EPCRS Excellence Center and Plant Pathology & Biotechnology Lab and staff of Biotechnology Lab., Faculty of Aquatic and Fisheries Science, Kafrelsheikh University.
Abbreviations
- CG
Control group
- DNA
Deoxyribonucleic acid
- ECM
Extracellular matrix
- FGF
Fibroblast growth factor
- GAPDH
Glyceraldehyde-3-phosphate dehydrogenase
- IP
Intraperitoneal injection
- Q-PCR
Real-Time Polymerase Chain Reaction
- PDGF
Platelet-derived growth factor
- RNA
Ribonucleic acid
- α-SMA
α-smooth muscle actin
- TCG
Tilapia collagen treated group
- TGF-β1
Transforming growth factor-beta1
- VEGF
Vascular endothelial growth factor
Authors’ contributions
ZIE, AA2, and IIA designed the study. AA2 and AA3 performed the experiment with support from ZIE and IIA. ZIE, AA3, AE, and DHA made laboratory measurements and data analysis. ZIE and SEF drafted the manuscript with the aid of AA2, AE, and DHA. HAE and MMA for funding acquisition- project administration. ZIE, HAE, MMA, and SEF assisted in writing and editing the manuscript. All authors read and approved the final manuscript for submission and publication.
Funding
This study was supported by the king Saud University, Riyadh, Saudi Arabia, Researchers Supporting Project number (RSP-2020/19).
Availability of data and materials
The datasets used and/or analyzed during the current study are available from corresponding author on reasonable request.
Ethics approval and consent to participate
Ethical approval for the experimental procedures of the study was obtained from the Animal Ethics Committee at Kafrelsheikh University, Egypt.
Consent for publication
Not applicable.
Competing interests
The authors declare that they have no competing interests.
Footnotes
Publisher’s Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
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Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Data Availability Statement
The datasets used and/or analyzed during the current study are available from corresponding author on reasonable request.