Abstract
Clinical studies have demonstrated that trimetazidine (TMZ) possesses a synergistic hypolipidemic effect together with statins, but the underlying mechanism remains to be elucidated. The present study aimed to investigate the role of TMZ in non-alcoholic fatty liver disease (NAFLD). By investigating the TMZ treatment of NAFLD, it was identified that high-fat diet (HFD) mice exhibit significant changes in several physiologic indices, including body weight, plasma lipids and glucose tolerance. Notably, hepatocyte bullous steatosis and fibrosis in HFD mice are greatly attenuated by 8 weeks of TMZ treatments. The results of the present study also indicated that the expression of carbohydrate-responsive element-binding protein (ChREBP), fatty acid synthase and acetyl-CoA carboxylase were all significantly reduced in the HFD + TMZ group compared with the HFD group. In order to confirm the hypothesis in vitro, the palmitate-treated liver cancer cell line (HepG2) was employed and similar results were obtained in TMZ-treated HepG2 cells. Furthermore, TMZ markedly upregulated the AMP-activated protein kinase (AMPK) signaling pathway and reduced the expression of forkhead box O1 (FOXO1) in the cells, while these effects controlled by TMZ were abolished by the AMPK inhibitor Compound C. The present study reported that knockdown of FOXO1 expression by FOXO1 small interfering RNA resulted in a reduction of ChREBP protein expression and post-transcriptional activity. In summary, for the first time, to the best of the authors' knowledge, the present study revealed a novel role of TMZ in hepatic steatosis; TMZ ameliorated ChREBP-induced de novo lipogenesis by activating the AMPK-FOXO1 pathway.
Keywords: trimetazidine, non-alcoholic fatty liver disease, hepatic steatosis, AMP-activated protein kinase, carbohydrate-responsive element-binding protein, forkhead box O1
Introduction
One of the common health issues both in developed and developing countries around the world is the increasing epidemic of obesity-related chronic diseases, including non-alcoholic fatty liver disease (NAFLD), type 2 diabetes (T2D) and cardiovascular disease, which results in high costs in terms of health-care expenditure and quality of life (1–3). In the Western world and Asia, the prevalence of NAFLD is estimated as 15–30% of the population (4,5). NAFLD is described as a presence of non-alcoholic hepatic steatosis and liver tissue inflammation (6). Patients with NAFLD have an increase in liver fat (triglyceride; TG) accumulation and hepatic insulin resistance (7). In addition, NAFLD has been associated with the increased risks of T2D, cardiovascular disease and metabolic syndrome (1). However, the exact molecular mechanisms of the regulation remain unclear and effective drugs for the treatment of NAFLD have yet to be found.
Trimetazidine (TMZ) is known to protect against myocardial ischemia injury, which inhibits fatty acid β-oxidation and enhances glucose oxidation to optimize cardiac energy metabolism (8,9). TMZ has been used in the treatment of coronary heart disease in China. In previous years, Chinese researchers have found that TMZ has a synergistic hypolipidemic effect with statins (10,11). However, the detailed molecular mechanism of TMZ remains unclear.
AMP-activated protein kinase (AMPK), a crucial cellular senor of energy homeostasis, can influence metabolism and energy balance at the whole body level by regulating metabolic and non-metabolic processes (12,13). The AMPK signal pathway is also closely related to NAFLD (14,15). As AMPK activity is reduced by inflammation, obesity and diabetes, increasing AMPK activity has been regarded as a viable therapeutic strategy to improve NAFLD (16). Some studies suggest that the enhanced AMPK signaling may attenuate liver lipid accumulation and hepatic fibrosis in mice (17,18). AMPK and AKT signaling pathways can increase forkhead box O1 (FOXO1) expression in a number of tissues and cells (19,20).
The carbohydrate-responsive element-binding protein (ChREBP) has a crucial role in the regulation of hepatic lipogenesis, hepatic steatosis and insulin resistance (21,22). ChREBP is a major mediator in glycolysis and lipogenesis via binding to the promoter region of lipogenic genes.
The present study aimed to investigate the effect of TMZ on NAFLD induced by a high-fat diet (HFD). It demonstrated that administration of TMZ alleviated hepatic steatosis and insulin resistance in HFD mice. The curative effects could be achieved by attenuating hepatic lipogenesis via the AMPK-ChREBP signaling pathway.
Materials and methods
Animal experiments and study design
The animal experiments were approved by the Institutional Animal Care and Research Advisory Committee at Guizhou Medicine University, Guiyang, China. A total of 18 8-week-old (weight, 18–20 g) male C57BL/6 mice (Experimental Animal Center of Hubei) were randomly divided and fed with a normal chow diet containing 4% fat (NCD group, n=6) or a HFD containing 60% fat and 2% cholesterol (HFD group, n=6) (23), or a HFD plus daily infused TMZ (40 mg/kg) by gavage (HFD + TMZ group, n=6) for 8 weeks before sacrifice. All mice were housed in a temperature-controlled environment in 12/12 h light/dark cycles with free access to food and water.
Cell culture and treatments
HepG2 cells were maintained in Dulbecco's modified Eagle's medium (DMEM, Sigma-Aldrich; Merck KGaA) with 10% fetal bovine serum (FBS, Beijing Transgen Biotech Co., Ltd.), in an incubator kept at 37°C with 5% CO2. At 70–80% confluence, the cells were incubated in serum-free medium or serum-free medium containing 0.25 mM palmitic acid (PA; Sigma-Aldrich; Merck KGaA), or 10 µM TMZ (Laboratoires Servier) or 1 µM Compound C (MedChemExpress) for another 24 h.
Histological analysis
The livers were fixed in 4% formaldehyde at room temperature and embedded in paraffin, sections were at a thickness of 5 µm. All staining was performed at room temperature. The hepatic morphology was detected by haematoxylin and eosin (H&E) staining and Oil Red O (ORO) staining. Staining with Sirius red was performed to visualize liver tissue fibrosis.
Biochemical parameters
TG and total cholesterol (TC) levels in plasma or HepG2 cells were determined by GRO-PAP analysis kits (Nanjing Jiancheng Bioengineering Institute). TG and TC in liver were measured on an AEROSET Clinical Chemistry System (Abbott Laboratories).
Small interfering RNA (siRNA)
siRNA targeting FOXO1 (NM_002015) and the negative control (NC) were purchased from Guangzhou RiboBio Co., Ltd. siRNA transfections were performed with Lipofectamine® 2000 (Invitrogen, Thermo Fisher Scientific, Inc.) at a final concentration of 100 nM. After 48 h cells were used for subsequent experiments.
RNA extraction and reverse transcription-quantitative (RT-q) PCR
Total RNA was isolated using a TRIzol reagent kit (Invitrogen, Thermo Fisher Scientific, Inc.) and quantified by qPCR using a SYBR Premix Ex Taq II mix (Takara Bio, Inc.), according to the manufacturer's instructions. The quantitative PCR was performed in an ABI 7900 Fast Real-Time PCR System (Applied Biosystems Inc.), following the manufacturer's protocols. mRNA levels were quantified using the 2−ΔΔCq method (24) and normalized to the internal gene β-actin, primers are listed in Table I.
Table I.
Gene name | Genera | Primer sequences (5′-3′) |
---|---|---|
ChREBPa | Mouse | F: CGACACTCACCCACCTCTTC |
R: TTGTTCAGCCGGATCTTGTC | ||
ACC | Mouse | F: CTTCGGGGTGGTTCTTGGGTTGTG |
R: CCTGCATCCGGCCTGGTGTG | ||
FASN | Mouse | F: ATCCTGGAACGAGAACACGATCT |
R: AGAGACGTGTCACTCCTGGACTT | ||
TGF-β | Mouse | F: GCAGTGGCTGAACCAAGGA |
R: AGCAGTGAGCGCTGAATCG | ||
Collagen IV | Mouse | F: CAACCTGGACGCCATCAAG |
R: CAGACGGCTGAGTAGGGAACA | ||
ACTB | Mouse | F: CAGCCTTCCTTCTTGGGTAT |
R: TGGCATAGAGGTCTTTACGG | ||
ChREBP | Human | F: AGTGCTTGAGCCTGGCCTAC |
R: TTGTTCAGGCGGATCTTGTC | ||
LXRα | Human | F: AGAAGAACAGATCCGCCTGAAG |
R: GGCAAGGATGTGGCATGAG | ||
SREBP1 | Human | F: GGGCGTGAAGACTGAGGTG |
R: CTGCTGCCAAGGGACAAG | ||
TRAK2 | Human | F: ATGAGTCAATCCCAGAATGCAA |
R: TCAGTCCTCCTTCAGGACACC | ||
ABCA1 | Human | F: TACAGCCAGAAAGACACCAG |
R: CACAGTAGACTTTGGGAGAG | ||
ABCG1 | Human | F: TCGGTGGATGAGGTGGTG |
R: TGGGCTTCCGTGAGGTTA | ||
PKLR | Human | F: GTGGACATCGTCTTTGCCT |
R: TCTTGATGCCGTGTCCTTC | ||
FASN | Human | F: CGCTCGGCATGGCTATCT |
R: CTCGTTGAAGAACGCATCCA | ||
ACC | Human | F: GGATGGTGTTCACTCGGTAATAG |
R: GGGTGATATGTGCTGCGTCAT | ||
ACTB | Human | F: TGGATCAGCAAGCAGGAGTATG |
R: GCATTTGCGGTGGACGAT |
chREBP, carbohydrate-responsive element-binding protein; ACC, acetyl-CoA carboxylase; FASN, fatty acid synthase; TGF-β, transforming growth factor-β; ACTB, β-actin; LXRa, liver X receptor α; SREBP1, sterol regulatory element-binding 1; TRAK2, trafficking kinesin protein 2; ABCA1, ATP-binding cassette subfamily A member 1; ABCG1, ATP-binding cassette subfamily G member 1; PKLR, pyruvate kinase L/R.
Western blot analysis
Protein was extracted using RIPA lysis buffer (Wuhan Boster Biological Technology, Ltd.). Protein (20 µg) was separated by 8% SDS-PAGE and transferred on to PVDF membrane. The membranes were incubated with antibodies of ChREBP (1:1,000, Abcam, cat. no. ab92809), fatty acid synthase (FASN; 1:500, Wuhan Boster Biological Technology, Ltd., cat. no. PB0909), acetyl-CoA carboxylase (ACC; 1:500, Wuhan Boster Biological Technology, Ltd., cat. no. BM4414), AMPK (1:1,000, Cell Signaling Technology, Inc., cat. no. 2532), phosphorylated (p)-AMPK (Thr172; 1:1,000, Cell Signaling Technology, Inc., cat. no. 2535), AKT (1:1,000, Cell Signaling Technology, Inc., cat. no. 9272), p-AKT (Ser473; 1:1,000, Cell Signaling Technology, Inc., cat. no. 9271), GAPDH (1:2,000, Wuhan Boster Biological Technology, Ltd., cat. no. BM1623) and FOXO1 (1:500, Wuhan Boster Biological Technology, Ltd., BM4249) overnight at 4°C. Then, membranes were incubated with rabbit anti-mouse lgG (cat. no. BA1048) and goat anti-rabbit lgG antibodies (cat. no. BA1039; both from Wuhan Boster Biological Technology, Ltd.). Finally, the results were detected by ECL reagents (Beyotime Institute of Biotechnology) and semi-quantified by densitometry using the Tanon 5200 automatic chemiluminescent imaging system (Tanon Science and Technology Co., Ltd).
Cholesterol efflux
The HepG2 cells were subjected to DMEM with 5 nM 22-NBD cholesterol (Invitrogen; Thermo Fisher Scientific, Inc.) for 6 h. The cholesterol efflux was measured following 2-h incubation with apolipoprotein (apo)A-I (25 mg/ml) or high-density lipoprotein (HDL; Guangzhou Yiyuan Biotech Co., Ltd.) particles isolated from human plasma (50 mg/ml).
Luciferase assay
Bioinformatics analyses (http:///jaspar.genereg.net/) demonstrated that there were a number of FOXO1 binding sites in the ChREBP promoter region. The 2,256 bp ChREBP promoter sequence was amplified from human DNA by PCR, with Mlu1 or HindIII restriction enzyme cutting site at 5′ and 3′ end, respectively. The primers used were 5′-CTCTGAACCCATCTTTGAGGC-3′ and 5′-AGTCTGTGTCCGAGTCCGAgT-3′. PCR products were digested and inserted into a pGL-3 luciferase reporter vector (Beijing Augct DNA-Syn Biotechnology Co., Ltd.). 293T cells (1×106 cells per well) in 24-well plates were co-transfected with 400 ng of plasmid, 50 ng of Renilla luciferase plasmid and 100 nM si-FOXO1 or 100 nM si-NC, using Lipofectamine® 2000 (Invitrogen, Thermo Fisher Scientific, Inc.). Cells were incubated at 37°C and 5% CO2. After 48 h, the cells were washed using cold PBS and lysed with passive lysis buffer (Promega Corporation). Luciferase activities were then measured by a luminometer (Sirius; Berthold Detection Systems GmbH) according to the manufacturer's instructions. Luciferase expression levels were adjusted with reference to Renilla luciferase activity. Six independent experiments were performed for each reporter vector.
Statistical analysis
Statistical analyses were performed with SPSS 24.0 (IBM Corp.). Quantitative variables were expressed as mean ± standard deviation of n experiments. Comparisons of quantitative variables between two groups were performed by the paired or unpaired Student's t-test. One-way ANOVA was used to compare multiple variables followed by a Tukey's post hoc test. The differences among three or more groups were analyzed by a multiple comparisons test. All probability values were two-sided and P<0.05 was considered to indicate a statistically significant difference.
Results
TMZ attenuates symptoms in HFD mice
Metabolic disorder was induced in mice with continuous HFD exhibiting body weight gain, hyperlipidemia, hyperglycemia and glucose intolerance compared with NCD mice (Fig. 1). To clarify the potential effect of TMZ on HFD-mediated metabolic disorder, the administration of TMZ by gavage was used. The TMZ significantly decreased the liver weight of HFD + TMZ mice compared with the HFD mice, but it did not change the whole body weight as shown in Fig. 1A and B. HFD + TMZ mice exhibited 25–30% lower plasma TG/TC levels than those of HFD mice (Fig. 1C and D) and improved glucose tolerance compared with the HFD mice (Fig. 1E and F). All these data led to the hypothesis that TMZ might ameliorate hepatic lipid metabolism in HFD mice.
TMZ ameliorates hepatic fibrosis in vivo
To investigate the hypothesis above, the liver was investigated. As shown in Fig. 1G, H&E and ORO staining demonstrated excessive lipid accumulation in HFD mice liver compared with the NCD mice liver. TMZ markedly decreased hepatocyte bullous steatosis and hepatic fibrosis in HFD + TMZ mice liver compared with the HFD mice (Fig. 1G and H). In addition, TMZ decreased the expression of transforming growth factor-β and Collagen IV in livers of HFD + TMZ mice compared with those of the HFD + TMZ mice, which also suggested that TMZ protected hepatic fibrosis in the livers of HFD + TMZ mice compared with those of the HFD + TMZ mice (Fig. 1I).
TMZ ameliorates hepatic lipid synthesis and suppressed HFD-related activation of AMPK in vivo
The hepatic TG/TC level in HFD + TMZ mice was markedly decreased compared with HFD mice (Fig. 2A and B). Notably, TMZ treatment demonstrated a lower mRNA and protein expression level of ChREBP, which was a critical transcription factor in hepatic lipogenesis in the liver of HFD + TMZ mice compared with those of the HFD mice (Fig. 2C and D). As expected, TMZ had the same effects on mRNA expression of ACC and FASN in livers of HFD + TMZ mice compared with those of the HFD mice. Furthermore, HFD mice demonstrated decreased phosphorylation of AMPK (Thr172) compared with NCD mice (Fig. 2D). TMZ treatment significantly reversed the reduced phosphorylation of AMPK.
TMZ reduces the lipogenic gene expression in vitro
To verify the protective action of TMZ on NAFLD in vitro, the palmitate-treated liver cancer cell line HepG2 was used to confirm the animal experiment results. As demonstrated in Fig. 3A and B, ORO staining demonstrated that TMZ reduced excessive lipid accumulation, as before. There was no evidence to show that TMZ effected cholesterol efflux to apoA-I and HDL in liver cancer cell lines (Fig. 3C). A number of fat synthesis-related genes and cholesterol efflux-related genes were detected in liver cancer cells treated with TMZ and palmitate. TMZ only decreased the ChREBP mRNA expression. Liver X receptor (LXR)α, sterol regulatory element-binding 1 (SREBP1), CD36, SCARB1, trafficking kinesin protein 2, ATP-binding cassette subfamily A member 1 and ATP-binding cassette subfamily G member 1 demonstrated no significant difference in expression (Fig. 3D). In addition, TMZ also significantly decreased the mRNA and protein expression of key lipogenic genes, such as pyruvate kinase L/R, ACC and FASN (Fig. 3E and G).
TMZ alleviates hepatic lipogenesis via AMPK-FOXO1 pathway
It was further investigated how TMZ affected fatty acid and fat synthesis in the liver cancer cell line. The level of TG and cholesterol in HepG2 cells are shown in Fig. 4A and B. The reduced TG and cholesterol level in TMZ-treated liver cancer cells were both increased following intervention with the AMPK inhibitor Compound C. It was then established that TMZ increased the PA-related activation of AMPK and suppressed the PA-related activation of AKT in vitro. All these effects were reversed when the Compound C was added (Fig. 4C-E). The expression of FOXO1 was associated with the AMPK/AKT pathway (Fig. 4F). Nevertheless, the relationship between the AMPK/AKT pathway and ChREBP-mediated lipid accumulation remains to be determined. As shown in Fig. 4G and H, suppression of FOXO1 decreased the expression of ChREBP in the HepG2 and TMZ-PA-treated HepG2 cells. Furthermore, the suppression of FOXO1 decreased the luciferase reporter activity of the vector in 293T cells (Fig. 4I). These results suggested that TMZ suppressed hepatic lipogenesis by regulating ChREBP expression via AMPK-FOXO1 pathway.
Discussion
The present study conducted a mouse model mimicking human NAFLD with continuous HFD. The HFD mice demonstrated obesity, hyperlipidemia, hyperglycemia and glucose intolerance. The TMZ treatment alleviated the clinical phenotypes and pathophysiological changes, including liver weight gain, hyperlipidemia, glucose intolerance and hepatic steatosis. Furthermore, TMZ also demonstrated the same effects in palmitate-treated HepG2 cells. These effects were associated with the reduction of hepatic lipogenesis. TMZ restrained the downregulation of phosphorylation of AMPK (Thr172) and AKT (Ser473) led by PA, downregulated ChREBP and ChREBP downstream genes and reduced the synthesis of lipids. In addition, the AMPK/AKT pathway inhibited FOXO1 expression. Furthermore, the suppression of FOXO1 was involved in the downregulation via decrease in the transcriptional activity of ChREBP promoter region.
The deposition of lipid droplets in the cells of the liver (that is, hepatic steatosis) is the hallmark of NAFLD. This deposition is strongly associated with the increasing fat synthesis. Up to 30% of patients with NAFLD develop non-alcoholic steatohepatitis (NASH), which depends on the presence of inflammation, oxidative stress and injury to liver cells, and a patient with NASH may progress to developing liver cancer (25). In human and mouse models, NAFLD increases the risk of liver cancer (26). It is important to understand the mechanisms of NAFLD and develop new intervention strategies (27).
TMZ has already been widely used in the treatment of stable angina pectoris, where it mobilizes myocardial fatty acid oxidation and glucose metabolism (11). A previous study suggests that TMZ can change energy production from fatty acid oxidation to glucose oxidation by inhibiting the enzymatic activity of long-chain 3-ketoacyl CoA thiolase and increasing the activity of pyruvate dehydrogenase to facilitate the transformation of pyruvate to acetyl Co-A (28). Chen et al (29) demonstrate that pressure overload-induced early cardiac energy dysfunction is ameliorated with the treatment of TMZ at 40 mg/kg/day. Although TMZ has been regarded as a metabolic medicine, with a synergistic hypolipidemic effect with statins, the effect of TMZ on lipid metabolism remains to be elucidated.
The present study, for the first time to the best of the authors' knowledge, established the relationship between TMZ and NAFLD. HFD mouse model or palmitate-treated cell model demonstrated TG accumulation. ChREBP plays important roles in modulating the process of glycolysis and lipogenesis (30). Some key transcription factors, including PPAR, LXR, RXR, SREBP1 and ChREBP, link the molecular and metabolic bases of fatty acid regulation to NAFLD (31). ChREBP expression is positively related to the degree of hepatic steatosis in human and mice with NAFLD (32). Our previous study also confirmed the decreased expression of ChREBP attenuated lipid synthesis and accumulation (33). As expected, the HFD mouse demonstrated increased ChREBP-mediated fat syntheses. In addition, the model also demonstrated decreased phosphorylation of AMPK (Thr172). The TG accumulation and liver steatosis were alleviated with the addition of TMZ in a 40 mg/kg/day dose in vivo and 10 µM in vitro as in the experimental design of Chen et al (29). The reduced phosphorylation of AMPK was increased by TMZ. The ChREBP expression was also influenced by the drug, but the other vital transcription factors in lipogenesis and other cholesterol efflux regulatory protein expression were not affected. The present study suggested that the ChREBP gene and the AMPK pathway might be involved in this novel role for TMZ.
The AMPK inhibitor, Compound C, was used to verify the connection between ChREBP and AMPK in vitro. As expected, Compound C inhibited the phosphorylation of AMPK and AKT. The inhibitor also alleviated the protective effect of TMZ in palmitate-treated HepG2 cells. These observations corroborated the hypothesis that TMZ ameliorates hepatic steatosis via the AMPK/AKT pathway. Furthermore, the present study reported that the AMPK/AKT pathway altered FOXO1 expression, which plays an important role in the processes in NAFLD (34). The transcription factor FOXO1 is the main target of insulin signaling, and contributes to the regulation of lipid and glucose metabolism (35). Bioinformatics analyses (http:///jaspar.genereg.net/) demonstrated that there were a number of FOXO1 binding sites in the ChREBP promoter region. As expected, the suppression of FOXO1 resulted in a reduction of ChREBP protein expression and post-transcriptional activity. The present study confirmed the relationship between the AMPK/AKT pathway and NAFLD, and demonstrated that TMZ ameliorated ChREBP-induced de novo lipogenesis by activating AMPK-FOXO1 signaling.
The present study has several limitations with a few factors uninterpreted. As mentioned above, the experiments were designed to test the role of TMZ in disease. Thus the role of TMZ in a control group was not tested, which led to the lack of a sham + TMZ group. It was observed that the liver weight of NAFLD was significantly attenuated by TMZ, but due to some unavoidable factors, the original data of normal liver weight was lost. The function of the AMPK pathway was also not confirmed in vivo. TMZ treatment on NAFLD should have been confirmed by combination therapy with the Compound C or AMPK gene deficiency mice. Another limitation was the mechanism of the regulation of AMPK by TMZ, which requires further experiments. Furthermore, the cell line used (HepG2) is a problematic cell line, it was originally identified as a hepatocellular carcinoma cell line, however it has since been shown to be from a hepatoblastoma (PubMed =19751877).
In summary, the present study reveals a novel role for TMZ: Protecting hepatic steatosis in NAFLD. The protective action of TMZ depends on its ability to reduce ChREBP-mediated de novo lipogenesis via the AMPK/AKT/FOXO1 signaling pathway. The findings of the present study show that TMZ may provide potentially therapeutic strategies for NAFLD.
Acknowledgements
The authors would like to thank Dr Jin Li (Tsinghua University, Beijing, China) for his English editing of the manuscript.
Funding
This work was supported by the National Natural Science Foundation of China (grant no. 31760294), the Science and Technology Fund of Guizhou Provincial Health Department [grant nos. 31760294 qiankehejichu (2016) 1120, qiankehejichu (2018) 1137)], and the Fund of Guiyang Science and Technology department [grant nos. (2017) 5–14, (2017) 30–10], the Health and Family Planning Commission of Guizhou Province (grant no. gzwjkj2017-1-016), the Fund of Qiannan Science and Technology department [grant no. qiannankeheshezi (2017) 73].
Availability of data and materials
The datasets used and/or analyzed during the current study are available from the corresponding author on reasonable request.
Authors' contributions
YZ participated in the research design, performed experiments, conducted statistical analyses and drafted the manuscript. CL performed experiments, performed statistical analyses and drafted the manuscript. CW performed the animal experiments. HZ performed statistical analyses. SL performed statistical analyses and edited the final manuscript. XDL conceived the study and edited the final manuscript. All authors read and approved the final manuscript.
Ethics approval and consent to participate
The animal experiments were approved by the Institutional Animal Care and Research Advisory Committee at Guizhou Medicine University, Guiyang, China.
Patient consent for publication
Not applicable.
Competing interests
The authors declare that they have no competing interests.
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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 the corresponding author on reasonable request.