Abstract
Aims
Multiple sclerosis (MS) still maintains increasing prevalence and poor prognosis, while glucagon‐like peptide‐1 receptor (GLP‐1R) agonists show excellent neuroprotective capacities recently. Thus, we aim to evaluate whether the GLP‐1R agonist liraglutide (Lira) could ameliorate central nervous system demyelination and inflammation.
Methods
The therapeutic effect of Lira was tested on experimental autoimmune encephalitis (EAE) in vivo and a microglia cell line BV2 in vitro.
Results
Lira administration could ameliorate the disease score of EAE mice, delay the disease onset, ameliorate pathological demyelination and inflammation score in lumbar spinal cord, reduce pathogenic T helper cell transcription in spleen, restore phosphorylated adenosine monophosphate‐activated protein kinase (pAMPK) level, autophagy level, and inhibit pyroptosis‐related NLR family, pyrin domain‐containing protein 3 (NLRP3) pathway in lumbar spinal cord. Additionally, cell viability test, lactate dehydrogenase release test, and dead/live cell staining test for BV2 cells showed Lira could not salvage BV2 from nigericin‐induced pyroptosis significantly.
Conclusion
Lira has anti‐inflammation and anti‐demyelination effect on EAE mice, and the protective effect of Lira in the EAE model may be related to regulation of pAMPK pathway, autophagy, and NLRP3 pathway. However, Lira treatment cannot significantly inhibit pyroptosis of BV2 cells in vitro. Our study provides Lira as a potential candidate for Multiple Sclerosis treatment.
Keywords: AMPK, autophagy, experimental autoimmune encephalitis, GLP‐1R agonist, multiple sclerosis, NLPR3, pyroptosis
Liraglutide (Lira) has neuroprotective effect on experimental autoimmune encephalitis (EAE) mice, and the protective effect of Lira in the EAE model may be related to regulation of pAMPK level, autophagy, and NLRP3 pathway. However, Lira treatment cannot significantly inhibit pyroptosis of BV2 cells in vitro.
1. INTRODUCTION
As one of the most studied central nervous system demyelinating and autoimmune degeneration diseases, MS still maintains increasing prevalence and poor prognosis. 1 From 2013 to 2020, the prevalence of MS has risen 14.69% to 43.95 per 100,000 individuals globally. 2 Although many disease‐modifying therapies have been developed, new therapies are still in need. Experimental autoimmune encephalitis (EAE) 3 is a classical animal model mimicking central nervous demyelinating lesions and T‐cell responses of MS, offering convenient chances to test potential drugs for MS.
Glucagon‐like peptide‐1 (GLP‐1) is a kind of endogenous incretin, first discovered in the early 1980s, produced from both gut and brain and exerts its role by binding to GLP‐1R, a G protein‐coupled receptor, then activating its downstream signal transduction cascades. In the digestive system, GLP‐1 is secreted from intestinal L cells by the stimulation of food intake and enhances insulin secretion from pancreatic islets, thus exerting its glucose‐dependent hypoglycemic effect, while in the nerve system, GLP‐1 is mainly secreted by preproglucagon‐expressing neurons from the nucleus tractus solitarius and can act as neurotransmitters, then regulate the activity of vagal nerve system and limbic nerve system to affect varieties of biological processes including eating behavior, weight control, emotions, energy metabolism homeostasis, cognitive abilities, and cardiovascular functions. 4 , 5 It has been reported that GLP‐1R exists in neurons and microglia and is widely distributed in the brain and spinal cord, especially expressed in cognitive‐related areas such as the hippocampus, giving GLP‐1 the potential for its neuroprotective effects. 6 , 7 , 8 , 9 However, endogenous GLP‐1 will be quickly inactivated by dipeptidyl peptidase‐4 (DDP‐4) after release to the extracellular space, 10 so the pharmacological usage of which is limited.
In the 1990s, after the discovery of long half‐life DPP‐4 resistant human GLP‐1 analog exendin‐4 from the venom of Heloderma lizard, many long‐acting GLP‐1R agonists were developed based on exendin‐4 structure and approved clinically for its hypoglycemic or bodyweight lowering usage. 11 Among them, Lira is synthesized by Novo Nordisk with Lys34Arg amino acid substitution to enhance the resistance for DDP‐4 degradation and fatty acid side chains to reduce renal filtration 12 and was the second‐licensed GLP‐1R agonist by Food and Drug Administration (FDA) in January 2010 for type 2 diabetes treatment. Moreover, during 10 years of GLP‐1R activating therapies, the neuroprotective therapeutic efficacy of Lira and other GLP‐1R agonists has been revealed and yielded widespread attention. Not only clinical trials but also animal experiments indicate GLP‐1R agonists could improve neurodegenerative diseases, such as Parkinson's disease 13 , 14 and Alzheimer's disease, 15 , 16 while GLP‐1R also exerts therapeutic efficacy on brain ischemia, 17 , 18 traumatic brain injury, 19 and psychiatric disorders 20 , 21 , 22 in animal models. Besides, various kinds of DPP‐4 inhibitors, which can increase the level of endogenous GLP‐1 level, exhibit neuroprotective and cognitive protective effects either. 23 , 24 , 25
GLP‐1R agonists also play a role in neuroimmune processes. In terms of MS, GLP‐1R agonists and DPP‐4 inhibitors have been reported to have therapeutic efficacy on neuroinflammation and demyelination on EAE model, 26 , 27 cuprizone model 28 in vivo, and BV2 model 29 in vitro through regulating peripheral T helper (Th) cell proportions, stabilize microglia, and reduce pro‐inflammatory cytokines. Although it is demonstrated that Lira has a therapeutic effect on the Lewi rat EAE model, delayed its disease onset, and increased nerve tissue antioxidant capacity, 30 the effect of Lira on mice EAE model and its underlying mechanisms have not been investigated.
When GLP‐1R is activated by agonists, the G protein dissociates subsequently, activates adenylate cyclase and then generates cyclic adenosine monophosphate to trigger acute cell response. Meanwhile, activated G protein will stimulate a broad range of downstream molecules such as phosphoinositide 3‐kinase (PI3K), protein kinase B (Akt), and mitogen associated protein kinase to cause long‐term biological effects, including facilitation of insulin signaling, neurotrophy, anti‐oxidative and anti‐inflammation roles. 31 , 32 Recently, it has been demonstrated that Lira exerts therapeutic roles through AMPK, autophagy, and NLRP3 inflammasome in various kinds of animal or cell disease models. 33 , 34 , 35 , 36 , 37 AMPK is a major sensor of cell metabolic status and is closely related to inflammation regulation. 38 Phosphorylation of AMPK is related to the disease severity and treatment outcome in EAE models. 39 , 40 Autophagy, which is a lysosome‐dependent degradation pathway to clear potential cell toxic molecules and organelles, is in close relationship with MS pathogenesis. 41 Impaired autophagy influx in nerve tissue may worsen EAE, 42 and restoring autophagy levels in nerve tissue may have therapeutic effects on EAE. 43 Similarly, NLRP3 inflammasome is a potent inflammatory signals sensor and involved in the pathogenesis of MS and EAE, 44 which can recruit PYD and CARD domain‐containing (ASC), then activates caspase 1, then splices substrates including interleukin‐1β (IL‐1β), interleukin 18 (IL‐18), and Gasdermin D (GSDMD), and even in some situation causes pyroptosis, a newly discovered programmed cell death, which leads to cell perforation and a large amount of pro‐inflammatory cytokines release, thus may exacerbate MS/EAE. 45
In our research, to the best of our knowledge, we tested the anti‐inflammation and anti‐demyelination effect of Lira on mice EAE model for the first time; then, we tested whether Lira intervention could salvage the microglia from pyroptosis in vitro, therefore to expand the data for pharmacological effects of Lira on demyelinating disease.
2. MATERIALS AND METHODS
Materials and methods can be found in Appendix S1, Tables S1 and S2.
3. RESULTS
3.1. Lira ameliorated the disease score and delayed the disease onset of EAE mice
After 6 batches of experiments in search for the optimal and safe dosage of Lira for EAE mice, mice equivalent dosages of Lira for its clinically used human dosage (HD) exerting hyperglycemia effect were found to cause large numbers of unexpected death in EAE mice but not in healthy control (Ctrl) mice (Appendix S2, Figures [Link], [Link], Tables S3–S4). The dosage of 10 μg/kg.d (mice equivalent dosage for 1/10 of the minimum clinically used HD for its hypoglycemic activity) one time in 2 days (qod) starting from 8 days postimmunisation (dpi) was finally decided for observing its anti‐inflammation and anti‐demyelination therapeutic effect, which showed slightly improved disease score and accumulated disease score compared with EAE group after disease onset (Figure 1A,B). Moreover, disease onset was delayed by Lira administration (EAE versus EAE + Lira 14.31 ± 2.51 dpi versus 17.44 ± 4.13 dpi, p = 0.031) (Figure 1C).
3.2. EAE versus Lira in blood glucose and insulin levels
Random blood glucose was monitored every 3–4 days after immunization with the dosage of Lira as 62.5 μg/kg d (half of the minimum HD for its hypoglycemic activity) once a day (qd) after 4 dpi (Figure 1D) in batches 3 and 4. At each time point, there was no significant difference between Ctrl and Ctrl + Lira group or EAE and EAE + Lira group, suggesting that this dosage of Lira did not affect random blood glucose significantly. However, the EAE group and EAE + Lira group both had an approximate 30–50% reduction in random blood glucose level compared with the Ctrl group and Ctrl + Lira group (p < 0.05), suggesting that EAE induction itself could cause a decrease in random blood glucose level.
Moreover, the blood serum insulin level was monitored by enzyme‐linked immunosorbent assay (ELISA) when the animal was sacrificed or in its moribund state (Figure 1E) in batches 5 and 6, and an unsignificant increasing trend of insulin was observed in EAE group compared with Ctrl group (49.61±21.48 ng/ml versus 37.39 ± 22.06 ng/ml, p = 0.095). Meanwhile, the EAE + Lira group with the Lira dosage of 20–60 μg/kg d qod after 8 dpi had significantly decreased insulin level compared with the EAE group (29.11 ± 7.40 ng/ml, p = 0.017). Interestingly, blood serum of 2 unexpected dead mice after Lira administration was luckily obtained in their moribund state, and the values were high (82.12 ng/ml and 51.70 ng/ml, respectively).
3.3. Lira ameliorated demyelination as well as inflammation and regulated Th cell transcription
The protective therapeutic effect of Lira was semi‐quantitatively confirmed by Luxol fast blue (LFB) staining (Figure 2A–C) and hematoxylin and eosin (HE) staining (Figure 2D–F). The lumbar spinal cord cross sections showed massive demyelination and extensive inflammation cell infiltration foci of EAE mice on disease peak, while Ctrl group did not manifest any demyelination and inflammation signs. However, Lira administration ameliorates the demyelination and reduces the inflammation foci, with significant semi‐quantitative demyelination, and inflammation score decreased compared with the EAE group (EAE + Lira versus EAE, 1.35 ± 0.31 versus 2.33 ± 0.85 for demyelination score, and 2.08 ± 0.20 versus 3.25 ± 0.74 for inflammation score) (Figure 2P–R). In addition, representative myelin basic protein immunofluorescence staining (Figure 2G–I) also showed the same result with LFB staining findings, while representative 4′,6‐diamidino‐2‐phenylindole staining (Figure 2J–L) and ionized calcium‐binding adapter molecule 1 immunofluorescence staining (Figure 2M–O) supported the HE staining findings (statistical analysis was not conducted with these 3 morphological tests).
Moreover, Lira administration reduces key general pro‐inflammatory cytokines mRNA expression in nerve tissue (Figure 3A–C), including tumor necrosis factor‐α (TNF‐α), Interleukin‐1β (IL‐1β), and Interleukin‐6 (IL‐6). In the EAE situation, those cytokines mRNA expressions were all upregulated 5–23‐fold compared with the Ctrl group, while Lira intervention downregulated them (among them, TNF‐α did not reach statistical significance).
Th cells in the spleen are highly related to EAE pathogenesis, and Th cell‐related transcription was also found regulated by Lira intervention (Figure 3D–F). Th17 cell‐related mRNA, RAR‐related orphan receptor gamma (RORγt), and Th1 cell‐related mRNA T‐box 21 (Tbet) were upregulated by twofold in the EAE group compared with Ctrl group, which is widely considered detrimental to EAE progress, while Lira reduces these mRNA expression levels. In addition, regulatory T (Treg) (which is considered to retard the autoimmune reactions and alleviate EAE severity) cell‐related mRNA transforming growth factor‐β (TGFβ) unsiginificantly decreased in EAE situation and was restored after Lira administration.
3.4. The molecular protective mechanism of Lira in the EAE model
Through literature review, some pathways were focused on to investigate whether they were enrolled in the protective effect of Lira on EAE. First, as it is reported that EAE could downregulate GLP‐1R expression, the GLP‐1R mRNA expression level was tested and found downregulated to 28.81 ± 5.41% of Ctrl group after EAE induction. However, Lira intervention could unsignificantly elevate the GLP‐1R expression to 78.71 ± 60.50% of the Ctrl group (Figure 3G). Next, we tested how AMPK and autophagy pathways changed after EAE induction and with Lira intervention. WB results of lumbar spinal cord exhibited significantly reduced phosphorylated AMPK expression level in EAE situation, and Lira administration partly restored the expression level (Figure 3H,J). Meanwhile, sirtuin 1 (SIRT1, downstream molecules of AMPK) mRNA expression level was found impaired in the EAE situation, and Lira intervention unsignificantly elevated it (Figure 3I). Phosphorylation of AMPK can lead to signal transduction cascades and then affect the activity of autophagy. Thus, the mRNA expression level of autophagy symbols, namely p62, LC3, and beclin1, was tested and found to have a 63–87% reduction after EAE induction, while Lira administration did not significantly affect them (Figure 4A–C). Meanwhile, p62, beclin1, and LC3 protein expression levels were also tested in EAE mice and found a significantly 37–50% decrease in soluble protein extracts (Figure 4D–I). Different from their corresponding mRNA trend, they could be restored through Lira intervention. Additionally, LC3 level in insoluble protein extracts also unsignificantly dropped in EAE and partly restored by Lira intervention (Figure 4J–K), indicating an impaired autophagy flux in EAE could be partly salvaged by Lira intervention.
Finally, pyroptosis‐related NLRP3‐ASC‐caspase 1‐GSDMD, IL1β, and IL‐18 pathway were tested in nerve tissue. The mRNA expression level of NLRP3, ASC, caspase 1, and GSDMD increased 3–15‐fold significantly in EAE situation, while GSDMD was significantly downregulated accompanied with NLRP3 and caspase 1 unsignificantly downregulated with Lira intervention (Figure 5A–D). Similarly, caspase 1 protein expression level significantly increased, and IL‐18 protein expression level unsignificantly increased in EAE group (Figure 5E–H), but Lira intervention could only significantly downregulate the protein level of caspase 1, not IL‐18, indicating Lira intervention could partly inhibit the activated pyroptosis‐related NLRP3 pathway.
In a word, EAE could reduce the expression of GLP‐1R, downregulate the phosphorylation level of AMPK, decrease SIRT1 expression, hold back autophagy influx, and activate pyroptosis‐related NLRP3 pathway, while Lira intervention could increase phosphorylation of AMPK, elevate SIRT1 expression level, restart autophagy influx, and inhibit pyroptosis‐related NLRP3 pathway, thus may help exert its neuroprotective anti‐demyelination and anti‐inflammation roles.
3.5. Lira treatment in pyroptosis of BV2 cells in vitro
As the animal experiment earlier indicated, there was an inhibition effect of Lira on the NLRP3 pathway, and the previous study shows that GLP‐1R is expressed in cell membranes of microglia, a murine microglial cell line BV2 was used to construct a pyroptosis model, and test anti‐pyroptosis activity of Lira in vitro.
Through literature review, lipopolysaccharide (LPS), adenosine triphosphate (ATP), and nigericin were chosen to construct the pyroptosis model. First, a concentration gradient of LPS (4 h incubation) was tested on BV2 cells, ranging from 0.1 μg/ml to 1.0 μg/ml. Results showed that all the concentrations could activate BV2 cell and enhance its viability (Figure 6A), but 1.0 μg/ml had the statistically strongest activation effect in our gradient. Thus, 1.0 μg/ml LPS incubation for 4 h was selected for subsequent experiments. Then, LPS‐primed cells were challenged by gradient concentration of ATP (2 h) or nigericin (4 h) to induce pyroptosis. Results showed that ATP concentration above 0.1 mM and nigericin concentration above 5 nM showed the significant effect to dampen the cell viability (Figure 6B,C), and under the phase‐contrast microscopy, cells manifested round shape and lost their projections after the challenge (Figure 6O–Q). Furthermore, with the validation of SEM morphological evaluation, the cells challenged by nigericin (Figure 6D) showed a flattened shape with pores on the cell body, which was characterized for pyroptosis, while LPS‐primed cells (Figure 6E,F) showed extended projections and coarse surface of soma compared with unprimed negative cell (Figure 6G,H), indicating its activated state. However, a large proportion of ATP‐challenged cells showed apoptosis‐like characters such as cell shrinkage and membrane blebbing (data not shown); thus, nigericin was chosen for subsequent experiments.
Next, gradient concentrations of Lira ranging from 50 nM to 2000 nM were used to incubate the BV2 cell for 24 h as a preventive treatment, while in the LPS group and pyroptosis (Pyro) group, the cell was incubated with Dulbecco's Modified Eagle Medium (DMEM) instead. After the incubation, cells were induced to pyroptosis except for the LPS group (in the LPS group, cells were only primed by LPS, not challenged by nigericin), and then, CCK8 test was performed and the value of OD450 in every group was compared with the LPS group for normalization. Results (Figure 6I) showed that only the concentration of 500 nM Lira had a significant protective effect on pyroptosis. However, the experiments on this concentration were repeated 5 times, and only 2 times gave positive results, indicating Lira was not strong enough to stop pyroptosis. Still, the Lira concentration of 500 nM was chosen for the subsequent experiment.
Furthermore, lactate dehydrogenase (LDH) release experiment and dead/live cell staining experiment were conducted for further validation of anti‐pyroptosis effect of Lira, among LPS group (only primed by LPS not challenged by nigericin after 24 h incubation with DMEM), Pyro group (induced for pyroptosis after 24 h incubation with DMEM), and Pyro + Lira group (induced for pyroptosis after incubation with 500 nM Lira for 24 h). Results showed that the Pyro group had 3 times increase in LDH release compared with the LPS group (Figure 6J), while there was no statistical difference between the Pyro group and Pyro + Lira group. Similarly, dead cell proportion increased 3 times in the Pyro group, but it was not statistically different from Pyro + Lira group (Figure 6K,L–Q).
To sum up, Lira could not significantly stop the pyroptosis of BV2 cells in vitro but had a trend to ameliorate it.
4. DISCUSSION
In this study, Lira, to our knowledge, for the first time to be demonstrated having anti‐inflammation and anti‐demyelination roles in the mice EAE model. Similar to the effect of Lira on the rat EAE model, 30 Lira significantly delays the disease onset and alleviates the disease severity. Moreover, as a supplement to a previous study on rats, the neuroprotective effect was also semi‐quantitatively confirmed pathologically, with less inflammatory cell infiltration and white matter demyelination in EAE model.
GLP‐1R is distributed in immune organs, including thymus and spleen, and various types of immune cells such as T cells, 46 , 47 natural killer T cells, 48 microglia, 49 monocytes, and macrophages, 50 being capable of regulating peripheral Treg cells proportion. 46 Moreover, in previous research, Th17 and Th1 infiltration in nerve tissue are reduced by GLP‐1R activation in the EAE model. 26 In line with this finding, Lira regulated the Th cell‐related transcription in the spleen, reduced the pathogenic Th1‐and Th17‐related transcriptions in our data. GLP‐1R is observed to accumulate after nerve tissue injury, 49 , 51 but decreased in EAE‐challenged nerve tissue 27 , 52 and LPS‐primed microglia, 27 indicating impaired GLP‐1R downstream pathways may participate in the pathogenesis of EAE. In our study, GLP‐1R also decreased during the acute phase of EAE and unsignificantly restored by GLP‐1R activation. Lira is demonstrated to ameliorate neuroinflammation, improve memory function, and reduce amyloid‐β deposition and oxidative injury in Alzheimer's disease animal model, 53 , 54 , 55 and the mechanisms include but not limited to facilitating insulin signaling pathways, activating cAMP/PKA pathways, and PI3K/Akt pathways, thus restored GLP‐1R level might benefit to exert neuroprotective roles.
AMPK can downregulate inflammation pathways through many downstream molecules such as SIRT1, p53, and peroxisome proliferator‐activated receptor γ coactivator‐1, then inhibit nuclear factor‐kB, and indirectly suppress pro‐inflammatory gene transcriptions. 56 , 57 Moreover, activation of AMPK can phosphorylate tuberous sclerosis complex 1/tuberous sclerosis complex 2 (TSC1/TSC2) and raptor, affect mechanistic target of rapamycin complex 1 (mTORC1) and then promote autophagy level. 58 There was a restoration of pAMPK and its downstream SIRT1 expression level after Lira treatment in our data, but previous findings of the interactions between Lira and AMPK are controversial. On the one hand, accumulating evidence showed that GLP‐1R activation could elevate pAMPK and autophagy level, 34 , 59 but on the other hand, Lira can mainly activate PI3K/Akt pathways through GLP‐1R signal transduction, which may elevate cell ATP level, inhibit downstream TSC1/TSC2, or directly phosphorylate AMPK at Ser485 in α1 subunit or Ser491 in α2 subunit, to reduce Thr172 phosphorylation then inhibit AMPK activity and autophagy. 60 , 61 , 62 The effect and mechanism of GLP‐1R activation on AMPK phosphorylation should be investigated in more details in the future. LC3, p62, and beclin1 are the main molecules facilitating autophagosome assembly and representing autophagy level, while there are also ambivalent findings of whether these autophagy indicators are upregulated or downregulated in the spinal cord after EAE induction, 42 , 43 , 63 probably because that spinal cord contains a plethora of different cells, and autophagy might play different roles in different types of cells in EAE pathogenesis, including positively contributing to both autoimmune T‐cell pathogenicity and neuron survival, thus yielding variable results. 41 In our study, the overall spinal cord level of beclin1, p62, and LC3 was all downregulated after EAE induction, indicating an impaired autophagy influx within the spinal cord, while Lira could partly restore it.
Accumulating evidence showed that NLRP3 inflammasome is activated during the pathogenesis of MS/EAE, and its downstream products, including IL‐1β and IL‐18, can compromise the blood‐brain barrier, induce neural toxicity, stimulate autoimmune T cells and then deteriorate MS/EAE. 44 , 45 , 64 , 65 Moreover, NLRP3 can activate caspase 1 and splice GSDMD, then form membranes pore to induce pyroptosis, and exacerbate the inflammation. In our study, the overall level of pyroptosis‐related NLRP3 pathway indicators was upregulated after EAE induction, in line with previous data, while partly restored by Lira intervention, suggesting an anti‐pyroptosis effect of Lira. Actually, Lira has already been demonstrated to ameliorate pyroptosis in cardiomyoblast cell lines (H9c2) and hepatocellular carcinoma (HepG2) cell lines through increasing SIRT1 expression level, reducing intracellular reactive oxygen species, and promoting mitophagy. 33 , 35 Microglia is a kind of important residential innate immune cell, participates in demyelinating pathogenesis, and incretins showed properties to alleviate microglia activation, reduce oxidative stress, and pro‐inflammatory cytokines transcription. 29 , 66 , 67 In our study, we tested whether Lira can significantly alleviate the pyroptosis of microglia and receive a negative result. However, there was still an alleviation trend, and we only tested on cell lines; thus, experiments of Lira on primary microglia culture can be done to validate the result.
Interestingly, the dosage of Lira we tested on EAE is only 1/10 of the minimum HD for its hypoglycemic effect. According to our calculation, Lira was tested safe for its threefold minimum hypoglycemic HD on rat EAE model, 30 and another GLP‐1R agonist dulaglutide was tested safe for its minimum hypoglycemic HD on mice EAE model. 26 On the one hand, our results implicated that Lira may exert its anti‐inflammatory and anti‐demyelinating effects independent of its hypoglycemic effect; on the other hand, possible reasons for unexpected death for EAE mice after Lira administration remain to be investigated. A possible conjecture we made is the EAE mice would lose weight, and Lira administration might cause extra body weight loss and probably some digestive system symptoms such as nausea and anorexia, then cause general weakness and possible hypoglycemia, and finally cause unexpected death. In this regard, we monitored the random blood glucose level and insulin level accordingly. Intriguingly, EAE itself caused significant blood glucose reduction, but Lira did not have an extra hypoglycemic effect. Moreover, there was an unsignificant upregulating trend of blood serum insulin level after EAE induction. Through literature review, we do not acquire much information about the relationship between EAE and insulin excretion, which should be investigated more in the future.
5. LIMITATIONS AND FUTURE PERSPECTIVES
The reason for unexpected death caused by Lira administration in the mice EAE model could be investigated, and serial dosage of Lira as either prophylactic or therapeutic interventions could be tried on the EAE model to find the optimal dosage. Moreover, the mechanism of the neuroprotective effect of Lira should be investigated in‐depth in the future.
6. CONCLUSION
Liraglutide administration could ameliorate the disease score of EAE mice and delay the disease onset, ameliorate demyelination and inflammation in nerve tissue, and regulate Th cell transcription in the spleen of EAE mice. The protective effect of liraglutide in the EAE model may be related to regulation of AMPK pathway and autophagy, as well as inhibition of pyroptosis‐related NLRP3 pathway, but liraglutide treatment could not significantly inhibit pyroptosis of BV2 cells in vitro. Our study provides liraglutide as a potential therapeutic candidate for MS treatment.
CONFLICT OF INTEREST
The authors declare that they have no competing interests.
AUTHOR CONTRIBUTIONS
All the authors have accepted responsibility for the entire content of this submitted manuscript and approved submission.
CONSENT TO PARTICIPATE
This article does not contain any studies with human participants performed by any of the authors.
Supporting information
Song S, Guo R, Mehmood A, et al. Liraglutide attenuate central nervous inflammation and demyelination through AMPK and pyroptosis‐related NLRP3 pathway. CNS Neurosci Ther. 2022;28:422–434. doi: 10.1111/cns.13791
Funding information
This study was supported by the National Natural Science Foundation of China (No. 81873759) and the Medical Research Project of Hebei Province (No.20210312; No.20211629).
Contributor Information
Li Guo, Email: guoli6@163.com.
Bin Li, Email: jack511@163.com.
DATA AVAILABILITY STATEMENT
The supplementary material for this article can be found online. All processed data used in this study can be obtained from the corresponding author on reasonable request.
REFERENCES
- 1. Dobson R, Giovannoni G. Multiple sclerosis ‐ a review. Eur J Neurol. 2019;26(1):27‐40. doi: 10.1111/ene.13819 [DOI] [PubMed] [Google Scholar]
- 2. Walton C, King R, Rechtman L, et al. Rising prevalence of multiple sclerosis worldwide: insights from the Atlas of MS, third edition. Mult Scler. 2020;26(14):1816‐1821. doi: 10.1177/1352458520970841 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 3. Glatigny S, Bettelli E. Experimental autoimmune encephalomyelitis (EAE) as animal models of multiple sclerosis (MS). Cold Spring Harb Perspect Med. 2018;8(11):a028977. doi: 10.1101/cshperspect.a028977 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4. Trapp S, Cork SC. PPG neurons of the lower brain stem and their role in brain GLP‐1 receptor activation. Am J Physiol Regul Integr Comp Physiol. 2015;309(8):R795‐R804. doi: 10.1152/ajpregu.00333.2015 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5. Drucker DJ. Mechanisms of action and therapeutic application of glucagon‐like peptide‐1. Cell Metab. 2018;27(4):740‐756. doi: 10.1016/j.cmet.2018.03.001 [DOI] [PubMed] [Google Scholar]
- 6. Kanoski SE, Hayes MR, Skibicka KP. GLP‐1 and weight loss: unraveling the diverse neural circuitry. Am J Physiol Regul Integr Comp Physiol. 2016;310(10):R885‐R895. doi: 10.1152/ajpregu.00520.2015 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 7. Heppner KM, Kirigiti M, Secher A, et al. Expression and distribution of glucagon‐like peptide‐1 receptor mRNA, protein and binding in the male nonhuman primate (Macaca mulatta) brain. Endocrinology. 2015;156(1):255‐267. doi: 10.1210/en.2014-1675 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8. Cork SC, Richards JE, Holt MK, Gribble FM, Reimann F, Trapp S. Distribution and characterisation of Glucagon‐like peptide‐1 receptor expressing cells in the mouse brain. Mol Metab. 2015;4(10):718‐731. doi: 10.1016/j.molmet.2015.07.008 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9. Farr OM, Sofopoulos M, Tsoukas MA, et al. GLP‐1 receptors exist in the parietal cortex, hypothalamus and medulla of human brains and the GLP‐1 analogue liraglutide alters brain activity related to highly desirable food cues in individuals with diabetes: a crossover, randomised, placebo‐controlled trial. Diabetologia. 2016;59(5):954‐965. doi: 10.1007/s00125-016-3874-y [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10. Katsurada K, Yada T. Neural effects of gut‐ and brain‐derived glucagon‐like peptide‐1 and its receptor agonist. J Diabetes Investig. 2016;7:64‐69. doi: 10.1111/jdi.12464 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 11. Crane J, McGowan B. The GLP‐1 agonist, liraglutide, as a pharmacotherapy for obesity. Ther Adv Chronic Dis. 2016;7(2):92‐107. doi: 10.1177/2040622315620180 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 12. Knudsen LB, Lau J. The discovery and development of liraglutide and semaglutide. Front Endocrinol (Lausanne). 2019;10:155. doi: 10.3389/fendo.2019.00155 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 13. Athauda D, Maclagan K, Skene SS, et al. Exenatide once weekly versus placebo in Parkinson's disease: a randomised, double‐blind, placebo‐controlled trial. Lancet. 2017;390(10103):1664‐1675. doi: 10.1016/S0140-6736(17)31585-4 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 14. Feng P, Zhang X, Li D, et al. Two novel dual GLP‐1/GIP receptor agonists are neuroprotective in the MPTP mouse model of Parkinson's disease. Neuropharmacology. 2018;133:385‐394. doi: 10.1016/j.neuropharm.2018.02.012 [DOI] [PubMed] [Google Scholar]
- 15. Femminella GD, Frangou E, Love SB, et al. Evaluating the effects of the novel GLP‐1 analogue liraglutide in Alzheimer's disease: study protocol for a randomised controlled trial (ELAD study). Trials. 2019;20(1):191. doi: 10.1186/s13063-019-3259-x [DOI] [PMC free article] [PubMed] [Google Scholar]
- 16. Batista AF, Forny‐Germano L, Clarke JR, et al. The diabetes drug liraglutide reverses cognitive impairment in mice and attenuates insulin receptor and synaptic pathology in a non‐human primate model of Alzheimer's disease. J Pathol. 2018;245(1):85‐100. doi: 10.1002/path.5056 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 17. Deng C, Cao J, Han J, et al. Liraglutide activates the Nrf2/HO‐1 antioxidant pathway and protects brain nerve cells against cerebral ischemia in diabetic rats. Comput Intell Neurosci. 2018;2018:3094504. doi: 10.1155/2018/3094504 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 18. Marso SP, Daniels GH, Brown‐Frandsen K, et al. Liraglutide and cardiovascular outcomes in type 2 diabetes. N Engl J Med. 2016;375(4):311‐322. doi: 10.1056/NEJMoa1603827 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 19. Bader M, Li Y, Tweedie D, et al. Neuroprotective effects and treatment potential of incretin mimetics in a murine model of mild traumatic brain injury. Front Cell Dev Biol. 2019;7:356. doi: 10.3389/fcell.2019.00356 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 20. Camkurt MA, Lavagnino L, Zhang XY, Teixeira AL. Liraglutide for psychiatric disorders: clinical evidence and challenges. Horm Mol Biol Clin Investig. 2018;36(2):20180031. doi: 10.1515/hmbci-2018-0031 [DOI] [PubMed] [Google Scholar]
- 21. Weina H, Yuhu N, Christian H, Birong L, Feiyu S, Le W. Liraglutide attenuates the depressive‐ and anxiety‐like behaviour in the corticosterone induced depression model via improving hippocampal neural plasticity. Brain Res. 2018;1694:55‐62. doi: 10.1016/j.brainres.2018.04.031 [DOI] [PubMed] [Google Scholar]
- 22. Wang R‐F, Xue G‐F, Hölscher C, et al. Post‐treatment with the GLP‐1 analogue liraglutide alleviate chronic inflammation and mitochondrial stress induced by Status epilepticus. Epilepsy Res. 2018;142:45‐52. doi: 10.1016/j.eplepsyres.2018.03.009 [DOI] [PubMed] [Google Scholar]
- 23. Siddiqui N, Ali J, Parvez S, Zameer S, Najmi AK, Akhtar M. Linagliptin, a DPP‐4 inhibitor, ameliorates Aβ (1–42) peptides induced neurodegeneration and brain insulin resistance (BIR) via insulin receptor substrate‐1 (IRS‐1) in rat model of Alzheimer's disease. Neuropharmacology. 2021;195:108662. doi: 10.1016/j.neuropharm.2021.108662 [DOI] [PubMed] [Google Scholar]
- 24. Ayoub BM, Michel HE, Mowaka S, Hendy MS, Tadros MM. Repurposing of omarigliptin as a neuroprotective agent based on docking with a adenosine and AChE receptors, brain GLP‐1 response and its brain/plasma concentration ratio after 28 days multiple doses in rats using LC‐MS/MS. Molecules. 2021;26(4):889. doi: 10.3390/molecules26040889 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 25. Cheng Q, Cheng J, Cordato D, Gao J. Can dipeptidyl peptidase‐4 inhibitors treat cognitive disorders? Pharmacol Ther. 2020;212:107559. doi: 10.1016/j.pharmthera.2020.107559 [DOI] [PubMed] [Google Scholar]
- 26. Chiou H‐YC, Lin M‐W, Hsiao P‐J, et al. Dulaglutide modulates the development of tissue‐infiltrating Th1/Th17 cells and the pathogenicity of encephalitogenic Th1 cells in the central nervous system. Int J Mol Sci. 2019;20(7):1584. doi: 10.3390/ijms20071584 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 27. Lee C‐H, Jeon SJ, Cho KS, et al. Activation of glucagon‐like peptide‐1 receptor promotes neuroprotection in experimental autoimmune encephalomyelitis by reducing neuroinflammatory responses. Mol Neurobiol. 2018;55(4):3007‐3020. doi: 10.1007/s12035-017-0550-2 [DOI] [PubMed] [Google Scholar]
- 28. Elbaz EM, Senousy MA, El‐Tanbouly DM, Sayed RH. Neuroprotective effect of linagliptin against cuprizone‐induced demyelination and behavioural dysfunction in mice: a pivotal role of AMPK/SIRT1 and JAK2/STAT3/NF‐κB signalling pathway modulation. Toxicol Appl Pharmacol. 2018;352:153‐161. doi: 10.1016/j.taap.2018.05.035 [DOI] [PubMed] [Google Scholar]
- 29. Yoon G, Kim Y‐K, Song J. Glucagon‐like peptide‐1 suppresses neuroinflammation and improves neural structure. Pharmacol Res. 2020;152:104615. doi: 10.1016/j.phrs.2019.104615 [DOI] [PubMed] [Google Scholar]
- 30. DellaValle B, Brix GS, Brock B, et al. Glucagon‐like peptide‐1 analog, liraglutide, delays onset of experimental autoimmune encephalitis in Lewis rats. Front Pharmacol. 2016;7:433. doi: 10.3389/fphar.2016.00433 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 31. Talbot K, Wang HY. The nature, significance, and glucagon‐like peptide‐1 analog treatment of brain insulin resistance in Alzheimer's disease. Alzheimer's Dement. 2014;10(1 Suppl):S12‐S25. doi: 10.1016/j.jalz.2013.12.007 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 32. Wiciński M, Socha M, Malinowski B, et al. Liraglutide and its neuroprotective properties‐focus on possible biochemical mechanisms in Alzheimer's disease and cerebral ischemic events. Int J Mol Sci. 2019;20(5):1050. doi: 10.3390/ijms20051050 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 33. Yu X, Hao M, Liu Y, et al. Liraglutide ameliorates non‐alcoholic steatohepatitis by inhibiting NLRP3 inflammasome and pyroptosis activation via mitophagy. Eur J Pharmacol. 2019;864:172715. doi: 10.1016/j.ejphar.2019.172715 [DOI] [PubMed] [Google Scholar]
- 34. Kong F‐J, Wu J‐H, Sun S‐Y, Ma L‐L, Zhou J‐Q. Liraglutide ameliorates cognitive decline by promoting autophagy via the AMP‐activated protein kinase/mammalian target of rapamycin pathway in a streptozotocin‐induced mouse model of diabetes. Neuropharmacology. 2018;131:316‐325. [DOI] [PubMed] [Google Scholar]
- 35. Chen A, Chen Z, Xia Y, et al. Liraglutide attenuates NLRP3 inflammasome‐dependent pyroptosis via regulating SIRT1/NOX4/ROS pathway in H9c2 cells. Biochem Biophys Res Commun. 2018;499(2):267‐272. doi: 10.1016/j.bbrc.2018.03.142 [DOI] [PubMed] [Google Scholar]
- 36. Yu P, Xu X, Zhang J, et al. Liraglutide attenuates nonalcoholic fatty liver disease through adjusting lipid metabolism via SHP1/AMPK signaling pathway. Int J Endocrinol. 2019;2019:1567095. doi: 10.1155/2019/1567095 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 37. Wei H, Bu R, Yang Q, et al. Exendin‐4 protects against hyperglycemia‐induced cardiomyocyte pyroptosis via the AMPK‐TXNIP pathway. J Diabetes Res. 2019;2019:8905917. doi: 10.1155/2019/8905917 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 38. O'Neill LAJ, Hardie DG. Metabolism of inflammation limited by AMPK and pseudo‐starvation. Nature. 2013;493(7432):346‐355. doi: 10.1038/nature11862 [DOI] [PubMed] [Google Scholar]
- 39. Wang J, Zhao C, Kong P, et al. Treatment with NAD(+) inhibited experimental autoimmune encephalomyelitis by activating AMPK/SIRT1 signaling pathway and modulating Th1/Th17 immune responses in mice. Int Immunopharmacol. 2016;39:287‐294. doi: 10.1016/j.intimp.2016.07.036 [DOI] [PubMed] [Google Scholar]
- 40. Wang J, Zhao C, Kong P, et al. Methylene blue alleviates experimental autoimmune encephalomyelitis by modulating AMPK/SIRT1 signaling pathway and Th17/Treg immune response. J Neuroimmunol. 2016;299:45‐52. doi: 10.1016/j.jneuroim.2016.08.014 [DOI] [PubMed] [Google Scholar]
- 41. Misrielal C, Mauthe M, Reggiori F, Eggen BJL. Autophagy in multiple sclerosis: two sides of the same coin. Front Cell Neurosci. 2020;14:603710. doi: 10.3389/fncel.2020.603710 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 42. Feng X, Hou H, Zou Y, Guo L. Defective autophagy is associated with neuronal injury in a mouse model of multiple sclerosis. Bosn J Basic Med Sci. 2017;17(2):95‐103. doi: 10.17305/bjbms.2017.1696 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 43. Wang X, Li B, Liu L, Zhang L, Ma T, Guo L. Nicotinamide adenine dinucleotide treatment alleviates the symptoms of experimental autoimmune encephalomyelitis by activating autophagy and inhibiting the NLRP3 inflammasome. Int Immunopharmacol. 2021;90:107092. doi: 10.1016/j.intimp.2020.107092 [DOI] [PubMed] [Google Scholar]
- 44. Barclay W, Shinohara ML. Inflammasome activation in multiple sclerosis and experimental autoimmune encephalomyelitis (EAE). Brain Pathol. 2017;27(2):213‐219. doi: 10.1111/bpa.12477 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 45. McKenzie BA, Mamik MK, Saito LB, et al. Caspase‐1 inhibition prevents glial inflammasome activation and pyroptosis in models of multiple sclerosis. Proc Natl Acad Sci USA. 2018;115(26):E6065‐E6074. doi: 10.1073/pnas.1722041115 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 46. Hadjiyanni I, Siminovitch KA, Danska JS, Drucker DJ. Glucagon‐like peptide‐1 receptor signalling selectively regulates murine lymphocyte proliferation and maintenance of peripheral regulatory T cells. Diabetologia. 2010;53(4):730‐740. [DOI] [PubMed] [Google Scholar]
- 47. Moschovaki Filippidou F, Kirsch AH, Thelen M, et al. Glucagon‐like peptide‐1 receptor agonism improves nephrotoxic serum nephritis by inhibiting T‐cell proliferation. Am J Pathol. 2020;190(2):400‐411. doi: 10.1016/j.ajpath.2019.10.008 [DOI] [PubMed] [Google Scholar]
- 48. Hogan AE, Tobin AM, Ahern T, et al. Glucagon‐like peptide‐1 (GLP‐1) and the regulation of human invariant natural killer T cells: lessons from obesity, diabetes and psoriasis. Diabetologia. 2011;54(11):2745‐2754. doi: 10.1007/s00125-011-2232-3 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 49. Gong N, Xiao Q, Zhu B, et al. Activation of spinal glucagon‐like peptide‐1 receptors specifically suppresses pain hypersensitivity. J Neurosci. 2014;34(15):5322‐5334. doi: 10.1523/JNEUROSCI.4703-13.2014 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 50. Wu YR, Shi XY, Ma CY, Zhang Y, Xu RX, Li JJ. Liraglutide improves lipid metabolism by enhancing cholesterol efflux associated with ABCA1 and ERK1/2 pathway. Cardiovasc Diabetol. 2019;18(1):146. doi: 10.1186/s12933-019-0954-6 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 51. Chowen JA, de Fonseca FR, Alvarez E, Navarro M, García‐Segura LM, Blázquez E. Increased glucagon‐like peptide‐1 receptor expression in glia after mechanical lesion of the rat brain. Neuropeptides. 1999;33(3):212‐215. [DOI] [PubMed] [Google Scholar]
- 52. Gharagozloo M, Smith MD, Sotirchos ES, et al. Therapeutic potential of a novel glucagon‐like peptide‐1 receptor agonist, NLY01, in experimental autoimmune encephalomyelitis. Neurotherapeutics. 2021;18(3):1834‐1848. doi: 10.1007/s13311-021-01088-5 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 53. Vargas‐Soria M, Carranza‐Naval MJ, Del Marco A, Garcia‐Alloza M. Role of liraglutide in Alzheimer's disease pathology. Alzheimer's Res Ther. 2021;13(1):112. doi: 10.1186/s13195-021-00853-0 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 54. Paladugu L, Gharaibeh A, Kolli N, et al. Liraglutide has anti‐inflammatory and anti‐amyloid properties in streptozotocin‐induced and 5xFAD mouse models of Alzheimer's disease. Int J Mol Sci. 2021;22(2):860. doi: 10.3390/ijms22020860 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 55. Holubová M, Hrubá L, Popelová A, et al. Liraglutide and a lipidized analog of prolactin‐releasing peptide show neuroprotective effects in a mouse model of β‐amyloid pathology. Neuropharmacology. 2019;144:377‐387. doi: 10.1016/j.neuropharm.2018.11.002 [DOI] [PubMed] [Google Scholar]
- 56. Muraleedharan R, Dasgupta B. AMPK in the brain: its roles in glucose and neural metabolism. FEBS J. 2021. doi: 10.1111/febs.16151 [DOI] [PubMed] [Google Scholar]
- 57. Peixoto CA, Oliveira WHD, Araújo SMdR, Nunes AKS. AMPK activation: role in the signaling pathways of neuroinflammation and neurodegeneration. Exp Neurol. 2017;298(Pt:A):31‐41. doi: 10.1016/j.expneurol.2017.08.013 [DOI] [PubMed] [Google Scholar]
- 58. Tamargo‐Gómez I, Mariño GAMPK. Regulation of metabolic dynamics in the context of autophagy. Int J Mol Sci. 2018;19(12):3812. doi: 10.3390/ijms19123812 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 59. Kornelius E, Lin CL, Chang HH, et al. DPP‐4 inhibitor linagliptin attenuates abeta‐induced cytotoxicity through activation of AMPK in neuronal cells. CNS Neurosci Ther. 2015;21(7):549‐557. doi: 10.1111/cns.12404 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 60. Yoon M‐S. The role of mammalian target of rapamycin (mTOR) in insulin signaling. Nutrients. 2017;9(11):1176. doi: 10.3390/nu9111176 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 61. Horman S, Vertommen D, Heath R, et al. Insulin antagonizes ischemia‐induced Thr172 phosphorylation of AMP‐activated protein kinase alpha‐subunits in heart via hierarchical phosphorylation of Ser485/491. J Biol Chem. 2006;281(9):5335‐5340. [DOI] [PubMed] [Google Scholar]
- 62. Miao X‐Y, Gu Z‐Y, Liu P, et al. The human glucagon‐like peptide‐1 analogue liraglutide regulates pancreatic beta‐cell proliferation and apoptosis via an AMPK/mTOR/P70S6K signaling pathway. Peptides. 2013;39:71‐79. doi: 10.1016/j.peptides.2012.10.006 [DOI] [PubMed] [Google Scholar]
- 63. Boyao Y, Mengjiao S, Caicai B, Xiaoling L, Zhenxing L, Manxia W. Dynamic expression of autophagy‐related factors in autoimmune encephalomyelitis and exploration of curcumin therapy. J Neuroimmunol. 2019;337:577067. doi: 10.1016/j.jneuroim.2019.577067 [DOI] [PubMed] [Google Scholar]
- 64. Shao S, Chen C, Shi G, et al. Therapeutic potential of the target on NLRP3 inflammasome in multiple sclerosis. Pharmacol Ther. 2021;227:107880. doi: 10.1016/j.pharmthera.2021.107880 [DOI] [PubMed] [Google Scholar]
- 65. Jha S, Srivastava SY, Brickey WJ, et al. The inflammasome sensor, NLRP3, regulates CNS inflammation and demyelination via caspase‐1 and interleukin‐18. J Neurosci. 2010;30(47):15811‐15820. doi: 10.1523/JNEUROSCI.4088-10.2010 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 66. Spielman LJ, Gibson DL, Klegeris A. Incretin hormones regulate microglia oxidative stress, survival and expression of trophic factors. Eur J Cell Biol. 2017;96(3):240‐253. doi: 10.1016/j.ejcb.2017.03.004 [DOI] [PubMed] [Google Scholar]
- 67. Li N, Liu B‐W, Ren W‐Z, et al. GLP‐2 attenuates LPS‐induced inflammation in BV‐2 cells by inhibiting ERK1/2, JNK1/2 and NF‐κB signaling pathways. Int J Mol Sci. 2016;17(2):190. doi: 10.3390/ijms17020190 [DOI] [PMC free article] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
Data Availability Statement
The supplementary material for this article can be found online. All processed data used in this study can be obtained from the corresponding author on reasonable request.