Abstract
Activation of multiple inflammasomes in monocytes/macrophages is associated with the pathogenesis of systemic lupus erythematosus (SLE). Gasdermin D (GSDMD)-mediated pyroptosis, a common consequence of multiple activated inflammasomes, is a programmed cell death with strong inflammatory responses. This suggested that targeting monocyte/macrophage pyroptosis might provide an opportunity to cure SLE. Here, we aimed to investigate the effect of disulfiram (DSF), a small molecule inhibitor of pyroptosis, and its potential therapeutic mechanism for SLE. The mRNA expression of GSDMD and IL-1β were significantly increased in peripheral blood mononuclear cells (PBMCs) from SLE patients. Importantly, we found serum from SLE patients rather than healthy controls induced GSDMD-mediated pyroptosis in THP-1 cells, as evidenced by enhanced LDH release, increased number of PI-positive cells, and high expression of full-length GSDMD and N-terminal GSDMD. Interestingly, treatment with DSF obviously inhibited pyroptosis of THP-1 cells induced by serum from SLE patients. Of note, DSF administration reduced proteinuria, serum anti-dsDNA level, and renal immune complex. It also attenuated renal damage in PIL mice. Further research found that the high level of serum IL-β and GSDMD-mediated pyroptosis of glomerular macrophages in PIL mice were rescued with DSF treatment. These data implied that GSDMD-mediated monocytes/macrophages pyroptosis played an important role in the pathogenesis of SLE and DSF might be a potential alternative therapeutic agent for SLE.
Subject terms: Inflammasome, Lupus nephritis
Introduction
Systemic lupus erythematosus (SLE) is a systemic autoimmune disease characterized by the production of autoantibodies, the deposition of immune complexes, and the infiltration of immune cells [1, 2]. SLE has diverse clinical manifestations affecting almost any organ system, particularly the kidneys, the skin, and the nervous system [3, 4]. However, the etiology of SLE remains elusive up to now. Recently, emerging data highlighted the key role of innate immune system in the pathogenesis of SLE [5, 6]. Monocytes/macrophages, the frontline innate immune cells, were closely correlated with disease activity and poor outcomes in SLE patients [7–10].
Pyroptosis, a type of programmed necrosis, is characterized by large bubbles blowing from the plasma membrane, cell lysis, and release of pro-inflammatory intracellular contents [11]. It was first found in macrophages infected with Shigella flexneri [12] and thought to be caspase-1-mediated monocyte/macrophage death for a long time [11]. Recent studies identified that pyroptosis was directly caused by gasdermin family proteins [13] and not cell-type specific [14–17]. Gasdermin D (GSDMD), a member of gasdermin family, is the substrate of caspase-1 and caspase-4/5/11. The activation of caspase-1 by multiple inflammasomes including the NLRP3, NLRC4, NLRP1, AIM2, or Pyrin cleaves GSDMD into an N-terminal GSDMD fragment (GSDMD-NT). The same cleavage of GSDMD was also observed with caspase-4/5/11 upon recognition of cytosolic lipopolysaccharide (LPS), the major component of the gram-negative bacterial cell wall [11]. GSDMD-NT further forms membrane pores, resulting in cell rupture and release of the intracellular contents, such as IL-1β and IL-18, to promote the inflammatory response [13, 18]. Numerous studies have shown that pyroptosis might be closely related to occurrence of many diseases [19–21]. For example, serum of rheumatoid arthritis (RA) patients could induce GSDMD-dependent pyroptosis in monocytes, which was promoted by PTX3 and C1q.
Recent advances strongly hint that GSDMD-mediated monocyte/macrophage pyroptosis might be an effective drug target for treating SLE. For a long time, the Lupus erythematosus (LE) cell has been an important biomarker for systemic lupus erythematosus and a standard for diagnosis. Past studies have indicated that intact nuclei were released during pyroptosis, a process that is tightly linked to LE cells formation [22]. In both male and female SLE patients, NLRP3 inflammasome was highly activated in macrophages [23]. Anti-dsDNA autoantibody, a marker SLE, could activate NLRP3 inflammasome in monocytes/macrophages and further amplify inflammatory responses [24]. It was also found that the expression of AIM2 in peripheral blood mononuclear cells (PBMCs) of lupus patients significantly increased, and was positively correlated with disease activity. Also, AIM2 expression was increased in kidney macrophages of lupus mice, and knockdown of AIM2 significantly ameliorated tissue damage by inhibiting macrophages activation [25]. Furthermore, the protein expression of GSDMD was remarkably elevated in kidney specimens of SLE patients and MRL/lpr mice. Intriguingly, combination therapy suppressed disease progression by attenuating GSDMD-mediated pyroptosis [26]. Taken together, in monocytes/macrophages of SLE patients, abnormal activation of various inflammasomes might trigger the formation of pro-inflammatory GSDMD-NT to mediate pyroptosis, which ultimately contributed to the development of SLE.
Disulfiram (DSF) is widely used to treat alcohol addiction by inhibiting aldehyde dehydrogenase for decades [27, 28]. Recently, DSF was reported to be an inhibitor of GSDMD-mediated pyroptosis, mainly by suppressing inflammatory caspase activation, the expression of GSDMD, and GSDMD pore formation [29–32]. A subsequent study showed that DSF protected experimental autoimmune encephalomyelitis (EAE) mice by inhibiting GSDMD protein expression [33]. In this study, we aimed to determine whether GSDMD-mediated monocyte/macrophage pyroptosis promoted the development of SLE and DSF had a therapeutic effect on pristane-induced lupus (PIL) mice model.
Results
High mRNA expression of GSDMD and IL-1β in PBMCs from SLE patients
Previous studies have shown that activated inflammasomes are closely related to the severity of the disease in SLE patients [25, 34–36], suggesting that GSDMD-mediated pyroptosis might be involved in SLE. We first determined the expression of GSDMD gene in PBMCs from SLE patients and healthy controls by real-time PCR analysis. As shown in Fig. 1A, the expression levels of GSDMD mRNA in PBMCs from SLE patients were significantly higher than that from healthy controls. As the process of pyroptosis is accompanied by increased expression of IL-1β [11, 37], we next confirmed IL-1β gene expression in PBMCs from SLE patients and healthy controls. Indeed, we found that PBMCs from SLE patients expressed higher levels of IL-1β mRNA than PBMCs from healthy controls (Fig. 1B). These results suggested that SLE patients might express high mRNA of GSDMD and IL-1β in PBMCs.
DSF significantly inhibited GSDMD-mediated pyroptosis of THP-1 cells induced by serum from SLE patients
PMBCs contain many different cells, including monocytes. Previous studies have found that abnormal activation of various inflammasomes existed in monocytes of SLE patients. Therefore, we believed that monocytes in the PBMCs of SLE patients might undergo GSDMD-mediated pyroptosis. In the following experiment, we used serum from SLE patients, with and without mixing DSF, to stimulate human monocyte line THP-1 and then observed whether the cells underwent pyroptosis.
We first analyzed the cytotoxicity of DSF on THP-1 cells using CCK-8 assay. The results showed that DSF (1, 5, 10, 20 μM) did not have a significant effect on cell viability (Fig. 2A). Based on this and previous results [30], we used 10 μM for subsequent vitro experiments. Then the THP-1 cells were stimulated with serum from healthy controls or SLE patients, with and without mixing 10 μM DSF.
When THP-1 cells were treated with serum from SLE patients, they became swelling and blew out large bubbles from the plasma membranes (Fig. 2B), the typical cell morphological character of pyroptosis. Also, LDH release in supernatant and the number of PI-positive cells increased in THP-1 cells treated with serum from SLE patients (Fig. 2C, D), indicating that THP-1 cells died due to the loss of cell membrane integrity.
Next, to further determine whether cell death induced by serum from SLE patients was mediated by GSDMD-dependent pyroptosis, we tested the expression of NLRP3, caspase-1, and cleaved caspase-1 by immunofluorescent staining, and GSDMD by western blot. As shown in Fig. 2E–H, the expression of NLRP3, caspase-1, and cleaved caspase-1, total GSDMD, and cleaved GSDMD increased after treatment with serum from SLE patients. Strikingly, DSF significantly reduced bubbles, LDH release, the number of PI-positive cells, and the expression of NLRP3, caspase-1, cleaved caspase-1, total GSDMD, and cleaved GSDMD (Fig. 2B–H). Collectively, these results implied that GSDMD-dependent monocyte pyroptosis might occur in peripheral blood of SLE patients, and be inhibited by DSF.
DSF ameliorated the disease activity in PIL mice
To determine the therapeutic effect of DSF on PIL mice, BALB/c mice were injected intraperitoneally with pristane and then treated with a dose of 50 mg/kg DSF or equivalent sterile saline. As shown in Fig. 3A, B, DSF significantly reduced proteinuria and serum level of anti-dsDNA antibodies in PIL mice. In addition, DSF mitigated inflammatory cell infiltration, mesangial cell proliferation, and structural disorder of renal tubules in the kidney of PIL mice (Fig. 3C, D). Similarly, the deposition of IgG and C3 notably decreased in the kidney of DSF-treated PIL mice (Fig. 3E, F). Taken together, these findings demonstrated that DSF could rescue lupus-associated renal impairment in PIL mice.
DSF inhibited glomerular macrophage pyroptosis in PIL mice
As the process of pyroptosis amplifies inflammatory response by releasing IL-1β and other Inflammatory factors [11, 37], we detected the level of serum IL-1β. We found that the serum levels of IL-1β increased in PIL mice, while DSF remarkably inhibited the release of IL-1β (Fig. 4D). The kidney is a vulnerable organ for SLE patients, and approximately 60% of SLE patients are suffering from lupus nephritis (LN). To demonstrate the involvement of GSDMD-mediated pyroptosis in renal lesions of PIL mice, the expression of NLRP3, cleaved caspase-1, caspase-1, and GSDMD were examined. As expected, a significant increase in the expression of NLRP3, cleaved caspase-1, caspase-1, and GSDMD in the glomerulus could be detected in the kidneys of PIL mice, which was suppressed by DSF (Fig. 4A). To further confirm whether the macrophages underwent GSDMD-mediated pyroptosis in the glomerulus, an immunofluorescence co-localization assay was performed. In the PIL mice, the expression of GSDMD in glomerular macrophages increased significantly (Fig. 4B). Of note, DSF weakened the intensity of immunofluorescent staining of GSDMD in the glomerular macrophages of lupus mice (Fig. 4B). Furthermore, we calculated the proportion of GSDMD in macrophages to the total amount of GSDMD in whole glomerular region and found that GSDMD is mainly expressed in monocytes/macrophages (Fig. 4C). These results indicated DSF might inhibit glomerular macrophage pyroptosis in PIL mice.
Discussion
SLE is a multifactorial systemic autoimmune disease, characterized by production of abundant autoantibodies [3]. Increasing evidence has demonstrated that dysregulated cell death and defective removal of dead cells underlie the onset of SLE [38–40]. In SLE patients, defective removal of dead cells contributes to the exposure of autoantigens and the release of damage-associated molecular patterns (DAMPs), thereby amplifying inflammation and immune responses [4]. Multiple inflammatory deaths have been found to be important in SLE pathogenesis and progression, such as NETosis, necroptosis, and secondary necrosis after apoptosis. NETosis, a specialized form of cell death in neutrophils, might lead to tissue damage in patients with SLE [41, 42]. Some animal studies proved that inhibition of NETosis could protect against lupus-related damage to kidneys, and skin in lupus-prone mouse models [43, 44]. Necroptosis is a form of programmed necrotic cell death mediated by the receptor-interacting protein kinase (RIPK) 1/RIPK3/mixed lineage kinase domain-like protein (MLKL) pathway [45]. Previous studies found that RIP3-dependent necroptosis was activated in SLE patients and inhibition of RIP3 kinase could inhibit the development of LN in MRL/lpr mice [46, 47].
Pyroptosis is another programmed cell death that could cause cell lysis and amplify inflammatory responses. Emerging studies have shown that pyroptosis might participate in the progression of SLE [22–24, 26]. Our study provided new evidence for the involvement of GSDMD-mediated monocytes/macrophages pyroptosis in SLE. Another finding is that DSF might ameliorate disease severity of PIL mice by suppressing monocytes/macrophages pyroptosis.
Monocytes/macrophages are innate immune cells with diverse biological functions including antimicrobial effect, antigen processing and presentation, clearance of apoptotic cells, wound healing, and promotion of inflammatory responses [48–51]. Emerging data have revealed that monocytes/macrophages were associated with disease activity and poor prognosis in SLE [7–9]. Further studies found that multiple inflammasomes, such as NLRP3 or AIM2, were activated in monocytes/macrophages of SLE patients [23–25]. More importantly, blocking or regulating macrophage inflammasome activity could attenuate disease progression in murine lupus [25, 52], suggesting that regulating the common downstream signaling of inflammasome activation might be the key to treatment of SLE.
Activation of different inflammasomes could collectively trigger pro-caspase-1 to form caspase-1, resulting in maturation of inflammatory factors such as IL-1β [53, 54]. Also, activated caspase-1 cleaves GSDMD to form GSDMD-NT, mediating the process of a programmed death, pyroptosis [13]. According to the cell death recognition model for the immune system, apoptotic cells induce immune tolerance and necrotic cells promote immune responses [55–58]. Pyroptosis as a form of programmed necrosis can elicit a robust inflammatory reaction and lead to target organs injury. The pore-forming protein GSDMD as the final pyroptosis executioner downstream of inflammasome activation controls pro-inflammatory cytokine release, such as IL-1β. IL-1β is considered to be an important pro-inflammatory cytokine that can drive inflammation, cause tissue damage and fibrosis, and amplify the effects of other cytokines. In the present study, we first found that the mRNA expression of GSDMD and IL-1β were significantly increased in PBMCs from SLE patients. Importantly, serum isolated from SLE patients could promote the expression and activation of GSDMD to induce pyroptosis in THP-1 cells. In addition, we also found serum level of IL-1β and GSDMD-mediated pyroptosis of glomerular macrophages were elevated in PIL mice. From the results of immunofluorescence staining, we found that other cells in the glomerulus of PIL mice also marginally expressed GSDMD, indicating these cells in the glomerulus might undergo pyroptosis. However, we quantified the ratio of GSDMD expression in macrophages and found that macrophages were the main cells expressing GSDMD in the glomerulus of PIL mice. These data indicate that GSDMD-mediated pyroptosis of macrophages might have a pivotal role in the initiation of SLE.
DSF, an inexpensive and safe drug, has been widely used for the treatment of alcohol addiction by inhibiting acetaldehyde dehydrogenase in the clinic. Over the past several decades, DSF was demonstrated to have strong anti-cancer activity both in vivo and vitro. Further research found that DSF exerted a tumor suppressor effect by regulating different pathways in cancer cells, including inhibiting the proteasome and changing the MAPK or MMP pathway. Recently, it has been discovered to prevent GSDMD-mediated pyroptosis by affecting multiple steps including inflammatory caspase activation, the expression of GSDMD, and GSDMD pore formation. In this study, we explored the therapeutic potential of DSF against SLE. As expected, DSF treatment could alleviate lupus-like features in PIL mice, as evidenced by reduction of serum anti-dsDNA antibodies level and the deposition of renal immune complex, and improvement of the pathological damage to kidneys. To reveal the mechanism of DSF in the treatment of SLE, we investigated whether DSF could inhibit monocytes/macrophages pyroptosis. As a result, DSF effectively inhibited GSDMD-mediated pyroptosis of THP-1 cells induced by serum from SLE patients. In vivo experiments, we further found that DSF treatment reduced the release of serum IL-1β and suppressed glomerular macrophage pyroptosis in PIL mice. All the above investigations demonstrated that DSF might protect PIL mice against lupus-like symptoms via inhibiting monocytes/macrophages pyroptosis and also provided further support for the role of monocytes/macrophages pyroptosis in SLE. Nowadays, many mechanisms have been found that might contribute to SLE development, so DSF might protect PIL mice from lupus-like symptoms via multiple mechanisms, and abrogating monocytes/macrophages pyroptosis can be one of them.
Recently, several studies have revealed divergent results on the role of GSDMD in SLE. On the one hand, consistent with our findings, expression and activation of GSDMD were increased in kidney specimens of SLE patients and lupus mice, which could be inhibited by combination therapy of different immunosuppressive agents [26]. On the other hand, in a TLR7-induced model of SLE, GSDMD−/− mice developed more severe kidney damage and produced more autoantibodies [59]. The possible reason was that in the absence of GSDMD, the NLRP3 inflammasome might cooperate with caspase-3/8 to cause GSDME-induced pyroptosis [60, 61]. In our experiment, DSF could simultaneously reduce the expressions of NLRP3 inflammasome and GSDMD, so it might avoid the occurrence of GSDME-mediated pyroptosis caused by inflammasome activation.
In conclusion, Our study reveals that GSDMD-mediated monocytes/macrophages pyroptosis represents a therapeutically targetable mechanism in SLE and DSF might have protective effects against SLE. These findings open up new perspectives for understanding the molecular mechanisms and identifying the potential therapeutic intervention of SLE.
Materials and methods
Reagents
Antibodies included mouse GSDMD (Affinity Biologicals, catalog AF4012, Ancaster, Canada), human GSDMD and cleaved GSDMD (Abcam, catalog ab215203 and ab210070, Cambridge, MA, USA), β-actin (ProteinTech Group, catalog 66009, Chicago, IL), horseradish peroxidase (HRP)-conjugated secondary antibodies (Jackson ImmunoResearch, catalog 111-035-003 and 115-035-003, West Grove, PA), NLRP3 (Affinity Biologicals, catalog DF7438, Ancaster, Canada), caspase-1 (Santa Cruz Biotechnology, catalog sc392736, Dallas, TX, USA), cleaved caspase-1 (Affinity Biologicals, catalog AF4022, Ancaster, Canada), F4/80 (Santa Cruz Biotechnology, catalog sc377009, Dallas, TX, USA), IgG conjugated to Alexa Fluor 555 (Abcam, catalog ab150114, Cambridge, MA, USA) and rabbit anti-mouse C3 antibody (Abcam, catalog ab97462 Cambridge, MA, USA).
Pristane, Hoechst33342, and propidium iodide(PI) were purchased from sigma-aldrich (St. Louis, MO, USA). PrimeScript RT Reagent Kit and SYBR Green PCR Kit were obtained from TaKaRa (Tokyo, Japan). Other reagents included 1% Penicillin-streptomycin (Gibco Laboratories, Grand Island, NY, USA), lymphocyte separation medium (TBD Sciences, Tianjin, China), TRIzol Reagent (Invitrogen, Carlsbad, CA, USA), RPMI-1640 medium (South Logan, UT, USA), Cell Counting Kit (CCK8, Dojindo, Kumamoto, Japan), the CytoTox 96 Non-Radioactive Cytotoxicity Assay (Promega, Madison, WI, USA), hematoxylin and eosin (H&E, Boster Biological Technology co. ltd, Wuhan, China), DSF (APExBio, Houston, TX, USA), RIPA buffer (Beyotime, Shanghai, China), BCA protein assay kit (Thermo Fisher Scientific, Waltham, MA, USA), DAB working solution (Noble Ryder Technology Co.Ltd, Beijing, China), 4′, 6-diamidino-2-phenylindole (Thermo Fisher Scientific, Waltham, MA, USA) and enzyme-linked immunosorbent assay (ELISA) kits for IL-1β (NeoBioscience Technology Company, Shenzhen, China) and anti-dsDNA antibodies (Cusabio Life Science Inc., Wuhan, China).
Mice
Female BALB/c mice, at 6-8 weeks of age, were purchased from Guangdong Medical Laboratory Animal Center (GDMLAC, Guangdong, China) and housed under a pathogen-free condition with a 12-h light and dark cycle in the laboratory animal center of Southern Medical University. All procedures for animals experiment were approved by the Southern Medical University Experimental Animal Ethics Committee (No. L2017032).
PIL mouse model
BALB/c mice were injected intraperitoneally (i.p.) with 0.5 ml pristane and proteinuria was assessed using Albustix test every 2 weeks. The following scale was used for semi-quantitative evaluation: 0 score = absent, 1 score = 300–1000 mg/L, 2 score = 1000–3000 mg/L, 3 score = 3000–20,000mg/L, and 4 scoreå 20,000mg/L. When all BALB/c mice had obvious proteinuria, they were randomly divided into two groups: the PIL group (n = 8), and the PIL + DSF group (n = 8). The mice in the PIL + DSF group were intraperitoneally treated with a dose of 50 mg/kg DSF for another 14 weeks. In the PIL group, the mice were injected with equivalent sterile saline daily. Eight normal female BALB/c mice received the same sterile saline intraperitoneally as control.
Isolation of human peripheral blood mononuclear cells (PBMCs)
Human PBMCs were isolated from peripheral blood of SLE patients and healthy controls using a lymphocyte separation medium according to the manufacturer’s instruction. SLE patients were from the Third Affiliated Hospital of Southern Medical University and fulfilled the classification criteria of American College of Rheumatology (ACR) for SLE. Healthy controls matched the SLE patients, including age and gender. We obtained informed consent from all participants.
Real-time PCR analysis
Total RNA was extracted from PBMCs using TRIzol Reagent and reversely transcribed into cDNA using the PrimeScript RT Reagent Kit according to the corresponding instructions. The expression of the genes encoding GSDMD and IL-1β was quantified by real-time PCR using the SYBR Green PCR Kit following the manufacturer’s protocol and GAPDH used as a loading control. The PCR was performed under the following standard thermal conditions: 30 s at 95 °C, 40 cycles at 95 °C for 30 s, and 34 s at 60 °C. All samples were replicated in parallel three times and PCR reactions performed in triplicate. The level of gene encoding expression was calculated using SDS software (Applied Biosystems). The primer sequences are listed in Table 1.
Table 1.
Gene | Sequences |
---|---|
Human GSDMD | Forward: 5′-AGCCCTACTGCCTGGTGGTTAG-3′ |
Reverse: 5′-CCTGCGATCTTTGCCTGTCCTG-3′ | |
Human IL-1β | Forward: 5′-GCGGCATCCAGCTACGAATCT-3′ |
Reverse: 5′-CGGAGCGTGCAGTTCAGTGAT-3′ | |
Human GAPDH | Forward: 5′-CAAGGCTGTGGGCAAGGTCAT-3′ |
Reverse: 5′-AGTGGGTGTCGCTGTTGAAGTC-3′ |
Collection of serum samples and cell culture
Peripheral venous blood (5 ml) was collected in a tube filled with procoagulants from each SLE patient or healthy control. After the blood samples were centrifuged at 500 g/r for 10 min, the supernatant was collected and centrifuged at 1500 g/min for 10 min to get the upper serum.
The THP-1 cells, human acute monocytic leukemia cell line, were provided by American Type Culture Collection (ATCC, Manassas, VA, USA) and cultured in RPMI-1640 medium supplemented with 10% fetal bovine serum (FBS) and 1% Penicillin-streptomycin at 37 °C under 5% CO2. The THP-1 cells were treated with 10% serum from randomly mixed five SLE patient samples or five healthy control samples with or without 10 μM DSF for 48 h, and the cell morphology was observed with an inverted microscope.
Cell viability assay
The effect of DSF on THP-1 cells viability was measured using a CCK8 following the manufacturer’s instructions. THP-1 cells were incubated at different concentrations of DSF (0 μM, 1 μM, 5 μM, 10 μM, 20 μM) for 48 h and then 10 μl CCK-8 reagent was added to cells followed by additional 1–4 h incubation. Finally, the absorbance at 450 nm was measured.
Hoechst33342 and PI double staining
Cell cytotoxicity was determined by Hoechst33342 and PI double staining. THP-1 cells were cultured in 10% serum from SLE patients and healthy controls, with or without 10 μM DSF for 48 h, and washed twice with phosphate buffered saline (PBS). After that, cells were stained with Hoechst33342 and PI for 15 minutes in the dark and then observed and photographed under an inverted fluorescence microscope (Carl Zeiss, Jena, Germany).
Lactate dehydrogenase (LDH) assay
Cell death after different treatments was assessed by quantifying LDH release from supernatants using the CytoTox 96 Non-Radioactive Cytotoxicity Assay according to the manufacturer’s instructions.
Analysis of serum samples
The ELISA kits were used to measure the serum levels of IL-1β and anti-dsDNA antibodies following the manufacturer’s protocols.
Assessment of renal injury
All mice were anesthetized with a lethal dose of pentobarbital and then their kidney tissues collected. The left kidney tissues were fixed in 10% formalin, then embedded in paraffin and sectioned at 4μm- thickness with a section cutter. Then the sections were stained with H&E according to the manufacturer’s instructions. Renal injury was scored by pathologists who were blinded to the experimental information using the Austin score as previously described [62].
Some right kidney tissues were made into 4 μm thick frozen sections for evaluation of glomerular IgG and complement C3 deposition. The frozen sections were blocked with 5% goat serum for 1 h and stained with goat anti-mouse IgG conjugated to Alexa Fluor 555 and rabbit anti-mouse C3 antibody in combination with anti-rabbit IgG conjugated to tetramethylrhodamine isothiocyanate (TRITC). The different intensity of IgG/C3 deposition was evaluated as 0-3 scores, where 0 indicates no deposition and 3 represents strong deposition, as previously described methods [63, 64].
Western blot analysis
Protein levels of full-length GSDMD and cleaved GSDMD were determined by western blot. Firstly, cells were lysed in RIPA buffer containing protease inhibitor phenylmethanesulfonyl fluoride (PMSF) for half an hour. Proteins were quantified using the BCA protein assay kit. Then proteins were separated on 12% SDS polyacrylamide gel and transferred to polyvinylidene difluoride (PVDF, Merck Millipore, Billerica, MA, USA) membranes. The membranes were blocked with nonfat milk at room temperature for 1 h and incubated with primary antibodies against GSDMD, cleaved GSDMD and β-actin at 4 °C overnight. After washing, the membranes were incubated for 1 h with HRP-conjugated secondary antibodies at room temperature and visualized using electrochemiluminescence (ECL) western blotting substrate reagent (Perkin-Elmer, Waltham, MA, USA) following the manufacturer’s instructions. The protein bands were analyzed using ImageJ software (version 1.8.0) and the expression of the proteins normalized to the loading control β-actin.
Immunohistochemistry analysis
Paraffin-embedded renal tissue sections were incubated with 3% hydrogen peroxide for 30 min and blocked with 5% goat serum for 1 h, followed by being stained with a rabbit anti-mouse NLRP3, caspase-1, cleaved caspase-1, or GSDMD antibody overnight at 4 °C. Thereafter, the sections were washed with PBS and incubated with an HRP-conjugated secondary antibody at room temperature for 1 h. Subsequently, these sections were stained with the DAB working solution and counterstained with Hematoxylin. All images were acquired by an upright microscope (Carl Zeiss, Jena, Germany).
Immunofluorescence staining
Immunofluorescence staining was performed to measure the expression of NLRP3, cleaved caspase-1, and caspase-1 in THP-1 cells. Firstly, the cells were blocked with 5% goat serum and incubated with a rabbit monoclonal antibody against NLRP3, caspase-1, or cleaved caspase-1 overnight at 4 °C. Then the sections were washed with PBS three times and sequentially stained with TRITC-conjugated anti-rabbit IgG at room temperature for 2 h. Cell nuclei were stained with 4′, 6-diamidino-2-phenylindole.
To assess the expression of GSDMD in macrophages, double immunofluorescence staining was performed. Firstly, frozen sections of kidney tissues were blocked with 5% goat serum and incubated with a rabbit monoclonal antibody against GSDMD as well as a rat monoclonal antibody against F4/80 overnight at 4 °C. Then the sections were washed with PBS three times and sequentially stained with TRITC-conjugated anti-rabbit IgG and FITC-conjugated anti-rat IgG at room temperature for 2 h. Cell nuclei were stained with 4′, 6-diamidino-2-phenylindole. Images were taken using a fluorescence microscope.
Statistical analysis
All data in this experiment were analyzed by SPSS software (version 23.0) and the figures drawn with Graphpad Prism (version 7.0). Independent-samples T-test, one-way ANOVA, or the non-parametric Wilcoxon rank-sum test were used according to data distribution. Data are displayed as the mean ± SD. P values < 0.05 was defined as statistically significant.
Supplementary information
Acknowledgements
The authors would like to express gratitude to their colleagues in the research group of Professor Erwei Sun.
Author contributions
LLZ and XQL carried out most of the experiments, participated in the analysis of data, and drafted the manuscript. SFW participated in the animal experiments, immunofluorescence assay and performed the statistical analysis. ZML participated in real-time PCR analysis. YNZ participated in the collection of samples and performed the statistical analysis. ZQZ and FYY participated in the collection of samples and animal experiments. YHL, GHL, and WCX participated in animal experiments. JZ participated in the design of the study. YH and EWS conceived the idea for the project, participated in its design and coordination, and modified the manuscript.
Funding
This work was supported by grants from the National Natural Science Foundation of China (Grant Nos. 81671623, 81873880, 81273310), Natural Science Foundation of Guangdong Province (Grant Nos. 2019A1515012113), and President Foundation of The Third Affiliated Hospital of Southern Medical University, Guangzhou, China (YY2021001).
Data availability
The datasets generated during and/or analyzed during the current study are available from the corresponding author on reasonable request.
Competing interests
The authors declare no competing interests.
Ethics approval and consent to participate
This study has been approved by the Ethics Committee of the Third Affiliated Hospital, Southern Medical University, and all participants signed informed consent forms.
Footnotes
Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
These authors contributed equally: Lili Zhuang, Xiaoqing Luo.
Contributor Information
Yi He, Email: heyi1983@smu.edu.cn.
Erwei Sun, Email: sunew@smu.edu.cn.
Supplementary information
The online version contains supplementary material available at 10.1038/s41420-022-01167-2.
References
- 1.Tsokos GC, Lo MS, Costa Reis P, Sullivan KE. New insights into the immunopathogenesis of systemic lupus erythematosus. Nat Rev Rheumatol. 2016;12:716–30. doi: 10.1038/nrrheum.2016.186. [DOI] [PubMed] [Google Scholar]
- 2.Crispín JC, Liossis SC, Kis-Toth K, Lieberman LA, Kyttaris VC, Juang Y, et al. Pathogenesis of human systemic lupus erythematosus: recent advances. Trends Mol Med. 2010;16:47–57. doi: 10.1016/j.molmed.2009.12.005. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 3.Rapoport M, Bloch O. Systemic lupus erythematosus. N Engl J Med. 2012;366:574–574. doi: 10.1056/NEJMc1115196. [DOI] [PubMed] [Google Scholar]
- 4.Yang F, He Y, Zhai Z, Sun E. Programmed cell death pathways in the pathogenesis of systemic lupus erythematosus. J Immunol Res. 2019;2019:1–13. doi: 10.1155/2019/3638562. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5.Herrada AA, Escobedo N, Iruretagoyena M, Valenzuela RA, Burgos PI, Cuitino L, et al. Innate immune cells’ contribution to systemic lupus erythematosus. Front Immunol. 2019;10:772. doi: 10.3389/fimmu.2019.00772. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 6.Wahren-Herlenius M, Dörner T. Immunopathogenic mechanisms of systemic autoimmune disease. Lancet (Lond, Engl) 2013;382:819–31. doi: 10.1016/S0140-6736(13)60954-X. [DOI] [PubMed] [Google Scholar]
- 7.Ma C, Xia Y, Yang Q, Zhao Y. The contribution of macrophages to systemic lupus erythematosus. Clin Immunol. 2019;207:1–9. doi: 10.1016/j.clim.2019.06.009. [DOI] [PubMed] [Google Scholar]
- 8.Hirose S, Lin Q, Ohtsuji M, Nishimura H, Verbeek JS. Monocyte subsets involved in the development of systemic lupus erythematosus and rheumatoid arthritis. Int Immunol. 2019;31:687–96. doi: 10.1093/intimm/dxz036. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9.Hill GS, Delahousse M, Nochy D, Rémy P, Mignon F, Méry JP, et al. Predictive power of the second renal biopsy in lupus nephritis: significance of macrophages. Kidney Int. 2001;59:304–16. doi: 10.1046/j.1523-1755.2001.00492.x. [DOI] [PubMed] [Google Scholar]
- 10.Schiffer L, Bethunaickan R, Ramanujam M, Huang W, Schiffer M, Tao H, et al. Activated renal macrophages are markers of disease onset and disease remission in lupus nephritis. J Immunol. 2008;180:1938–47. doi: 10.4049/jimmunol.180.3.1938. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 11.Shi J, Gao W, Shao F. Pyroptosis: gasdermin-mediated programmed necrotic cell death. Trends biochemical Sci. 2017;42:245–54. doi: 10.1016/j.tibs.2016.10.004. [DOI] [PubMed] [Google Scholar]
- 12.Zychlinsky A, Prevost MC, Sansonetti PJ. Shigella flexneri induces apoptosis in infected macrophages. Nature. 1992;358:167–9. doi: 10.1038/358167a0. [DOI] [PubMed] [Google Scholar]
- 13.Shi J, Zhao Y, Wang K, Shi X, Wang Y, Huang H, et al. Cleavage of GSDMD by inflammatory caspases determines pyroptotic cell death. Nature. 2015;526:660–5. doi: 10.1038/nature15514. [DOI] [PubMed] [Google Scholar]
- 14.Shi J, Zhao Y, Wang Y, Gao W, Ding J, Li P, et al. Inflammatory caspases are innate immune receptors for intracellular LPS. Nature. 2014;514:187–92. doi: 10.1038/nature13683. [DOI] [PubMed] [Google Scholar]
- 15.Knodler LA, Crowley SM, Sham HP, Yang H, Wrande M, Ma C, et al. Noncanonical inflammasome activation of caspase-4/caspase-11 mediates epithelial defenses against enteric bacterial pathogens. Cell Host Microbe. 2014;16:249–56. doi: 10.1016/j.chom.2014.07.002. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 16.Sellin ME, Müller AA, Felmy B, Dolowschiak T, Diard M, Tardivel A, et al. Epithelium-intrinsic NAIP/NLRC4 inflammasome drives infected enterocyte expulsion to restrict Salmonella replication in the intestinal mucosa. Cell Host Microbe. 2014;16:237–48. doi: 10.1016/j.chom.2014.07.001. [DOI] [PubMed] [Google Scholar]
- 17.Lamkanfi M, Dixit VM. Mechanisms and functions of inflammasomes. Cell. 2014;157:1013–22. doi: 10.1016/j.cell.2014.04.007. [DOI] [PubMed] [Google Scholar]
- 18.Aglietti RA, Dueber EC. Recent insights into the molecular mechanisms underlying pyroptosis and gasdermin family functions. Trends Immunol. 2017;38:261–71. doi: 10.1016/j.it.2017.01.003. [DOI] [PubMed] [Google Scholar]
- 19.Wu XY, Li KT, Yang HX, Yang B, Lu X, Zhao LD, et al. Complement C1q synergizes with PTX3 in promoting NLRP3 inflammasome over-activation and pyroptosis in rheumatoid arthritis. J Autoimmun. 2020;106:102336. doi: 10.1016/j.jaut.2019.102336. [DOI] [PubMed] [Google Scholar]
- 20.Zheng Z, Li G. Mechanisms and therapeutic regulation of pyroptosis in inflammatory diseases and cancer. Int J Mol Sci. 2020;21:1456. doi: 10.3390/ijms21041456. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 21.Zeng C, Wang R, Tan H. Role of pyroptosis in cardiovascular diseases and its therapeutic implications. Int J Biol Sci. 2019;15:1345–57. doi: 10.7150/ijbs.33568. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 22.Magna M, Pisetsky DS. The role of cell death in the pathogenesis of SLE: is pyroptosis the missing link? Scand J Immunol. 2015;82:218–24. doi: 10.1111/sji.12335. [DOI] [PubMed] [Google Scholar]
- 23.Yang CA, Huang ST, Chiang BL. Sex-dependent differential activation of NLRP3 and AIM2 inflammasomes in SLE macrophages. Rheumatology. 2015;54:324–31. doi: 10.1093/rheumatology/keu318. [DOI] [PubMed] [Google Scholar]
- 24.Zhang H, Fu R, Guo C, Huang Y, Wang H, Wang S, et al. Anti-dsDNA antibodies bind to TLR4 and activate NLRP3 inflammasome in lupus monocytes/macrophages. J Transl Med. 2016;14:156–156. doi: 10.1186/s12967-016-0911-z. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 25.Zhang W, Cai Y, Xu W, Yin Z, Gao X, Xiong S. AIM2 facilitates the apoptotic DNA-induced systemic lupus erythematosus via arbitrating macrophage functional maturation. J Clin Immunol. 2013;33:925–37. doi: 10.1007/s10875-013-9881-6. [DOI] [PubMed] [Google Scholar]
- 26.Cao H, Liang J, Liu J, He Y, Ke Y, Sun Y, et al. Novel effects of combination therapy through inhibition of caspase-1/gasdermin d induced-pyroptosis in lupus nephritis. Front Immunol. 2021;12:720877. doi: 10.3389/fimmu.2021.720877. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 27.Chick J, Gough K, Falkowski W, Kershaw P, Hore B, Mehta B, et al. Disulfiram treatment of alcoholism. Br J Psychiatry: J Ment Sci. 1992;161:84–89. doi: 10.1192/bjp.161.1.84. [DOI] [PubMed] [Google Scholar]
- 28.Wright C, Moore RD. Disulfiram treatment of alcoholism. Am J Med. 1990;88:647–55. doi: 10.1016/0002-9343(90)90534-K. [DOI] [PubMed] [Google Scholar]
- 29.Zhang J, Dai Y, Yang Y, Xu J. Calcitriol alleviates hyperosmotic stress-induced corneal epithelial cell damage via inhibiting the NLRP3-ASC-caspase-1-GSDMD pyroptosis pathway in dry eye disease. J Inflamm Res. 2021;14:2955–62. doi: 10.2147/JIR.S310116. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 30.Hu JJ, Liu X, Xia S, Zhang Z, Zhang Y, Zhao J, et al. FDA-approved disulfiram inhibits pyroptosis by blocking gasdermin D pore formation. Nat Immunol. 2020;21:736–45. doi: 10.1038/s41590-020-0669-6. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 31.Tian J, Wang B, Xie B, Liu X, Zhou D, Hou X, et al. Pyroptosis inhibition alleviates potassium oxonate- and monosodium urate-induced gouty arthritis in mice. Mod Rheumatol. 2021;32:221–30. doi: 10.1080/14397595.2021.1899569. [DOI] [PubMed] [Google Scholar]
- 32.Zhang Y, Zhang R, Han X. Disulfiram inhibits inflammation and fibrosis in a rat unilateral ureteral obstruction model by inhibiting gasdermin D cleavage and pyroptosis. Inflamm Res. 2021;70:543–52. doi: 10.1007/s00011-021-01457-y. [DOI] [PubMed] [Google Scholar]
- 33.Li S, Wu Y, Yang D, Wu C, Ma C, Liu X, et al. Gasdermin D in peripheral myeloid cells drives neuroinflammation in experimental autoimmune encephalomyelitis. J Exp Med. 2019;216:2562–81. doi: 10.1084/jem.20190377. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 34.Yang CA, Chiang BL. Inflammasomes and human autoimmunity: a comprehensive review. J Autoimmun. 2015;61:1–8. doi: 10.1016/j.jaut.2015.05.001. [DOI] [PubMed] [Google Scholar]
- 35.Liu J, Berthier CC, Kahlenberg JM. Enhanced inflammasome activity in systemic lupus erythematosus is mediated via type i interferon-induced up-regulation of interferon regulatory factor 1. Arthritis Rheumatol. 2017;69:1840–9. doi: 10.1002/art.40166. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 36.Huang T, Yin H, Ning W, Wang X, Chen C, Lin W, et al. Expression of inflammasomes NLRP1, NLRP3 and AIM2 in different pathologic classification of lupus nephritis. Clin Exp Rheumatol. 2019;38:680–90. [PubMed] [Google Scholar]
- 37.Evavold CL, Ruan J, Tan Y, Xia S, Wu H, Kagan JC. The Pore-forming protein Gasdermin D regulates Interleukin-1 secretion from living macrophages. Immunity. 2018;48:35–44. doi: 10.1016/j.immuni.2017.11.013. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 38.Tsai F, Perlman H, Cuda CM. The contribution of the programmed cell death machinery in innate immune cells to lupus nephritis. Clin Immunol. 2017;185:74–85. doi: 10.1016/j.clim.2016.10.007. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 39.Mistry P, Kaplan MJ. Cell death in the pathogenesis of systemic lupus erythematosus and lupus nephritis. Clin Immunol. 2017;185:59–73. doi: 10.1016/j.clim.2016.08.010. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 40.Wu H, Fu S, Zhao M, Lu L, Lu Q. Dysregulation of cell death and its epigenetic mechanisms in systemic lupus erythematosus. Molecules. 2016;22:30.. doi: 10.3390/molecules22010030. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 41.Villanueva E, Yalavarthi S, Berthier CC, Hodgin JB, Khandpur R, Lin AM, et al. Netting neutrophils induce endothelial damage, infiltrate tissues, and expose immunostimulatory molecules in systemic lupus erythematosus. J Immunol. 2011;187:538–52. doi: 10.4049/jimmunol.1100450. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 42.Yang H, Biermann MH, Brauner JM, Liu Y, Zhao Y, Herrmann M. New insights into neutrophil extracellular traps: mechanisms of formation and role in inflammation. Front Immunol. 2016;7:302. doi: 10.3389/fimmu.2016.00302. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 43.Liao P, He Y, Yang F, Luo G, Zhuang J, Zhai Z, et al. Polydatin effectively attenuates disease activity in lupus-prone mouse models by blocking ROS-mediated NET formation. Arthritis Res Therapy. 2018;20:254.. doi: 10.1186/s13075-018-1749-y. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 44.Knight JS, Subramanian V, O’Dell AA, Yalavarthi S, Zhao W, Smith CK, et al. Peptidylarginine deiminase inhibition disrupts NET formation and protects against kidney, skin and vascular disease in lupus-prone MRL/lpr mice. Ann Rheum Dis. 2015;74:2199–206. doi: 10.1136/annrheumdis-2014-205365. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 45.Dhuriya YK, Sharma D. Necroptosis: a regulated inflammatory mode of cell death. J Neuroinflammation. 2018;15:199. doi: 10.1186/s12974-018-1235-0. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 46.Guo C, Fu R, Zhou M, Wang S, Huang Y, Hu H, et al. Pathogenesis of lupus nephritis: RIP3 dependent necroptosis and NLRP3 inflammasome activation. J Autoimmun. 2019;103:102286. doi: 10.1016/j.jaut.2019.05.014. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 47.Fan H, Liu F, Dong G, Ren D, Xu Y, Dou J, et al. Activation-induced necroptosis contributes to B-cell lymphopenia in active systemic lupus erythematosus. Cell Death Dis. 2014;5:e1416. doi: 10.1038/cddis.2014.375. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 48.Chain BM, Kay PM, Feldmann M. The cellular pathway of antigen presentation: biochemical and functional analysis of antigen processing in dendritic cells and macrophages. Immunology. 1986;58:271–6. [PMC free article] [PubMed] [Google Scholar]
- 49.Murray PJ, Wynn TA. Protective and pathogenic functions of macrophage subsets. Nat Rev Immunol. 2011;11:723–37. doi: 10.1038/nri3073. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 50.Shi C, Pamer EG. Monocyte recruitment during infection and inflammation. Nat Rev Immunol. 2011;11:762–74. doi: 10.1038/nri3070. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 51.Nagata S. Apoptosis and clearance of apoptotic cells. Annu Rev Immunol. 2018;36:489–517. doi: 10.1146/annurev-immunol-042617-053010. [DOI] [PubMed] [Google Scholar]
- 52.Zhang H, Liu L, Li L. Lentivirus-mediated knockdown of FcγRI (CD64) attenuated lupus nephritis via inhibition of NF-κB regulating NLRP3 inflammasome activation in MRL/lpr mice. J Pharmacol Sci. 2018;137:342–9. doi: 10.1016/j.jphs.2018.05.012. [DOI] [PubMed] [Google Scholar]
- 53.Schroder K, Tschopp J. The inflammasomes. Cell. 2010;140:821–32. doi: 10.1016/j.cell.2010.01.040. [DOI] [PubMed] [Google Scholar]
- 54.Broz P, Dixit VM. Inflammasomes: mechanism of assembly, regulation and signalling. Nat Rev Immunol. 2016;16:407–20. doi: 10.1038/nri.2016.58. [DOI] [PubMed] [Google Scholar]
- 55.Hotchkiss RS, Chang KC, Grayson MH, Tinsley KW, Dunne BS, Davis CG, et al. Adoptive transfer of apoptotic splenocytes worsens survival, whereas adoptive transfer of necrotic splenocytes improves survival in sepsis. Proc Natl Acad Sci USA. 2003;100:6724–9. doi: 10.1073/pnas.1031788100. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 56.Sun EW, Shi YF. Apoptosis: the quiet death silences the immune system. Pharmacol Therapeutics. 2001;92:135–45. doi: 10.1016/S0163-7258(01)00164-4. [DOI] [PubMed] [Google Scholar]
- 57.Griffith TS, Ferguson TA. Cell death in the maintenance and abrogation of tolerance: the five ws of dying cells. Immunity. 2011;35:456–66. doi: 10.1016/j.immuni.2011.08.011. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 58.Sun E. Cell death recognition model for the immune system. Med Hypotheses. 2008;70:585–96. doi: 10.1016/j.mehy.2007.05.049. [DOI] [PubMed] [Google Scholar]
- 59.Wang X, Blanco LP, Carmona-Rivera C, Nakabo S, Pedersen HL, Yu ZX, et al. Effects of Gasdermin D in modulating murine lupus and its associated organ damage. Arthritis Rheumatol. 2020;72:2118–29. doi: 10.1002/art.41444. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 60.Wang C, Yang T, Xiao J, Xu C, Alippe Y, Sun K, et al. NLRP3 inflammasome activation triggers gasdermin D-independent inflammation. Sci Immunol. 2021;6:eabj3859. doi: 10.1126/sciimmunol.abj3859. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 61.Heilig R, Dilucca M, Boucher D, Chen KW, Hancz D, Demarco B, et al. Caspase-1 cleaves Bid to release mitochondrial SMAC and drive secondary necrosis in the absence of GSDMD. Life Sci Alliance. 2020;3:e202000735.. doi: 10.26508/lsa.202000735. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 62.Austin HR, Muenz LR, Joyce KM, Antonovych TT, Balow JE. Diffuse proliferative lupus nephritis: identification of specific pathologic features affecting renal outcome. Kidney Int. 1984;25:689–95. doi: 10.1038/ki.1984.75. [DOI] [PubMed] [Google Scholar]
- 63.Zhao J, Wang H, Dai C, Wang H, Zhang H, Huang Y, et al. P2X7 blockade attenuates murine lupus nephritis by inhibiting activation of the NLRP3/ASC/caspase 1 pathway. Arthritis Rheum. 2013;65:3176–85. doi: 10.1002/art.38174. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 64.Zhang L, Yang N, Wang S, Huang B, Li F, Tan H, et al. Adenosine 2A receptor is protective against renal injury in MRL/lpr mice. Lupus. 2011;20:667–77. doi: 10.1177/0961203310393262. [DOI] [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 datasets generated during and/or analyzed during the current study are available from the corresponding author on reasonable request.