Abstract
Regulatory T-cell (Treg)/T-helper 17 (Th17) cell balance plays an important role in the progression of rheumatoid arthritis (RA). Our study explored the protective effect of protectin DX (PDX), which restored Treg/Th17 cell balance in RA, and the role of the nucleotide-binding domain (NOD)–like receptor protein 3 (NLRP3) inflammasome pathway in this process. Using mass spectrometry, we discovered that level of PDX decreased in active-RA patients and increased in inactive-RA patients compared with HCs, and serum PDX was a potential biomarker in RA activity detection (area under the curve [AUC] = 0.86). In addition, a collagen-induced arthritis (CIA) mice model was constructed and PDX obviously delayed RA progression in the CIA model, upregulating Tregs and anti-inflammatory cytokines while downregulating Th17 cells and pro-inflammatory cytokines. Moreover, NLRP3 knockout and rescue experiments demonstrated that NLRP3 participated in PDX-mediated Treg/Th17 cell balance restoration, joint injury amelioration and inflammatory-response attenuation using Nlrp3−/− mice. Furthermore, microarray and verified experiments confirmed that PDX reduced NLRP3 expression via miRNA-20a (miR-20a). In summary, we confirmed for the first time that PDX could effectively ameliorate CIA progression by restoring Treg/Th17 cell balance, which was mediated by inhibition of the NLRP3 inflammasome pathway via miR-20a.
Subject terms: Autoimmunity, Immunopathogenesis, Chronic inflammation, Inflammasome
Introduction
Rheumatoid arthritis (RA) is a chronic autoimmune disease that progressively destroys the articular cartilage and bones of the joints1. Although its precise pathogenesis remains unclear, studies indicate that regulatory T-cell (Treg)/T-helper 17 (Th17) cell imbalance might play a role in the progression of RA2. Notoriously, Th17 cells mediate the pro-inflammatory response via interleukin-17A (IL-17A) and tumor necrosis factor alpha (TNF-α) secretion, which leads to tissue destruction as well as damage to articular cartilage and bone;3 meanwhile, Tregs mediate the anti-inflammatory response via IL-10 and TGF-β secretion, which maintains a state of autoimmune tolerance4,5. The Th17 cell pathway has been linked to multiple autoimmune diseases, and therapeutic inhibitors of the pathway show variably beneficial effects in RA. Moreover, a decrease in Tregs in RA development has been demonstrated, and the functional stability of Tregs in rheumatoid joints has also been iteratively confirmed6. Additionally, it is reported that Treg/Th17 cell balance might be regulated via the signal transducer and activator of transcription (STAT)/nucleotide-binding domain (NOD)–like receptor protein 3 (NLRP3) axis or by nuclear factor κ-light-chain-enhancer of activated B cells (NF-κB) signaling in a collagen-induced arthritis (CIA) model7,8. Considering all of the above, further investigation into the mechanism of Treg/Th17 cell balance regulation seemed valuable to discovering the potential pathogenesis and therapeutic target of RA.
Protectin DX (PDX) is a protectin D1 isomer belonging to the specialized pro-resolving mediator (SPM) family and is derived from ω−3 long-chain polyunsaturated fatty acids (ω−3 LC-PUFAs)9. Our previous study indicated that two other SPMs, maresin 1 (MaR1) and resolvin D1 (RvD1), moderated the inflammatory response in RA10,11. As for protectin D1, Sano found that it was increased in synovial fluid in RA12. It is also reported that protectin D1 inhibits secretion of TNF-α, as a pro-inflammatory cytokine that enhances the progression of RA13. Although Bazan and Serhan detected a decrease in PDX in pneumonia and obesity, which accompanied chronic inflammatory responses such as IL-10 downregulation and IL-1β upregulation, PDX’s ability to resolve inflammation in RA remains unknown14,15. Meanwhile, our previous study indicated that MaR1 acted to restore Treg/Th17 cell imbalance11. PDX in particular is a classic regulator that inhibits circulating B cells, but its influence on Th17 cell differentiation is unclear16. All of the above facts indicated a profound need to explore the protective role of PDX in RA, as well as the exact mechanism thereof.
In a recent study, Yu et al. confirmed that NLRP3 activation promotes differentiation of Th17 cells in mice with lupus17. Meanwhile, Park et al. demonstrated that NLRP3 negatively regulates Treg differentiation through karyopherin subunit alpha 2 (KPNA2)–mediated nuclear translocation18. These facts suggested that NLRP3 might participate in the regulation of Treg/Th17 cell balance. NLRP3 inflammasome is a multi-protein complex composed of NLRP3, apoptosis-associated speck-like protein containing a caspase activation and recruitment domain (ASC) and Caspase-1 (CASP-1), regulated by the toll-like receptor (TLR4) or CASP-11 signaling pathway to direct the differentiation of immune cells19. Studies have demonstrated that the modulation of NLRP3 inflammasome in macrophages is a mechanism in SPM-regulated inflammation resolution20. RvD2 in particular can inhibit CASP-1 activity in lipopolysaccharide (LPS)/palmitate–elicited peritoneal macrophages20. Therefore, we naturally wondered whether PDX directed T-cell differentiation by inhibiting NLRP3 in a similar way, which needed further experimental exploration.
Micro–ribonucleic acids (miRNAs) are noncoding RNAs that regulate the translation of proteins by silencing messenger RNA (mRNA)21. Our previous studies confirmed that MaR1 upregulates miR-21 to modulate Treg/Th17 cell balance in RA patients11. RvD1 is also confirmed to upregulate miRNA (miR)–146a-5p to suppress the expression of inflammatory mediators in RA10. Additionally, Croasdell et al. found that RvD2 induced miR-146a to reduce TLR4 expression in human monocytes22. Serhan proposed that SPMs might also regulate microRNA in novel resolution circuits in inflammation23. Moreover, Neudecker’s and Zhang’s teams simultaneously found that miR-233 repressed NLRP3 inflammasome to regulate the innate immune responses24,25. Additionally, Li XF et al. reported that miR-20a negatively regulated expression of NLRP3-inflammasome by targeting thioredoxin-interacting protein (TXNIP) in adjuvant-induced arthritis (AA) fibroblast-like synoviocytes (FLS)26. Meanwhile, miR-23a, miR-21, and miR-200a were also confirmed to target the TXNIP/NLRP3 axis to regulate chronic inflammatory responses27–29. Therefore, we used a miRNA microarray to screen different expression levels of miRNAs in bone marrow-derived macrophages (BMDMs) after PDX treatment and to explore these miRNAs’ role in the regulation of PDX in the NLRP3 signaling pathway during RA pathogenesis.
In this study, we also analyzed the expression of PDX in serum from active- or inactive-RA patients and investigated the effect of PDX in RA and the exact mechanism thereof.
Results
PDX levels decreased in active-RA patients and increased in inactive-RA patients
We detected levels of PDX in serum using UPLC-MS/MS. They were higher in inactive-RA patients and lower in active-RA patients than in HCs (Fig. 1A, Supp. Fig. S1). Consistent with these findings, we observed an inverse correlation between serum PDX level and DAS28 (r = −0.59, P < 0.0001; Fig. 1B). Moreover, we analyzed the diagnostic value of serum PDX for active RA using ROC curve analysis. Sensitivity, specificity and area under the curve (AUC) were respectively 0.9118, 0.7941, and 0.8633 (95% confidence interval [CI], 0.7750–0.9517) at a cutoff value of 91.176 pg/mL (Fig. 1C).
PDX attenuated joint injury and inflammatory response in the CIA model
We constructed CIA model to confirm the effect of PDX on RA progression. Results showed that PDX obviously reduced clinical scores and paw swelling (Fig. 2A, B), as well as histological score (Fig. 2C), in CIA mice dose-dependently. Furthermore, it inhibited pro-inflammatory cytokines IL-1β, IL-18, IL-6, TNF-α and IL-17A while facilitating anti-inflammatory cytokines IL-10 and TGF-β, also dose-dependently (Fig. 2D). Based on the above findings, we proved for the first time that PDX could ameliorate joint damage and suppress inflammation in RA. Moreover, mRNA and protein levels of NLRP3 were reduced in lymph nodes of PDX-treated CIA mice (Fig. 2E). Therefore, we performed a PDX intervention experiment in LPS-activated BMDMs. As expected, PDX reduced mRNA and protein levels of NLRP3 in vitro, as well as levels of NLRP3 inflammasome–related proteins IL-1β and CASP-1 (Fig. 2F). These findings suggested that PDX effectively inhibited inflammatory responses and restrained the NLRP3 signaling pathway.
PDX restored Treg/Th17 cell balance in the CIA model
No study has ever shown the efficacy of PDX intervention on the balance of Tregs and Th17 cells. Ours was the first to discover that PDX increased the proportion of Tregs to Th17 cells and the mRNA level of the Treg-characteristic transcription factor, forkhead box P3 (FOXP3), also dose-dependently (Fig. 3A, C). By contrast, PDX decreased the proportion of Th17 cells to Tregs and the mRNA level of the Th17 cell–characteristic transcription factor, retinoic acid receptor (RAR)–related orphan receptor gamma (RORγ), in a dose-dependent manner (Fig. 3B, D). Consequently, the PDX-treated group showed elevated Treg/Th17 cell and FOXP3/RORγ ratios compared with non-PDX-treated group (Fig. 3E, F). Having determined these points, we identified for the first time that PDX could restore Treg/Th17 cell balance, which was disordered during CIA construction.
PDX attenuated joint injury and inflammatory response via the NLRP3 signaling pathway
We used Nlrp3−/− mice to verify the mechanism by which PDX attenuated RA progression. First, we verified the successful knockout of Nlrp3 using RT-qPCR and WB (Fig. 4E, F). Next, we constructed CIA models. Clinical symptoms of Nlrp3−/− mice were obviously milder than those of Nlrp3+/+ mice (Fig. 4A, B). On the one hand, PDX intervention obviously postponed onset of RA and reduced histological scores in Nlrp3+/+ mice compared with Nlrp3−/− mice (Fig. 4C). On the other hand, after Nlrp3 knockout, levels of pro-inflammatory cytokines IL-1β, IL-18, IL-17A decreased, while those of anti-inflammatory cytokines IL-10 and TGF-β increased substantially in the serum of CIA mice (Fig. 4D). Simultaneously, PDX intervention suppressed inflammatory responses in Nlrp3+/+ mice, but much weaker efficacy was noted in Nlrp3−/− mice. These results suggested that PDX resolved inflammation mainly through the NLRP3 signaling pathway.
PDX restored Treg/Th17 cell balance via the NLRP3 signaling pathway
To further explore the key effect of the NLRP3 signaling pathway on PDX’s restoration of Treg/Th17 cell balance, we treated Nlrp3−/− CIA mice with PDX. Compared with the control group, PDX intervention led to a decrease in the proportion of Th17 cells and an increase in that of Tregs in lymph nodes from Nlrp3+/+ mice, while no significant change was detected in lymph nodes from Nlrp3−/− mice (Fig. 5A–D). Not surprisingly, Treg/Th17 cell ratios were elevated in PDX-treated Nlrp3+/+ mice but not in Nlrp3−/− mice (Fig. 5E). Simultaneously, PDX reduced mRNA levels of RORγ, increased mRNA levels of FOXP3, and elevated FOXP3/RORγ ratios in lymph nodes from Nlrp3+/+ mice, while these changes were not found in Nlrp3−/− mice (Fig. 5F). All of the above demonstrated that PDX could restore Treg/Th17 cell balance in CIA mice, a process mediated by NLRP3.
PDX restored Treg/Th17 cell balance in a rescue experiment involving Nlrp3−/− CIA mice
We conducted a NLRP3 rescue experiment to explore the effect of NLRP3 on PDX-induced differentiation of CD4+ T cells. Intervention with supernatant from PDX-treated BMDMs from Nlrp3−/− CIA mice showed no significant difference in the proportion of Th17 cells to Tregs, compared with supernatant from controls. Furthermore, rescue of NLRP3 increased the proportion of Th17 cells and decreased that of Tregs. PDX then restored Treg/Th17 cell balance, which was disordered after NLRP3 rescue (Fig. 6B, C). It also attenuated inflammatory aggravation caused by NLRP3 rescue, a finding revealed by a decrease in RORγ mRNA, IL-1β, and IL-18 expression and an increase in FOXP3 mRNA expression (Fig. 6A, D).
PDX restored Treg/Th17 cell balance by inhibiting NLRP3 inflammasome via miR-20a
To investigate the mechanism by which PDX reduced NLRP3 expression and ultimately restored Treg/Th17 cell balance in RA, we analyzed expression profiles of miRNAs using a microarray of BMDMs treated with PDX (Fig. 6E). Based on screening and verification of different miRNAs, we selected overexpressed miR-20a for further study (Supp. Fig. S2). Overexpression of miR-20a reduced NLRP3, CASP-1, and IL-1β, which was particularly obvious with PDX intervention (Fig. 6F). In conclusion, PDX inhibited NLRP3 expression via regulation of miR-20a in RA.
Discussion
RA is a chronic, systemic inflammatory autoimmune disease characterized by progressive articular damage and functional loss1. Inflammatory response plays an important role in the pathogenesis of RA and is suggested as key to therapy for the disease30. The function of SPMs in inflammation resolution in RA has attracted tremendous attention in recent years. Our previous studies have confirmed that MaR1 and RvD1 can effectively ameliorate RA progression10,11. Meanwhile, protectin D1 is a classic resolution activator in acute inflammation that regulates leukocyte infiltration31. However, the role of PDX, the isomer of protectin D1, in the progression of RA is still unclear. Herein, we are the first to report a decrease in PDX in patients with active RA and an increase in PDX in those with inactive RA compared with HCs, and that serum PDX levels correlated negatively with DAS28. Furthermore, we innovatively demonstrated that serum PDX was increased in inactive-RA cases and reduced in active-RA cases compared with HCs, which indicated that PDX might be an important bio-index for detecting RA activity. These facts suggested that disordered PDX levels could be an important factor in RA pathogenesis and that a decline of PDX in RA patients might play a vital role in converting the inactive phase into the active phase. Moreover, exogenously upregulating PDX in active-RA patients might be a promising avenue of treatment.
To verify the effect of PDX in the progression of RA and provide statistics for clinical research, we first explored the effect of PDX in RA pathogenesis. As expected, PDX intervention obviously delayed CIA progression; joint H&E staining showed mitigation of cartilage and bone damage. Meanwhile, serum cytokine expression as measured by ELISA showed remission of inflammatory response. These results suggested a protective effect of PDX in the pathogenesis of RA.
Although the disease’s precise pathogenesis remains unclear, T-cell differentiation is reported to participate in the process32. Furthermore, abundant research indicates that Treg/Th17 cell imbalance is one sign of RA pathogenesis7,8. However, although it is known as a regulator of M1/M2 macrophage differentiation in sepsis, PDX’s effect on the regulation of T-cell differentiation in RA has still not been studied33. Our previous study and that by Ruiz A et al. reported that RvD1, RvD2, and MaR1 participate in modulating T-cell response, suggesting a new avenue for SPM-based approaches to modulating chronic inflammation11,34. Therefore, in this study, we innovatively detected percentages of both Tregs and Th17 cells in PDX-treated lymph nodes of CIA mice using FCM. Results showed a higher proportion of Tregs and a lower proportion of Th17 cells, revealing that PDX could restore Treg/Th17 cell balance. Additionally, an inverse correlation between FOXP3/RORγ ratio and clinical score was validated in CIA mice, suggesting that PDX participated in RA pathogenesis by restoring Treg/Th17 cell balance. At the same time, NLRP3 and the CASP-1/IL-1β axis decreased in lymph nodes of the PDX intervention CIA group, as shown by RT-qPCR and WB. Therefore, we went on to explore the mechanism by which PDX restored Treg/Th17 cell balance and the function of the NLRP3 inflammasome pathway in this process.
NLRP3 inflammasome is a complex of NLRP3, ASC, and CASP-1 that activates CASP-1 to induce IL-1β, TNF-α, and other cytokines35. Recent studies confirm that NLRP3 inflammasome regulates Th17 cell differentiation in RA, but the influence of NLRP3 on Treg/Th17 cell balance is still seldom mentioned36. Considering the influence of SPMs on NLRP3, Aritz et al. found that RvD2 (an SPM) blocked NLRP3 inflammasome, leading to reduced release of IL-1β into exudates of macrophages. This suggests that SPMs can inhibit the priming and expedite the deactivation of NLRP3 inflammasome in acute inflammation37. In this study, we innovatively detected the effect of PDX on NLRP3 inflammasome activation in chronic inflammation. Results revealed that PDX reduced NLRP3 expression and inhibited activation of the CASP-1/IL-1β axis. To further verify these results, we used Nlrp3−/− mice to construct a CIA model, rescued the mice with NLRP3, and intervened with PDX. As expected, pro-inflammatory cytokines were decreased, anti-inflammatory cytokines were increased and Treg/Th17 cell ratio was increased in Nlrp3−/− mice compared with Nlrp3+/+ mice. Interestingly, PDX almost lost its inflammatory-suppression function in Nlrp3−/− mice. Furthermore, NLRP3 rescue in vitro showed obvious aggravation of inflammation and Treg/Th17 cell imbalance. PDX resolved inflammatory response and restored Treg/Th17 cell balance, which further verified its ability to attenuate CIA pathogenesis by inhibiting the NLRP3 inflammasome pathway. Based on these findings, in this article, we suggest that PDX regulates Treg/Th17 cell balance by inhibiting NLRP3 inflammasome in RA, which still needs further confirmation on humans.
In recent studies, miRNAs have emerged as key regulators in the process by which SPMs exercise biological functions37. Our previous study found that miR-21 is a key factor in the mechanism by which MaR1 restores Treg/Th17 cell balance in RA patients11. Additionally, Wu YH et al. recently found that miR-16 might be implicated in Treg/Th17 cell imbalance in RA patients38. Therefore, we performed miRNA microarray studies in macrophages treated with PDX. Based on screening and RT-qPCR verification, we selected miR-20a for further study. MiR-20a has been shown to downregulate the NLRP3 inflammasome in AA FLS26. Additionally, miR-20a has also been reported to downregulate the mitogen-activated protein kinase 1 (MAPK1) signaling pathway to alter cell proliferation and differentiation, including Th1 and Th17 cell reduction and Treg induction39. Xie Z et al. confirmed that miR-20a is downregulated in RA tissues and that it downregulates fibroblast-like synoviocyte proliferation and apoptosis40. Therefore, we performed miR-20a intervention in BMDMs from CIA mice. Results showed that NLRP3 expression tended to be inhibited in BMDMs transfected with miR-20a, particularly obvious with PDX intervention along, demonstrating that miR-20a participated in the mechanism by which PDX inhibited the NLRP3 inflammasome pathway to restore Treg/Th17 cell balance in RA. Additionally, overexpression of PDX alone showed a mildly stronger effect on NLRP3 down-regulation than miR-20a alone. In consideration that miR-20a is overexpressed with the treatment of PDX, we reckoned PDX can reduce the expression of NLRP3, may not only through miR-20a, but also in other pathways.
In summary, we innovatively confirmed that PDX could effectively ameliorate CIA progression by restoring Treg/Th17 cell balance, which was mediated by miR-20a’s inhibition of the NLRP3 inflammasome pathway via miR-20a.
Methods and materials
Patients and samples
We obtained blood samples from RA patients and HCs to examine PDX levels. Serum from active-RA (Disease Activity Score 28-joint assessment [DAS28] > 3.2) and inactive-RA (DAS28 < 3.2) groups was acquired on the first day of clinical admission prior to commencement of any treatment during current hospitalization (bDMARDs-naive). All samples were collected at the First Affiliated Hospital of Wenzhou Medical University (WMU; Wenzhou, China). We based RA diagnosis on 2010 American College of Rheumatology (ACR) criteria. Samples were extracted with patients’ informed consent and have passed the review of the First Affiliated Hospital of Wenzhou Medical University Ethics Committee. Elaborate clinical details are provided in Supp. Table S1.
UPLC-MS/MS-based PDX determination
Concentrations of PDX (10[S], 17[S]-dihydroxy-4Z,7Z,11E,13Z,15E,19Z- docosahexaenoic acid; Chemical Abstracts Service [CAS] No. 871826-47-0; Cayman Chemical Co., Ann Arbor, MI, USA) in human serum samples were assessed as described previously23,41. We extracted samples (2 mL each) using ice-cold methanol (4 mL). Prior to extraction, we added 500 pg d4-LTB4 (5[S], 12[R]-dihydroxy-6Z, 8E, 10E, 14Z-eicosatetraenoic-6, 7, 14, 15-d4 acid; CAS No. 124629-74-9; Cayman Chemical) as an internal standard to improve the accuracy and precision of the assay. Lipid mediators (LMs) were extracted by solid-phase extraction (SPE) using a C18 SPE cartridge. We analyzed methyl formate fractions for PDX levels via ultraperformance liquid chromatography-tandem mass spectrometry (UP LC-MS/MS) using a UPLC I-Class system (Waters Corp., Milford, MA, USA) equipped with an Agilent Eclipse Plus C18 column (2.1 mm × 100 mm × 1.7 µm; Agilent Technologies, Inc., Santa Clara, CA, USA) paired with a SCIEX 6500 Q-TRAP mass spectrometer (SCIEX, Framingham, MA, USA). Instrument control and data acquisition were performed using Analyst software version 1.6.2 (SCIEX). To monitor and quantify levels of the various LMs, we developed a selected-reaction monitoring (SRM) method with signature ion fragments for PDX. Identification was based on previously published criteria wherein a minimum of four diagnostic ions were employed. We performed quantification based on peak area ratio of PDX to internal standard d4-LTB4 in SRM transitions and the linear calibration curve of PDX. The procedure mentioned above refers to the method described by our previous study11.
Collagen-induced arthritis (CIA) mouse model construction and clinical evaluation
We purchased 8-week-old Dilute, Brown, and non-Agouti 1 (DBA/1) mice weighing 18–20 g from Shanghai Laboratory Animal Center (SLAC; Shanghai, China). Nlrp3−/− mice were purchased from Zhejiang University Laboratory Animal Center (ZJULAC; Zhejiang, China). All procedures in the animal experiments were endorsed by the Institutional Animal Care and Use Committee of WMU. All mice were raised in a specific-pathogen-free (SPF) room at the Laboratory Animal Center of WMU, housed in groups of five per cage and kept at room temperature (RT; 22–26 °C) and 60–65% humidity on a regular 12-h light/dark cycle (light, 8:30–20:30). The person raising the mice routinely monitored their health status and observed no adverse events.
We intradermally induced autoimmune arthritis by injecting a 100-μL emulsion of complete Freund’s adjuvant and type II bovine collagen (2 mg/mL; both from Chondrex, Redmond, WA, USA) into the mice’s backs on day 0. A 100-μL shot of type II bovine collagen (2 mg/mL) emulsified with incomplete Freund’s adjuvant (Chondrex) was given as a booster 3 weeks later. Mice were then treated with PDX (Cayman Chemical; 0, 40, or 160 ng per mouse, n = 10 per group) by tail vein injection every 3 days until day 48, and were sacrificed on day 49. Two individuals who were ignorant of the animals’ treatment observed the mice for 3 days for arthritis severity. Scoring was as follows: 0 = no evidence of erythema or swelling; 1 = erythema and mild swelling confined to the tarsals or ankle joint; 2 = erythema and mild swelling extending from the ankle to the tarsals; 3 = erythema and moderate swelling extending from the ankle to metatarsal joints; and 4 = erythema and severe swelling encompassing the ankle, paw, and digits, or ankylosis of the limb. We harvested joint tissues, lymph nodes, and serum for further research. We prepared lymph nodes for reverse-transcription quantitative real-time polymerase chain reaction (RT-qPCR), Western blot (WB), and flow cytometry (FCM). Serum was prepared for an enzyme-linked immunosorbent assay (ELISA). Limbs were fixed in 4% paraformaldehyde, decalcified in 50 nM ethylenediaminetetraacetic acid (EDTA) solution, and embedded in paraffin.
Histological analysis
We fixed the knee joints in 4% paraformaldehyde, decalcified them in 50 nM EDTA and embedded them in paraffin. Sections were then deparaffinized, rehydrated, and stained with H&E. We semiquantitatively scored them for inflammatory-cell infiltration, synovial hyperplasia, and bone destruction using H&E staining and then graded them on a scale of 0 (normal) to 3 (severe) for 4 paws in 12 totally.
Enzyme-linked immunosorbent assay (ELISA)
Levels of IL-1β, IL-18, TGF-β, IL-10, IL-17A, IL-6, and TNF-α in serum were detected by ELISA. We purchased antibodies of these cytokines from BioLegend CNS, Inc. (San Diego, CA, USA). Specimens were diluted to 50 μL (1:20) per manufacturer’s instructions and measured at an optical density (OD) of 450 nm.
Western blot (WB)
We prepared lysates and isolated proteins using sodium dodecyl sulfate polyacrylamide gel electrophoresis (SDS-PAGE) and transferred them onto polyvinylidene difluoride (PVDF) membranes. Blots were incubated with primary antibodies (anti-NLRP3 [AdipoGen Life Sciences, San Diego, CA, USA], anti–CASP-1 [R&D Systems, Inc., Minneapolis, MN, USA], anti–IL-1β [Santa Cruz Biotechnology, Dallas, TX, USA] or β-tubulin [bioWORLD, Dublin, OH, USA]) overnight at 4 °C. Incubation with secondary anti-goat–horseradish peroxidase (HRP) and anti-rabbit–HRP (Hangzhou MultiSciences [Lianke] Biotech Co., Ltd., Hangzhou, China) was performed at RT for 1 h. We used an ECL Plus Western Blot Detection Kit (Thermo Fisher Scientific, Waltham, MA, USA) for antibody detection.
Flow cytometry (FCM)
We harvested inguinal lymph nodes from sacrificed CIA mice, triturated them with a 300-mesh cell strainer, gently washed them twice in PBS, and then resuspended them in Roswell Park Memorial Institute (RPMI) 1640 medium. To assess Th17 cells and Tregs, we stimulated lymphocytes for 4 h with phorbol myristate acetate (25 ng/mL), ionomycin (1 µg/mL), and brefeldin A (10 µg/mL) and then stained them with APC–conjugated anti-CD4 and fluorescein isothiocyanate (FITC)–conjugated anti-CD25 for 30 min at 4 °C in the dark. After surface staining, we then respectively labeled Th17 cells and Tregs with phycoerythrin (PE)–conjugated anti-RORγ and PE-conjugated anti-FOXP3 for 30 min at 4 °C in the dark. FCM was performed on a Cytoflex system (BD Biosciences, Franklin Lakes, NJ, USA) and analyzed using FlowJo software (FlowJo LLC [BD Biosciences]). All reagents involved in this experiment were purchased from BD Biosciences.
RNA isolation, miRNA microarray, and RT-qPCR
Total RNA samples (both tissues and cells) were isolated from mice using TRIzol reagent (Ambion, Inc., Austin, Texas, US) per manufacturer’s protocol. We determined miRNA expression profiles of BMDMs treated with 10 nM PDX using miRNA microarray analysis. We reverse-transcribed the complementary deoxyribonucleic acid (cDNA) of mRNA (1 μg) and of the miRNA itself using a PrimeScript RT Reagent Kit (TaKaRa Bio, Shiga, Japan) and measured the expression of the target gene using a SYBR Fast Universal qPCR Kit (Kapa Biosystems, Inc. [Roche Life Science, Basel, Switzerland]) for RT-qPCR. Primer sequences used are listed in online Supp. Table S2. We normalized miRNAs to U6 controls and mRNAs to β-actin; conversion was performed using relative quantification (2–ΔΔCt).
Mouse naive T-cell and bone marrow-derived macrophage (BMDM) purification and cultivation, PDX intervention, and NLRP3 rescue experiment
We collected inguinal lymph nodes of DBA/1 mice and pooled them for cell extraction using a complete RPMI 1640 medium. T cells were positively isolated with anti-CD4–coated magnetic beads. The purity of naive CD4+ T-cells was >95%, as confirmed by FCM. The cells were then harvested and activated by plate-bound anti-CD3 (5 µg/mL) and anti-CD28 (2 µg/mL) (Biolend, California, USA).
We rinsed bone marrow cells obtained from bilateral hind femurs of DBA/1 mice in RPMI 1640 medium. Then, we cultured 1 × 106 BMDMs from Nlrp3+/+ mice and Nlrp3−/− mice in, respectively, RPMI 1640 medium supplemented with 10% of heat-inactivated fetal bovine serum (FBS) and 2 mM L-glutamine/20% conditioned L929 medium for 6 days. Adherent macrophages were harvested and stimulated with LPS (6 h) and nigericin (2 h) to activate NLRP3 inflammasome in vitro and then treated with PDX (10, 100, or 1000 nM) for 2 h. We obtained and used the supernatant for naive CD4+ T-cell intervention for 7 days. IL-1β (10 ng/mL), IL-6 (20 ng/mL), IL-23 (100 ng/mL) and TGF-β (1 ng/mL) were added for Th17 cells polarization, while TGF-β (2 ng/mL) and IL-2 (20 U/mL) (Miltenyi Biotec, Germany) were added for Treg cells polarization.
The GV309 lentivirus vector (Genechem, China) was used to upregulate NLRP3 expression in BMDMs from Nlrp3−/− mice. The assays of lentivirus infection were performed according to manufacturer’s instructions. Briefly, 50 µL GV309 lentivirus vector and 50 µL poly-brene (50 µg/mL; Sigma-Aldrich) were added in a 24-well plate containing 500 µL RPMI 1640 and 1 × 105 BMDMs. After 6 hours, the transfection medium was replaced by 500 µL RPMI 1640 containing 10% fetal bovine serum.
Statistical analysis
Data were analyzed using SPSS software version 22.0 (IBM Corp., Armonk, NY, USA) and GraphPad Prism version 8 (GraphPad Software, Inc., San Diego, CA, USA). We used the Shapiro–Wilk method to judge normally distributed data and the Levene method to test homogeneity of variance. Two sets of data that met normal distribution and homogeneity of variance were analyzed using Student’s t test. Multigroup comparisons of means were performed using a one-way analysis of variance (ANOVA) test, with post hoc contrasts performed using Tukey’s test. The rest of the data that did not meet homogeneity of variance or normal distribution was compared using Kruskal–Wallis and Mann–Whitney non-parametric tests. We evaluated the discriminatory ability of PDX in active RA using receiver operating characteristic (ROC) curve analysis, with active-RA cases as true-positive cases and inactive-RA cases as true-negative cases. P-values < 0.05 were considered significant.
Supplementary information
Acknowledgments
Author contributors
Shengwei Jin, Jianguang Wang, and Xinyu Yang conceived of the study and participated in its design and coordination. Siyuan Sun, Jinglan Ma, Hanzhi Ling, Ning Zhan, Wenjie Zheng, Yang Qin, and Heping Zhao collected samples, performed the ELISA assay, and induced the CIA model. Xu Zhang and Heping Zhao carried out histological analysis. Jinglan Ma, Hanzhi Ling, and Man Li conducted the UPLC-MS/MS experiment and data analysis. Ning Zhan and Man Li isolated and cultivated BMDMs. Xu Zhang, Yan Chen, and Yang Qin carried out RNA isolation and RT-qPCR and prepared the miRNA microarray. Hanzhi Ling, Zhen Xie, and Yan Chen conducted FCM and WB. Siyuan Sun, Xu Zhang, and Zhen Xie performed statistical analysis. Shengwei Jin, Siyuan Sun and Jianguang Wang drafted and revised the manuscript. All authors read and approved the final manuscript. All authors take responsibility for the integrity of the work.
Funding
This research was supported by grants from the National Natural Science Foundations of China (Grant Nos. 81971539 and 81672129), the Key Research and Development Program of Zhejiang Province (Grant Nos. 2019C03023 and 2019C03011), the Natural Science Foundation, and Public Technology Applied Research Foundation of Zhejiang Province (Grant No. LGF18H060009), the National College Students’ Innovation and Entrepreneurship Training Program (Grant No. 201810343019) of China and the Zhejiang College Students’ Innovation and Entrepreneurship Training Program (Grant No. 2020R413010).
Conflict of interest
The authors declare no competing interests.
Ethics approval
The study protocol was approved by the Clinical Research Ethics Committees of the First Affiliated Hospital of Wenzhou Medical University (No. 2016157).
Footnotes
Edited by H.-U. Simon
Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
These authors contributed equally: Shengwei Jin, Siyuan Sun, Hanzhi Ling
Contributor Information
Xinyu Yang, Email: cyrillyoung@163.com.
Jianguang Wang, Email: wz_wjg@163.com.
Supplementary information
The online version contains supplementary material available at 10.1038/s41419-021-03562-6.
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