Abstract
Islets are exceptionally susceptible to ischemia–reperfusion injury, an increased incidence of primary graft nonfunctionality, and β-cell death during a transplant procedure. Therefore, islets require protection during the early stages of the transplant procedure. Based on the beneficial vascular and anti-inflammatory activity of adiponectin, we hypothesize that adiponectin protects islet cells against ischemia–reperfusion injury and graft dysfunction after transplantation. To examine the effects of adiponectin on the resistance of islet ischemia–reperfusion injury, we used the islet hypoxia–reoxygenation injury model and performed kidney subcapsular syngeneic islet transplants to assess the islets' vitality and function. Furthermore, we utilized lipopolysaccharide (LPS)-induced or tumor necrosis factor α (TNFα)-induced damage to islet cells to model the inflammation of post-transplant ischemia–reperfusion injury and transplanted islets in adiponectin knockout mice to explore whether the protective action of adiponectin is involved in TNFα production and nuclear transcription factor-κB (NF-κB) activation. Adiponectin suppressed TNFα production and IκB-α phosphorylation; decreased hypoxia–reoxygenation and LPS-induced and TNFα-induced islet apoptosis; and improved islet function in vivo and in vitro. Our results demonstrate that adiponectin protects the islet from injury. We show that islet protection occurs in response to ischemia–reperfusion and is dependent on the suppression of islet production by TNFα through cyclooxygenase 2 and the inhibition of the TNFα-induced NF-κB activation pathways.
Introduction
Islet transplantation for the treatment of type 1 diabetes mellitus is limited in its clinical application mainly due to early loss of the transplanted islets, resulting in low transplantation efficiency (Matsuoka et al. 2010). The islets are exceptionally susceptible to ischemia–reperfusion injury (Sklavos et al. 2010). Hypoxia–reoxygenation is the leading cause of β-cell death during islet preparation, implantation, and revascularization, with the highest percentage of islet graft loss and dysfunction occurring just days after transplantation (Montaña et al. 1993, Davalli et al. 1996, Sklavos et al. 2010). The reduction and the repair of the ischemia–reperfusion injury at its early stage of transplantation has become the key link that could prolong graft function and survival and improve the success rate of clinical islet transplantation.
Adiponectin is the most abundant adipose-specific adipokine that acts as an anti-obesity and anti-inflammatory hormone (Yang et al. 2001, Elias-Miro et al. 2011). A number of reports suggest that the beneficial vascular and anti-inflammatory activity of adiponectin might contribute to its therapeutic potential during ischemia–reperfusion injury (Goldstein et al. 2009, Ohashi et al. 2012). Recently, several studies have demonstrated that exogenous adiponectin protects against myocardial (Kondo et al. 2010), cerebral (Chen et al. 2009), vascular (Goldstein et al. 2009), hepatic (Massip-Salcedo et al. 2008), and renal (Cheng et al. 2012) apoptosis/necrosis during ischemia and reperfusion in vivo and in vitro. The mechanism behind these effects may be related to AMP-activated protein kinase, tumor necrosis factor α (TNFα), cyclooxygenase 2 (COX2), and transcription nuclear factor-κB (NF-κB), as well as inhibition of the inducible isoform of NO synthase.
Ischemia–reperfusion injury is the key factor associated with islet graft dysfunction at early stages of the transplant procedure. Islet transplantation may benefit from the agents that protect ischemia–reperfusion injuries and inhibit the early inflammatory cascades for the preservation of islet function. Based on these important biological characteristics of adiponectin, we hypothesize that the inhibition of ischemia–reperfusion injury progression via adiponectin activity is a potential treatment in islet transplantation procedures to decrease the incidence of islet loss in functional grafts and islet viability after transplantation. To examine the effects of adiponectin on the resistance to islet ischemia–reperfusion injury in vivo and in vitro, we induced islet apoptosis and injury by hypoxia–reoxygenation in the presence or absence of adiponectin, which was incubated in vitro, to assess the vitality and insulin secretion capability of islets. Additionally, we performed kidney subcapsular, suboptimal (100 islets/recipient), and marginal mass (200 islets/recipient) syngeneic islet transplants in diabetic recipients, both in the presence or in the absence of adiponectin, to assess transplantation efficiency and islet function. To further investigate the pathway and molecular mechanisms underlying the effect of adiponectin on islet cells, we utilized the lipopolysaccharide (LPS)-induced or TNFα-induced islet damage model to mimic the inflammation of post-transplanted ischemia–reperfusion injury. Both in vitro and in transplanted islets in adiponectin knockout (APN-KO) mice, we tested for the presence or the absence of adiponectin to explore whether the protective action of adiponectin is involved in TNFα production and NF-κB activation. Our results demonstrate that adiponectin activity protects the islet from injury in response to ischemia–reperfusion through the suppression of the islet production of TNFα and inhibition of TNFα-induced NF-κB activation.
Materials and methods
Islet isolation and culture
Male C57BL/6 islets were isolated using established methods (Luo et al. 2010). Briefly, the pancreas was distended with 2.5 ml, 0.5 mg/ml collagenase XI (Sigma) solution and digested for 17 min at 37 °C in a water bath. The islets were purified by density gradient centrifugation. The islets were collected and washed with Hank's solution containing 1% BSA (Roche), then stained with dithizone (Sigma), and counted under a microscope. The islets were cultured in RPMI-1640 medium (Gibco, Invitrogen) supplemented with 10% FBS, 100 U/ml penicillin, and 100 U/ml streptomycin.
In vitro hypoxia–reoxygenation injury model
Islets were cultured under hypoxic conditions (1% O2, 5% CO2, and 94% N2) for 8 h in a six-well plate with or without 10 μg/ml adiponectin. Next, they were transferred to ordinary conditions and cultured for a further 16 h. The plates were analyzed immediately. Islets were incubated with the anti-adiponectin MAB ANOC 9104 or the nonimmune mouse IgG (30 mg/ml) with a biotinylated adiponectin treatment. The islets that were exposed to hypoxia were compared with the control islets that were cultured for the same duration under ordinary conditions.
In vitro inflammation model induced by LPS or TNFα
To mimic the inflammation of islets post-transplant, we utilized the LPS- or TNFα-induced islet damage test. We pretreated islet cultures for 18 h in the presence or absence of adiponectin (10 μg/ml) and subjected them to LPS (1 mg/ml) stimulation for 6 h or subjected them to recombinant mouse TNFα (10 U/ml; R&D Systems) stimulation for 48 h. In other experiments, we preincubated the islets with the COX2 inhibitor NS398 (2 mM), the Iκ-Bα phosphorylation inhibitor Bay 11-7085 (10 μM), or vehicle for 1 h before adiponectin treatment.
Determination of islet cell apoptosis and viability
The cell apoptosis rate was determined by flow cytometry (FCM) assay using an apoptosis detection kit (Keygen, Nanjing, China). Islet cells were dissociated into single cells by incubation with trypsin–EDTA for 7 min. The dissociated islet cells were incubated with propidium iodide (PI) and annexin V-FITC (annexin V) for 15 min at room temperature. Next, the samples were analyzed via FCM (Beckman Elite EXP). Dual-parameter FCM was used to determine the number of apoptotic cells (annexin V/PI double-positive cells). In addition, the activity of caspase-3 in islets was examined by western blot analysis. Islet viability was determined using fluorescein diacetate (FDA; Sigma) and PI (Sigma). FDA is metabolized by living cells and fluoresces green when excited, and PI penetrates into necrotic cells and labels nuclei, which fluoresce red when excited. The empirical ratio between the number of green cells and the PI positively stained nuclei of cells indicates the percentage viability.
Glucose-stimulated insulin secretion and insulin content measurement
Handpicked islets were subjected to a static glucose challenge in Krebs–Ringer bicarbonate buffer (KRBB; pH 7.35) containing 10 mmol/l HEPES and 0.5% BSA (Sigma). After conditioning, the islets were incubated in KRBB containing low (2.8 mmol/l) and high (20 mmol/l) glucose concentrations for 1 h. At the end of the glucose challenge, the insulin levels were measured by ELISA (Linco Research, St Charles, MI, USA). The stimulation index (SI) for each experimental condition was calculated as the ratio of insulin released in high vs low glucose concentrations.
Measurement of TNFα
We quantified the concentration of TNFα in the culture medium with the use of ELISA Kits (R&D Systems). The number of TNFα-producing cells was determined using phycoerythrin-labeled anti-TNFα (BD Pharmingen, San Diego, CA, USA) as described previously (Jung et al. 1993), with modifications. Briefly, islet cells were incubated in culture media containing 10 μg/ml brefeldin A (a Golgi inhibitor) for 4 h at 37 °C/5% CO2. Following two washes, cells were incubated with fluorescent-labeled anti-TNFα for 30 min at room temperature. After washing, cells were fixed in 0.3 ml, 2% formaldehyde and kept at 4 °C in the dark until acquisition. Analyses were performed using a flow cytometer (Becton Dickinson, Mountain View, CA, USA).
NF-κB (p65) DNA-binding activity assay
NF-κB (p65) DNA-binding activity in islets was examined using the TransAMTM ELISA Kit (Active Motif, Carlsbad, CA, USA) as described by Seki et al. (2010). In brief, 0.5 μg nuclear extract was subjected to the binding of NF-κB to an immobilized consensus sequence (5′-GGGACTTTCC-3′) in a 96-well plate to which the primary and secondary antibodies were added. After a colorimetric reaction, the samples were measured in a spectrophotometer at a wavelength of 450 nm. Recombinant NF-κB p65 (Active Motif) was used as a protein standard. The DNA-binding specificity was assessed using wild-type or mutated oligonucleotides.
Western blot analysis
Whole-cell lysates were resolved on 10% SDS–PAGE gels followed by electrophoretic transfer to nitrocellulose membranes. After transfer to membranes, we performed an immunoblot analysis with the indicated primary antibodies at a 1:1000 dilution. This was followed by incubation with the secondary antibody conjugated with HRP at a 1:5000 dilution. We used the ECL-PLUS Western Blotting Detection Kit (Amersham Pharmacia Biotech) for detection. Primary antibodies were an anti-TNFα rabbit polyclonal antibody, anti-COX2 rabbit polyclonal antibody, anti-prostaglandin E2 (PGE2) rabbit polyclonal antibody, anti-phospho IκB-α rabbit polyclonal antibody, anti-phospho JNK rabbit polyclonal antibody, anti-phospho Akt kinase rabbit polyclonal antibody, anti-caspase-3 MAB (all antibodies supplied by Abcam), and anti-GAPDH MAB (Biogenesis, Stinford Fload, UK).
Syngeneic islet transplantation
Eight- to 12-week-old C57BL/6 male mice were used as donors. APN-KO and wild-type C57BL/6 mice (7–8 weeks old) were used as recipients. APN-KO mice were generated as described previously (Maeda et al. 2002) and maintained in a C57BL/6J background. Syngeneic recipients were rendered diabetic by i.v. administration of 200 mg/kg streptozotocin (Sigma). The animals were declared diabetic after two consecutive blood glucose measurements >250 mg/dl. Using a dissecting microscope, islets were simultaneously picked, counted, and redistributed onto Petri dishes containing 100 or 200 islets of 150–250 μm in diameter each. Each recipient was transplanted with suboptimal (100 islets/recipient) or marginal mass (200 islets/recipient) syngeneic islets. These syngeneic islets were inserted under the kidney capsule as described in Sklavos et al. (2010). Transplant recipients were given a single adiponectin or vehicle injection (1 mg/kg body weight i.v.) on the day of transplant. Recipients of suboptimal mass syngeneic islets had their blood glucose monitored approximately every other day for 28 days. Recipients of marginal mass syngeneic islets were subjected to a fasting intraperitoneal glucose tolerance test (IPGTT) on postoperative day 7. After 18 h of fasting, the mice were injected with a 10 μl/g body weight dose of sterile-filtered 20% glucose solution in distilled H2O. Blood glucose readings were taken at 0, 30, 60, 90, and 120 min after glucose injection. Nephrectomies were performed on postoperative day 8 to confirm that the islet graft had been functional, which was confirmed by the return to blood glucose levels >250 mg/dl on 2 consecutive days.
Statistical analysis
All data are expressed as mean±s.e.m. The differences between mean values were determined by the Student's t-test for singular comparisons and by the one-way ANOVA for multiple comparisons. The area under the curve (AUC) was determined using the trapezoidal rule. Kaplan–Meier survival plots were analyzed by the log-rank test. All statistical analyses were performed with SPSS using P<0.05 to achieve significance.
Results
Adiponectin decreases apoptosis in islets and improves islet function in an in vitro hypoxia–reoxygenation injury model
After the islet cells were cultured with or without adiponectin in hypoxia–reoxygenation for 24 h, islet apoptosis was determined by a FCM assay, the activity of caspase-3 was examined by western blot analysis, the islet viability was determined by PI/FDA staining, and the islet function was determined by glucose-stimulated insulin secretion (GSIS). The results of two independent experiments showed that the apoptotic rate of islet cells (annexin V/PI double-positive cells) was lower when they were cultured with adiponectin than when they were cultured alone (12.7±1.4 vs 27.5±2.1%, P<0.01) (Fig. 1A and B). The activity of caspase-3 increased significantly in hypoxia–reoxygenation-induced apoptosis in islets (P<0.01; Fig. 2A and B). However, adiponectin could protect islets from apoptosis (P<0.01; Figs 1A and B, 2A and B). Double-fluorescence viability was performed to determine whether DNA content might be affected by the presence of dead non-degraded cells in lower proportion within the adiponectin-treated cells. The results indicate that the control showed higher dead cell content after hypoxia–reoxygenation and that the percentage of viability was higher in the adiponectin-treated group (Supplementary Figure 1a, see section on supplementary data given at the end of this article). The function of GSIS on islet cells decreased after exposure to hypoxia–reoxygenation. Instead, the average glucose SI of the islets treated with adiponectin was significantly higher than that of the islets alone (GSIS: 2.32±0.17 vs 1.47±0.11, P<0.01; Fig. 1C). Additionally, the effect of adiponectin on islet hypoxia–reoxygenation injury was inhibited by an anti-adiponectin antibody (Figs 1A, B and C, 2A and B).
Adiponectin improves islet function and survival in vivo
We investigated whether adiponectin could prevent the early loss of transplanted islets. Blood glucose monitoring showed that adiponectin significantly enhanced islet survival post-transplant in the suboptimal mass islet transplantation (Fig. 1B and E). The ability to reach euglycemia (<200 mg/dl) within 14 days in suboptimal mass islet transplantation was as follows: 12 of 20 mice (60%) for the adiponectin group and 5 of 20 mice (25%) for the control group (Fig. 1F). Next, we transplanted marginal mass islets into diabetic mice to compare their functional performance post-transplant using IPGTT. The results show that there was little difference in IPGTT profiles between the adiponectin group and the normal group at 7 days post-transplant (Fig. 1G). By contrast, control animals exhibited an increase in peak blood glucose values during IPGTT. When the AUC was calculated, the adiponectin-treated group's animals had a significantly lower AUC compared with control animals. These results suggest that adiponectin improves islet function or survival in vivo.
Reduced production of TNFα by adiponectin
Because TNFα plays a key role in mediating ischemia–reperfusion injury and acts as a marker cytokine during organ rejection (Shibata et al. 2005, Siasos et al. 2012), we assessed insular levels of TNFα in vitro and in vivo. Immunohistochemical studies revealed that production of TNFα in islet grafts at 7 days post-transplant in adiponectin-deficient mice was increased compared with the mice treated by adiponectin (Supplementary Figure 1b). We then confirmed these results using examination of the serum TNFα level. The results also show that the adiponectin can significantly reduce the level of TNFα (Supplementary Figure 1c). Western blot (Fig. 2A, B and C) and FCM analyses (Fig. 2E) show that hypoxia–reoxygenation leads to an increase in the levels of TNFα in islets. Treatment with 10 μg/ml adiponectin revealed a marked reduction in TNFα, but the suppressive effect of adiponectin was inhibited by an anti-adiponectin MAB. Moreover, our results showed that adiponectin has a dose-dependent response on TNFα generation (Supplementary Figure 2, see section on supplementary data given at the end of this article). We also measured mRNA levels of IL1β and IL6 in islets. Both cytokines were upregulated after hypoxia and reoxygenation but did not differ between adiponectin-treated and control groups.
Adiponectin inhibits TNFα production through COX2
To test the effects of adiponectin on TNFα production, islets were stimulated by LPS in vitro for 6 h in the presence or absence of adiponectin. The concentration of TNFα in the culture medium was determined by ELISA. LPS exposure increased the secretion of TNFα by 12.7-fold in islets, and treatment with adiponectin markedly inhibited LPS-induced production of TNFα in islets (Fig. 3A). PGE2 inhibits LPS-induced production of TNFα (Matsuda et al. 2005, Parazzoli et al. 2012). We found that adiponectin inhibited LPS-induced production of TNFα (Fig. 3A, B, D and G) and enhanced production of PGE2 in LPS-stimulated islets (Fig. 3E and G). We also found that adiponectin increased the expression of COX2, which is the rate-limiting step for PGE2 synthesis, in islets stimulated by LPS or hypoxia–reoxygenation (Fig. 2A and D). Therefore, we assessed whether the synthesis of PGE2 regulated by adiponectin is dependent on COX2 in islets. The adiponectin-stimulated production of PGE2 was inhibited by the selective COX2 inhibitor NS398 (Fig. 3E and G). Additionally, the COX2 inhibitor NS398 blocked the suppressive effect of adiponectin on the LPS-induced production of TNFα (Fig. 3A, B, D and G). Collectively, these data suggest that adiponectin suppresses the secretion of TNFα through a COX2–PGE2 pathway. However, these were unlike our previous data. Abrogation of the adiponectin activity by the inhibition of COX2 was not associated with an increase in the activity of caspase-3 and apoptosis in islets induced by LPS (Fig. 3C, G and H).
Adiponectin specifically inhibits the NF-κB pathway that is stimulated by TNFα
NF-κB plays an important role in the transcriptional regulation stimulated by TNFα (Malinin et al. 1997, Tak & Firestein 2001). We examined the effect of adiponectin on TNFα-induced NF-κB activation in islets to determine the levels of NF-κB (p65), DNA-binding activity, and the phosphorylation of IκB-α. Adiponectin treatment decreased the amount of the NF-κB (p65) DNA-binding complex induced by TNFα stimulation (Fig. 4A). Without adiponectin treatment, the TNFα-induced NF-κB (p65) DNA-binding activity peaked at 40 min after TNFα stimulation. Furthermore, we examined the phosphorylation of IκB-α in islets at 40 min after TNFα stimulation. Our results show that adiponectin treatment significantly suppressed TNFα-stimulated IκB-α phosphorylation (Fig. 4C and F). Next, we determined whether adiponectin affected the JNK and Akt kinase pathways stimulated by TNFα (Fig. 4B, E and F). In contrast to IκB-α, adiponectin treatment had no effect on TNFα-mediated phosphorylation of these kinases. In addition, the suppressive effect of adiponectin on TNFα-induced NF-κB activation was blocked by the anti-adiponectin MAB (Fig. 4A and C) and was associated with increased activity of caspase-3 (Fig. 4B and F) and apoptosis in cultured islets induced by TNFα (Fig. 4G). These results indicate that adiponectin specifically suppresses TNFα-induced NF-κB activation.
Discussion
Our data provide evidence that adiponectin confers resistance to islet ischemia–reperfusion injury. When islets were incubated with adiponectin, it maintained the vitality and insulin secretion capability of the islet cells and decreased the rate of apoptosis and injury induced by hypoxia–reoxygenation in vitro. The adiponectin treatment showed improvement in islet function after the post-transplant engraftment as measured by IPGTTs. Additionally, our study suggests that adiponectin increased 2.25-fold with the ability to reach euglycemia within 7 days in suboptimal islet transplantation. However, the pathway and molecular mechanisms underlying the effect of adiponectin on islet cells needs further research. Our study demonstrates that adiponectin protects the islet from injury in response to ischemia–reperfusion through at least two mechanisms: suppression of islet production of TNFα through COX2 and specifically inhibited TNFα-induced NF-κB activation.
Here, we show that adiponectin functions to suppress islet production of TNFα in vitro and in vivo. The increased production of proinflammatory cytokines is an important component of ischemia/reperfusion injury, and TNFα was identified as a marker cytokine during islet transplant rejection. Studies have shown that adiponectin inhibits TNFα production induced by ischemia–reperfusion, suggesting that adiponectin protects against inflammatory response to ischemia–reperfusion injury (Shibata et al. 2005, Siasos et al. 2012). We found that adiponectin deficiency resulted in markedly higher TNFα production in islets after hypoxia–reoxygenation. Otherwise, treatment with 100 μg/kg adiponectin decreased the levels of TNFα. However, the suppressive effect of adiponectin was blocked by an anti-adiponectin MAB. Syngeneic islet transplantation revealed marked production of TNFα in islet grafts at 7 days post-transplant in adiponectin-deficient mice; however, TNFα levels in wild-type mice were suppressed.
Additionally, we found that adiponectin suppresses the production of TNFα stimulated by LPS in cultured islets. Our results indicate that the inhibitory action of adiponectin on the insular production of TNFα is dependent on the COX2–PGE2–TNFα pathway. COX2 and the COX2 metabolite PGE2 are reported to have important protective roles in islet grafts due to ischemia–reperfusion injury (Matsuda et al. 2005, Parazzoli et al. 2012). We found that adiponectin increased expression of COX2 in cultured islets stimulated by LPS or by hypoxia–reoxygenation and the release of PGE2 from LPS-stimulated islets. However, the action of adiponectin on the increased expression of PGE2 and suppressive production of TNFα was inhibited after administration of a COX2 inhibitor to LPS-stimulated islets. These data suggest that adiponectin suppresses LPS- and hypoxia–reoxygenation-induced secretion of TNFα through a COX2–PGE2 pathway. If the protective actions of adiponectin on islet injury depends on the activity of the COX2–PGE2–TNFα pathway, COX2 inhibition by adiponectin should cause an increase in apoptosis. However, abrogation of the adiponectin actions by inhibition of COX2 was not associated with the increase in apoptosis as in our previous study on cultured islets induced by LPS or hypoxia–reoxygenation. Presumably, the adiponectin-protective activity may depend on additional pathways, which may include the inhibition of downstream pathways of TNFα.
NF-κB is known to play a central role in the regulation of inflammatory reactions by NF-κB. It induces the phosphorylation of the IκB kinase complex, leading to IκB phosphorylation and subsequent NF-κB activation (Malinin et al. 1997, Tak & Firestein 2001). Activated NF-κB has been observed in islet ischemic injury (Liuwantara et al. 2006, Negi et al. 2012, Porras et al. 2012). Additionally, TNFα induces NF-κB activation resulting in islet graft destruction (Chang et al. 2003). Whether adiponectin prevents islet ischemic injury or inhibits the TNFα–NF-κB pathway, our results show that adiponectin treatment significantly decreased the amount of NF-κB (p65) DNA-binding complexes and suppressed IκB-α phosphorylation induced by TNFα stimulation and hypoxia–reoxygenation. Additionally, the suppressive effect of adiponectin on NF-κB activation was inhibited by an anti-adiponectin MAB. TNFα induces the activation of NF-κB and induces the activation of the JNK or Akt pathways. We found that adiponectin had no effect on the phosphorylation of JNK or Akt kinase by TNFα stimulation. This suggests that adiponectin specifically suppressed the TNFα-induced activation of NF-κB in islets. But when the suppressive effect of adiponectin on IκB-α phosphorylation was abolished by the inhibition of IκB-α phosphorylation, we unexpectedly found that apoptosis was increased and associated with a decreased expression of COX2 in cultured islets induced by TNFα. (Supplementary Figure 3, see section on supplementary data given at the end of this article). We speculate that the NF-κB inhibitor could affect COX2 expression in islets treated with adiponectin.
In summary, adiponectin protects the islet from injury in response to ischemia–reperfusion. Adiponectin protection depends on the suppression of the islet production of TNFα through COX2 and the inhibition of TNFα-induced NF-κB activation pathways. Islets are exceptionally susceptible to ischemia–reperfusion injury, an increased incidence of primary graft nonfunctionality, and β-cell death during a transplant procedure. Therefore, islets require protection during the early stages of the transplant procedure. Here, it is shown that adiponectin can improve islet tolerance of the process of ischemia–reperfusion and elevate islet transplantation efficiency, suggesting that the short-term administration of this factor may have practical clinical utility. Most significantly, we present the first direct evidence that adiponectin protects against islet ischemia–reperfusion injury, at least in part by the suppression of TNFα production and inhibition of NF-κB activation via unknown mechanisms.
Supplementary data
This is linked to the online version of the paper at http://dx.doi.org/10.1530/JOE-12-0568.
Declaration of interest
The authors declare that there is no conflict of interest that could be perceived as prejudicing the impartiality of the research reported.
Funding
This research did not receive any specific grant from any funding agency in the public, commercial or not-for-profit sector.
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(X Du and S He contributed equally to this work)