Abstract
Increasing evidence support that cellular amino acid metabolism shapes the fate of immune cells; however, whether aspartate metabolism dictates macrophage function is still enigmatic. Here, we found that the metabolites in aspartate metabolism are depleted in lipopolysaccharide (LPS) plus interferon gamma (IFN-γ)-stimulated macrophages. Aspartate promotes interleukin-1β (IL-1β) secretion in M1 macrophages. Mechanistically, aspartate boosts the activation of hypoxia-inducible factor-1α (HIF-1α) and inflammasome and increases the levels of metabolites in aspartate metabolism, such as asparagine. Interestingly, asparagine also accelerates the activation of cellular signaling pathways and promotes the production of inflammatory cytokines from macrophages. Moreover, aspartate supplementation augments the macrophage-mediated inflammatory responses in mice and piglets. These results uncover a previously uncharacterized role for aspartate metabolism in directing M1 macrophage polarization.
Introduction
Immune cells are central determinants of the maintenance of physiological homeostasis by protecting the host from environmental stimuli (). Once immune cells sense pathogeny or other insults, they activate and proliferate rapidly to perform the corresponding immune functions (). Multiple contributors are associated with the fate of immune cells. Notably, by providing energy and substrates, metabolic pathways and metabolites are vital in modulating immune cell growth and survival and in instructing the effector function of immune cells (). For example, altered amino acid metabolism (e.g., arginine metabolism) is one of characteristics employed to define macrophage polarization (–).
Essential amino acids, which cannot be sufficiently synthesized by the body and must obtained from dietary sources, are crucial for the function of immune cells (). For instance, methionine is critical for T-cell activation (), and serine or tryptophan metabolism is associated with macrophage biology (, ). Non-essential amino acids can be synthesized endogenously, but they switch into being conditionally essential when the synthesis rates cannot meet the demand of the host (, ). Notably, the activation of immune cells triggers drastic changes in transcription and translation to produce effector molecules, which must reprogram their metabolism to support these huge metabolic demands (). In this case, non-essential amino acids (NEAAs) may become conditionally essential for the activation of immune cells. Previous reports have demonstrated that glutamate and cysteine regulate the proliferation and/or activation of T cells (, ), macrophages (), B cells (), and dendritic cells (DCs) (). Moreover, we have also illuminated the roles of glutamine metabolism in T helper 17(Th 17) cells, regulatory T cells (Tregs) (), and macrophages (). As an important NEAA for nucleotide synthesis (), aspartate (Asp) has critical roles in cancer and proliferative immune cells (e.g., T cells) (–); however, little is known about its physiological function in non-proliferating immune cells (chiefly macrophages). More importantly, no prior studies have investigated the metabolic cues and key regulatory function of Asp metabolism in directing macrophage polarization.
Here, we found an unexpected role of Asp metabolism in promoting interleukin-1β (IL-1β) production from inflammatory macrophages by rewiring cellular metabolism and boosting the activation of hypoxia-inducible factor-1α (HIF-1α) and inflammasome signaling. We propose that Asp metabolism is important to fine-tune macrophage-mediated inflammation.
Materials and Methods
Animals and Antibodies
All experiments were approved by the Administration Office of Laboratory Animals of South China Agricultural University. ICR female mice (6–8 weeks old) were housed with free food and water in a room with standard day/night cycle conditions. Piglets were purchased from Hunan New Wellful Co., Ltd. (Changsha, China). Antibodies against IL-1β (12426s), mammalian target of rapamycin (mTOR; 2972s), p-mTOR (5536s), and HIF-1α (14179s) were purchased from Cell Signaling Technology (Danvers, MA, USA). Antibodies against IκB kinase (IKK; Sc-7607), p-IKK (sc-293135), p-IκB (Sc-8404), and apoptosis-associated speck like protein containing a caspase recruitment domin (ASC; Sc-514414) were purchased from Santa Cruz Biotechnology, Inc. (Dallas, TX, USA). Antibodies against IκB (51066-1-AP), p65 (10745-1-AP), and β-actin (60008-1-Ig) were purchased from Proteintech (Rosemont, IL, USA). The antibody against p-p65 (bs-0982R) was purchased from Bioss (Beijing, China). Antibodies against Nod-like receptor protein 3 (NLRP3; ab214185) and caspase-1 (ab179515) were purchased from Abcam (Cambridge, UK).
Peritoneal Macrophage Isolation and Culture
Peritoneal macrophages were isolated as in our previous study (). Mice were injected intraperitoneally with 2 ml of 4% sterile thioglycolate, and peritoneal macrophages were collected via peritoneal lavage with 5 ml cold phosphate-buffered saline (PBS). Peritoneal lavage was spun down for 5 min at 1,200 rpm and resuspended in Dulbecco’s modified Eagle’s medium (DMEM) containing 10% fetal bovine serum (FBS) and 1% penicillin–streptomycin. Non-adherent cells were removed 3 h later through washing twice with sterile PBS, whereas adherent cells were cultured in complete DMEM.
Treatments in Macrophages
Peritoneal macrophages were stimulated with 1 μg/ml lipopolysaccharide (LPS) (L2630; Sigma, St. Louis, MO, USA) plus 20 ng/ml interferon-γ (IFN-γ) (315-05; PeproTech, Cranbury, NJ, USA) for 15 h to induce M1 polarization. In some experiments, Asp, asparagine, cytosine, or deoxycytidine was added to DMEM in the indicated dosages (0.1, 1, or 10 mM for Asp or asparagine and 100 μM for cytosine or deoxycytidine). PX-478, MCC-950, VX-765, and IKK16 were purchased from Selleck Chemicals (Houston, TX, USA). Dactinomycin and cycloheximide were purchased from MedChemExpress (Monmouth Junction, NJ, USA). The cells were treated with PX-478 (10 μM), MCC-950 (10 μM), VX-765 (20 μM), dactinomycin (2 μg/ml), or cycloheximide (10 μM) for 15 h when treated with LPS and IFN-γ in order to inhibit HIF-1α, NLRP3, and caspase-1 transcription or translation, respectively. The cells were treated with the IKK inhibitor IKK-16 (10 μM) for 20 min before treated with LPS and IFN-γ.
Citrobacter rodentium Infection of Mice
Six weeks old C57 female mice were infected by oral gavage with 200 μl of PBS containing approximately 1 × 108 colony forming units (CFUs) of Citrobacter rodentium (DBS100). The colons of all mice were collected for further analysis at 10 days post-infection. The colons were homogenized in PBS and then serial diluted and inoculated on selective MacConkey agar. Bacteria were enumerated after growth overnight at 37°C.
Aspartate Supplementation in Piglets
A total of 44 six-week-old piglets were assigned into four groups: Con group (basal diet), 0.005% Asp group (basal diet with 0.005% Asp supplementation), 0.05% Asp group (basal diet with 0.05% Asp supplementation), and 0.5% Asp group (basal diet with 0.5% Asp supplementation). The piglets were kept individually in an environment-controlled facility with hard plastic slatted flooring and with free access to food and drinking water. Five piglets per group were sacrificed on day 70 and six piglets per group sacrificed on day 142. The tissues from the jejunum, ileum, and colon of piglets were collected immediately and stored at −80°C.
Bactericidal Activity Assay
For the bactericidal activity assays, 1 × 106 cells/well macrophages were incubated with 1 × 107 ETEC (Escherichia coli strain SEC470) for 3 h on a six-well chamber slide. After infection, the macrophages were washed with cold PBS to stop additional bacterial uptake, and the extracellular bacteria were completely killed with 300 μg/ml gentamicin for 30 min. After the clearance of gentamicin with PBS, 500 μl 1% Triton X-100 was used for cell lysis, and 100 μl diluted lysate was inoculated on Luria–Bertani (LB) agar plates and incubated at 37°C in a CO2 incubator overnight to count and calculate the number of CFUs.
RNA Extraction and Quantitative Real-Time PCR
RNA was isolated from peritoneal macrophages using the EZ-press RNA Purification Kit (B0004D) purchased from EZBioscience® (Roseville, MN, USA). RNA was quantified and 500 ng of RNA was reverse transcribed using the Color Reverse Transcription Kit (A0010CGQ; EZBioscience®). Real-time PCR was performed using 2× Color SYBR Green qPCR Master Mix (A0012-R2, EZBioscience®) on the QuantStudio 6 Real-Time PCR System (Thermo Fisher Scientific, Waltham, MA, USA). Fold change was assessed using the 2−ΔΔCt method with β-actin. The primers used in this study are shown in Supplementary Table S1.
Western Blot
Western blot was performed according to our previous studies (, ). The cells were lysed in ice-cold RIPA for 10 min. The bicinchoninic acid (BCA) protein assay kit (Beyotime Biotechnology, Shanghai, China) was used to quantify the protein concentration. Then, equal amounts of protein were subjected to 10% sodium dodecyl sulfate polyacrylamide gel electrophoresis (SDS-PAGE). The proteins were transferred onto polyvinylidene difluoride (PVDF) membranes (Bio-Rad, Hercules, CA, USA), and blocked with 5% bovine serum albumin (BSA) Tris/Tween-buffered saline buffer (TBST) for 1 h. Then, the proteins were incubated with primary and secondary antibodies and visualized using a chemiluminescent reagent. The signal intensity was digitally quantified and normalized to actin protein abundance.
Cytokine Measurement
IL-1β and tumor necrosis factor alpha (TNF-α) on supernatants obtained from cell cultures were quantified by ELISA (#KE10003 and #KE10002; Proteintech) based on protocol from the manufacturer.
Metabolite Profiling Analysis
The intracellular and supernatant levels of the metabolites of macrophages were quantified through liquid chromatography–mass spectrometry (LC-MS), as in our previous study (). Approximately 1 × 107 cells/well macrophages were plated in six-well plates, treated as indicated, and collected for analysis. Briefly, the cells were washed with cold PBS and collected with a cell scraper (Thermo Fisher Scientific). Then, 1 ml extract solution (50% methanol acetonitrile) was added into each sample. The samples were homogenized for 2 min, sonicated at 35 Hz in ice water for 10 min, and centrifuged at 14,500 rpm for 15 min at 4°C. The supernatant was dried in a vacuum concentrator at 50°C, and re-dissolved with 200 μl 50% methanol water. Subsequently, the samples were homogenized for 2 min, sonicated at 35 Hz in ice water for 10 min, and centrifuged at 14,500 rpm for 15 min at 4°C. Then, the supernatant was transferred into a fresh glass vial for LC-MS analysis.
Statistical Analysis
All data were analyzed and prepared with GraphPad Prism v.8.0. All data displayed in graphs are expressed as the mean ± SEM. A t-test was used to analyze the data with a Gaussian distribution and had equal variance. Unpaired t-test with Welch’s correction was used to analyze the data with a Gaussian distribution but without equal variance. A non-parametric test (Mann–Whitney U test) was used to analyze the data that were not normally distributed. One-way ANOVA and Dunnett’s multiple comparisons were used to analyze the data that have more than two groups, with a Gaussian distribution, and had equal variance. Kruskal–Wallis and Dunn’s multiple comparisons tests were used to analyze the data that were not normally distributed. The D’Agostino–Pearson omnibus normality test and the Kolmogorov–Smirnov test were used to analyze the Gaussian distribution of the data. The homogeneity of variance test or the Brown–Forsythe test was used to analyze the variance of data. A significant difference was defined as p < 0.05.
Results
Aspartate and Its Metabolites Are Depleted in M1 Macrophages
Macrophages reprogram their metabolism to instruct their effector functions, such as producing mediators and cytokines (). With LC-MS, our previous study showed a remarkable difference in the cellular metabolism between resting macrophages (M0) and macrophages stimulated with LPS plus IFN-γ (). We reanalyzed the differential metabolites and found that most of them were enriched in glycolysis, tricarboxylic acid (TCA) cycle, and amino acid metabolism (Figure 1A). Notably, half of them could be incorporated into Asp and nucleotide metabolism (Figure 1B), including Asp, asparagine, purines, and pyrimidines (Figures 1C, D, F, G). Particularly, the levels of the majority of these metabolites in M1 macrophages were decreased compared to those in M0 macrophages, except for guanosine and adenosine (Figures 1C, D). Besides, the gene expressions of the rate-limiting enzymes in purine and pyrimidine synthesis were also decreased, in addition to Cmpk2 and Impdh1 (Figure 1E). Also, the messenger RNA (mRNA) expressions of the genes related to Asp synthesis and transportation were changed (Supplementary Figure S1). Collectively, M1 macrophage polarization shows remarkable change in cellular metabolism, especially Asp metabolism.
Figure 1
Aspartate Promotes IL-1β Secretion From M1 Macrophages
Asp is a key substrate in nucleotide and protein synthesis, but cellular Asp availability is largely dependent on mitochondrial respiration (
Figure 2

Aspartate promotes the production of interleukin 1β (IL-1β) and the activation of signal pathways in macrophages. (A) IL-1β and tumor necrosis factor alpha (TNF-α) secretion in macrophages (n = 5). (B–D) Protein abundance of IL-1β, IκB kinase (IKK), p-IKK, IκB, p-IκB, p65, p-65, mammalian target of rapamycin (mTOR), p-mTOR, S6K1, p-S6K1, hypoxia-inducible factor-1α (HIF-1α), Nod-like receptor protein 3 (NLRP3), apoptosis-associated speck like protein containing a caspase recruitment domin (ASC), and caspase-1 in macrophages (n = 4). (E) IL-1β secretion in M1 macrophages (n = 3–4). Data were analyzed with unpaired t-test (A–D) or with one-way ANOVA (E). Error bars represent the mean ± SEM. ns, not significant. *p ≤ 0.05.
Nuclear factor kappa-B (NF-κB) and the NLRP3 inflammasome are two key pathways involved in M1 polarization (
Aspartate Rewires Cellular Metabolism of M1 Macrophages
Given that the metabolic output is closely associated with macrophage polarization (
Figure 3

Aspartate remodels the metabolism of macrophages. (A) Heatmap analysis of the different metabolites between M1 macrophages and aspartate-treated M1 macrophages (n = 6). (B) Fold change of intracellular nucleotide in M1 macrophages and aspartate-treated M1 macrophages (n = 6). (C) Fold change of the supernatant and intracellular asparagine/aspartate in M1 macrophages and aspartate-treated M1 macrophages (n = 6). (D) Fold change of intracellular amino acids in M1 macrophages and aspartate-treated M1 macrophages (n = 6). (E) Fold change of supernatant amino acids in M1 macrophages and aspartate-treated M1 macrophages (n = 6). (F) Secretion of interleukin 1β (IL-1β) from M1 macrophages with aspartate supplementation combined with dactinomycin or cycloheximide (n = 3–4). (G) Different metabolites in aspartate metabolism between M1 macrophages and aspartate-treated M1 macrophages (n = 6). Data were analyzed with unpaired t-test (B–E) or with one-way ANOVA (F). Error bars represent the mean ± SEM. ns, not significant. *p ≤ 0.05, **p ≤ 0.01, ***p ≤ 0.001.
Asparagine Accelerates IL-1β Secretion From M1 Macrophages
Aspartate is the key precursor for the synthesis of nucleotides and asparagine (
We next explored the role of asparagine in M1 macrophages. Our results showed that 1 mM asparagine was sufficient to promote the production of IL-1β and TNF-α in M1 macrophages (Figures 4A–C and Supplementary Figures S4A, B). To determine whether asparagine promotes the production of IL-1β in M1 macrophages by the same mechanism as Asp, we examined the activation of the associated signaling pathways. Interestingly, asparagine promoted the activation of NF-κB, HIF-1α, and NLRP3 inflammasome (Figures 4D, E). Furthermore, IKK16 (an inhibitor of IκB) and VX 765 (an inhibitor of HIF-1α) significantly reduced the production of IL-1β in M1 macrophages cultured with asparagine (Figure 4F). Taken together, these data suggest that Asp promotes M1 macrophage polarization possibly through asparagine.
Figure 4

Asparagine promotes the production of interleukin 1β (IL-1β) and the activation of signal pathways in macrophages. (A) IL-1β and tumor necrosis factor alpha (TNF-α) secretion in M1 macrophages and asparagine-treated M1 macrophages (n = 4–5). (B) mRNA expressions of IL-1β and TNF-α in M1 macrophages and asparagine-treated M1 macrophages (n = 6). (C–E) Protein abundance of IL-1β, IκB kinase (IKK), p-IKK, IκB, p-IκB, p65, p-65, hypoxia-inducible factor-1α (HIF-1α), Nod-like receptor protein 3 (NLRP3), apoptosis-associated speck like protein containing a caspase recruitment domin (ASC), and caspase-1 in macrophages (n = 4). (F) IL-1β secretion in M1 macrophages with asparagine combined with IKK16 or VX-765 (n = 3). Data were analyzed with unpaired t-test (A–E) or with one-way ANOVA (F). Error bars represent the mean ± SEM. *p ≤ 0.05, **p ≤ 0.01.
Asparagine Rewires Cellular Metabolism to Support IL-1β Production
Considering that Asp is the precursor of asparagine, and asparagine supplementation increased the supernatant and intracellular levels of Asp and asparagine (Figure 5A), we investigated whether asparagine also affects the polarization of macrophages through intracellular metabolic remodeling. Similar to the effects of Asp, asparagine modulated the nucleotide and amino acid metabolism in M1 macrophages and induced the activation of aminoacyl-tRNA biosynthesis (Figures 5B–F and Supplementary Figures S5A–D). Also, the inhibition of transcription or translation significantly blocked the effect of asparagine on the production of IL-1β in macrophages (Figure 5G). These data support the hypothesis that asparagine modulates nucleotide and amino acid metabolism to support M1 macrophage polarization.
Figure 5

Asparagine modulates the cellular metabolism of macrophages. (A) Fold change of intracellular and supernatant asparagine/aspartate in M1 macrophages and asparagine-treated M1 macrophages (n = 6). (B) Heatmap analysis of the different metabolites between M1 macrophages and asparagine-treated M1 macrophages (n = 6). (C) Fold change of the intracellular nucleotides in M1 macrophages and asparagine-treated M1 macrophages (n = 6). (D) mRNA expressions of the rate-limiting enzymes for nucleoside synthesis in M1 macrophages and asparagine-treated M1 macrophages (n = 6). (E) Fold change of the intracellular amino acids in M1 macrophages and asparagine-treated M1 macrophages (n = 6). (F) Different metabolites in aspartate metabolism between M1 macrophages and asparagine-treated macrophages (n = 6). (G) Secretion of interleukin 1β (IL-1β) from M1 macrophages with asparagine supplementation combined with dactinomycin or cycloheximide (n = 4). Data were analyzed with unpaired t-test (A, C–E) or with one-way ANOVA (G). Error bars represent the mean ± SEM. ns, not significant. *p ≤ 0.05, **p ≤ 0.01, ***p ≤ 0.001.
Aspartate Augments Macrophage-Mediated Inflammatory Responses In Vivo
To identify whether Asp and asparagine affect the bactericidal activity of macrophages, we assessed their effects on the bactericidal activity of macrophages against ETEC. The number of engulfed bacteria in the macrophages was determined at 3 h post-infection. Aspartate or asparagine enhanced the bactericidal activity of macrophages (Figure 6A). Moreover, C. rodentium has been shown to induce the activation of the NLRP3 inflammasome in macrophages, and IL-1β plays a critical role in the defense against C. rodentium infection (
Figure 6

Aspartate affects the immune responses in mice and piglets. (A) Phagocytosis in macrophages (n = 3–4). (B) The Citrobacter rodentium count in the colon from control mice and mice with 0.5% aspartate supplementation (n = 5–6). (C) Interleukin 1β (IL-1β) levels in the colon from control mice and mice with 0.5% aspartate supplementation (n = 8–11). (D) mRNA expressions of IL-1β and tumor necrosis factor alpha (TNF-α) in the jejunum from control piglets and piglets given aspartate for 28 days (n = 4–5). (E) mRNA expressions of IL-1β and TNF-α in the jejunum from control piglets and piglets with aspartate supplementation for 90 days (n = 5–6). Data were analyzed with unpaired t-test (A–C) or with one-way ANOVA (D, E). Error bars represent the mean ± SEM. *p ≤ 0.05, **p ≤ 0.01.
Infants are susceptible to pathogen infection due to the immature development of their gastrointestinal tract and the immature function of their underdeveloped immune system, leading to diarrhea and even death (
Discussion
The metabolic remodeling of immune cells (e.g., amino acid metabolism) (
Macrophages are known to display remarkable heterogeneity and plasticity (
The polarization of macrophages is regulated by multiple signaling pathways. mTOR can be activated by amino acids to promote the polarization of M1 macrophages (
As cytosolic sensors of microbial molecules, Nod-like receptors (NLRs) support host defense against microbial pathogens and regulate immune homeostasis in various tissues (
Aspartate is a critical precursor in nucleotide, protein, and asparagine synthesis. Nucleoside metabolites have been reported to be involved in the polarization of macrophages, such as the inhibition of inosine and adenosine in M1 macrophages (
A previous study showed that Asp downregulates the production of IL-1β (
Due to the potential functions of Asp and its metabolites in a variety of immune cells, it is feasible to regulate the function of immune cells by targeting Asp metabolism in order to influence infection, cancer, and other diseases. Here, we found that Asp inhibited the colonization of C. rodentium in the colon. Although Asp and its metabolites play a role in promoting the pro-inflammatory polarization of macrophages and T-cell activation (
In conclusion, our results have revealed the metabolic cues of Asp in M1 macrophages. More importantly, Asp promotes the IL-1β production of M1 macrophages through metabolic remodeling and the activation of NLRP3/caspase-1. We further confirmed that Asp enhances the bactericidal activity and intestinal immune responses in vivo. This study may shed light on new mechanisms of Asp metabolism in the regulation of immune responses and be helpful for its future application in immune-related diseases.
Funding
This work was supported by National Natural Science Foundation of China (31922079 and 31872365) and Guangdong Basic and Applied Basic Research Foundation (2019B1515210002).
Publisher’s Note
All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.
Statements
Data availability statement
The original contributions presented in the study are included in the article/Supplementary Material. Further inquiries can be directed to the corresponding author.
Ethics statement
The animal study was reviewed and approved by the Administration Office of Laboratory Animals of SCAU.
Author contributions
WR designed the experiment. HW, XZ, BL, and YX conducted the experiment. ZX and BD analyzed the metabolites. LH and JD helped with the animal experiment. HW analyzed the data and drafted the manuscript. WR revised and approved the final manuscript. All authors contributed to the article and approved the submitted version.
Conflict of interest
The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
Supplementary material
The Supplementary Material for this article can be found online at: https://www.frontiersin.org/articles/10.3389/fimmu.2021.753092/full#supplementary-material
Supplementary Figure 1Synthesis and transportation of aspartate/asparagine. (A) The mRNA expressions of the enzyme for asparagine/aspartate synthesis in M0 and M1 macrophages (n = 3). (B) The mRNA expressions of the asparagine transporters in M0 and M1 macrophages (n = 3-4). (C) The mRNA expressions of the aspartate transporters in M0 and M1 macrophages (n = 3-4). Data analyzed with unpaired t-test and error bars represent mean ± SEM, *P≤ 0.05, **P≤ 0.01.
Supplementary Figure 2Aspartate changes the polarization and cellular metabolism of macrophages. (A) IL-1β and TNF-α secretion in M1 macrophages with aspartate supplementation at dosage of 0.1mM or 1mM (n = 4-5). (B) The mRNA expressions of IL-1β and TNF-α in aspartate-treated M1 macrophages (n = 6). (C) Principal component analysis (PCA) of global metabolite profiles of aspartate-treated M1 macrophages (n = 6). (D) Volcano plot of pairwise comparisons of all detected ions using an unpaired t test for the metabolome of M1 macrophages and aspartate-treated M1 macrophages (n = 6). (E) The mRNA expressions of the enzyme for nucleotide metabolism in aspartate-treated M1 macrophages (n = 6). (F) The metabolic pathways affected by aspartate in M1 macrophages (n = 6). Data analyzed with one-way ANOVA (A, B) or unpaired t-test (E) and error bars represent mean ± SEM, *P≤ 0.05, **P≤ 0.001.
Supplementary Figure 3Cytosine or deoxycytidine inhibits inflammatory macrophage polarization. (A) The fold change of supernatant cytosine, cytidine and deoxycytidine in M0 or M1 macrophages (n = 6). (B) The fold change of supernatant cytosine, cytidine and deoxycytidine in aspartate-treated M1 macrophages (n = 3-4). (C, D) The protein abundance of IL-1β, IKK, p-IKK and caspase-1 in macrophages (n = 4). Data analyzed with unpaired t-test (A, B) or one-way ANOVA (C, D) and error bars represent mean ± SEM, *P≤ 0.05.
Supplementary Figure 4IL-1β and TNF-α secretion in asparagine-treated M1 macrophages. (A, B) IL-1β and TNF-α secretion in asparagine-treated M1 macrophages (n = 4-5). Data analyzed with one-way ANOVA and error bars represent mean ± SEM.
Supplementary Figure 5Asparagine modulates cellular metabolism of macrophages. (A) Principal component analysis (PCA) of global metabolite profiles in M1 macrophages with asparagine supplementation (n = 6). (B) Volcano plot of pairwise comparisons of all detected ions using an unpaired t test for the metabolome of M1 macrophages and M1 macrophages with asparagine supplementation (n = 6). (C) The metabolic pathway affected by asparagine in macrophages (n = 6). (D) The fold change of supernatant amino acids in M1 macrophages with asparagine supplementation (n = 6). Data analyzed with unpaired t-test and error bars represent mean ± SEM. *P≤ 0.05.
Supplementary Figure 6Effect of aspartate on macrophage responses in mice and weaning piglets. (A) The body weight of control mice and mice with 0.5% aspartate supplementation at day 10 of post-infection (n = 11). (B) The length of colon in control mice and mice with 0.5% aspartate supplementation (n = 11). (C) The mRNA expressions of IL-1β and TNF-α in the ileum and colon of control piglets and piglets with aspartate supplementation for 28 days (n = 5). (D) The mRNA expressions of IL-1β and TNF-α in the ileum and colon of control piglets and piglets with aspartate supplementation for 90 days (n = 6). Data analyzed with unpaired t-test (A, B) or one-way ANOVA (C, D) and error bars represent mean ± SEM.
Supplementary Table 1Primers used for mRNA expression analysis by RT-PCR.
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Summary
Keywords
asparagine, aspartate, HIF-1α, inflammasome, macrophage
Citation
Wang H, Zheng X, Liu B, Xia Y, Xin Z, Deng B, He L, Deng J and Ren W (2021) Aspartate Metabolism Facilitates IL-1β Production in Inflammatory Macrophages. Front. Immunol. 12:753092. doi: 10.3389/fimmu.2021.753092
Received
04 August 2021
Accepted
28 September 2021
Published
21 October 2021
Volume
12 - 2021
Edited by
Zhenlong Wu, China Agricultural University, China
Reviewed by
Ko Fujimori, Osaka University of Pharmaceutical Sciences, Japan; Lei Shi, Georgia State University, United States
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Copyright
© 2021 Wang, Zheng, Liu, Xia, Xin, Deng, He, Deng and Ren.
This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
*Correspondence: Wenkai Ren, renwenkai19@scau.edu.cn
This article was submitted to Nutritional Immunology, a section of the journal Frontiers in Immunology
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