Skip to main content
Frontiers in Immunology logoLink to Frontiers in Immunology
. 2023 May 15;14:1155421. doi: 10.3389/fimmu.2023.1155421

B cell activation via immunometabolism in systemic lupus erythematosus

Shigeru Iwata 1,2, Maiko Hajime Sumikawa 2, Yoshiya Tanaka 2,*
PMCID: PMC10225689  PMID: 37256149

Abstract

Systemic lupus erythematosus (SLE) is an inflammatory autoimmune disease involving multiple organs in which B cells perform important functions such as antibody and cytokine production and antigen presentation. B cells are activated and differentiated by the primary B cell receptor, co-stimulatory molecule signals—such as CD40/CD40L—, the Toll-like receptors 7,9, and various cytokine signals. The importance of immunometabolism in the activation, differentiation, and exerting functions of B cells and other immune cells has been widely reported in recent years. However, the regulatory mechanism of immunometabolism in B cells and its involvement in SLE pathogenesis remain elusive. Similarly, the importance of the PI3K-Akt-mTOR signaling pathway, glycolytic system, and oxidative phosphorylation has been demonstrated in the mechanisms of B cell immunometabolic activation, mainly in mouse studies. However, the activation of the mTOR pathway in B cells in patients with SLE, the induction of plasmablast differentiation through metabolic and transcription factor regulation by mTOR, and the involvement of this phenomenon in SLE pathogenesis are unclear. In our studies using activated B cells derived from healthy donors and from patients with SLE, we observed that methionine, an essential amino acid, is important for mTORC1 activation. Further, we observed that splenic tyrosine kinase and mTORC1 activation synergistically induce EZH2 expression and plasmablasts by suppressing BACH2 expression through epigenomic modification. Additionally, we identified another mechanism by which the glutaminolysis-induced enhancement of mitochondrial function promotes plasmablast differentiation in SLE. In this review, we focused on the SLE exacerbation mechanisms related to the activation of immune cells—especially B cells—and immunometabolism and reported the latest findings in the field.

Keywords: SLE, B-cell, immunometabolism, glutaminolysis, mitochondria

Introduction

B cells play a crucial role in systemic lupus erythematosus (SLE) pathogenesis (13). Nonspecific therapies such as glucocorticoids and immunosuppressive drug administration are indicated for SLE. In recent years, the efficacies of hydroxychloroquine (HCQ), mycophenolate mofetil (MMF), anti-BAFF antibody belimumab, and anti-IFN-α receptor antibody anifrolumab have been confirmed, and groundbreaking therapeutic advances have been made (4). Additionally, practical and achievable disease assessment indices, such as lupus low disease activity state (LLDAS), and definitions of remission in SLE (DORIS) criteria have been proposed. In contrast, treat-to-target strategies are being developed (5). However, many cases are refractory to treatment, so further elucidation of the pathogenesis mechanisms and research on novel therapeutic targets are essential to reduce organ damage progression, improve patient quality of life (QOL), and improve the long-term prognosis. In this review, we focused on the latest findings associated with the activation mechanism of B cells via immunometabolism and their involvement in SLE pathogenesis.

Reported mechanisms of aberrant B-cell activation in patients with SLE

B cells play an important role in autoimmune diseases by performing functions such as antibody production, cytokine production, and antigen presentation. Under normal conditions, a self-tolerance mechanism operates during B-cell differentiation to eliminate or inactivate self-reactive B-cell receptors (BCRs) that recognize self-antigens. Self-tolerance mechanisms include (i) clonal loss, (ii) receptor editing, (iii) anergy, and (iv) lack of co-stimulation. Regulatory cells with (i) and (ii) mainly occur in the central system. In contrast, those with (iii) and (iv) mainly occur in the peripheral system (6). However, in autoimmune diseases such as SLE, a breakdown of self-tolerance can occur due to environmental factors and genetic predisposition. Activation, proliferation, and antibody production are induced by external factors other than B cells, such as dendritic cells, helper T cells, and cytokines, and by the endogenous dysfunction of B cells (3). An abnormal balance of B-cell subsets, including the dysfunction of regulatory B cells and increased T-bet+CD11c+ B cells and plasmablasts, has been reported to be closely related to disease activity, autoantibody production, and organ damage in SLE (79).

B cells are activated and differentiated by co-stimulatory molecular signals, including BCRs as the main signal and CD40/CD40L as a co-stimulatory signal, Toll-like receptors (TLR) 7,9, and cytokine signals such as IFN-α, IFN-γ, IL-2, and IL-4. B-cell activation is generally triggered by a ubiquitous pathway conformed by splenic tyrosine kinase (Syk) phosphorylates phospholipase C gamma 2 (PLCγ2). B-cell linker protein (BLNK) binds to Bruton’s tyrosine kinase (Btk) and PLCγ2, mediating PLCγ2 phosphorylation and activation. This cleaves phosphatidylinositol 4,5-bisphosphate (PI (4,5)P2) into inositol 1,4,5-trisphosphate (IP3) and diacylglycerol (DAG). The extracellular signal-regulated kinase (ERK), c-Jun N-terminal kinase (JNK), and p38 mitogen-activated protein kinase (MAPK) cascade translocate transcriptional factors into the nucleus (1012) ( Figure 1 ).

Figure 1.

Figure 1

Downstream signaling pathway of B-cell receptors in B cells. Splenic tyrosine kinase (Syk) phosphorylates phospholipase C gamma 2 (PLCγ2). B-cell linker protein (BLNK) binds to Bruton’s tyrosine kinase (Btk) and PLCγ2, mediating PLCγ2 phosphorylation and activation, which cleaves phosphatidylinositol 4,5-bisphosphate (PI (4,5)P2) into inositol 1,4,5-trisphosphate (IP3) and diacylglycerol (DAG). IP3 binds to receptors on the endoplasmic reticulum. Extracellular signal-regulated kinase (ERK), c-Jun N-terminal kinase (JNK), p38 mitogen-activated protein kinase (MAPK) cascade translocates transcriptional factors such as NFκB and Nuclear factor of activated T-cells (NFAT) into the nucleus and initiates a B-cell response.

B cells from patients with SLE have heightened signaling responses, such as tyrosine phosphorylation and increased calcium flux, compared to healthy B cells (13) or in response to BCR cross-linking stimuli (1416). Further, B cells from patients with SLE have increased levels of phosphorylated Lyn (17) and decreased PTEN activity, which inhibits BCR signaling (16). Syk is a 72 kDa non-receptor type protein tyrosine kinase (18) that is activated by multichain immune receptors, such as the Fc receptor (FcR) and BCR; it is widely expressed on immune cells, including macrophages, mast cells, neutrophils, and B cells (19, 20). Syk inhibitors have suppressed cutaneous and renal lesions in a mouse model of lupus (21, 22). We investigated the role of Syk in human B-cell activation in vitro and confirmed that Syk-mediated BCR signaling is important for the efficient induction of CD40 and TLR signaling (23). Moreover, we observed that Syk phosphorylation was increased in B cells from patients with SLE and positively correlated with disease activity (24).

Btk is another important intracellular kinase that regulates B-cell function. Mutations of Btk in humans cause X-linked agammaglobulinemia (XLA), a genetic disorder characterized by B-cell loss in peripheral blood and severely reduced Ig production (25). Transgenic mice overexpressing Btk have shown increased germinal centers and plasmablasts, while exhibiting autoantibody production and lupus-like pathology (26). The two interactions that occur, Btk-PH domain and PIP3 and Btk-SH2 domain and BLNK, mobilize Btk to the plasma membrane, activate phospholipase Cγ (PLCγ), and activate downstream signaling pathways following a calcium influx (27). We confirmed the importance of Btk in human B-cell activation and differentiation and observed increased levels of Btk phosphorylation in B cells from patients with SLE (24, 28). These data are consistent with the results of a GWAS in patients with SLE, in which nearly half of the patients showed genetic abnormalities related to B-cell signaling, such as PTPN22, BANK1, and BLK (2931).

Intracellular metabolism in survival, growth, activation, and differentiation

The production of energy and key components for cell survival and growth involves six main metabolic pathways: glycolysis, oxidative phosphorylation, the pentose phosphate circuit, fatty acid synthesis, fatty acid β-oxidation, and amino acid metabolism (glutaminolysis) ( Figure 2 ). These are regulated by HIF1α, c-myc, mTOR, AMPK, and other metabolic regulators (32). In normal cells, a series of ATP-synthesis reactions occur in concert with the electron transfer system (i.e., oxidative phosphorylation in the mitochondria), which most efficiently produces the high-energy compound ATP. The metabolisms of carbohydrates, lipids, and amino acids converge during this reaction. Glucose-derived pyruvate and fatty acids are converted into acetyl-coenzyme A (acetyl-CoA), which enters the TCA cycle. Glutamate is directly converted to α-ketoglutarate, an important fuel and intermediate in the TCA cycle. NADH and FADH2, key products of the TCA cycle, transfer electrons to the electron transport system, supporting oxidative phosphorylation and, thus, the highly efficient ATP production (36 ATP molecules produced per 1 molecule of glucose) ( Figure 2 ). Lactate production via the glycolytic system has been observed under anaerobic conditions (33).

Figure 2.

Figure 2

Cellular metabolic pathway and mitochondrial ATP production. Cellular energy production and generation of its constituent components involve the following metabolic pathways: glycolytic, oxidative phosphorylation, pentose phosphate circuit, fatty acid β-oxidation, fatty acid synthesis, and amino acid metabolism. In normal cells, oxidative phosphorylation is mainly utilized in the mitochondria, which produce the high-energy compound ATP most efficiently, and the metabolisms of carbohydrates, lipids, and amino acids converge during this reaction. Glucose-derived pyruvate and fatty acids are converted into acetyl-coenzyme A (acetyl-CoA), which enters the TCA cycle. Glutamate is directly converted to α-ketoglutarate, which enters the TCA cycle as an important fuel. In the electron transfer system, ATP is synthesized via oxidative phosphorylation. Oxidative phosphorylation is a chemical reaction that utilizes the hydrogen of NADH+H+ and FADH2 generated in the citric acid circuit and is coupled with the mitochondrial electron transfer system. H is transported through the electron transfer system to the mitochondrial intermembrane lumen, increasing hydrogen ion concentration, thus, forming a concentration gradient. ATP synthase is present in the inner mitochondrial membrane and serves as a pathway for hydrogen ions to flow into the mitochondrial matrix, rotate some molecules, and use their energy to synthesize ATP from ADP. G6PD, glucose-6-phosphate dehydrogenase; NADH, Nicotinamide adenine dinucleotide phosphate; NADPH, reduced nicotinamide adenine dinucleotide phosphate; TCA, tricarboxylic acid; FADH2, reduced flavin adenine dinucleotide; CoQ, CoenzymeQ; ADP, adenosine diphosphate; ATP, adenosine triphosphate.

In contrast, activated immune cells exhibit characteristic metabolic alterations that require the biosynthesis of large amounts of nucleic acids, lipids, and other bioconstituents through metabolic transformations. First, ATP is produced using a glycolytic system, which is less efficient than oxidative phosphorylation (two ATP molecules are produced per one molecule of glucose). Cell proliferation is possible even under hypoxic conditions, as oxygen is not required. Second, NADPH, maintained by the pentose phosphate pathway or glutaminolysis (glutamine degradation) following glycolysis, is used for redox regulation (reduced glutathione production) and fatty and nucleic acid synthesis. Reduced glutathione suppresses ROS production in mitochondria and maintains the redox balance (34).

Role of the PI3K-Akt-mTORC pathway on differentiation and class switching of B cells

The mechanism of intracellular metabolism in B-cell activation has been mainly reported in mouse models: enhanced PI3K-Akt-mTORC signaling, glycolysis, and oxidative phosphorylation induce de novo lipid synthesis, which is important for B-cell proliferation and growth (35). The mTORC1 and mTORC2 complexes are the two serine-threonine kinases inhibited by rapamycin treatment (3638). Overexpression of mTORC1 promotes plasma cell differentiation, whereas rapamycin inhibits B-cell proliferation and survival (39, 40). Rictor deletion, which encodes an essential subunit of mTORC2, suppresses B-cell proliferation by decreasing cell cycle and survival signals (41). Deletion of SIN1—an essential subunit of mTORC2—with Cd19-Cre inhibits proliferation and antibody production (42). However, a complex regulatory mechanism has been postulated for PI3K-Akt-mTORC signaling in B-cell class-switching. Increased PI3K activity and selective inhibition of the p110δ catalytic isoform indicated that PI3K suppresses class switching (4346). In contrast, inhibition of AKT completely canceled class-switching suppression by PI3K activation (45). mTORC1 and mTORC2 are promoters and inhibitors of class switching, respectively (47). AKT may be predominantly regulated by mTORC2 to inhibit class switching, independent of mTORC1 (48). The B-cell activating factor (BAFF) and its homolog APRIL support B-cell differentiation and plasma cell survival while regulating immunoglobulin class switching (49, 50). In vitro studies have shown that rapamycin inhibits BAFF-mediated proliferation and survival signals (40).

Plasmablast differentiation via essential amino acids-mTOR pathway in B cells in SLE

mTOR is a serine/threonine kinase conserved from yeast to humans that senses various signals inside and outside the cell, including growth factors, amino acids, and stress, and regulates cell growth, metabolism, and survival (51). In the B cells of a mouse lupus model, mTORC1 was activated, and the lupus-like pathology was ameliorated by rapamycin (39). We confirmed that p-mTOR expression levels were elevated in B cells from patients with SLE compared to those from healthy controls and correlated with plasmablast percentages and disease activity (52). We investigated the effects of amino acids on B-cell differentiation and function via mTOR, their regulatory mechanisms, and their relevance in SLE pathogenesis (53).

CD19-positive cells were isolated from the peripheral blood of healthy subjects and stimulated in vitro with BCR cross-linking, CpG, a TLR (Toll-like receptor) 9 ligand, and IFN-α, which induced CD27highCD38high plasmablasts. The uptake of essential amino acids—leucine and methionine—was enhanced. Plasmablast differentiation was partially inhibited by leucine deficiency and completely suppressed by methionine deficiency. These results suggest that these essential amino acids are important for plasmablast differentiation (53). The discovery of three amino acid sensors–SLC38A9, Sestrin1/2, and CASTOR1–revealed a partial sensing mechanism for leucine and arginine (54). dSestrin has been shown to act as a methionine sensor under certain conditions (55). We observed that Syk, PLC-γ phosphorylation, and TRAF6 expression were suppressed under methionine deficiency; however, they were unchanged under leucine deficiency. In contrast, AKT and S6 phosphorylation were downregulated under both deficiencies, whereas c-myc and HIF-1α expression showed no effect. Methionine deficiency suppressed aerobic glycolysis, fatty acid synthesis, ROS production, and glutamate uptake (53).

BACH2 is important in antigen-stimulated B cell and germinal center B-cell differentiation, class switching, and somatic hypermutation (56). BACH2 suppresses the expression of Prdm1, a gene encoding BLIMP1. Downregulation of BACH2 expression and induction of BLIMP1 expression promote plasmablast differentiation (57). We observed that BACH2 expression was downregulated in CD19-positive cells in patients with SLE compared to that in cells from healthy controls. In vitro stimulation of healthy human CD19-positive cells with BCR cross-linking, CpG, and IFN-α decreased BACH2 expression and enhanced IRF4, PRDM1, and XBP1 expressions, which was disrupted under methionine deficiency (53).

Methionine is the precursor of the methyl group donor S-adenosylmethionine (SAM), which is utilized by all histone methyltransferases, including EZH2, a core subunit of the polycomb repressive complex2 (PRC2) protein complex (58). EZH2 methylates H3K27 and represses gene expression; H3K27me3 is located near the promoters and transcribed regions of repressor genes and at the promoters of activated repressor genes (59). BCR cross-linking and CpG and IFN-α stimulation induce EZH2 expression. EZH2 binds to the BACH2 promoter region and induces H3K27me3 expression. The level of EZH2 in B cells is positively correlated with the anti-dsDNA antibody titer and the disease activity indices SLEDAI and BILAG. This suggests that Syk and mTORC1 activation synergistically induce EZH2 expression in B cells in the presence of methionine, suppress BACH2 expression via epigenomic modifications, and induce plasmablast differentiation in SLE (53) ( Figure 3 ).

Figure 3.

Figure 3

Induction of plasmablast differentiation mechanism via the essential amino acid methionine in B cells in SLE. Stimulation with BCR cross-linking, Toll-like receptors, and cytokines in B cells in the presence of methionine enhances glycolysis, fatty acid synthesis, and ROS production. EZH2 induces H3K27me3 at the BACH2 locus, which suppresses BACH2 expression and promotes plasmablast differentiation by inducing BLIMP1 and XBP1 expression. BCR, B cell receptor; ROS, reactive oxygen species; EZH2, enhancer of zeste homolog 2; TLR, Toll-like receptor; PI3K, phosphatidylinositol-3 kinase; AMPK, AMP-activated protein kinase; BACH2, BTB, and CNC homolog 2; BLIMP-1, B lymphocyte-induced maturation protein-1; XBP-1, X-box binding protein 1.

Role of mitochondria and their abnormalities in immune cells in SLE

Reportedly, mTOR induces mitochondrial activation and proliferation, promoting anabolic processes such as mRNA translation, glycolysis, and fatty acid synthesis (60). Most of the proteins involved in mitochondrial energy production are encoded in the nucleus. mTORC1 indirectly regulates energy production by regulating the translation of nuclear-encoded mitochondrial proteins (61).

Mitochondria have many functions in cellular homeostasis, and their disruption can lead to disease development. The most characteristic function of mitochondria is the regulation of cellular metabolism, in which NADH and FADH2 are produced via the cytosolic and mitochondrial pathways. The electron transport chain uses NADH and FADH2 to pump protons into the intermembrane lumen, forming an electrochemical gradient through which ATP is synthesized from ADP by ATP synthase (62). Electrons exit the electron transfer system and react directly with oxygen dioxide to form mitochondrial reactive oxygen species (mtROS), which contribute to inflammation (6366). Mitochondria possess their circular genome (mtDNA), which has been investigated for its possible involvement in rheumatic diseases. mtROS can induce oxidative damage to nuclear DNA/mtDNA, post-translational oxidation of local proteins, and lipid peroxidation (6769). Compared to nuclear DNA, mtDNA is ten times more susceptible to damage by mutagenic agents such as ROS. Mitochondria are a source of ROS; they do not contain DNA-protecting proteins such as histones, rendering their DNA repair system insufficient (70).

In patients with SLE, mitochondrial abnormalities have been reported to be involved in disease pathogenesis in immune cells other than B cells (71). Mitochondrial dysfunction may be caused by mitochondrial genomic mutations or chronic exposure to inflammatory cytokines, including type I IFNs. CD8+ T cells from patients who have SLE with a high type I IFN gene signature are more susceptible to spontaneous cell death than those from healthy individuals or patients lacking this signature. These cells have various mitochondrial defects, including increased mitochondrial mass, mitochondrial hyperpolarization, and decreased respiratory capacity (72). Oxidized mtDNA released from the neutrophils of patients with SLE induces type I IFN production by plasmacytoid dendritic cells (pDCs) (73). In addition, pDCs are activated by oxidized mtDNA-induced TH10 (CXCR5-CXCR3+PD1hiCD4+ cells) (74). Neutrophils activated by immune complexes containing U1 small nuclear ribonucleoproteins (SnRNPs) produce mtROS and induce NET formation and release (64). NETs contain highly oxidized mtDNA and induce cGAS-STING-dependent type 1 IFN production. However, the role of mitochondria in SLE B cells and their involvement in cell differentiation remain unclear.

Mitochondrial hyper function and glutaminolysis induce plasmablast differentiation in SLE

To confirm the presence of mitochondrial abnormalities in B cells from patients with SLE and their involvement in SLE pathogenesis, we compared patients with SLE (n = 41) with healthy controls (n = 26) (75). 3,3’-Dihexyloxacarbocyanine iodide (DiOc6) is a cell-permeant, fluorescent green, lipophilic dye that indicates mitochondrial membrane hyperpolarization. The expression was significantly higher in B cells from patients with SLE than in healthy control cells. Furthermore, the expression level of DiOc6 in B cells was significantly positively correlated with the percentage of plasmablasts among CD19+ cells and SLEDAI (75). Recently, a multi-omics analysis identifying mRNA expression profiles and gene polymorphisms in patients with SLE and healthy controls has been reported. This study showed an association between oxidative phosphorylation/mitochondrial dysfunction in transcripts, genes, and the epigenome, and type 1 IFN and oxidative phosphorylation signatures in memory B cells of patients with SLE (76), supporting our results.

Nutrients such as glucose and glutamine are required for mitochondrial function. Stimulation of CD19+ cells with CpG and IFNα increased DiOc6 expression, the oxygen consumption rate (OCR), and the 14C-glutamine uptake. This, in turn, induced plasmablast differentiation, which was suppressed under glutamine deficiency compared to normal conditions (75). A previous report showed that l-glutamine was important for B-cell differentiation (77) and glutamine uptake was enhanced when mouse B cells were activated (78), supporting our results.

Glutamine is involved in metabolic regulation and is a key amino acid in protein synthesis. Therefore, we speculated that glutamine deficiency may have affected metabolism, plasmablast differentiation, and antibody production. Therefore, we limited our study to glutamine degradation (i.e., glutaminolysis). BPTES, a glutaminase inhibitor that selectively inhibits glutaminolysis, suppressed ROS production and OCR but did not affect ECAR (75). Mitochondria consume approximately 95% of the oxygen in vivo, 1–3% of which is converted to ROS (79). The functional significance of ROS in B cells has been reported as follows: ROS production by B-cell activation enhances BCR and other signaling pathways, for example, by inhibiting SHP-1 and other signaling pathways (80, 81). In addition, increased ROS levels are associated with plasmablast differentiation induced by senescent mitochondrial stagnation (82).

Recently, glutaminolysis was abnormally enhanced in peripheral blood lymphocytes from patients with SLE and lupus model mice. Suppression of glutaminolysis reduced the number of helper T cells and activated B cells. In contrast, the activated mTOR/p70S6k/4EBP1 and NLRP3/capsase-1/IL1-β pathways were reportedly suppressed (83). Furthermore, BPTES ameliorated SLE pathology by regulating Th17 cells in MRL/Lpr mice (80). Thus, the glutaminolysis of B and T cells may play an important role in SLE pathogenesis.

Metformin suppresses ROS generation, activates AMPK, and indirectly inhibits mTORC1 activation by inhibiting reverse electron flux transfer in mitochondrial respiratory chain complex I (84, 85). In mouse B cells, metformin has been reported to increase AMPK and suppress mTOR-STAT3 signaling, inhibiting plasma cell differentiation (86). We observed that the enhanced OCR, DiOc6 expression, ROS production, ATP production, glutamine uptake, and plasmablast differentiation induced by CpG and IFNα were inhibited by metformin. Furthermore, plasmablast differentiation and antibody production were significantly suppressed by the addition of metformin to SLE B cells (75). These results indicate that metformin regulates excessive oxidative phosphorylation via glutamine metabolism and suppresses plasmablast differentiation and antibody production ( Figure 4 ).

Figure 4.

Figure 4

Induction of plasmablast differentiation mechanism via glutaminolysis and enhancement of mitochondrial function in B cells from patients with SLE. Stimulation by BCR cross-linking, Toll-like receptors, and cytokines in B cells promotes glutamine uptake and mitochondrial function (e.g., ROS production), which induces plasmablast differentiation. Glutaminolysis involves a series of biochemical reactions that break down the amino acid glutamine into glutamic acid, aspartic acid, CO2, pyruvic acid, lactic acid, alanine, and citric acid. Plasmablast differentiation is inhibited by adding the glutaminase inhibitor BPTES. In addition, metformin inhibits glutamine uptake and ROS production and suppresses plasmablast differentiation. ROS, reactive oxygen species; BPTES, glutaminase inhibitors; GLUT1, glucose transporter 1; GDH, glutamate dehydrogenase; GLS, glutaminase.

Immunometabolic dysregulation of CD11c+ T-bet+ B cells in patients with SLE

The details of the differentiation stage in which SLE B cell defects originate have been unknown; however, advances in analytical methods have gradually revealed their origin. A genome-wide analysis showed that resting naïve B cells had already undergone epigenomic alterations such as DNA methylation and chromatin accessibility (87).

In SLE, the percentage of peripheral CD11c+T-bet+ B cells is closely associated with pathological conditions such as the production of anti-ds-DNA/SM/RNP and other antibodies, disease activity, and renal damage (9). CD11c+T-bet+ B cells are similar to mouse ABCs (age- and/or autoimmunity-associated B cells) and were detected in the fraction of activated naïve B cells (acN) and IgD-CD27-CD11c+T-bet+CXCR5-DN2 cells. Furthermore, single-cell RNA-seq analysis of renal tissues obtained from healthy subjects and patients with lupus nephritis confirmed the presence of activated naïve B cells (CD11c+T-bet+ B cells) mentioned above in renal tissues. This was consistent with their association with renal injury in peripheral blood (88).

Wu et al. identified the role of mTOCR1 and its gene expression profile in lupus-associated atypical memory B cells (i.e., CD11c+T-bet+ B cells). They reported that B-cell signaling, the mTORC1 pathway, lipid/carbohydrate metabolism, and endocytosis pathways were abnormally activated and functionally dysregulated. Further, differentiation of lupus-associated atypical memory B cells was inhibited by rapamycin (89). However, the mechanisms underlying the differentiation, function, and metabolic control of CD11c+T-bet+ B cells remain unclear.

Immunometabolic regulation in regulatory B cells (Breg) and its association with autoimmune diseases

In recent years, Breg dysfunction in patients with SLE has received increasing attention. In experimental autoimmune encephalomyelitis (EAE), variations in disease onset, severity, and degree of recovery have been observed in B cell-deficient mice (90). Additionally, in the 2000s, it was shown that Breg cells are special B cells that produce IL-10 and have immunosuppressive properties. Subsequent studies in mice showed that CD1dhiIgMhiCD21hiCD23hi and CD5+CD1dhi (B10 cells) are IL-10-producing B cells. In humans, Breg surface antigens include CD24hiCD38hi, CD24hiCD27+, CD38+CD1d+IgM+CD147+, CD25hiCD71hiCD73hi, CD27intCD38hi, CD39+CD73+, and CD19+TIM1+ cells (91). Matsumoto et al. reported that B cell subsets expressing IL-10 in vitro are plasmablasts that differentiate into lymph nodes in reporter mice (92).

Several reports describe the mechanisms underlying Breg differentiation and functional induction. Storage-operated calcium (SOC) influx is involved in IL-10 production and triggered by calcium depletion from the ER, which is dependent on stromal interaction molecule (STIM) 1 and STIM2 sensors. B-cell-specific deletion of STIM1 and STIM2 reduces IL-10 production in mice and exacerbates autoimmune diseases. In other words, STIM-dependent SOC influx upon BCR stimulation is an important signal for Breg cell differentiation, suppressing autoimmunity (93). The aryl hydrocarbon receptor (AhR) is an important regulator of innate and adaptive immune cell development and function (94). Recently, AhR was reported to regulate the differentiation and function of IL-10-producing CD21hiCD24hi Breg cells in both mice and humans (95). In AhR-deficient mice, IL-10-producing Breg and regulatory T (Treg) cells are substantially reduced, and arthritis is exacerbated. The levels of butyrate, a short-chain fatty acid (SCFA), were decreased in arthritic mice and patients with rheumatoid arthritis (RA). Butyric acid supplementation induced the production of two AhR ligands associated with Trp metabolism, 5-hydroxyindole-3-acetic acid and kynurenic acid, and increased IL-10 production in Breg cells. Further, AhR-dependent IL-10 Breg induction in B cells inhibits GC and plasmablast differentiation and regulates arthritis (96).

Blair et al. reported that CD19+CD24hiCD38hi cells from healthy individuals suppressed Th1 cell differentiation via CD40-stimulated IL-10 production. However, the same cells from patients with SLE did not respond to CD40 stimulation, lacked IL-10 production, and could not suppress Th1 cell differentiation (7). In addition, they reported that CD24hiCD38hi immature B cells from healthy individuals co-cultured with pDCs+CpG A (TLR9 ligand) strongly produced IL-10 and suppressed IFN-α production by pDCs. Contrastingly, CD24hiCD38hi immature B cells from patients with SLE showed reduced IL -10 production, indicating impaired suppression of IFN-α production by pDCs (8).

There are few reports on the immunometabolism of Breg cells. Stimulation of naïve B cells with anti-CD40, anti-IgM, and/or lipopolysaccharide (LPS) induces IL-10 production by B cells and increases glycolytic flux (77). HIF1α regulates glycolysis and glycolytic gene expression and binds to a putative hypoxia response element within the Il10 locus, in conjunction with pSTAT3, to transcriptionally regulate IL-10 production in B10 cells (97).

Immunometabolic mechanisms in B cells and future prospects

Various agents are currently undergoing clinical trials for SLE. These are telitacicept (BlyS and APRIL inhibitors), anti-CD20 antibodies (rituximab, obinutuzumab), anti-CD40L antibody (dapirolizumab pegol), JAK inhibitors (JAK1 selective inhibitor upadacitinib, Tyk2 selective inhibitor deucravacitinib), low-volume soluble IL-2 (ILT-101), anti-IL-17A antibody secukinumab, anti-IL-23 antibody guselkumab, and anti-BDCA2 antibody BIIB059, among others (98). Recently, the usefulness of CAR-T therapy in patients with SLE has been reported (99). However, a further understanding of SLE pathogenesis and the exploration of novel therapeutic strategies are essential. Targeting immunometabolism is an attractive therapeutic strategy. Metabolic modulators such as sirolimus, rapamycin, and metformin have shown efficacy and tolerability in mouse model and clinical trials (100106). However, the efficacy and safety of these drugs, alone or in combination with other DMARDs, require further research. Furthermore, clarification of the immune-metabolic regulatory mechanisms specific to each immune cell in autoimmune diseases, such as SLE, is important for the development of novel therapies to combat them.

Author contributions

SI and MS-H wrote this manuscript. YT has reviewed and edited the manuscript. All authors contributed to the article and approved the submitted version.

Funding Statement

This study was supported in part by JSPS KAKENHI (grant number #JP22K08574).

Conflict of interest

YT has received speaking fees and/or honoraria from Daiichi-Sankyo, Eli Lilly, Novartis, YL Biologics, Bristol-Myers, Eisai, Chugai, Abbvie, Astellas, Pfizer, Sanofi, Asahi-kasei, GlaxoSmithKline, Mitsubishi-Tanabe, Gilead, Janssen, research grants from Abbvie, Mitsubishi-Tanabe, Chugai, Asahi-Kasei, Eisai, Takeda, and Daiichi-Sankyo and consultant fee from Eli Lilly, Daiichi-Sankyo, Taisho, Ayumi, Sanofi, GlaxoSmithKline, and Abbvie.

The remaining 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.

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.

References

  • 1. Jacobi AM, Mei H, Hoyer BF, Mumtaz IM, Thiele K, Radbruch A, et al. HLA-DRhigh/CD27high plasmablasts indicate active disease in patients with systemic lupus erythematosus. Ann Rheum Dis (2010) 69(1):305–8. doi:  10.1136/ard.2008.096495 [DOI] [PubMed] [Google Scholar]
  • 2. Tipton CM, Fucile CF, Darce J, Chida A, Ichikawa T, Gregoretti I, et al. Diversity, cellular origin and autoreactivity of antibody-secreting cell population expansions in acute systemic lupus erythematosus. Nat Immunol (2015) 16(7):755–65. doi:  10.1038/ni.3175 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 3. Iwata S, Tanaka Y. B-cell subsets, signaling and their roles in secretion of autoantibodies. Lupus (2016) 25(8):850–6. doi:  10.1177/0961203316643172 [DOI] [PubMed] [Google Scholar]
  • 4. Tanaka Y. State-of-the-art treatment of systemic lupus erythematosus. Int J Rheum Dis (2020) 23:465–71. doi:  10.1111/1756-185X.13817 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 5. Van Vollenhoven RF, Askanase AD, Bomback AS, Bruce IN, Carroll A, Dall'Era M, et al. Conceptual framework for defining disease modification in systemic lupus erythematosus: a call for formal criteria. Lupus Sci Med (2022) 9(1):e000634. doi:  10.1136/lupus-2021-000634 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 6. Goodnow CC, Sprent J, de St Groth BF, Vinuesa CG. Cellular and genetic mechanisms of self tolerance and autoimmunity. Nature (2005) 435:590–7. doi:  10.1038/nature03724 [DOI] [PubMed] [Google Scholar]
  • 7. Blair PA, Noreña LY, Flores-Borja F, Rawlings DJ, Isenberg DA, Ehrenstein MR, et al. CD19(+)CD24(hi)CD38(hi) b cells exhibit regulatory capacity in healthy individuals but are functionally impaired in systemic lupus erythematosus patients. Immunity (2010) 32(1):129–40. doi:  10.1016/j.immuni.2009.11.009 [DOI] [PubMed] [Google Scholar]
  • 8. Menon M, Blair PA, Isenberg DA, Mauri C. A regulatory feedback between plasmacytoid dendritic cells and regulatory b cells is aberrant in systemic lupus erythematosus. Immunity (2016) 44(3):683–97. doi:  10.1016/j.immuni.2016.02.012 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 9. Pernis AB, Ivashkiv LB. '-omics' shed light on b cells in lupus. Nat Immunol (2019) 20(8):946–8. doi:  10.1038/s41590-019-0446-6 [DOI] [PubMed] [Google Scholar]
  • 10. Ruprecht CR, Lanzavecchia A. Toll-like receptor stimulation as a third signal required for activation of human naive b cells. Eur J Immunol (2006) 36(4):810–6. doi:  10.1002/eji.200535744 [DOI] [PubMed] [Google Scholar]
  • 11. Niiro H, Clark EA. Regulation of b-cell fate by antigen-receptor signals. Nat Rev Immunol (2002) 2(12):945–56. doi:  10.1038/nri955 [DOI] [PubMed] [Google Scholar]
  • 12. Hemon P, Renaudineau Y, Debant M, Le Goux N, Mukherjee S, Brooks W, et al. Calcium signaling: from normal b cell development to tolerance breakdown and autoimmunity. Clin Rev Allergy Immunol (2017) 53(2):141–65. doi:  10.1007/s12016-017-8607-6 [DOI] [PubMed] [Google Scholar]
  • 13. Grammer AC, Fischer R, Lee O, Zhang X, Lipsky PE. Flow cytometric assessment of the signaling status of human b lymphocytes from normal and autoimmune individuals. Arthritis Res Ther (2004) 6:28–38. doi:  10.1186/ar1155 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 14. Liossis S, Kovacs B, Dennis G, Kammer GM, Tsokos GC. B cells from patients with systemic lupus erythematosus display abnormal antigen receptor-mediated early signal transduction events. J Clin Invest (1996) 98:2549–57. doi: 10.1172/JCI119073 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 15. Mackay M, Stanevsky A, Wang T, Aranow C, Li M, Koenig S, et al. Selective dysregulation of the FcgIIB receptor on memory b cells in SLE. J Exp Med (2006) 203:2157–64. doi:  10.1084/jem.20051503 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 16. Wu XN, Ye YX, Niu JW, Li Y, Li X, You X, et al. Defective PTEN regulation contributes to b cell hyperresponsiveness in systemic lupus erythematosus. Sci Transl Med (2014) 6(246):246ra99. doi:  10.1126/scitranslmed.3009131 [DOI] [PubMed] [Google Scholar]
  • 17. Flores-Borja F, Kabouridis PS, Jury EC, Isenberg DA, Mageed RA. Altered lipid raft-associated proximal signaling and translocation of CD45 tyrosine phosphatase in b lymphocytes from patients with systemic lupus erythematosus. Arthritis Rheum (2007) 56:291–302. doi:  10.1002/art.22309 [DOI] [PubMed] [Google Scholar]
  • 18. Taniguchi T, Kobayashi T, Kondo J, Takahashi K, Nakamura H, J Suzuki J, et al. Molecular cloning of a porcine gene syk that encodes a 72-kDa protein-tyrosine kinase showing high susceptibility to proteolysis. J Biol Chem (1991) 266:15790–6. doi: 10.1016/S0021-9258(18)98478-4 [DOI] [PubMed] [Google Scholar]
  • 19. Wong WS, Leong KP. Tyrosine kinase inhibitors: a new approach for asthma. Biochim Biophys Acta (2004) 1697:53–69. doi:  10.1016/j.bbapap.2003.11.013 [DOI] [PubMed] [Google Scholar]
  • 20. Beaven MA, Baumgartner RA. Downstream signals initiated in mast cells by fc epsilon RI and other receptors. Curr Opin Immunol (1996) 8:766–72. doi:  10.1016/s0952-7915(96)80002-1 [DOI] [PubMed] [Google Scholar]
  • 21. Bahjat FR, Pine PR, Reitsma A, Cassafer G, Baluom M, Grillo S, et al. An orally bioavailable spleen tyrosine kinase inhibitor delays disease progression and prolongs survival in murine lupus. Arthritis Rheum (2008) 58:1433–44. doi:  10.1002/art.23428 [DOI] [PubMed] [Google Scholar]
  • 22. Deng GM, Liu L, Bahjat FR, Pine PR, Tsokos GC. Suppression of skin and kidney disease by inhibition of spleen tyrosine kinase in lupus-prone mice. Arthritis Rheum (2010) 62:2086–92. doi:  10.1002/art.27452 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 23. Iwata S, Yamaoka K, Niiro H, Nakano K, Wang SP, Akashi K, et al. Amplification of toll-like receptor-mediated signaling through spleen tyrosine kinase in human b-cell activation. J Allergy Clin Immunol (2012) 129:1594–601. doi:  10.1016/j.jaci.2012.03.014 [DOI] [PubMed] [Google Scholar]
  • 24. Iwata S, Yamaoka K, Niiro H, Jabbarzadeh-Tabrizi S, Wang SP, Kondo M, et al. Increased syk phosphorylation leads to overexpression of TRAF6 in peripheral b cells of patients with systemic lupus erythematosus. Lupus (2015) 24:695–704. doi:  10.1177/0961203314560424 [DOI] [PubMed] [Google Scholar]
  • 25. Satterthwaite AB, Li Z, Witte ON. Btk function in b cell development and response. Semin Immunol (1998) 10:309–16. doi:  10.1006/smim.1998.0123 [DOI] [PubMed] [Google Scholar]
  • 26. Kil LP, de Bruijn MJ, van Nimwegen M, Corneth OB, van Hamburg JP, Dingjan GM, et al. Btk levels set the threshold for b-cell activation and negative selection of autoreactive b cells in mice. Blood (2012) 119:3744–56. doi:  10.1182/blood-2011-12-397919 [DOI] [PubMed] [Google Scholar]
  • 27. Thien CB, Langdon WY. Cbl: many adaptations to regulate protein tyrosine kinases. Nat Rev Mol Cell Biol (2001) 2:294–307. doi:  10.1038/35067100 [DOI] [PubMed] [Google Scholar]
  • 28. Wang SP, Iwata S, Nakayamada S, Niiro H, Jabbarzadeh-Tabrizi S, Kondo M, et al. Amplification of IL-21 signalling pathway through bruton’s tyrosine kinase in human b cell activation. Rheumatol (Oxford) (2015) 54:1488–97. doi:  10.1093/rheumatology/keu532 [DOI] [PubMed] [Google Scholar]
  • 29. Hom G, Graham RR, Modrek B, Taylor KE, Ortmann W, Garnier S, et al. Association of systemic lupus erythematosus with C8orf13-BLK and ITGAM-ITGAX. N Engl J Med (2008) 358:900–9. doi:  10.1056/NEJMoa0707865 [DOI] [PubMed] [Google Scholar]
  • 30. Kozyrev SV, Abelson AK, Wojcik J, Zaghlool A, Linga Reddy MV, Sanchez E, et al. Functional variants in the b-cell gene BANK1 are associated with systemic lupus erythematosus. Nat Genet (2008) 40:211–6. doi:  10.1038/ng.79 [DOI] [PubMed] [Google Scholar]
  • 31. Deng Y, Tsao BP. Genetic susceptibility to systemic lupus erythematosus in the genomic era. Nat Rev Rheumatol (2010) 6(12):683–92. doi:  10.1038/nrrheum.2010.176 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 32. O'Neill LA, Kishton RJ, Rathmell J. A guide to immunometabolism for immunologists. Nat Rev Immunol (2016) 16:553–65. doi:  10.1038/nri.2016.70 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 33. Vercellino I, Sazanov LA. The assembly, regulation and function of the mitochondrial respiratory chain. Nat Rev Mol Cell Biol (2022) 23(2):141–61. doi:  10.1038/s41580-021-00415-0 [DOI] [PubMed] [Google Scholar]
  • 34. Chapman NM, Chi H. Metabolic adaptation of lymphocytes in immunity and disease. Immunity (2022) 55(1):14–30. doi:  10.1016/j.immuni.2021.12.012 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 35. Caro-Maldonado A, Wang R, Nichols AG, Kuraoka M, Milasta S, Sun LD, et al. Metabolic reprogramming is required for antibody production that is suppressed in anergic but exaggerated in chronically BAFF-exposed b cells. J Immunol (2014) 192:3626–36. doi:  10.4049/jimmunol.1302062 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 36. Sarbassov DD, Ali SM, Sengupta S, Sheen JH, Hsu PP, Bagley AF, et al. Prolonged rapamycin treatment inhibits mTORC2 assembly and Akt/PKB. Mol Cell (2006) 22:159–68. doi:  10.1016/j.molcel.2006.03.029 [DOI] [PubMed] [Google Scholar]
  • 37. Lee K, Gudapati P, Dragovic S, Spencer C, Joyce S, Killeen N, et al. Mammalian target of rapamycin protein complex 2 regulates differentiation of Th1 and Th2 cell subsets via distinct signaling pathways. Immunity (2010) 32:743–53. doi:  10.1016/j.immuni.2010.06.002 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 38. Delgoffe GM, Pollizzi KN, Waickman AT, Heikamp E, Meyers DJ, Horton MR, et al. The kinase mTOR regulates the differentiation of helper T cells through the selective activation of signaling by mTORC1 and mTORC2. Nat Immunol (2011) 12:295–303. doi:  10.1038/ni.2005 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 39. Wu T, Qin X, Kurepa Z, Kumar KR, Liu K, Kanta H, et al. Shared signaling networks active in b cells isolated from genetically distinct mouse models of lupus. J Clin Invest (2007) 117:2186–96. doi:  10.1172/JCI30398 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 40. Zeng Q, Zhang H, Qin J, Xu Z, Gui L, Liu B, et al. Rapamycin inhibits BAFF-stimulated cell proliferation and survival by suppressing mTOR-mediated PP2A-erk 1/2 signaling pathway in normal and neoplastic b-lymphoid cells. Cell Mol Life Sci (2015) 72:4867–84. doi:  10.1007/s00018-015-1976-1 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 41. Lee K, Heffington L, Jellusova J, Nam KT, Raybuck A, Cho SH, et al. Requirement for rictor in homeostasis and function of mature b lymphoid cells. Blood (2013) 122:2369–79. doi:  10.1182/blood-2013-01-477505 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 42. Li M, Lazorchak AS, Ouyang X, Zhang H, Liu H, Arojo OA, et al. Sin1/mTORC2 regulate b cell growth and metabolism by activating mTORC1 and myc. Cell Mol Immunol (2019) 16:757–69. doi:  10.1038/s41423-018-0185-x [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 43. Omori SA, Cato MH, Anzelon-Mills A, Puri KD, Shapiro-Shelef M, Calame K, et al. Regulation of class-switch recombination and plasma cell differentiation by phosphatidylinositol 3-kinase signaling. Immunity (2006) 25:545–57. doi:  10.1016/j.immuni.2006.08.015 [DOI] [PubMed] [Google Scholar]
  • 44. Hodson DJ, Turner M. The role of PI3K signalling in the b cell response to antigen. Adv Exp Med Biol (2009) 633:43–53. doi:  10.1007/978-0-387-79311-5_5 [DOI] [PubMed] [Google Scholar]
  • 45. Chen Z, Getahun A, Chen X, Dollin Y, Cambier JC, Wang JH. Imbalanced PTEN and PI3K signaling impairs class switch recombination. J Immunol (2015) 195:5461–71. doi:  10.4049/jimmunol.1501375 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 46. Chiu H, Mallya S, Nguyen P, Mai A, Jackson LV, Winkler DG, et al. The selective phosphoinoside-3-Kinase p110δ inhibitor IPI-3063 potently suppresses b cell survival, proliferation, and differentiation. Front Immunol (2017) 8:747. doi:  10.3389/fimmu.2017.00747 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 47. Chiu H, Jackson LV, Kwon Ik Oh KI, Mai A, Ronai ZA, Ruggero D, et al. The mTORC1/4E-BP/eIF4E axis promotes antibody class switching in b lymphocytes. J Immunol (2019) 202(2):579–90. doi:  10.4049/jimmunol.1800602 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 48. Limon JJ, So L, Jellbauer S, Chiu H, Corado J, SM S, et al. mTOR kinase inhibitors promote antibody class switching via mTORC2 inhibition. Proc Natl Acad Sci USA (2014) 111:E5076–85. doi:  10.4049/jimmunol.1800602 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 49. Zheng L, Anne D. BAFF and selection of autoreactive b cells. Trends Immunol (2011) 32:388–94. doi:  10.1016/j.it.2011.06.004 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 50. Gayed M, Gordon C. Novel treatments for systemic lupus erythematosus. Curr Opin Invest Drugs (2010) 11:1256–64. [PubMed] [Google Scholar]
  • 51. Mathieu Laplante M, Sabatini DM. mTOR signaling in growth control and disease. Cell (2012) 149(2):274–93. doi:  10.1016/j.cell.2012.03.017 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 52. Torigoe M, Iwata S, Nakayamada S, Sakata K, Zhang M, Hajime M, et al. Metabolic reprogramming commits differentiation of human CD27 + IgD + b cells to plasmablasts or CD27-IgD cells. J Immunol (2017) 199:425–34. doi:  10.4049/jimmunol.1601908 [DOI] [PubMed] [Google Scholar]
  • 53. Zhang M, Iwata S, Hajime M, Ohkubo N, Todoroki Y, Miyata H, et al. Methionine commits cells to differentiate into plasmablasts through epigenetic regulation of BTB and CNC homolog 2 by the methyltransferase EZH2. Arthritis Rheumatol (2020) 72:1143–53. doi:  10.1002/art.41208 [DOI] [PubMed] [Google Scholar]
  • 54. Wolfson RL, Sabatini DM. The dawn of the age of amino acid sensors for the mTORC1 pathway. Cell Metab (2017) 26:301–9. doi:  10.1016/j.cmet.2017.07.001 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 55. Lee BC, Kaya A, Ma S, Kim G, Gerashchenko MV, Yim SH, et al. Methionine restriction extends lifespan of drosophila melanogaster under conditions of low amino-acid status. Nat Commun (2014) 5:3592. doi:  10.1038/ncomms4592 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 56. Mesin L, Ersching J, Victora GD. Germinal center b cell dynamics. Immunity (2016) 45:471–82. doi:  10.1016/j.immuni.2016.09.001 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 57. Tanaka H, Muto A, Shima H, Katoh Y, Sax N, Tajima S, et al. Epigenetic regulation of the blimp-1 gene (Prdm1) in b cells involves Bach2 and histone deacetylase 3. J Biol Chem (2016) 291:6316–30. doi:  10.1074/jbc.M116.713842 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 58. Dann SG, Ryskin M, Barsotti AM, Golas J, Shi C, Miranda M, et al. Reciprocal regulation of amino acid import and epigenetic state through Lat1 and EZH2. EMBO J (2015) 34:1773–85. doi:  10.15252/embj.201488166 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 59. Barski A, Cuddapah S, Cui K, Roh TY, Schones DE, Wang Z, et al. High-resolution profiling of histone methylations in the human genome. Cell (2007) 129(4):823–37. doi: 10.1016/j.cell.2007.05.009 [DOI] [PubMed] [Google Scholar]
  • 60. Morita M, Gravel SP, Hulea L, Larsson O, Pollak M, St-Pierre J, et al. mTOR coordinates protein synthesis, mitochondrial activity and proliferation. Cell Cycle (2015) 14(4):473–80. doi:  10.4161/15384101.2014.991572 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 61. Morita M, Gravel SP, Chénard V, Sikström K, Zheng L, Alain T, et al. mTORC1 controls mitochondrial activity and biogenesis through 4E- BP-dependent translational regulation. Cell Metab (2013) 18:698–711. doi:  10.1016/j.cmet.2013.10.001 [DOI] [PubMed] [Google Scholar]
  • 62. Noji H, Yasuda R, Yoshida M, Kinosita K, Jr. Direct observation of the rotation of F1-ATPase. Nature (1997) 386:299–302. doi:  10.1038/386299a0 [DOI] [PubMed] [Google Scholar]
  • 63. Murphy MP. How mitochondria produce reactive oxygen species. Biochem J (2009) 417:1–13. doi:  10.1042/BJ20081386 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 64. Lood C, Blanco LP, Purmalek MM, Carmona-Rivera C, De Ravin SS, Smith CK, et al. Neutrophil extracellular traps enriched in oxidized mitochondrial DNA are interferogenic and contribute to lupus- like disease. Nat Med (2016) 22:146–53. doi:  10.1038/nm.4027 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 65. Vorobjeva N, Prikhodko A, Galkin I, Pletjushkina O, Zinovkin R, Sud'ina G, et al. Mitochondrial reactive oxygen species are involved in chemoattractant- induced oxidative burst and degranulation of human neutrophils in vitro . Eur J Cell Biol (2017) 96:254–65. doi:  10.1016/j.ejcb.2017.03.003 [DOI] [PubMed] [Google Scholar]
  • 66. Rousset S, Emre Y, Join-Lambert O, Hurtaud C, Ricquier D, Cassard-Doulcier AM. The uncoupling protein 2 modulates the cytokine balance in innate immunity. Cytokine (2006) 35:135–42. doi:  10.1016/j.cyto.2006.07.012 [DOI] [PubMed] [Google Scholar]
  • 67. Wang Z, Cai F, Chen X, Luo M, Hu L, Lu Y. The role of mitochondria- derived reactive oxygen species in hyperthermia- induced platelet apoptosis. PloS One (2013) 8:e75044. doi:  10.1371/journal.pone.0075044 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 68. Dickinson BC, Chang CJ. Chemistry and biology of reactive oxygen species in signaling or stress responses. Nat Chem Biol (2011) 7:504–11. doi:  10.1038/nchembio.607 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 69. Morgan PE, Sturgess AD, Davies MJ. Evidence for chronically elevated serum protein oxidation in systemic lupus erythematosus patients. Free Radic Res (2009) 43:117–27. doi:  10.1080/10715760802623896 [DOI] [PubMed] [Google Scholar]
  • 70. Van Houten B, Woshner V, Santos JH. Role of mitochondrial DNA in toxic responses to oxidative stress. DNA Repair (Amst) (2006) 5(2):145–52. doi:  10.1016/j.dnarep.2005.03.002 [DOI] [PubMed] [Google Scholar]
  • 71. Becker YLC, Duvvuri B, Fortin PR, Lood C, Boilard E. The role of mitochondria in rheumatic diseases. Nat Rev Rheumatol (2022) 18(11):621–40. doi:  10.1038/s41584-022-00834-z [DOI] [PubMed] [Google Scholar]
  • 72. Buang N, Tapeng L, Gray V, Sardini A, Whilding C, Lightstone L, et al. Type I interferons affect the metabolic fitness of CD8+ T cells from patients with systemic lupus erythematosus. Nat Commun (2021) 12:1980. doi:  10.1038/s41467-021-22312-y [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 73. Caielli S, Athale S, Domic B, Murat E, Chandra M, Banchereau R, et al. Oxidized mitochondrial nucleoids released by neutrophils drive type I interferon production in human lupus. J Exp Med (2016) 213:697–713. doi:  10.1084/jem.20151876 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 74. Caielli S, Veiga DT, Balasubramanian P, Athale S, Domic B, Murat E, et al. A CD4+ T cell population expanded in lupus blood provides b cell help through interleukin-10 and succinate. Nat Med (2019) 25:75–81. doi:  10.1038/s41591-018-0254-9 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 75. Sumikawa M, Iwata S, Zhang M, Miyata H, Ueno M, Todoroki Y, et al. An enhanced mitochondrial function through glutamine metabolism in plasmablast differentiation in systemic lupus erythematosus. Rheumatol (Oxford) (2022) 61(7):3049–59. doi:  10.1093/rheumatology/keab824 [DOI] [PubMed] [Google Scholar]
  • 76. Takeshima Y, Iwasaki Y, Nakano M, Narushima Y, Ota M, Nagafuchi Y, et al. Immune cell multiomics analysis reveals contribution of oxidative phosphorylation to b cell functions and organ damage of lupus. Ann Rheum Dis (2022) 81(6):845–53. doi:  10.1136/annrheumdis-2021-221464 [DOI] [PubMed] [Google Scholar]
  • 77. Waters LR, Ahsan FM, Wolf DM, Shirihai O, Teitell MA. Initial b cell activation induces metabolic reprogramming and mitochondrial remodeling. iScience (2018) 5:99–109. doi:  10.1016/j.isci.2018.07.005 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 78. Crawford J, Cohen HJ. The essential role of l-glutamine in lymphocyte differentiation in vitro . J Cell Physiol (1985) 124(2):275–82. doi:  10.1002/jcp.1041240216 [DOI] [PubMed] [Google Scholar]
  • 79. D'Autréaux B, Toledano MB. ROS as signalling molecules: mechanisms that generate specificity in ROS homeostasis. Nat Rev Mol Cell Biol (2007) 8(10):813–24. doi:  10.1038/nrm2256 [DOI] [PubMed] [Google Scholar]
  • 80. Reth M. Hydrogen peroxide as second messenger in lymphocyte activation. Nat Immunol (2002) 3:1129–34. doi:  10.1038/ni1202-1129 [DOI] [PubMed] [Google Scholar]
  • 81. Capasso M, Bhamrah MK, Henley T, Boyd RS, Langlais C, Cain K, et al. HVCN1 modulates BCR signal strength via regulation of BCR-dependent generation of reactive oxygen species. Nat Immunol (2010) 11:265–72. doi:  10.1038/ni.1843 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 82. Adams WC, Chen YH, Kratchmarov R, Yen B, Nish SA, Lin WW, et al. Anabolism associated mitochondrial stasis driving lymphocyte differentiation over selfrenewal. Cell Rep (2016) 17:3142–52. doi:  10.1016/j.celrep.2016.11.065 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 83. Zhang X, Wang G, Bi Y, Jiang Z, Wang X. Inhibition of glutaminolysis ameliorates lupus by regulating T and b cell subsets and downregulating the mTOR/p70S6K/4EBP1 and NLRP3/captase-1/IL-1β pathways in MRL/lpr mice. Int Immunopharmacol (2022) 112:109133. doi:  10.1016/j.intimp.2022.109133 [DOI] [PubMed] [Google Scholar]
  • 84. Foretz M, Guigas B, Bertrand L, Pollak M, Viollet B. Metformin: from mechanisms of action to therapies. Cell Metab (2014) 20:953–66. doi:  10.1016/j.cmet.2014.09.018 [DOI] [PubMed] [Google Scholar]
  • 85. Batandier C, Guigas B, Detaille D, El-Mir MY, Fontaine E, Rigoulet M, et al. The ROS production induced by a reverse electron flux at respiratory-chain complex 1 is hampered by metformin. J Bioenerg Biomembr (2006) 38:33e42. doi:  10.1007/s10863-006-9003-8 [DOI] [PubMed] [Google Scholar]
  • 86. Rena G, Hardie DG, Pearson ER. The mechanisms of action of metformin. Diabetologia (2017) 60(9):1577–85. doi:  10.1007/s00125-017-4342-z [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 87. Scharer CD, Blalock EL, Mi T, Barwick BG, Jenks SA, Deguchi T, et al. Epigenetic programming underpins b cell dysfunction in human SLE. Nat Immunol (2019) 20(8):1071–82. doi:  10.1038/s41590-019-0419-9 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 88. Arazi A, Rao DA, Berthier CC, Davidson A, Liu Y, Hoover PJ, et al. The immune cell landscape in kidneys of patients with lupus nephritis. Nat Immunol (2019) 20(7):902–14. doi:  10.1038/s41590-019-0398-x [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 89. Wu C, Fu Q, Guo Q, Chen S, Goswami S, Sun S, et al. Lupus-associated atypical memory b cells are mTORC1-hyperactivated and functionally dysregulated. Ann Rheum Dis (2019) 78(8):1090–100. doi:  10.1136/annrheumdis-2019-215039 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 90. Wolf SD, Dittel BN, Hardardottir F, Janeway CA., Jr. Experimental autoimmune encephalomyelitis induction in genetically b cell-deficient mice. J Exp Med (1996) 184:2271–8. doi:  10.1084/jem.184.6.2271 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 91. Mauri C, Menon M. Human regulatory b cells in health and disease: therapeutic potential. J Clin Invest (2017) 127(3):772–9. doi:  10.1172/JCI85113 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 92. Matsumoto M, Baba A, Yokota T, Nishikawa H, Ohkawa Y, Kayama H, et al. Interleukin-10-producing plasmablasts exert regulatory function in autoimmune inflammation. Imunity (2014) 41(6):1040–51. doi:  10.1016/j.immuni.2014.10.016 [DOI] [PubMed] [Google Scholar]
  • 93. Matsumoto M, Fujii Y, Baba A, Hikida M, Kurosaki T, Baba Y. The calcium sensors STIM1 and STIM2 control b cell regulatory function through interleukin-10 production. Immunity (2011) 34(5):703–14. doi:  10.1016/j.immuni.2011.03.016 [DOI] [PubMed] [Google Scholar]
  • 94. Zhou L. AHR function in lymphocytes: emerging concepts. Trends Immunol (2016) 37(1):17–31. doi:  10.1016/j.it.2015.11.007 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 95. Piper CJM, Rosser EC, Oleinika K, Nistala K, Krausgruber T, Rendeiro AF, et al. Aryl hydrocarbon receptor contributes to the transcriptional program of IL-10-Producing regulatory b cells. Cell Rep (2019) 29(7):1878–92 e7. doi:  10.1016/j.celrep.2019.10.018 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 96. Rosser EC, Piper CJM, Matei DE, Blair PA, Rendeiro AF, Orford M, et al. Microbiota-derived metabolites suppress arthritis by amplifying aryl-hydrocarbon receptor activation in regulatory b cells. Cell Metab (2020) 31(4):837–51 e10. doi:  10.1016/j.cmet.2020.03.003 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 97. Meng X, Grötsch B, Luo Y, Knaup KX, Wiesener MS, Chen XX, et al. Hypoxia-inducible factor-1a is a critical transcription factor for IL-10-producing b cells in autoimmune disease. Nat Commun (2018) 9:251. doi:  10.1038/s41467-017-02683-x. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 98. Parra Sánchez AR, Voskuyl AE, van Vollenhoven RF. Treat-to-target in systemic lupus erythematosus: advancing towards its implementation. Nat Rev Rheumatol (2022) 18(3):146–57. doi:  10.1038/s41584-021-00739-3 [DOI] [PubMed] [Google Scholar]
  • 99. Mackensen A, Müller F, Mougiakakos D, Böltz S, Wilhelm A, Aigner M, et al. Anti-CD19 CAR T cell therapy for refractory systemic lupus erythematosus. Nat Med (2022) 28(10):2124–32. doi:  10.1038/s41591-022-02017-5 [DOI] [PubMed] [Google Scholar]
  • 100. Eriksson P, Wallin P, Sjowall C. Clinical experience of sirolimus regarding efficacy and safety in systemic lupus erythematosus. Front Pharmacol (2019) 10:82. doi:  10.3389/fphar.2019.00082 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 101. Zhang C, Chan CCY, Cheung KF, Chau MKM, Yap DYH, Ma MKM, et al. Effect of mycophenolate andrapamycin on renal fibrosis in lupus nephritis. Clin Sci (Lond) (2019) 133:1721–44. doi:  10.1042/CS20190536 [DOI] [PubMed] [Google Scholar]
  • 102. Lai ZW, Kelly R, Winans T, Marchena I, Shadakshari A, Yu J, et al. Sirolimus in patients with clinically active systemic lupus erythematosus resistant to, or intolerant of, conventional medications: a single-arm, open-label, phase 1/2 trial. Lancet (2018) 391:1186 e96. doi: 10.1016/S0140-6736(18)30485-9 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 103. Wang H, Li T, Chen S, Gu Y, Ye S. Neutrophil extracellular trap mitochondrial DNA and its autoantibody in systemic lupus erythematosus and a proof-of-concept trial of metformin. Arthritis Rheum (2015) 67:3190 e200. doi:  10.1002/art.39296 [DOI] [PubMed] [Google Scholar]
  • 104. Sun F, Wang HJ, Liu Z, Geng S, Wang HT, Wang X, et al. Safety and efficacy of metformin in systemic lupus erythematosus: a multicentre, randomised, double-blind, placebo-controlled trial. Lancet Rheumatol (2020) 2:e210–6. doi:  10.1016/S2665-9913(20)30004-7 [DOI] [PubMed] [Google Scholar]
  • 105. Sun F, Geng S, Wang H, Wang H, Liu Z, Wang X, et al. Effects of metformin on disease flares in patients with systemic lupus erythematosus: post hoc analyses from two randomised trials. Lupus Sci Med (2020) 7(1):e000429. doi:  10.1136/lupus-2020-000429 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 106. Cornaby C, Elshikha AS, Teng X, Choi SC, Scindia Y, Davidson A, et al. Efficacy of the combination of metformin and CTLA4Ig in the (NZB × NZW)F1 mouse model of lupus nephritis. Immunohorizons (2020) 4:319–31. doi:  10.4049/immunohorizons.2000033 [DOI] [PubMed] [Google Scholar]

Articles from Frontiers in Immunology are provided here courtesy of Frontiers Media SA

RESOURCES