Abstract
Knockout mice studies implicate the mammalian short-chain fatty acid (SCFA) receptors, FFAR2 and FFAR3– in colitis, arthritis and asthma. However, the correlation with human biology is uncertain. Here, we detected FFAR2 and FFAR3 expression in human monocytes via immunohistochemistry. Upon treatment with acetate SCFA or FFAR2- and FFAR3-specific synthetic agonists, human monocytes displayed elevated p38 phosphorylation and attenuated C5, CCL1, CCL2, GM-CSF, IL-1α, IL-1β and ICAM-1 inflammatory cytokine expression. Acetate and FFAR2 agonist treatment also repressed Akt and ERK2 signalling. Surprisingly, mouse monocytes displayed a distinct response to acetate treatment, elevating GM-CSF, IL-1α, and IL-1β cytokine expression. This effect persisted in FFAR2/3-knockout mouse monocytes and was not reproduced by synthetic agonists, suggesting a FFAR2/3 independent mechanism in mice. Collectively, we show that SCFAs act via FFAR2/3 to modulate human monocyte inflammatory responses– a pathway that is absent in mouse monocytes.
The gut microbiota has been associated with immune development and metabolic functions which include allergies, colon cancer, and inflammatory bowel disease (IBD)1. Some of these beneficial host-microbiome effects are mediated by short-chain fatty acids (SCFAs)2, which are produced in millimolar concentrations in the colonic lumen during the anaerobic fermentation of dietary fiber by saccarolytic gut bacteria3. The three most abundant SCFAs, namely acetate, butyrate and propionate, exert their physiological effects by activating the mammalian G protein-coupled receptors, FFAR2 (also known as GPR43 and FFA2) and FFAR3 (also known as GPR41 and FFA3), with a half maximal effective concentration (EC50) of ~0.5 mM4,5,6.
Knockout mice studies implicate FFAR2 and FFAR3 in chronic inflammatory diseases such as obesity, colitis, asthma and arthritis7,8,9,10,11,12,13,14,15. However, whether the receptors are protective or causative is inconsistent between studies16. For example, while Maslowski et al.7 and Smith et al.10 reported that FFAR2 knockout increases the severity of colitis; Sina et al.8 and Kim et al.9 conveyed the opposite. FFAR2 knockout is also demonstrated by Maslowski et al.7 to exacerbate the mouse asthma model while Trompette et al.15 reported no apparent effect. Of the two reports on FFAR3 knockout in mouse inflammation, Trompette et al.15 described exacerbated asthma while Kim et al.9 reported reduced colitis.
There is also a lack of agreement on the cell type responsible for the effect of FFAR2 and FFAR3. The function of FFAR2 in IBD has been variously associated with neutrophils8; gut epithelial cells9; or regulatory T cells10. Despite being highly expressed in monocytes5,6, little is known about the function of FFAR2 and FFAR3 in these cells. Monocytes may be an important target as these cells migrate to the colon mucosa and contribute to inflammation in both patients17 and mouse models18. Differentiated monocytes also form the principal source of intestinal macrophages19. In the colon mucosa, these cells are presumably exposed to the millimolar concentrations of SCFAs required to activate FFAR2 and FFAR3, with potential implications on monocyte-associated inflammatory disorders. Notably, the CD14+CD16+ monocyte subset is expanded and implicated in rheumatoid arthritis20 and IBD21.
Additional questions remain on the function of FFAR2 and FFAR3 in the human system as current published findings are based almost entirely on knockout mice models. Confirming the role of FFAR2 and FFAR3 in human tissues is necessary, considering the well-known limitations of using the mouse model to study human diseases22. For FFAR2, certain observations already point to the possibility of a difference in function among species. FFAR2 agonists induced the differentiation of mouse23 but not human24 adipocytes, while also inducing insulin secretion in mouse but not human islets25.
Here, we show that SCFAs act via FFAR2 and FFAR3 to modulate human monocyte inflammatory responses, a pathway that is absent in mouse monocytes. With pharmaceuticals targeting human FFAR2 already under development based on results from mice studies26, our findings caution that the mouse model may not replicate the full effect of such compounds on human physiology.
Results
Human monocytes express FFAR2 and FFAR3
The tissue-specific expression patterns of FFAR2 and FFAR3 may provide clues into their function. Immunohistochemical staining of human tissue sections detected FFAR2 and FFAR3 expression in spleen, pancreas, liver and others [Supplementary Figure 1] [Fig. 1a]. In agreement with Karaki et al.27, we detected FFAR2 expression in colon epithelial cells, which were additionally positive for FFAR3. Since the spleen is reportedly a monocyte reservoir28 and based on our previous observation that FFAR2 messenger ribonucleic acid (mRNA) is elevated in monocytes29, we examined FFAR3 and FFAR2 expression in relation to the monocyte and macrophage marker, CD163. CD163+ cells in the spleen co-stained for FFAR2 and FFAR3; while reduced FFAR2 and FFAR3 staining was observed for CD163+ tissue macrophages in the colon, liver and lungs [Fig. 1a]. Consistently, purified human peripheral blood monocytes stained positive for both FFAR2 and FFAR3; while reduced staining was observed in macrophages (differentiated in vitro from a portion of the initial monocyte sample) [Fig. 1b]. This suggests that monocytes may downregulate FFAR2 and FFAR3 expression upon differentiation into macrophages. Thus, FFAR2 and FFAR3 are expressed in human monocytes and are reduced upon differentiation into macrophages.
The lower FFAR2 expression observed in macrophages relative to monocytes is surprising, as the M-CSF cytokine which is required for monocyte maturation into macrophages, was previously found to induce monocyte FFAR2 mRNA expression after 3 h treatment ex vivo29,30. We examined FFAR2 and FFAR3 mRNA through the entire 7-day course of monocyte differentiation into macrophages with M-CSF treatment [Supplementary Figure 2a]. Consistently, we observed an 8-fold increase in FFAR2 mRNA at day 1 of M-CSF treatment, relative to day 0. However, this pattern was reversed from day 2 to day 7, leading to a 1-fold reduction (half the level of expression) relative to day 0. A similar trend was observed for FFAR3 mRNA, which was attenuated by 2 folds from day 2 to day 7. This subsequent mRNA attenuation (from day 2 to day 7) was consistent with the reduced FFAR2 and FFAR3 protein expression observed in macrophages. Lipopolysaccharide (LPS) stimulation was previously shown to raise monocyte FFAR2 mRNA29,30, which we also observed here [Supplementary Figure 2b]. The same treatment led to a 10-fold increase in monocyte FFAR3 mRNA. On the other hand, treatment of macrophages with LPS led to a more modest increase of 4-fold in FFAR2 and FFAR3 mRNA. Taken together, FFAR2 and FFAR3 mRNA expression levels remain elevated in monocytes relative to macrophages, even after LPS challenge.
FFAR2 and FFAR3 agonists reduced human monocyte inflammatory cytokine expression
Since the SCFAs (acetate, propionate and butyrate) were previously found to inhibit monocyte expression of CCL2 and IL-10 cytokines in vitro via an unknown mechanism31, we investigated if SCFAs act via FFAR2 and FFAR3 to modulate these cytokines. Indeed, human peripheral blood monocyte cytokine expression was suppressed upon treatment with FFAR2- and FFAR3- specific synthetic agonists, mimicking the effect of acetate. Treatment with acetate suppressed C5, CCL1, CCL2, GM-CSF, IL-1α, IL-1β and sICAM-1 cytokine expression during LPS challenge [Fig. 2], with a corresponding reduction in mRNA [Fig. 3 and Supplementary Figure 3]. These effects were observed at the 1 to 10 mM acetate concentration used, which is within reported concentration range of acetate in the colon3,32. Specific activation of FFAR3 with the synthetic agonist, AR42062633, led to reduced expression of C5, CCL1, CCL2, GM-CSF and IL-1β at both the protein level [Fig. 2] and the mRNA level [Fig. 3b,c and Supplementary Figure 3]. Treatment with the FFAR2 synthetic agonist, (2S)-2-(4-chlorophenyl)-3,3-dimethyl-N-(5-phenylthiazol-2-yl)butanamide (CFMB)34, attenuated CCL1, CCL2, GM-CSF, IL1A, IL1B and ICAM1 mRNA at 4 h post-LPS challenge [Fig. 3b,c and Supplementary Figure 3]; but not at 12 h post-LPS challenge [Fig. 3b]. Reductions at the protein level were observed for C5 and CCL2 at 6 and 12 h post-LPS challenge [Fig. 2]. The transient nature of the inhibition may be due to the purported instability of CFMB34. The mRNA levels may also have recovered so rapidly that there was no noticeable effect on the remaining cytokines at the protein level. This suppressive effect was not limited to LPS-activated monocytes, as acetate and CFMB treatment also reduced cytokine expression in monocytes activated by TNF, 12-O-Tetradecanoylphorbol-13-acetate (TPA) and PAM3CSK4 [Fig. 3c]. In fact, acetate reduced monocyte basal CCL2 expression in the absence of inflammatory stimuli [Fig. 3c], and during treatment with the TAK-242 inhibitor (which suppresses both ligand- dependent and -independent signalling of the LPS receptor, TLR435,36) [Supplementary Figure 4]. On the whole, the results here suggest that FFAR2 or FFAR3 activation by either acetate or synthetic agonists, leads to reduced cytokine expression in human monocytes.
FFAR2 and FFAR3 agonists induced human monocyte p38 phosphorylation
FFAR2 and FFAR3 may modulate cytokine expression via mitogen-activated protein kinases (MAPK) signalling37,38. Indeed, treatment of human monocytes with the FFAR2 and FFAR3 agonists (acetate, CFMB and AR420626) led to a transient increase in p38 phosphorylation that peaked at 3 min post-induction [Fig. 4a]. Only a small increase in Akt phosphorylation was observed while no elevation was detected for phosphorylated ERK and JNK [Supplementary Figure 5]. Acetate-induced activation of p38 persisted during Gi/G0 inhibition by Pertussis toxin (PT) but was abolished during Gq/11 inhibition by YM25489039, suggesting that Gq/11 signalling is required for the activation of p38 [Supplementary Figure 6]. Overall, these results suggest that acetate acts via FFAR2 and FFAR3 to induce p38 phosphorylation in human monocytes.
FFAR2 agonists attenuated Akt and ERK2 phosphorylation in human monocytes
During LPS-challenge, human monocytes treated with acetate or FFAR2 agonists displayed attenuated Akt and extracellular signal-regulated kinases 2 (ERK2) phosphorylation [Fig. 4b–d]. Consistently, acetate treatment also attenuated the phosphorylation of MSK2, which is activated by ERK and p38 signalling, while the mTOR phosphorylation (a target of Akt inhibition) was enhanced [Fig. 4b]. This inhibitory effect was not observed during FFAR3 agonist treatment [data not shown] and was strongest during early activation of Akt and ERK2 by LPS [Fig. 4c]. The inhibition of Akt by acetate persisted during Gi/G0 and Gq/11 signalling inhibition by PT and YM254890 [Supplementary Figure 7a] while the inhibition of ERK2 required Gq/11 signalling and was abolished by treatment with YM254890 but not with PT [Supplementary Figure 7b]. In summary, these findings suggest that acetate acts on FFAR2 to inhibit Akt and ERK signalling.
The human monocyte response to acetate is not mirrored by macrophages
Many of the abovementioned responses of the human monocytes to acetate, such as the induction of p38 or the attenuation of CCL2, were not observed upon in vitro differentiation into macrophages [Supplementary Figure 8]. Thus, human macrophage responses to acetate appear to be distinct from that of human monocytes, possibly due to reduced expression of FFAR2 and FFAR3 [Fig. 1b].
The mouse monocyte response to acetate is distinct from human monocytes
While FFAR2 and FFAR3 mRNA were also detected in mouse monocytes [Supplementary Figure 9a], the mouse monocyte response to acetate was distinct from human monocytes. Upon acetate treatment, mouse peripheral blood monocytes displayed reduced CXCL10, IL-17 and TMIP-1 expression and elevated CCL1, CCL3, GM-CSF, IL-1α, IL-1β and TNF, when compared to control monocytes treated with LPS alone [Fig. 5a]. Mouse bone marrow monocytes, on the other hand, responded to acetate with reduced CXCL10, IL-1rα, TIMP-1 and CCL2, and elevated CXCL1, IL-1α and IL-1β [Fig. 5a,b, and Supplementary Figure 9]. Notably, only the reduction in CCL2 was observed in both mouse bone marrow monocytes and human peripheral blood monocytes but not in mouse peripheral blood monocytes. This may be due to the larger proportion of around 70% Ly-6Chi monocytes found in the bone marrow sample versus the roughly 38% Ly-6Chi and 31% Ly-6Clow distribution found in the mouse peripheral blood monocyte sample [Supplementary Figure 10]. Ly-6Chi mouse monocytes are found by gene expression arrays to more closely resemble Classical CD14+CD16− human monocytes40,41 which make up more than 85% of the peripheral blood human monocyte sample [Supplementary Figure 10]. In mouse bone marrow monocytes, this acetate-mediated cytokine modulation persisted after FFAR2- or FFAR3-knockout [Fig. 5a] and was not reproduced by FFAR2 and FFAR3 synthetic agonists [Supplementary Figure 9d,e], suggesting a FFAR2/3 independent mechanism. In terms of kinase signalling, mouse bone marrow monocytes treated with acetate displayed elevated p38 phosphorylation [Fig. 5c]. However, acetate treatment did not reduce Akt and ERK2 phosphorylation during LPS challenge [Fig. 5d], a response that is observed in human peripheral blood monocytes [Fig. 4]. Collectively, our findings indicate that in mouse monocytes, the FFAR2 and FFAR3 agonist-mediated inhibition of Akt, ERK2 signalling and cytokine expression is absent, resulting in a response to acetate that is distinct from human monocytes.
Heterologous expression of FFAR2 leads to p38 activation and NF-κB attenuation
The function of human and mouse FFAR2 and FFAR3 was also investigated via heterologous expression in human adenocarcinoma lung alveolar basal epithelial cell line, A549 (which has low endogenous levels of FFAR2 and FFAR3 [data not shown]). Heterologous expression of FFAR2 led to the constitutive phosphorylation of p38 [Fig. 6a]. This p38 phosphorylation occurred in the absence of FFAR2 ligands, which suggests that FFAR2 is in a constitutively active state when overexpressed. Constitutive activity has been reported in some G protein–coupled receptors (GPCRs)42, including FFAR2 and FFAR35,43. Lee S. U. et al.44 described inhibition of basal NF-κB activity during FFAR2 synthetic agonist treatment of Hela cells stably expressing human FFAR244. Here, FFAR2 expression led to attenuated NF-κB activation by TNF [Fig. 6b,c], which is dependent on Akt45, as shown by the partial rescue during combined expression with myristoylated Akt (myr-Akt) [Fig. 6d]. The basal NF-κB activity (without TNF treatment), which is a pathway reportedly activated by certain GPCRs46, was only moderately raised by FFAR2 expression and inhibited by Bis I [Fig. 6e]. Consistent with the constitutive activation of FFAR2, the attenuation of NF-κB was proportional to the expression levels of FFAR2 [Fig. 6b] and was not increased by acetate ligand treatment [Fig. 6f]. Heterologous expression of FFAR3, albeit to a lesser extent than FFAR2, also attenuated NF-κB activity [Fig. 6f]. Collectively, these heterologous expression studies are consistent with FFAR2 mediated inhibition of Akt.
To tease out cell context dependent effects47, we expressed mouse FFAR2 and FFAR3 in A549 cells, obtaining the same cell context as the human receptor variants. This led to attenuated NF-κB activity [Fig. 6f], suggesting that the mouse receptor variants may also be capable of inhibitory pathway induction. The lack of FFAR2/3-mediated inhibition observed in mouse monocytes may be due to differences in signalling gene expression profiles between human and mouse monocytes41. Therefore, the species-specific signalling of FFAR2 and FFAR3 in monocytes is likely due to divergent monocyte function.
Discussion
The role of FFAR2 and FFAR3 in colitis, arthritis and asthma is unclear as knockout mice studies have been inconsistent in whether these receptors are protective or causative7,8,9,10,11,12,13,14,15. Here, we sought to clarify the roles of FFAR2 and FFAR3 by examining their function in human monocytes. Interestingly, we found that FFAR2 and FFAR3 agonists attenuated Akt and ERK signalling, and cytokine expression in human but not mouse monocytes. This may account for the distinct signalling and cytokine expression profiles observed between human and mouse monocytes upon acetate treatment.This species divergence may not be restricted to monocytes since FFAR2 agonists have been found to induce insulin secretion in mouse but not human islets25. Many prior observations already suggest that the mouse model does not fully replicate human disease pathologies22. For example, while mutations in the retinoblastoma tumor suppressor gene (RB) in humans are causative of retinoblastoma, Rb+/− mice show no increased incidence48. Our findings [summarized in Fig. 7] reveal that the mouse model, which is widely used in gut microbiota studies, does not fully replicate the distinct human response to SCFAs due to divergent FFAR2 and FFAR3 function. This may explain why current mouse models are unable to fully replicate human colitis symptoms49,50.
Many of the inflammatory cytokines attenuated by FFAR2 and FFAR3, including C5, CCL1, CCL2, GM-CSF, IL-1α, IL-1β, ICAM-1 and TNF [Figs 2 and 3], are associated with colitis. For instance, the CCL2 gene has been identified as a susceptibility loci for inflammatory bowel disease (a form of colitis)51 while IL-1 is essential in the initiation of colonic inflammation52. The potential involvement of monocyte FFAR2 and FFAR3 in human colitis, through the modulation of these cytokines, is therefore conceivable. Further investigations to determine: (i) if FFAR2 or FFAR3 signalling is altered in the monocytes of colitis patients, and (ii) whether this abnormality is involved in disease pathology– may reveal novel insights on colitis and its treatment.
Both FFAR2 and FFAR3 agonists induced p38 phosphorylation in human monocytes [Fig. 4a]. While p38 induction by FFAR2 was described for human MCF-7 breast cancer cells53 and mouse neutrophils54, here we showed that monocyte p38 can also be induced by FFAR3. p38 induction in human monocytes was GiG0 inhibitor(PT)-insensitive and Gq/11 inhibitor (YM254890)-sensitive [Fig. 4c]. This contrasts with p38 induction in mouse neutrophil which was shown to be PT-sensitive54, but is consistent with the PT-insensitive mechanism reported for MCF-754. Finally, the functional outcome of p38 activation by FFAR2 and FFAR3 in monocytes is unclear at this juncture, and warrants future studies.
The inhibition of Akt and ERK2 phosphorylation by FFAR2 [Fig. 4b–d] is a function that has been observed in other GPCRs. Examples include the inhibition of ERK by growth factor activation of P2Y(2) GPCR in keratinocytes, which is also similarly sensitive to Gq/11 inhibitor (YM254980)55. FFAR2 also reportedly inhibits the induction of Akt by insulin in adipocytes in a PT-sensitive manner14. On the other hand, the FFAR2-mediated attenuation of monocyte Akt that we observed here was neither PT- nor YM254890- sensitive [Supplementary Figure 7a]. This suggests that distinct inhibitory pathways with distinct G protein specificities are involved. The implications of FFAR2-mediated inhibition of Akt and ERK2 in human monocytes will be an important subject of future study.
The species-specific function of FFAR2 in response to SCFA may shed light on some intriguing earlier controversies. Previously, Masui et al.11 reported that acetate treatment reduced TNF expression in both human and mouse peripheral blood mononuclear cells (PBMCs), an effect that was abolished in human monocytes by a FFAR2 antibody, but persisted in Ffar2−/− mouse PBMCs. Our findings could possibly explain this dichotomy; that FFAR2 inhibitory activity is human monocyte-specific and therefore the inhibition of human FFAR2 activity (possibly by antibody binding) is expected to abolish the acetate-mediated cytokine inhibition. In mouse monocytes on the other hand, acetate appears to act independently of FFAR2, to modulate cytokine expression, thus Ffar2 knockout did not abolish the inhibition.
To investigate the role of FFAR2 and FFAR3, we employed synthetic agonists and FFAR2/3 single knockouts. While FFAR2 and FFAR3 can be activated by acetate, propionate and butyrate4,5,6, our studies were performed with acetate to avoid known off-target effects since both butyrate and propionate reportedly inhibit histone deacetylases56 while butyrate also activates GPR109A57. The similarity in treatment outcomes between acetate and synthetic agonists (against FFAR2 and FFAR3) on human monocyte signalling and cytokine expression [Figs 2, 3 and 4], supports that FFAR2 and FFAR3 activation may account for the effect of acetate. While it is possible that both acetate and the synthetic agonists may act via the same non-specific targets to produce these effects, this scenario is unlikely as the synthetic agonists are structurally distinct from acetate and are believed to act via allosteric sites33,34. However, the synthetic agonist studies do not exclude the possibility that in addition to FFAR2 and FFAR3, SCFAs may act on other targets to induce the signalling and cytokine inhibition observed. Future studies using loss-of-function approaches involving antagonists or small interfering RNAs specific to FFAR2 and FFAR3 may elucidate the contribution of each of these receptors.
In addition to FFAR2 and FFAR3, it is likely that acetate may act on other targets as well. Notably, the FFAR2 and FFAR3 synthetic agonists do not fully mimic the effect of acetate on human monocyte cytokine expression, with the FFAR2 agonists failing to attenuate many of the cytokines at 12 h post-LPS induction [Figs 2 and 3]. While, this may be due to the purported instability of CFMB34, another possibility is that these later effects are mediated by other targets of acetate. These differences in cytokine regulation also suggest that pathways in addition to p38 and Akt are involved in the regulation of cytokine expression since the effect of acetate on these signalling pathways were reproduced by the synthetic agonists [Figs 4 and 5]. Consistent with the involvement of additional signalling pathway targets, we observed attenuation of cytokine expression by the FFAR3 agonist [Figs 2 and 3] despite the agonist having no noticeable effect on Akt and ERK [data not shown]. Moreover, the inhibition of Akt and Erk by acetate and the FFAR2 agonist was also transient and modest [Fig. 4]. Thus, while our findings offer a first tentative glimpse into the effect of acetate on human monocytes, it is possible that targets in addition to FFAR2 and FFAR3 are also involved, which warrants future studies.
In mouse monocytes, a distinct cytokine modulation pattern was observed during acetate treatment. This effect persisted in FFAR2 or FFAR3 knockout mice monocytes [Fig. 5a]; and was not reproduced by FFAR2/3 synthetic agonists [Supplementary Figure 9d,e]. This suggests that in mouse monocytes, the action of acetate is independent of FFAR2 and FFAR3. Interestingly, the heterologous expression of murine FFAR2 and FFAR3 in A549 cells did lead to inhibition of NF-κB, which is similar to the human homologs [Fig. 6], suggesting that the murine receptors are capable of inhibitory activity. This may be due to cell-context dependent signalling that is observed for certain GPCRs58. It is also possible that the synthetic agonists did not fully activate the cytokine modulation pathways downstream of murine FFAR2 and FFAR3, and that acetate is acting via the remaining receptor in mouse monocytes to fully compensate for the single receptor knockout. Further studies with FFAR2 and FFAR3 double knockout animals59 are required to confirm that the lack of effect in the single receptor knockouts is not due to compensation.
Due to the heterogeneity of the monocyte and macrophage population60, the role of FFAR2 and FFAR3 may vary from subset to subset. In fact, while it is uncertain if this was due to FFAR2/3 signalling, we observed that mouse monocytes from the bone marrow and the peripheral blood display distinct cytokine expression patterns in response to acetate [Fig. 5a]. It is possible that the FFAR2 and FFAR3 phenotype observed in the human macrophages (generated in vitro) used in this study may be distinct from that of other tissue resident macrophages. Notably, a population of mouse tissue resident macrophages that do not appear to be derived from circulating monocytes have been reported61. Likewise, since the mouse studies were performed almost entirely with bone marrow monocytes, we cannot rule out the possibility that FFAR2 and FFAR3 may have important roles in other mouse macrophage populations present in other tissues. Thus, additional studies are required to confirm the role of FFAR2 and FFAR3 in monocyte and resident tissue macrophage subsets that were not investigated in this study.
In conclusion, our study [summarized in Fig. 7], offers the first glimpse into FFAR2 and FFAR3 function in human monocytes, where these receptors modulate p38, Akt and ERK signalling [Fig. 4], and attenuate cytokine expression [Figs 2 and 3] in response to SCFA treatment. These findings hint at a potentially important role for FFAR2 and FFAR3 in mediating the interaction between the SCFA-producing gut bacteria and monocytes, with possible implications in monocyte-associated chronic inflammatory diseases20,21,62, in particular in IBD17. In mouse bone marrow monocytes, FFAR2- and FFAR3-mediated inhibition of Akt and ERK signalling and cytokine expression is not observed, accounting for a distinct response to SCFA treatment in terms of signalling and cytokine expression [Fig. 5 and Supplementary Figure 9]. This implies that despite being widely used in gut microbiota studies, the mouse model may not fully replicate the distinct human response to SCFAs due to divergent FFAR2 and FFA3 function. With the growing interest on these SCFA receptors as potential therapeutic targets63, our newfound insight will allow for potential differences between human and mouse monocyte responses to pharmacological compounds to be accounted for. Finally, since these preliminary observations were done with primary monocytes ex vivo, further investigations are required to determine the contribution of monocyte FFAR1 and FFAR3 signalling in the pathogenesis of diseases. Such studies will need to be performed with clinical samples or in mice with humanized immune systems64 to fully elucidate the complex interactions between the human host and its microbiome.
Materials and Methods
Animal work
All experimental protocols were approved by the National University of Singapore (NUS) Institutional Animal Care and Use Committee (IACUC) (Protocol Ref: 049/11, BR14/11), and were carried out in accordance with the approved guidelines. Ffar2 and Ffar3 knockout mice were generated as previously described13 and maintained in the 129/SvEv background.
Plasmid constructs
The myristoylated human Akt1 (myr-Akt) was cloned into pcDNA3 vector or the empty pcDNA3 expression vector as control. The coding regions (CDS) of human FFAR3 (NM_005304), human FFAR2 (NM_005306), mouse Ffar3 (NM_001033316), and mouse Ffar2 (NM_001168509) were cloned into the pcDNA3.1/V5-His A (Invitrogen) expression vector.
Primary cell isolation
Human peripheral blood monocytes were isolated from buffy coat of healthy adult donors containing citrate-phosphate-dextrose (CPD) anticoagulant (National University Hospital, Blood Donation Centre, Singapore). This work was approved by the Institutional Review Board (IRB), NUS-IRB B-14-063E, National University of Singapore (NUS). Briefly, the buffy coat was diluted four times with PBS containing 2% FBS and 1 mM EDTA, and the mononuclear fraction was obtained via density gradient centrifugation with Ficoll-Paque Premium 1.073 (GE Healthcare). From the mononuclear fraction, the monocyte population was enriched with the Human Monocyte Enrichment Kit (Stemcell). Mouse monocytes were collected from the peripheral blood and bone marrow of 8 to 14 week old 129/SvEv mice. Erythrocytes were lysed from the blood sample by diluting into an ammonium chloride solution. The monocyte fraction was enriched with the Mouse Monocyte Enrichment Kit (Stemcell).
Macrophage generation
Enriched human peripheral blood monocytes were differentiated into macrophages by culture for 7 days in RPMI media (with 10% FBS and 1% v/v penicillin and streptomycin) supplemented with 50 ng/ml M-CSF, 37 °C, at a cell concentration of 2 × 106/ml.
Flow cytometry analysis of enriched monocyte/macrophage preparations
Monocyte/macrophage preparations were routinely analyzed by flow cytometry [Supplementary Figure 1], with mouse monoclonal antibodies from eBioscience. Enriched human peripheral blood monocyte preparations were typically more than 85% CD14+CD16− (classical). Upon in vitro differentiation into human macrophages, the cell population was more than 99% CD11b+CD14+. Mouse monocyte samples were typically more than 80% CD11b+Ly-6G−. In agreement with previous reports65, enriched mouse peripheral blood monocyte preparations contained a mixture of around 38% Ly-6Chi and 31% Ly-6Clow subsets, while bone marrow samples contained a higher proportion of around 70% Ly-6Chi monocytes.
Cell culture conditions
Human macrophages, peripheral blood monocytes and mouse monocytes were cultured in RPMI media (with 10% FBS and 1% v/v penicillin and streptomycin) at 37 °C for 2 h before being used in assays. The A549 adenocarcinomic human lung alveolar basal epithelial cells were routinely cultured in RPMI media (with 10% FBS and 1% v/v penicillin and streptomycin) at 37 °C.
Luciferase reporter assays
For A549 cells, luciferase assays were performed in 24-well plates. Transfections were performed at ~80% confluency using the TurboFect Transfection Reagent (Thermo Scientific), and according to the manufacturer’s protocol. A combination of 0.8 μg expression/control vector + 0.2 μg pNFκB_Luc (Stratagene) + 0.02 μg pRL-CMBV (Promega) was used. For experiments involving the exogenous expression of multiple proteins, an equal mass of each expression vector was used to make up 0.8 μg. Following ligand induction, the luciferase activities were measured with the Dual-Luciferase® Reporter Assay kit (Promega).
Cell treatments
Unless otherwise stated, cells were treated with the final concentration of 10 μM CFMB [(2S)-2-(4-chlorophenyl)-3,3-dimethyl-N-(5-phenylthiazol-2-yl)butanamide] (Calbiochem) (ChemSpider ID: 24656891) (EC50 of ~0.7 μM)34, 10 μM AR420626 [N-(2,5-Dichlorophenyl)-4-(furan-2-yl)-2-methyl-5-oxo-1,4,5,6,7,8-hexahydro-quinoline-3-carboxamide] (Glixx Laboratories) (EC50 of ~0.7 μM)33, 100 ng/mL Escherichia coli 055:B5 LPS (Sigma), 10 ng/mL TNF (Gibco) and 200 nM 12-O-Tetradecanoylphorbol-13-acetate (TPA) (Sigma), 100 ng/mL PAM3CSK4 (Invivogen). 500 ng/mL of Pertussis Toxin (PT) (Invitrogen), 10 μM YM25489039, 2 μM Wortmannin (Sigma), 10 μM U0126 (Cell Signalling) and 2 μM TAK-242 (Cayman Chemical)35,36.
Immunohistochemistry
This work was approved by the Institutional Review Board (IRB), NUS-IRB B-15-155E, National University of Singapore (NUS). The human normal tissue microarrays, colon and lung sections, were obtained from Biomax.us. Human monocytes and macrophages were embedded in 1% agarose and fixed overnight with 10% neutral buffered formalin solution followed by embedding with paraffin with tissue processor (Leica). Following antigen retrieval (0.01 M Citrate buffer pH 6, 20 min at 99 °C), tissue sections were stained at 4 °C overnight with primary antibodies against CD163 (Thermo Scientific, MA5-11458), FFAR3 (Atlas Antibodies, HPA044681, Lot R40941) and FFAR2 (Santa Cruz Biotechnology, sc-32906). Secondary antibody incubation and chromomeric substrate development was then performed with the DS-MR-Hu C2 Kit (Polink).
Proteome array and Western blot analysis of MAPKs and cytokines
The Human Phospho-MAPK Array Kit (R&D Sytems, ARY002B), Mouse Cytokine Antibody Array (R&D Systems, ARY006) and Human Cytokine Array Kit (R&D Systems, ARY005) were used. The array chemiluminescent signals were captured with ImageQuant™ LAS 4000 mini (GE Healthcare). Densitometric analysis was performed using the ImageQuant TL Software (GE Healthcare). Optical densities were standardized to the mean positive control (reference spots 1 to 3) readings and displayed as a heat map generated using the matrix2png program66.
Total cell lysates were resolved on a denaturing SDS PAGE gel (10%) and transferred onto Immuno-Blot PVDF membranes (Biorad). These were then probed with antibodies against XBP1 (Abcam, ab37152), β-actin (Sigma, a2066), phospho-p38 (Thr180/Tyr182) (Cell Signalling, 4511), p38 (Cell Signalling, 8690), phospho-Akt (Ser437) (Cell Signalling, 4060), Akt (Cell Signalling, Cat. #9272), phospho-ERK1/2 (Thr202/Tyr204) (Cell Signalling, 4370), ERK1/2 (Cell Signalling, Cat. #9107), phospho-SAPK/JNK (Thr183/Tyr185)(Cell Signalling, #9255) or SAPK/JNK Antibody (Cell Signalling, Cat. #9252). These primary antibodies were then probed with the respective HRP-conjugated secondary antibodies: Goat anti-Rabbit (Dako, P00448) or Goat Anti-Mouse (Dako, P0447). Western blot chemiluminescent signals were captured with an ImageQuant™ LAS 4000 mini (GE Healthcare). Densitometric analysis was performed on biological triplicates using the ImageQuant TL Software (GE Healthcare). These PVDF blots were then stripped before further reprobing.
Real-time quantitative PCR analysis of cytokine mRNA
RNA was extracted using the Trizol Reagent (Ambion). The purified RNA was reverse transcribed with the SuperScript® III First-Strand Synthesis System (Invitrogen) and analyzed by real-time qPCR using the GoTaq® qPCR Master Mix (Promega) and a LightCycler® 480 (Roche). Primers, all with an annealing temperature of 60 °C, are listed in Table 1. With RPL27 as the reference gene, the mean fold change of the treatment condition relative to the reference condition was calculated using the Relative Expression Software Tool (REST MCS © - version 2)67,68.
Table 1. List of PCR primers.
Human mRNA | Mouse mRNA |
---|---|
RPL27_F;ATCGCCAAGAGATCAAAGATAA | Rpl27_F;AACTACAACCACCTCATGCCC |
RPL27_R;TCTGAAGACATCCTTATTGACG | Rpl27_R;TCCCTGTCTTGTATCGCTCCT |
C5_F;AGCCAGCCAAAAGAGAAACTGTC | C5_F;CTGCTTGAAAACACCCTGCC |
C5_R;ATGCGGTTCCAGTTGTTGAAAAG | C5_R;AGCTGTCTGGACGTTTGAGG |
CCL1_F;GGAAGATGTGGACAGCAAGAGC | Ccl1_F;TTCCCCTGAAGTTTATCCAGTGTT |
CCL1_R;TGTAGGGCTGGTAGTTTCGG | Ccl1_R;TGAACCCACGTTTTGTTAGTTGAG |
CCL2_F;GATCTCAGTGCAGAGGCTCG | Ccl2_F;CCCAATGAGTAGGCTGGAGA |
CCL2_R;TGCTTGTCCAGGTGGTCCAT | Ccl2_R;TTGGTTCCGATCCAGGTTTTTAA |
FFAR2_F;GCCTGGTGCTCTTCTTCATC | Cxcl1_F;TGCACCCAAACCGAAGTCAT |
FFAR2_R;AGGTGGGACACGTTGTAAGG | Cxcl1_R;TTGTCAGAAGCCAGCGTTCAC |
FFAR3_F;CACCATCTATCTCACCGCCC | Cxcl2_F;TCCAGAGCTTGAGTGTGACG |
FFAR3_R;TATGACGTAGACCACGCTGC | Cxcl2_R;TTCAGGGTCAAGGCAAACTT |
GM-CSF_F;CACTGCTGCTGAGATGAATGAAA | Cxcl10_F;GACGGTCCGCTGCAACTG |
GM-CSF_R;GTCTGTAGGCAGGTCGGCTC | Cxcl10_R;GCTTCCCTATGGCCCTCATT |
ICAM1_F;GGCTGGAGCTGTTTGAGAAC | Ffar2_F;TTCCCATGGCAGTCACCATC |
ICAM1_R;ACTGTGGGGTTCAACCTCTG | Ffar2_R;TGTAGGGTCCAAAGCACACC |
IL1A_F;GAATGACGCCCTCAATCAAAGT | Ffar3_F;TCCTGCCGTTTCGCATGGTGG |
IL1A_R;TCATCTTGGGCAGTCACATACA | Ffar3_R;ACCGCCGTCAGGAAGAGGGAG |
IL1B_F;AAGCTGAGGAAGATGCTG | GM-CSF_F;TGTGGTCTACAGCCTCTCAGCAC |
IL1B_R;ATCTACACTCTCCAGCTG | GM-CSF_R;CAAAGGGGATATCAGTCAGAAAGGT |
IL8_F;TGTGAAGGTGCAGTTTTGCCAAGG | Icam1_F;CAATTTCTCATGCCGCACAG |
IL8_R;GTTGGCGCAGTGTGGTCCACTC | Icam1_R;AGCTGGAAGATCGAAAGTCCG |
TNF_F;CCCCAGAGGGAAGAGTTCCCCA | Il1A_F;TTGGTTAAATGACCTGCAACA |
TNF_R;GGCGGTTCAGCCACTGGAG | Il1A_R;GAGCGCTCACGAACAGTTG |
Il1B_F;TGTAATGAAAGACGGCACACC | |
Il1B_R;TCTTCTTTGGGTATTGCTTGG | |
Il1ra_F;CTTTACCTTCATCCGCTCTGAGA | |
Il1ra_R;TCTAGTGTTGTGCAGAGGAACCA | |
Timp1_F;TGTGGGAAATGCCGCAGATA | |
Timp1_R;TTCACTGCGGTTCTGGGACT | |
Tnf_F;CTGTAGCCCACGTCGTAGC | |
Tnf_R;TTGAGATCCATGCCGTTG |
Statistical analysis
Data are presented as means ± SEM of triplicate conditions/samples tested and are representative of at least 3 independent experiments. Differences between averages were analyzed by the two-tailed Welch’s unequal variance t-test. Significance was set at a P-value of <0.05. *P < 0.05; **P < 0.005; *P < 0.0005.
Additional Information
How to cite this article: Ang, Z. et al. Human and mouse monocytes display distinct signalling and cytokine profiles upon stimulation with FFAR2/FFAR3 short-chain fatty acid receptor agonists. Sci. Rep. 6, 34145; doi: 10.1038/srep34145 (2016).
Supplementary Material
Acknowledgments
This work was funded by a grant from the National Medical Research Council, Singapore (NMRC/CBRG/0055/2014) and Ministry of Education, Singapore (Tier 1). AZW was an NGS scholar. The authors have no conflicting financial interests. YM254890 was a kind gift from Taiho Pharmaceutical Co., Ltd. We also thank Dr Seet Ju Ee from the National University Hospital, Singapore, for her advice and assistance with the immunohistochemistry experiments.
Footnotes
Author Contributions Z.A. conceived, designed, and performed the experiments and analyzed the data with intellectual input from N.S.T., J.L., Y.-C.L., J.G. and J.L.D. J.E.Z. performed some experiments. N.S.T. and J.G. contributed reagents/materials/analysis tools. J.L.D. provided overall coordination and supervision of the study. Z.A. wrote the manuscript with comments from co-authors.
References
- Guarner F. & Malagelada J.-R. Gut flora in health and disease. Lancet 361, 512–519 (2003). [DOI] [PubMed] [Google Scholar]
- Wong J. M. W., de Souza R., Kendall C. W. C., Emam A. & Jenkins D. J. A. Colonic health: fermentation and short chain fatty acids. J. Clin. Gastroenterol. 40, 235–243 (2006). [DOI] [PubMed] [Google Scholar]
- Cummings J. H., Pomare E. W., Branch W. J., Naylor C. P. & Macfarlane G. T. Short chain fatty acids in human large intestine, portal, hepatic and venous blood. Gut 28, 1221–1227 (1987). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Brown A. J. et al. The Orphan G protein-coupled receptors GPR41 and GPR43 are activated by propionate and other short chain carboxylic acids. J. Biol. Chem. 278, 11312–11319 (2003). [DOI] [PubMed] [Google Scholar]
- Le Poul E. et al. Functional characterization of human receptors for short chain fatty acids and their role in polymorphonuclear cell activation. J. Biol. Chem. 278, 25481–25489 (2003). [DOI] [PubMed] [Google Scholar]
- Nilsson N. E., Kotarsky K., Owman C. & Olde B. Identification of a free fatty acid receptor, FFA2R, expressed on leukocytes and activated by short-chain fatty acids. Biochem. Biophys. Res. Commun. 303, 1047–1052 (2003). [DOI] [PubMed] [Google Scholar]
- Maslowski K. M. et al. Regulation of inflammatory responses by gut microbiota and chemoattractant receptor GPR43. Nature 461, 1282–1286 (2009). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Sina C. et al. G protein-coupled receptor 43 is essential for neutrophil recruitment during intestinal inflammation. J. Immunol. Baltim. Md 1950 183, 7514–7522 (2009). [DOI] [PubMed] [Google Scholar]
- Kim M. H., Kang S. G., Park J. H., Yanagisawa M. & Kim C. H. Short-chain fatty acids activate GPR41 and GPR43 on intestinal epithelial cells to promote inflammatory responses in mice. Gastroenterology 145, 396-406–10 (2013). [DOI] [PubMed] [Google Scholar]
- Smith P. M. et al. The Microbial Metabolites, Short-Chain Fatty Acids, Regulate Colonic Treg Cell Homeostasis. Science 341, 569–573 (2013). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Masui R. et al. G protein-coupled receptor 43 moderates gut inflammation through cytokine regulation from mononuclear cells. Inflamm. Bowel Dis. 19, 2848–2856 (2013). [DOI] [PubMed] [Google Scholar]
- Bjursell M. et al. Improved glucose control and reduced body fat mass in free fatty acid receptor 2-deficient mice fed a high-fat diet. Am. J. Physiol. Endocrinol. Metab. 300, E211–E220 (2011). [DOI] [PubMed] [Google Scholar]
- Tolhurst G. et al. Short-chain fatty acids stimulate glucagon-like peptide-1 secretion via the G-protein-coupled receptor FFAR2. Diabetes 61, 364–371 (2012). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Kimura I. et al. The gut microbiota suppresses insulin-mediated fat accumulation via the short-chain fatty acid receptor GPR43. Nat. Commun. 4, 1829 (2013). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Trompette A. et al. Gut microbiota metabolism of dietary fiber influences allergic airway disease and hematopoiesis. Nat. Med. 20, 159–166 (2014). [DOI] [PubMed] [Google Scholar]
- Ang Z. & Ding J. L. GPR41 and GPR43 in Obesity and Inflammation - Protective or Causative? Front. Immunol. 7, 28 (2016). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Grimm M. C. et al. Direct evidence of monocyte recruitment to inflammatory bowel disease mucosa. J. Gastroenterol. Hepatol. 10, 387–395 (1995). [DOI] [PubMed] [Google Scholar]
- Nakanishi Y., Sato T. & Ohteki T. Commensal Gram-positive bacteria initiates colitis by inducing monocyte/macrophage mobilization. Mucosal Immunol. doi: 10.1038/mi.2014.53 (2014). [DOI] [PubMed] [Google Scholar]
- Bain C. C. et al. Resident and pro-inflammatory macrophages in the colon represent alternative context-dependent fates of the same Ly6Chi monocyte precursors. Mucosal Immunol. 6, 498–510 (2013). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Kawanaka N. et al. CD14+,CD16+ blood monocytes and joint inflammation in rheumatoid arthritis. Arthritis Rheum. 46, 2578–2586 (2002). [DOI] [PubMed] [Google Scholar]
- Koch S., Kucharzik T., Heidemann J., Nusrat A. & Luegering A. Investigating the role of proinflammatory CD16+ monocytes in the pathogenesis of inflammatory bowel disease. Clin. Exp. Immunol. 161, 332–341 (2010). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Seok J. et al. Genomic responses in mouse models poorly mimic human inflammatory diseases. Proc. Natl. Acad. Sci. USA 110, 3507–3512 (2013). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Hong Y.-H. et al. Acetate and propionate short chain fatty acids stimulate adipogenesis via GPCR43. Endocrinology 146, 5092–5099 (2005). [DOI] [PubMed] [Google Scholar]
- Dewulf E. M. et al. Evaluation of the relationship between GPR43 and adiposity in human. Nutr. Metab. 10, 11 (2013). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Priyadarshini M. et al. An acetate-specific GPCR, FFAR2, regulates insulin secretion. Mol. Endocrinol. Baltim. Md me20151007, doi: 10.1210/me.2015-1007 (2015). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Namour F. et al. Safety, Pharmacokinetics and Pharmacodynamics of GLPG0974, a potent and selective FFA2 antagonist, in healthy male subjects. Br. J. Clin. Pharmacol. doi: 10.1111/bcp.12900 (2016). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Karaki S.-I. et al. Expression of the short-chain fatty acid receptor, GPR43, in the human colon. J. Mol. Histol. 39, 135–142 (2008). [DOI] [PubMed] [Google Scholar]
- Swirski F. K. et al. Identification of splenic reservoir monocytes and their deployment to inflammatory sites. Science 325, 612–616 (2009). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Ang Z., Er J. Z. & Ding J. L. The short-chain fatty acid receptor GPR43 is transcriptionally regulated by XBP1 in human monocytes. Sci. Rep. 5, (2015). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Senga T. et al. LSSIG is a novel murine leukocyte-specific GPCR that is induced by the activation of STAT3. Blood 101, 1185–1187 (2003). [DOI] [PubMed] [Google Scholar]
- Cox M. A. et al. Short-chain fatty acids act as antiinflammatory mediators by regulating prostaglandin E(2) and cytokines. World J. Gastroenterol. WJG 15, 5549–5557 (2009). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Bloemen J. G. et al. Short chain fatty acids exchange across the gut and liver in humans measured at surgery. Clin. Nutr. Edinb. Scotl. 28, 657–661 (2009). [DOI] [PubMed] [Google Scholar]
- Leonard J. N., Chu Z. L., Bruce M. A. & Boatman P. D. Gpr41 and modulators thereof for the treatment of insulin-related disorders. (2006).
- Wang Y. et al. The first synthetic agonists of FFA2: Discovery and SAR of phenylacetamides as allosteric modulators. Bioorg. Med. Chem. Lett. 20, 493–498 (2010). [DOI] [PubMed] [Google Scholar]
- Ii M. et al. A novel cyclohexene derivative, ethyl (6R)-6-[N-(2-Chloro-4-fluorophenyl)sulfamoyl]cyclohex-1-ene-1-carboxylate (TAK-242), selectively inhibits toll-like receptor 4-mediated cytokine production through suppression of intracellular signaling. Mol. Pharmacol. 69, 1288–1295 (2006). [DOI] [PubMed] [Google Scholar]
- Kawamoto T., Ii M., Kitazaki T., Iizawa Y. & Kimura H. TAK-242 selectively suppresses Toll-like receptor 4-signaling mediated by the intracellular domain. Eur. J. Pharmacol. 584, 40–48 (2008). [DOI] [PubMed] [Google Scholar]
- Weichhart T. & Säemann M. D. The PI3K/Akt/mTOR pathway in innate immune cells: emerging therapeutic applications. Ann. Rheum. Dis. 67 Suppl 3, iii70–iii74 (2008). [DOI] [PubMed] [Google Scholar]
- Arthur J. S. C. & Ley S. C. Mitogen-activated protein kinases in innate immunity. Nat. Rev. Immunol. 13, 679–692 (2013). [DOI] [PubMed] [Google Scholar]
- Takasaki J. et al. A novel Galphaq/11-selective inhibitor. J. Biol. Chem. 279, 47438–47445 (2004). [DOI] [PubMed] [Google Scholar]
- Geissmann F., Jung S. & Littman D. R. Blood monocytes consist of two principal subsets with distinct migratory properties. Immunity 19, 71–82 (2003). [DOI] [PubMed] [Google Scholar]
- Ingersoll M. A. et al. Comparison of gene expression profiles between human and mouse monocyte subsets. Blood 115, e10–e19 (2010). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Seifert R. & Wenzel-Seifert K. Constitutive activity of G-protein-coupled receptors: cause of disease and common property of wild-type receptors. Naunyn. Schmiedebergs Arch. Pharmacol. 366, 381–416 (2002). [DOI] [PubMed] [Google Scholar]
- Hudson B. D. et al. Chemically engineering ligand selectivity at the free fatty acid receptor 2 based on pharmacological variation between species orthologs. FASEB J. Off. Publ. Fed. Am. Soc. Exp. Biol. 26, 4951–4965 (2012). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Lee S. U. et al. β-Arrestin 2 mediates G protein-coupled receptor 43 signals to nuclear factor-κB. Biol. Pharm. Bull. 36, 1754–1759 (2013). [DOI] [PubMed] [Google Scholar]
- Ozes O. N. et al. NF-kappaB activation by tumour necrosis factor requires the Akt serine-threonine kinase. Nature 401, 82–85 (1999). [DOI] [PubMed] [Google Scholar]
- Fraser C. C. G protein-coupled receptor connectivity to NF-kappaB in inflammation and cancer. Int. Rev. Immunol. 27, 320–350 (2008). [DOI] [PubMed] [Google Scholar]
- Peters M. F. & Scott C. W. Evaluating cellular impedance assays for detection of GPCR pleiotropic signaling and functional selectivity. J. Biomol. Screen. 14, 246–255 (2009). [DOI] [PubMed] [Google Scholar]
- Vooijs M. & Berns A. Developmental defects and tumor predisposition in Rb mutant mice. Oncogene 18, 5293–5303 (1999). [DOI] [PubMed] [Google Scholar]
- Oh S. Y., Cho K.-A., Kang J. L., Kim K. H. & Woo S.-Y. Comparison of experimental mouse models of inflammatory bowel disease. Int. J. Mol. Med. 33, 333–340 (2014). [DOI] [PubMed] [Google Scholar]
- Gibbons D. L. & Spencer J. Mouse and human intestinal immunity: same ballpark, different players; different rules, same score. Mucosal Immunol. 4, 148–157 (2011). [DOI] [PubMed] [Google Scholar]
- Jostins L. et al. Host-microbe interactions have shaped the genetic architecture of inflammatory bowel disease. Nature 491, 119–124 (2012). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Neurath M. F. Cytokines in inflammatory bowel disease. Nat. Rev. Immunol. 14, 329–342 (2014). [DOI] [PubMed] [Google Scholar]
- Yonezawa T., Kobayashi Y. & Obara Y. Short-chain fatty acids induce acute phosphorylation of the p38 mitogen-activated protein kinase/heat shock protein 27 pathway via GPR43 in the MCF-7 human breast cancer cell line. Cell. Signal. 19, 185–193 (2007). [DOI] [PubMed] [Google Scholar]
- Vinolo M. A. R. et al. SCFAs induce mouse neutrophil chemotaxis through the GPR43 receptor. PloS One 6, e21205 (2011). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Taboubi S. et al. Gq-coupled purinergic receptors inhibit insulin-like growth factor-I/phosphoinositide 3-kinase pathway-dependent keratinocyte migration. Mol. Biol. Cell 21, 946–955 (2010). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Singh N. et al. Blockade of dendritic cell development by bacterial fermentation products butyrate and propionate through a transporter (Slc5a8)-dependent inhibition of histone deacetylases. J. Biol. Chem. 285, 27601–27608 (2010). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Thangaraju M. et al. GPR109A is a G-protein-coupled receptor for the bacterial fermentation product butyrate and functions as a tumor suppressor in colon. Cancer Res. 69, 2826–2832 (2009). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Ritter S. L. & Hall R. A. Fine-tuning of GPCR activity by receptor-interacting proteins. Nat. Rev. Mol. Cell Biol. 10, 819–830 (2009). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Tang C. et al. Loss of FFA2 and FFA3 increases insulin secretion and improves glucose tolerance in type 2 diabetes. Nat. Med. 21, 173–177 (2015). [DOI] [PubMed] [Google Scholar]
- Gordon S. & Taylor P. R. Monocyte and macrophage heterogeneity. Nat. Rev. Immunol. 5, 953–964 (2005). [DOI] [PubMed] [Google Scholar]
- Ginhoux F. & Jung S. Monocytes and macrophages: developmental pathways and tissue homeostasis. Nat. Rev. Immunol. 14, 392–404 (2014). [DOI] [PubMed] [Google Scholar]
- Linton L. et al. HLA-DR(hi) and CCR9 Define a Pro-Inflammatory Monocyte Subset in IBD. Clin. Transl. Gastroenterol. 3, e29 (2012). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Ulven T. Short-chain free fatty acid receptors FFA2/GPR43 and FFA3/GPR41 as new potential therapeutic targets. Front. Endocrinol. 3, 111 (2012). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Chen Q. et al. Human natural killer cells control Plasmodium falciparum infection by eliminating infected red blood cells. Proc. Natl. Acad. Sci. USA. 111, 1479–1484 (2014). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Yang J., Zhang L., Yu C., Yang X.-F. & Wang H. Monocyte and macrophage differentiation: circulation inflammatory monocyte as biomarker for inflammatory diseases. Biomark. Res. 2, 1 (2014). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Pavlidis P. & Noble W. S. Matrix2png: a utility for visualizing matrix data. Bioinforma. Oxf. Engl. 19, 295–296 (2003). [DOI] [PubMed] [Google Scholar]
- Pfaffl M. W. A new mathematical model for relative quantification in real-time RT–PCR. Nucleic Acids Res. 29, e45–e45 (2001). [DOI] [PMC free article] [PubMed] [Google Scholar]
- Pfaffl M. W., Horgan G. W. & Dempfle L. Relative expression software tool (REST©) for group-wise comparison and statistical analysis of relative expression results in real-time PCR. Nucleic Acids Res. 30, e36–e36 (2002). [DOI] [PMC free article] [PubMed] [Google Scholar]
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