Vl G: Maine For Mac
High-mobility group box 1 (HMGB1) is released extracellularly upon cell necrosis acting as a mediator in tissue injury and inflammation. However, the molecular mechanisms for the proinflammatory effect of HMGB1 are poorly understood. Here, we define a novel function of HMGB1 in promoting Mac-1-dependent neutrophil recruitment. HMGB1 administration induced rapid neutrophil recruitment in vivo. HMGB1-mediated recruitment was prevented in mice deficient in the β2-integrin Mac-1 but not in those deficient in LFA-1. As observed by bone marrow chimera experiments, Mac-1-dependent neutrophil recruitment induced by HMGB1 required the presence of receptor for advanced glycation end products (RAGE) on neutrophils but not on endothelial cells. In vitro, HMGB1 enhanced the interaction between Mac-1 and RAGE.
Consistently, HMGB1 activated Mac-1 as well as Mac-1-mediated adhesive and migratory functions of neutrophils in a RAGE-dependent manner. Moreover, HMGB1-induced activation of nuclear factor-κB in neutrophils required both Mac-1 and RAGE.
Together, a novel HMGB1-dependent pathway for inflammatory cell recruitment and activation that requires the functional interplay between Mac-1 and RAGE is described here. Introduction Leukocyte recruitment as an integral part of inflammatory processes requires multistep adhesive and signaling events including selectin-dependent rolling, chemokine-dependent leukocyte activation, and integrin-mediated firm adhesion and diapedesis. During firm endothelial adhesion of leukocytes, leukocyte β2-integrins, LFA-1 (αLβ2, CD11a/CD18), Mac-1 (αMβ2, CD11b/CD18), and p150,95 (αXβ2, CD11c/CD18), as well as β1-integrins interact with endothelial counterligands such as ICAM-1, surface-associated fibrinogen (FBG) or VCAM-1 (;; ). Among leukocyte integrins, Mac-1 plays an important role in innate immunity, as it may regulate inflammatory cell recruitment as well as pathogen recognition, phagocytosis, and neutrophil survival (; ). Interestingly, Mac-1 ligation on leukocytes may lead to activation of nuclear factor-κB (NF-κB) and the activation of the consequent gene expression , although the underlying mechanisms are poorly understood. The role of Mac-1 in innate immunity is in line with its propensity to be a highly versatile multiligand receptor interacting with numerous ligands and counter-receptors. In addition, the functions of Mac-1 may be regulated by interactions in cis, that is, on the same leukocyte surface with other receptors, such as the FcγRIII or the urokinase receptor (;;; ).
Interestingly, although Mac-1 is notorious for interacting in trans with different cellular counter-receptors or matrix proteins, only a few membrane partners of Mac-1 in cis are identified that may regulate its activity (; ). High-mobility group box 1 (HMGB1), also named amphoterin, is a nuclear protein loosely bound to DNA that stabilizes nucleosome formation and regulates transcription (; ). Emerging evidence has demonstrated an important role for extracellular HMGB1 as a very potent inflammatory mediator (;;; ).
HMGB1 can be secreted into the extracellular space by activated macrophages and mature dendritic cells by an active process that may require the acetylation of the molecule in the nucleus. Alternatively, HMGB1 is passively released by necrotic, but not apoptotic cells , thereby representing a signal for tissue damage. Extracellular HMGB1 may interact with toll-like receptors (TLR) and/or RAGE (receptor for advanced glycation end products) (; ). In particular, an interaction between HMGB1 and TLR-2 or TLR-4 has been demonstrated that may mediate the proinflammatory actions of HMGB1 (, ).
On the other hand, RAGE is a multiligand receptor on vascular cells that plays a key role in inflammatory processes, especially at sites where its ligands accumulate (; ). RAGE ligation may activate a range of signaling pathways including MAP kinases, rho GTPases, as well as activation of NF-κB (; ). Recently, we established that endothelial RAGE interacts also with Mac-1 on leukocytes. Extracellular HMGB1 evokes a strong inflammatory response; it stimulates the release of multiple proinflammatory cytokines such as tumor necrosis factor (TNF) and interleukins in macrophages and neutrophils and induces the expression of adhesion molecules on endothelial cells, such as VCAM-1 and selectins, as well as it enhances dendritic cell maturation (,; ).
Robust leukocyte recruitment is a prominent hallmark associated with HMGB1-mediated inflammation (; ). As observed in studies that entailed HMGB1 blockade in vivo, HMGB1 is important in the pathogenesis of sepsis (; ), as well as in arthritis. Recent studies also indicated that HMGB1 may mediate inflammatory cell recruitment in acute hepatic necrosis and in acute lung injury (; ). However, the molecular mechanisms underlying this proinflammatory function of HMGB1 remain to be clarified.
In particular, it is not established yet whether HMGB1 affects extravasation-related functions of leukocytes, such as adhesion and migration. Here, we identify a novel pathway for HMGB1-mediated neutrophil recruitment that requires the functional interplay between RAGE and the β2-integrin Mac-1. HMGB1-mediated neutrophil recruitment in vivo requires Mac-1 We first studied whether HMGB1 administration can elicit rapid inflammatory cell recruitment in vivo.
Interestingly, intraperitoneally (i.p.) injection of HMGB1 resulted in a rapid (4 h) recruitment of leukocytes (mostly neutrophils) into the peritoneum. As a comparison, we studied thioglycollate-induced peritonitis (, ).
The HMGB1-mediated effect on neutrophil recruitment was reduced in RAGE-deficient mice. In addition, HMGB1-induced neutrophil emigration to the peritoneum was blocked by systemic pretreatment of wild-type mice with soluble RAGE 1 h before HMGB1 injection (data not shown). Whereas thioglycollate-induced neutrophil infiltration was blocked by blocking monoclonal antibody (mAb) against LFA-1 and, to a less extent, by blocking mAb against Mac-1, HMGB1-mediated neutrophil emigration to the peritoneum was only blocked by blocking mAb to Mac-1, but not affected by antibody against LFA-1. To define further the underlying mechanisms of HMGB1-mediated neutrophil extravasation, we engaged mice deficient in Mac-1 or LFA-1. Consistent with the antibody inhibition studies, HMGB1-induced neutrophil emigration was decreased in Mac-1-deficient mice but not in LFA-1-deficient mice. In contrast, thioglycollate-induced peritonitis was prevented in LFA-1-deficient mice , consistent with previous reports showing an important role of LFA-1 in thioglycollate-induced peritonitis (;;; ). Together, these findings suggest that HMGB1 stimulates neutrophil recruitment in vivo and that this process requires Mac-1 as well as RAGE.
HMGB1-mediated inflammatory cell recruitment in vivo. ( A) The number of neutrophils in wild-type (open bars) or RAGE−/− (filled bars) mice is shown 4 h after the i.p. Injection of buffer (−) or HMGB1 (10 μg). ( B) Sixty minutes before thioglycollate (open bars) or HMGB1 (filled bars) administration, wild-type mice were treated with isotype control mAb, with a blocking mAb against LFA-1 or with a blocking mAb against Mac-1 (each 100 μg). ( C) HMGB1 induced peritonitis in wild-type, Mac-1−/−, and LFA-1−/− mice.
( D) Thioglycollate induced peritonitis in wild-type, Mac-1−/−, and LFA-1−/− mice. ( E) HMGB1 induced peritonitis in sublethally irradiated wild-type mice reconstituted with bone marrow cells from wild-type mice (wt → wt), sublethally irradiated wild-type mice reconstituted with bone marrow cells from RAGE−/− mice (RAGE−/− → wt) and sublethally irradiated RAGE−/−mice reconstituted with bone marrow cells from wild type (wt → RAGE−/−).
Data are expressed as absolute numbers of emigrated neutrophils into the peritoneum. HMGB1 stimulates Mac-1-dependent leukocyte adhesion As these observations suggested a role for HMGB1 in Mac-1-dependent leukocyte extravasation, we studied whether HMGB1 can affect neutrophil adhesion. Interestingly, Mac-1-dependent neutrophil adhesion to FBG was stimulated three-fold by HMGB1. Whereas adhesion of RAGE-deficient neutrophils to FBG was comparable to the adhesion of wild-type neutrophils, the stimulatory effect of HMGB1 on Mac-1-dependent neutrophil adhesion to FBG was abolished in the absence of RAGE.
Additionally, HMGB1 induced spreading of wild-type but not RAGE-deficient neutrophils on FBG. In contrast, PMA-induced adhesion and spreading of neutrophils to FBG was not affected by RAGE deficiency (not shown). Moreover, Mac-1−/− neutrophils failed to adhere to FBG and HMGB1 did not stimulate the adhesion of Mac-1−/− neutrophils to FBG, whereas HMGB1 enhanced the FBG adhesion of LFA-1−/− neutrophils. Thus, HMGB1 stimulates the Mac-1-dependent adhesion of neutrophils to FBG in a RAGE-dependent manner. HMGB1-stimulated adhesion of mouse neutrophils. ( A) Adhesion of wild-type or RAGE−/− neutrophils to immobilized FBG in the absence (open bars) or presence of HMGB1 (filled bars, 100 ng/ml) is shown without (−) or with mAb to LFA-1 or mAb to Mac-1 (each at 20 μg/ml). Cell adhesion is represented as number of adherent cells.
( B) Spreading of wild-type or RAGE−/− neutrophils on immobilized FBG in the absence (open bars) or presence of HMGB1 (filled bars, 100 ng/ml). Data are represented as% spread cells. ( C) Adhesion of wild-type, Mac-1−/−, or LFA-1−/− neutrophils to immobilized FBG in the absence (open bars) or presence of HMGB1 (filled bars, 100 ng/ml) is shown. Cell adhesion is represented as number of adherent cells. In (A), (B), and (C),.
P. HMGB1-mediated adhesion of human leukocytes. (A, B) Adhesion of THP1 cells to immobilized FBG ( A) or immobilized ICAM-1 ( B) is shown in the absence (open bars) or presence of HMGB1 (100 ng/ml, filled bars), without (−) or with mAb to CD29, mAb to Mac-1, mAb to LFA-1, antibody to HMGB1 or soluble RAGE (each at 20 μg/ml). ( C) Adhesion of THP-1 cells to immobilized FN is shown in the absence (open bars) or presence of HMGB1 (100 ng/ml, filled bars) without (−) or with mAb to CD29, mAb to Mac-1, antibody to HMGB1 or soluble RAGE (each at 20 μg/ml). Cell adhesion is represented as number of adherent cells. Chemotactic activity of HMGB1 on neutrophils To assess further HMGB1 as a pro-adhesive/pro-chemotactic factor, we studied whether HMGB1 stimulates lamellipodium formation. Similar to MCP-1 (not shown and ), HMGB1 induced the polarization of THP-1 cells adhering onto FBG.
This shape change corresponded with the enrichment of F-actin at the leading edge, indicating that HMGB1-induced lamellipodium formation in these cells. Moreover, consistent with previous reports (; ), the non-receptor protein tyrosine kinase syk was also redistributed at the site of lamellipodium formation and colocalized with F-actin upon stimulation with HMGB1. Thus, HMGB1 resembles chemotactic factors in that it induces lamellipodium formation. HMGB1-mediated chemotaxis and transendothelial migration of leukocytes. ( A) Immunofluorescence for Syk (green) or F-actin (red) was performed followed by confocal microscopy.
Representative immunofluorescence of THP-1 cells that were incubated in the absence (−) or presence of HMGB1 (50 ng/ml) for 30 min is shown. Double-stained images were merged. HMGB1 induced the enrichment of F-actin and Syk staining at the leading edge of the cell.
( B) Chemotaxis of wild-type mouse neutrophils towards no chemoattractant (open bar), 50 ng/ml MIP-2 (gray bar) or 50 ng/ml HMGB1 (filled bar) is shown. ( C) Chemotaxis of wild-type, LFA-1−/−, Mac-1−/−, and RAGE−/− mouse neutrophils towards no chemoattractant (open bars), or 50 ng/ml HMGB1 (filled bars) is shown. ( D) Chemotaxis of human neutrophils towards no chemoattractant (open bar), 50 ng/ml IL-8 (gray bar) or 50 ng/ml HMGB1 (filled bars) is shown in the absence (−) or presence of blocking mAb to Mac-1, mAb to LFA-1, soluble RAGE, or antibody to HMGB1 (each at 20 μg/ml). In (B), (C), and (D), chemotaxis data are shown as percent of control. In (B) and (C), chemotaxis of wild-type mouse neutrophils in the absence of stimuli or competitors represents the 100% control; in (D) chemotaxis of human neutrophils in the absence of stimuli or competitors represents the 100% control. HMGB1 increases Mac-1 activity in a RAGE-dependent manner Our data so far suggested that HMGB1 stimulates Mac-1-mediated adhesiveness in a RAGE-dependent manner.
Vl G: Maine For Mac 2017
Activation of integrin-mediated adhesiveness takes place at the level of avidity or valency (receptor density on the adhesive surface) as well as at the level of affinity for the individual ligand. We found that HMGB1-induced adhesion and spreading of THP-1 cells onto FBG-coated slides was associated with the polarization of Mac-1 to the leading edge of the THP-1 cells, as opposed to the diffuse staining on the cell surface in non-stimulated cells.
In addition, we observed a strong colocalization of RAGE with Mac-1 at the leading edge of spreading THP-1 cells upon HMGB1 stimulation. HMGB1-dependent activation of Mac-1.
( A) Immunofluorescence for Mac-1 and RAGE was performed followed by confocal microscopy. Representative immunofluorescence of THP-1 cells that were incubated in the absence (−) or presence of HMGB1 (100 ng/ml) on FBG for 30 min is shown. Double-stained images were merged. ( B) Human neutrophils were incubated in the absence (black curves) or presence of HMGB1 (100 ng/ml, red curves) for 20 min.
Surface expression of an activation-dependent epitope (CBRM1/5) on Mac-1 was quantitated by FACS analysis. For comparison, quantitative cell surface expression of Mac-1 was analyzed using an antibody, which recognizes an epitope irrespective of the activation state of the integrin. Nonspecific fluorescence was determined using isotype-matched mouse-IgG (dotted thin curves). Increases in the affinity of integrins are associated with conformational changes leading to increased exposure of activation-dependent epitopes on the integrin (; ).
Activation of Mac-1 on the cell surface can be measured by the binding of the mAb CBRM1/5 that recognizes an activation-dependent epitope on the integrin. Activation of THP-1 cells and neutrophils with HMGB1 resulted in increased exposure of the CBRM1/5 epitope on Mac-1 (, data with THP-1 cells not shown).
The total expression of Mac-1 remained unchanged by this short-term stimulation with HMGB1. The HMGB1-induced exposure of the CBRM1/5 epitope on Mac-1 was abolished by soluble RAGE (data not shown). HMGB1 stimulates the interaction between Mac-1 and RAGE The previous observations indicated that HMGB1 induces increased colocalization of Mac-1 with RAGE on the membrane of the inflammatory cell. Therefore, we continued to investigate the underlying mechanisms. In a purified system, HMGB1 did not influence the binding of FBG or ICAM-1 to immobilized Mac-1 or the binding of ICAM-1 to LFA-1. From these data, we can exclude that HMGB1 directly acts on the interaction of Mac-1 with its ligands FBG or ICAM-1.
Interestingly, HMGB1 augmented the interaction between RAGE and immobilized Mac-1. HMGB1 interacted specifically and dose-dependently only with RAGE but not with Mac-1 ( and ). In addition, HMGB1 bound to wild-type neutrophils but not to RAGE−/− neutrophils (data not shown). Influence of HMGB1 on the binding interactions between RAGE and Mac-1. ( A) The binding of FBG to immobilized BSA (open bar) or immobilized Mac-1 (filled bars) is shown in the absence (−) or presence of mAb to Mac-1 or in the presence of HMGB1 (100 ng/ml).
( B) The binding of ICAM-1 to immobilized BSA, LFA-1, or Mac-1 is shown in the absence (open bars) or presence of HMGB1 (100 ng/ml). ( C) The binding of RAGE to immobilized BSA, LFA-1, or Mac-1 is shown in the absence (open bars) or presence of HMGB1 (100 ng/ml, filled bars). Binding of RAGE to Mac-1 was studied without (−) or with mAb to Mac-1 or mAb to LFA-1 (each at 20 μg/ml). ( D) The binding of HMGB1 (0.1 μg/ml) to immobilized BSA (open bar) or immobilized RAGE (filled bars) is shown in the absence (−) or presence of antibody to RAGE (20 μg/ml).
Binding is expressed as absorbance at 405 nm. ( E) The adhesion of mock-transfected CHO cells (CHO-NEO) or CHO cells transfected with Mac-1 to immobilized RAGE is shown in the absence (open bars) or presence of HMGB1 (100 ng/ml, filled bars). ( F) The adhesion of CHO-NEO cells, CHO-NEO cells transfected with RAGE, CHO-cells transfected with Mac-1 or CHO-cells transfected with both RAGE and Mac-1 to immobilized FBG is shown in the absence (open bars) or presence of HMGB1 (100 ng/ml, filled bars).
Cell adhesion is represented as number of adherent cells. HMGB1-induced activation of the transcription factor NF- κB requires both RAGE and Mac-1 Our findings up to this point suggested that HMGB1 stimulates the functional cooperation between RAGE and Mac-1. However, it is conceivable that such a cooperation between RAGE and Mac-1 on the surface of inflammatory cells may affect RAGE-dependent signaling. NF-κB activation is a well-established downstream signaling event of RAGE ligation (; ). Notably, among β2-integrins, it is especially Mac-1 that has been linked to NF-κB activation (;; ); however, the underlying mechanisms are poorly understood. By engaging neutrophils from Mac-1-, LFA-1-, and RAGE-deficient mice, we found that HMGB1-induced NF-κB activation was diminished by the absence of either RAGE or Mac-1 but not of LFA-1, whereas TNF-α-induced NF-κB activation was not affected by the deficiency of any of these receptors.
Similarly, HMGB1-induced NF-κB activation in THP-1 cells could be blocked by soluble RAGE, antibody to HMGB1, and mAb to Mac-1 but not by mAb to LFA-1. Thus, HMGB1-induced NF-κB activation requires both RAGE and Mac-1. Discussion It has become apparent in recent years that HMGB1 is instrumental in mediating a response to tissue damage or infection. HMGB1 is released by necrotic cells or actively secreted by cells of the innate immune system upon infectious and proinflammatory stimuli and triggers a strong inflammatory response (; ).
To date, the underlying mechanisms of HMGB1-mediated inflammatory cell recruitment are poorly defined. The present report demonstrates that HMGB1 induces inflammatory cell recruitment by regulating adhesive and migratory functions of neutrophils. This novel HMGB1-dependent pathway requires the lateral interplay between RAGE and the integrin Mac-1 and may constitute a major mechanism for inflammatory cell recruitment in innate immunity and after tissue injury.
The following features are consistent with a pro-adhesive and pro-chemotactic effect of HMGB1 for inflammatory cells: (i) in vitro studies demonstrated that HMGB1 specifically promoted Mac-1-but not LFA-1-mediated adhesion of neutrophils to ICAM-1 or FBG in a RAGE-dependent manner, as the effect of HMGB1 was absent in Mac-1- and RAGE-deficient neutrophils. By using Mac-1-RAGE cotransfectants, we verified that HMGB1-induced adhesion to immobilized Mac-1 ligands requires both Mac-1 and RAGE. Additionally, HMGB1 acted chemotactically, as it induced lamellipodium formation, chemotaxis and transendothelial migration of neutrophils in a Mac-1- and RAGE-dependent manner, consistent with a previous report that antibodies to HMGB1 reduced monocyte transendothelial migration in vitro. The stimulation of Mac-1-dependent adhesive and migratory events was accompanied by the activation of Mac-1 by HMGB1.
In particular, HMGB1 increased the direct binding between RAGE and Mac-1 in a purified system; it also induced the colocalization of RAGE with Mac-1 at the leading edge of the leukocyte. Furthermore, HMGB1 stimulated the exposure of an activation-dependent epitope on Mac-1 in a RAGE-dependent manner. (ii) In vivo, HMGB1 administration triggered acute neutrophil recruitment. This process required Mac-1, as evidenced by the diminished HMGB1-mediated neutrophil recruitment in Mac-1−/− mice, whereas the HMGB1-mediated response in LFA-1−/− mice was normal. Bone marrow chimera experiments indicated that RAGE on the surface of neutrophils, but not endothelial cell RAGE, was required for the HMGB1-induced neutrophil recruitment.
Based on these findings, we postulate that HMGB1 mediates inflammatory cell recruitment by stimulating the interaction between RAGE and Mac-1 on the surface of the leukocyte, thereby activating Mac-1-dependent adhesive and migratory phenomena in a RAGE-dependent manner. However, we cannot exclude that indirect effects, such as HMGB1-induced gene expression, may also contribute to HMGB1-mediated neutrophil recruitment in vivo. The lateral interaction of Mac-1 with RAGE triggered by HMGB1 on the leukocyte surface shares similarities with previously identified lateral interactions of Mac-1 with the urokinase receptor or FcγRIII that can regulate the activity of the integrin (;; ). In particular, although ligation of FcγR alone is usually sufficient to trigger activation such as phagocytosis, oxidative burst, and generation of various proinflammatory signals, this activity of FcγR is augmented further by the cooperative input from a synergistic Mac-1/FcγR complex, and vice versa Mac-1-dependent responses may be regulated by FcγR. In accordance, RAGE and Mac-1 are capable of triggering proinflammatory responses alone (;; ); however, the functional synergism between them may result in a potentiation of the HMGB1-dependent inflammatory cell recruitment. Although the ability to react rapidly to injury or an infectious challenge is important, it is equally important that the response is in proportion to the magnitude of the threat.
Thus, the existence of interactions between Mac-1 and FcγR or RAGE may serve to ‘fine-tune' the inflammatory response. Nevertheless, additional studies will be necessary to identify the exact structural requirements of the HMGB1-induced interaction of Mac-1 with RAGE in cis. It was previously reported that NF-κB activation is a downstream event of the interaction of RAGE with its ligands (; ).
Interestingly, HMGB1-induced NF-κB activation in neutrophils required both RAGE and Mac-1. However, we cannot exclude that the recently described binding of HMGB1 to TLR-2 and -4 (,;; ) may also contribute to NF-κB activation or other HMGB1-related functions. Previously, ligation of Mac-1 resulted in NF-κB activation in an IRAK-1-dependent manner; however, in contrast to Toll/IL-1 receptor signaling, Mac-1-dependent NF-κB activation is MyD88-independent. Although the exact pathways leading to NF-κB activation downstream of both RAGE and Mac-1 ligation still have undefined signaling intermediates, our data indicate that these two receptors may cooperate on the leukocyte surface in order to mediate NF-κB activation. Interestingly, the propensity of Mac-1 to mediate NF-κB activation in neutrophils is consistent with the role of Mac-1 to regulate apoptosis and survival of these cells as described previously. The pathway described here for HMGB1-mediated inflammatory cell recruitment is consistent with the role of both multiligand receptors, RAGE and Mac-1, as major receptors in innate immunity. Previously, RAGE-deficient mice were largely protected during cecal ligation and puncture , whereas Mac-1 is important for leukocyte functions such as adhesion, phagocytosis, oxidative burst, and survival.
In addition, as opposed to LFA-1, Mac-1 has a remarkably broad capacity and diversity for ligand recognition; in this regard Mac-1 may be the most promiscuous integrin, interacting with cellular adhesion molecules, extracellular matrix proteins, complement iC3b, proteolytic factors, as well as with LPS or other microbial ligands (; ). Our data suggest that HMGB1 signaling converges on Mac-1 (via RAGE) for integration with signals from other ligands, as a means of fine tuning an immediate response against microbial invaders or tissue injury. In vivo peritonitis model Thioglycollate-induced peritonitis in wild-type, Mac-1−/−, LFA-1−/−, or RAGE−/− mice was performed as described previously (, ). Alternatively, mice were injected i.p. With 10 μg of HMGB1. For inhibition studies, 1 h before the injection of thioglycollate, 100 μg of mAb against mouse Mac-1 or LFA-1 were administered i.p. Control mice were treated with the same volume of PBS.
To evaluate peritoneal neutrophil recruitment, mice were killed at 4 h following injection of thioglycollate or HMGB1. Thereafter, the peritoneal lavage was collected and the number of emigrated neutrophils was quantitated by FACS analysis by staining for Gr-1. Alternatively, the number of the granulocytes was analyzed by a conventional smear with Diffquick staining (, ) and both methods provided almost identical results. Radiation bone marrow chimeras were prepared exactly as described previously. Wild-type recipient mice were irradiated with 950 rad and reconstituted with 1.5 × 10 7 bone marrow cells from RAGE-deficient mice (RAGE−/− → wt) or from wild-type mice (wt → wt) as a control. Additionally, irradiated RAGE−/− mice received bone marrow cells from wild-type mice (wt → RAGE−/−). Reconstitution of leukocyte populations was comparable in these groups (data not shown).
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