1 Department of Cell and Developmental Biology, and
2 Vollum Institute, L215, Oregon Health Sciences University, School of Medicine, 3181 SW Sam Jackson Park Road, Portland, OR 97201-3098, USA
These authors contributed equally
*Author for correspondence (e-mail: christia{at}ohsu.edu)
Accepted 12 December 2001
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SUMMARY |
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Key words: BMPs, Xenopus laevis, Hematopoiesis, CaM KIV, CBP, CREB
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INTRODUCTION |
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Recent fate mapping studies in Xenopus have shown that primitive blood is derived from blastomeres that reside on both the dorsal and ventral side of early cleavage stage embryos (Lane and Smith, 1999; Mills et al., 1999
; Ciau-Uitz et al., 2000
). While dorsal blastomeres give rise to erythrocytes in the anterior portion of the VBI, ventral blastomeres populate posterior portions of the VBI (Tracey et al., 1998
; Ciau-Uitz et al., 2000
). Tissue explant and transplant studies, however, suggest that primitive erythrocytes are derived from mesoderm that resides on the ventral, and not the dorsal side of gastrula through to tailbud stage embryos (Kau and Turpen, 1983
; Maeno et al., 1985b
; Weber et al., 1991
; Maeno et al., 1992
; Maeno et al., 1994a
; Zhang and Evans, 1996
; Turpen et al., 1997
; Mead et al., 1998
). Dorsal mesoderm, in fact, inhibits differentiation of ventral mesoderm to erythrocytes when the two tissues are co-cultured following isolation from gastrula (Maeno et al., 1994b
) or neurula (Maeno et al., 1992
) stage embryos. Thus, although blood descends from dorsal and ventral blastomeres of cleavage stage embryos, hematopoietic tissue is restricted to ventral regions of tailbud, and possibly gastrula, stage embryos.
Commitment of cells to the hematopoietic lineage is initiated by ventral patterning of the mesoderm during gastrulation, a process that requires BMPs (reviewed by Nieto, 1999). BMPs are members of the transforming growth factor-ß superfamily and transmit their signals via transmembrane serine-threonine kinase receptors (reviewed by Christian and Nakayama, 1999
; Massague and Wotton, 2000
). These receptors propagate the signal by phosphorylating a BMP pathway-specific Smad (Smad1, 5 or 8) that then forms hetero-oligomers with a pathway-shared Smad, Smad4. This complex translocates into the nucleus to activate transcription of target genes. Although Smads can bind DNA weakly and may function as direct transcriptional co-activators in some contexts, they generally function in concert with unrelated sequence-specific DNA binding proteins, and require transcriptional co-activators, such as CREB binding protein (CBP) (reviewed by Massague and Wotton, 2000
).
Evidence that BMPs are required for specification of ventral fate has come from studies in a variety of model systems (reviewed by Nieto, 1999). When endogenous BMP signaling is blocked by introduction of BMP inhibitors into ventral cells of Xenopus embryos, ventral tissues fail to differentiate and a secondary dorsal axis is formed. Conversely, when cells on the dorsal side of Xenopus embryos are made to misexpress BMP4, they form ventral mesoderm rather than notochord. Zebrafish embryos mutant for BMPs, or for the BMP antagonist chordin, show analogous dorsalized and ventralized phenotypes, respectively.
Because BMPs are required for ventral patterning of mesoderm, from which blood cells are derived, they are assumed to be essential for erythropoiesis. Consistent with this, ectopically expressed BMP4 induces expression of hematopoietic-specific genes in Xenopus ectodermal explants and expands the expression domain of erythroid-specific genes in whole embryos (Maeno et al., 1994b; Hemmati-Brivanlou and Thomsen, 1995
; Maeno et al., 1996
; Zhang and Evans, 1996
; Huber et al., 1998
; Miyanaga et al., 1999
; Xu et al., 1999a
; Deconinck et al., 2000
). Furthermore, BMPs induce hematopoietic activity in embryoid bodies from mouse embryonic stem cells (Johansson and Wiles, 1995
) and can regulate proliferation and differentiation of primitive HSCs in culture (Bhatia et al., 1999
). Conversely, inhibition of BMP signaling in Xenopus embryos represses blood development (Maeno et al., 1994a
; Zhang and Evans, 1996
; Kumano et al., 1999
), mice lacking the BMP signal transducer, Smad5, have disrupted vasculature and are anemic (Chang et al., 1999
; Yang et al., 1999
) and zebrafish embryos mutant for BMP2b (Mullins et al., 1996
; Kishimoto et al., 1997
; Nguyen et al., 1998
) or BMP7 (Dick et al., 2000
; Schmid et al., 2000
) show a dorsalized phenotype accompanied by a decrease in RBCs. These findings have been interpreted to mean that high levels of BMP signaling specify hematopoietic fate during gastrulation (reviewed by Davidson and Zon, 2000
).
Recent studies suggest that the role of BMPs in hematopoiesis may be more complex than previously thought. Introduction of intracellular inhibitors of BMP signal transduction into a subset of prospective blood progenitors on the ventral side of Xenopus embryos, for example, can induce dorsal fate, yet does not inhibit expression of globin (Kumano et al., 1999). This result raises the possibility that BMP signals may not need to be transduced within ventral mesodermal cells in order for erythrocytes to differentiate. Furthermore, although ectopic expression of two downstream effectors of BMP signaling, Xvent-1 and Xvent-2, causes an expansion of ventral structures, this is accompanied by a decrease in globin expression (Kumano et al., 1999
; Xu et al., 1999a
).
In the current studies we demonstrate that BMPs play a non cell-autonomous role in hematopoiesis that is independent of their function in ventral patterning of the mesoderm. Specifically, we find that intracellular BMP signals must be transduced in non-hematopoietic (ectodermal) cells to promote the survival of maturing erythrocytes, but that excess BMP signaling in these same cells enhances myeloid differentiation and represses erythropoiesis.
The hematopoietic defects that we observe following misregulation of BMP signaling phenocopy the effects of misregulating endogenous calmodulin-dependent protein kinase IV (CaM KIV) activity (Wayman et al., 2000), raising the possibility that these signaling molecules act in a common pathway. CaM KIV is a serine/threonine protein kinase that is activated by the ubiquitous calcium binding protein, calmodulin (reviewed by Soderling, 1999
). The substrate specificity of this kinase is not well defined, but CaM KIV protein is predominantly nuclear and can phosphorylate and regulate a number of transcription factors, including cAMP-response element-binding protein (CREB). Once phosphorylated, CREB binds to the transcriptional co-activator CBP and this binding is sufficient to activate transcription of cAMP response element (CRE)-containing genes (Cardinaux et al., 2000
).
We have found that BMPs and CaM KIV function in a common signaling pathway to regulate erythropoiesis. Our results suggest that the balance between endogenous BMP and CaM KIV signaling cascades in non-hematopoietic cells regulates expression of a cell-cell signaling molecule(s) that controls survival and lineage choice of HSCs. Finally, our data support a molecular model in which endogenous CaM KIV inhibits the BMP pathway by activating a substrate, possibly CREB, which binds CBP and competes for components of transcriptional complexes downstream of BMP receptor activation.
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MATERIALS AND METHODS |
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ß-gal staining, in situ hybridization and northern blot analysis of gene expression
Embryos were stained for ß-gal activity using Red-gal as a substrate, and processed for in situ hybridization as described previously (Nakayama et al., 1998). RNA was isolated and northern blots hybridized with antisense riboprobes as described previously (Christian and Moon, 1993
). Following hybridization with globin and SCL riboprobes, filters were stripped and reprobed for expression of EF-1
as a loading control. Bands were visualized with a phosphorimager and quantified using the MacIntosh IP lab get program.
Collection and analysis of peripheral blood samples
Tails were severed from tadpole stage embryos and larval hematopoietic cells were collected into amphibian PBS containing 0.5% BSA and 10 IU/ml of heparin. Cells were concentrated onto slides using a cytocentrifuge. For general morphological examination, blood cells were stained with a Hema 3 stain set (Biochemical Sciences Inc.) and examined by light microscopy. Apoptotic cells in cytospin preparations of peripheral blood were detected by the TUNEL assay using a fluorescein apoptosis detection kit (Promega). Nuclei of cells were counter stained with propidium iodide to determine total numbers of cells.
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RESULTS |
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Globin was expressed throughout the VBI in embryos injected with a control RNA, ß-galactosidase (ß-gal), as analyzed by whole-mount in situ hybridization (Fig. 1A). By contrast, expression of globin was dramatically reduced in embryos in which BMP signaling was blocked in either ventral or dorsal cells by misexpression of tBR (Fig. 1A; Table 1). Unexpectedly, constitutive activation of the BMP pathway, by injection of RNA encoding caALK3 into either ventral or dorsal cells, also led to a loss of expression of globin (Fig. 1A; Table 1). Northern blot analysis confirmed that inhibition or activation of BMP signaling in either dorsal or ventral cells of Xenopus embryos led to a significant decrease in globin transcripts (Fig. 1B, left panel).
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BMP signaling regulates hematopoiesis non cell-autonomously
Anterior and posterior portions of the VBI are derived from dorsal and ventral regions of the embryo, respectively, which might explain why misregulation of BMP signaling in either dorsal or ventral cells led to a loss of globin transcripts. We did not, however observe a correlation between the site of injection of mutant BMP receptor RNAs (DMZ versus VMZ) and the region of the VBI (anterior versus posterior) in which globin expression was absent. Rather, staining was completely lost or greatly diminished throughout the entire extent of the VBI in most experimental embryos (Fig. 1A; Table 1). This finding, together with our data showing that inhibition or activation of BMP signaling in a subset of cells almost completely represses globin expression suggests that proper regulation of BMP signaling may be required to generate a non cell-autonomous secondary signal that regulates erythropoiesis.
To test the hypothesis that BMP function is required in non-hematopoietic cells for normal blood development, we targeted injections of RNA encoding tBR or caALK3 to dorsal midline blastomeres at the extreme animal pole of 32-cell embryos (A1 blastomeres according to the nomenclature of Nakamura and Kishiyama, 1971). These blastomeres give rise to anterior ectodermal derivatives and do not contribute to erythroid cells in the VBI (Mills et al., 1999
). RNA encoding ß-gal (100 pg) was co-injected as a lineage tracer as illustrated at the top of Fig. 2. Half of the injected embryos in each group were stained for ß-gal activity at the tailbud stage, to verify the accuracy of injections, followed by in situ hybridization to detect globin transcripts. RNA was extracted from the remaining embryos for analysis of globin expression by northern blot hybridization. ß-gal activity was restricted to anterior regions of injected embryos as indicated by red staining (Fig. 2A, white arrows). Inhibition or constitutive activation of BMP signaling in A1 cells caused a severe decrease in globin expression in many embryos as determined by in situ hybridization (Fig. 2A; Table 2) and northern blot analysis (Fig. 2B). Inhibition or activation of BMP signals in neighboring A4 blastomeres, which contribute to only a minority of cells in the VBI, also led to a substantial reduction in expression of globin (Fig. 2B; Table 2). These results demonstrate that proper regulation of BMP signaling is required in non-hematopoietic (ectodermal) cells, at some time prior to the tailbud stage, to enable ventral mesoderm to differentiate as RBCs.
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CaM KIV negatively modulates BMP signaling in the context of hematopoiesis
Misregulation of embryonic BMP activity causes blood defects that are indistinguishable from those observed following misregulation of CaM KIV activity (Wayman et al., 2000), suggesting that there may be crosstalk between these pathways. Specifically, inhibition of CaM KIV or upregulation of BMP signaling leads to an increase in WBCs and a decrease in RBCs, while constitutive activation of CaM KIV or inhibition of the BMP pathway causes increased apoptosis of RBC progenitors. In addition, both BMPs (Fig. 2) and CaM KIV (Wayman et al., 2000
) function non cell-autonomously to regulate hematopoiesis. Importantly, whereas inhibition and constitutive activation of BMP signaling leads to duplication or loss of dorsal structures, respectively, misregulation of CaM KIV activity does not perturb dorsoventral patterning (Wayman et al., 2000
). Thus, any crosstalk between BMP and CaM KIV must be restricted to specific developmental contexts such as hematopoiesis.
The observation that activation of CaM KIV phenocopies hematopoietic defects caused by blockade of BMP signaling, and vice versa, suggests that activation of one pathway inhibits the other. To begin to determine whether one of these signals is dominant, or functions downstream of the other, we analyzed hematopoiesis in embryos in which both pathways were constitutively activated. RNA encoding caALK3 was co-injected with constitutively active forms of CaM KIV (caKIV) and its upstream kinase, CaM KK (caKK) (100 pg each), near the VMZ of 4-cell embryos. Co-expression of these two constitutively active kinases generates eight- to ten-fold greater calcium-independent CaM KIV activity than does expression of caKIV alone (Enslen et al., 1996). Whereas activation of the BMP pathway alone led to an increase in WBCs at the expense of RBCs, activation of the CaM KIV pathway alone, or co-activation of the CaM KIV and BMP pathways led to a decrease in RBCs without affecting the number of WBCs (Fig. 5A,B). This result supports the hypothesis that CaM KIV antagonizes BMP function downstream of receptor activation.
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CaM KIV inhibits the BMP pathway via competition for CBP
Transcriptional regulation through both the BMP and CaM KIV pathways involves the co-activator CBP. Specifically, CBP is an essential cofactor together with Smads for transcription of BMP and other TGFß family target genes (reviewed by Massague and Wotton, 2000) while the best characterized transcriptional target of CaM KIV is CREB, the prototypical CBP-binding protein. Previous studies have provided evidence that CBP levels may be limiting in cells, such that activation of one CBP-utilizing pathway can inhibit transcriptional responses downstream of another (reviewed by Shaywitz and Greenberg, 1999
). Thus, CaM KIV could potentially inhibit BMP signals through activation of a substrate such as CREB that recruits CBP away from transcriptional complexes functioning downstream of BMPs.
To test whether activation of CREB can phenocopy loss of BMP function during hematopoiesis, we injected RNA encoding a constitutively active form of CREB (caCREB) into Xenopus embryos and asked whether this caused a loss of RBCs. caCREB carries a six amino acid substitution in the activation domain that enables it to bind CBP and activate transcription of CRE-containing reporter genes in a phosphorylation-independent manner (Cardinaux et al., 2000). Injection of 1 ng of RNA encoding caCREB near the VMZ of four-cell embryos did not cause gross morphological abnormalities at the tailbud stage but led to greatly decreased expression of globin in 70% of injected embryos (n=42) (Fig. 6A). The loss of globin expression is caused by a specific decrease in the number of RBCs, without an increase in WBCs (Fig. 6B). This phenotype is similar to that observed following inhibition of BMP signaling, or constitutive activation of CaM KIV, consistent with the hypothesis that CaM KIV inhibits BMP signal transduction through activation of CREB.
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The observation that GAL4-caCREB can phenocopy activation of CaM KIV and inhibition of BMP signaling during hematopoiesis is consistent with the hypothesis that CREB, or another CaM KIV substrate, acts downstream of CaM KIV to inhibit transduction of BMP signals. To test this, we upregulated BMP signaling in ventral cells either directly, by injecting RNA encoding caALK3, or indirectly by injecting RNA encoding DnKIV, in the presence or absence of RNA encoding GAL4-caCREB. Misexpression of DnKIV (Fig. 7A,B) or caALK3 (Fig. 7C,D) alone led to a decrease in RBCs that was accompanied by an increase in WBCs, such that the WBC/RBC ratio was increased sevenfold. Co-expression of GAL4-caCREB completely suppressed the increase in the WBC/RBC ratio and instead caused a specific loss of RBCs that is identical to that observed when GAL4-caCREB is expressed alone (Fig. 7A-D).
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DISCUSSION |
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BMP functions in non-hematopoietic tissues to regulate blood development
Extrinsic signals produced by non-hematopoietic tissues are known to regulate blood development. Primitive murine blood progenitors isolated from the yolk sac, for example, are committed almost exclusively to erythroid differentiation but can be induced to adopt a myeloid fate when cultured in the presence of appropriate differentiation factors in vitro (Moore and Metcalf, 1970) or when transplanted to a definitive hematopoietic site in vivo (Huang and Auerbach, 1993
). Similarly, primitive blood progenitors isolated from the ventral region of Xenopus embryos, which will normally differentiate as erythrocytes, instead form myeloid cells of the monocyte/macrophage lineage when transplanted into the dorsal lateral plate (Turpen and Smith, 1985
). Factors produced by cell lines derived from the yolk sac (Yoder et al., 1994
; Fennie et al., 1995
) or other hematopoietic sites (Ohneda et al., 1998
) can also direct the lineage commitment and maturation of HSCs. These studies demonstrate that primitive blood progenitors are pluripotent but that factors present in their environment direct them towards erythroid differentiation, whereas signals present in other hematopoietic sites can direct them to differentiate along the myeloid pathway.
Tissue recombination studies in Xenopus have shown that signals produced by dorsal and ventral ectodermal cells during gastrulation are required for ventral mesoderm to differentiate as erythrocytes (Maeno et al., 1992). These signals can be mimicked by overexpression of BMP4 in ectodermal cells (Maeno et al., 1994b
). Conversely, ectodermal cells cannot stimulate erythropoiesis in ventral mesoderm made to express a dominant negative BMP receptor (Maeno et al., 1994a
). These data support a model in which BMPs, secreted by ectodermal cells, signal to mesodermal cells, instructing them to form blood. A similar model was proposed based on the finding that inhibition of intracellular BMP signal transduction in the ventral ectoderm of whole embryos led to loss of expression of globin (Kumano et al., 1999
). Because BMPs function in a positive feedback loop to regulate their own expression, the loss of globin was attributed to a loss of ectodermally derived BMP, which was proposed to be transmitted to prospective hematopoietic progenitors during gastrulation. In the current study, we show that misregulation of the intracellular BMP signaling cascade in either ventral or dorsal ectoderm inhibits erythropoiesis. Expression of BMP4 is normally extinguished in dorsal ectoderm during gastrulation, ruling out the possibility that our results are due to feedback inhibition of BMP expression in these cells. Our data instead suggest that ectodermal, rather than hematopoietic, cells must receive a BMP signal in order to generate a secondary, non cell-autonomous signal(s) that is/are essential for erythropoiesis. This signal is most likely transmitted during gastrulation since inhibition (Zhang and Evans, 1996
) and upregulation (T. Nakayama and J. L. C., unpublished data) of BMP signaling after the late blastula stage, achieved by microinjection of plasmid expression constructs, is sufficient to disrupt erythropoiesis.
A simple model consistent with our data is that BMPs function in non-hematopoeitic cells to regulate expression of a secondary signaling molecule(s) that is essential for the survival, and possibly proliferation, of erythroid progenitors. When BMP-mediated expression of this molecule is completely blocked, by constitutive activation of CaM KIV or ectopic expression of BMP inhibitors, HSCs commit to the erythroid pathway but progenitors are unable to survive. Conversely, when BMP-mediated transcription is upregulated, by expressing a constitutively active BMP receptor or by inhibiting endogenous CaM KIV, inappropriately high levels of the cell-cell signaling molecule(s) induce overcommitment of HSCs to myeloid differentiation. Consistent with this model, embryological studies have identified a signal generated in ectodermal cells during gastrulation that is required for normal erythropoiesis (Maeno et al., 1994b). Further studies have shown that a non cell-autonomous signal(s) functions shortly after this time (neurula stages 13-18) to regulate lineage commitment, proliferation and/or survival of HSCs (Turpen and Smith, 1985
; Turpen et al., 1997
).
The increase in WBC number in CA-ALK-injected embryos could potentially result from expansion of a population of progenitors that arise independent of the VBI, rather than from commitment of primitive HSCs to myeloid differentiation as proposed above. A unique population of macrophages has been identified that originate not from the blood islands, but from a region anterior to the heart (reviewed by Shepard and Zon, 2000). Although we cannot rule out the possibility that misregulation of BMPs induces proliferation of this distinct leukocyte population, this seems unlikely for several reasons. First, in situ hybridization analysis of an early myeloid marker (myeloperoxidase) in CA-ALK-injected tailbud stage embryos revealed that myeloperoxidase-positive cell number was unchanged outside of the VBI (data not shown). Second, non-VBI-derived macrophages migrate and populate the mesenchyme of many tissues, especially in the head region, but contribute few cells to the circulating blood in Xenopus (Ohinata et al., 1990
). Thus, our data showing an increase in circulating myeloid cells with a concommitant decrease in RBCs is more consistent with a lineage switch model than with two separate effects in two distinct blood compartments. Our results could also be explained, however, if BMP induces the expression of a gene product(s) that acts independently on erythroid and myeloid cells, for example by inhibiting proliferation or differentiation of committed erythroid progenitors, and promoting proliferation or differentiation of committed progenitors of the monocyte/macrophage pathway.
An intriguing possibility is that different levels of BMP signaling in ventral and dorsal ectodermal cells of gastrula stage embryos directs primitive and definitive hematopoiesis in the VBI and DLP, respectively. Specifically, it is feasible that CaM KIV differentially modulates BMP signaling such that specific BMP target genes are transcribed at slightly higher levels in dorsal than ventral ectodermal cells. Dorsal ectodermal cells, which come to overlie the site of definitive hematopoiesis, would thus instruct HSCs to commit to the myeloid lineage whereas ventral ectodermal cells, which come to overlie the VBI would direct HSCs to differentiate as primitive erythrocytes. Consistent with this possibility, dorsal cells are reproducibly more sensitive to inhibition of BMP signaling, whereas ventral cells are more sensitive to upregulation of BMP signaling (Fig. 1B).
Many different members of the BMP family are expressed during embryogenesis but, based on the signaling specificity of the constitutively active and dominant mutant BMP receptors that were used in the current studies, BMP2, 4 and/or 7 are most likely required for hematopoiesis. Their genes are ubiquitously expressed during early gastrula stages (Hemmati-Brivanlou and Thomsen, 1995), as is CaM KIV (Wayman et al., 2000
). Thus, the spatial and temporal patterns of expression of these signaling molecules are appropriate for their proposed roles in hematopoiesis.
CaM KIV inhibits transcriptional responses downstream of BMPs
Our data suggest a molecular mechanism for cross talk between the BMP and CaM KIV pathways. We hypothesize that CaM KIV inhibits BMP signaling by activating a CBP-binding substrate (possibly CREB), thereby preventing CBP from acting as a coactivator of BMP-specific target gene(s) that are required for hematopoiesis. In our model (Fig. 8, upper panel), BMP induces nuclear translocation of Smad hetero-oligomers that associate with CBP and with an unrelated, as of yet unidentified, DNA binding protein (purple box). Although this DNA binding protein is illustrated as being a direct component of the Smad/CBP complex, it is equally possible that Smads act synergistically with a trans-acting factor that binds to promoter regions of hematopoietic-specific genes and recruits CBP independent of direct interaction with Smads. When BMP and CaM KIV pathways are activated simultaneously, CaM KIV phosphorylates CREB which then binds to CBP and disrupts interactions between limiting amounts of CBP and the hematopoietic-specific DNA binding protein (lower panel). It is possible that phosphorylated CREB directly disrupts interactions between CBP and Smads. This is unlikely, however, since upregulation of CaM KIV signaling in early embryos selectively inhibits the ability of BMPs to regulate hematopoiesis but does not interfere with Smad/CBP-mediated specification of ventral fate (Kato et al., 1999).
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Our data do not exclude other possible mechanisms of CaM KIV-mediated repression of BMP signaling. It is possible, for example, that CaM KIV and BMPs independently induce expression of antagonistic target genes that act in parallel pathways. Our data showing that a form of CREB that binds CBP constitutively can phenocopy defects observed following constitutive activation of CaM KIV, and that activation of CREB target genes is not required for this activity, do not support this interpretation. It is also possible that CaM KIV phosphorylates and directly inhibits nuclear translocation or function of Smad1, 5 and/or 8. Consistent with this possibility, putative consensus CaM KIV motifs are present in BMP pathway-specific Smads and a distinct CaM kinase family member (CaM KII) has been shown to phosphorylate and inhibit nuclear translocation of Smad2 (Wicks et al., 2000). In preliminary experiments, however, we have not detected inhibition of Smad nuclear translocation in the presence of caCaM KIV (G. A. W., unpublished data). Furthermore, if this model were correct, constitutive activation of CaM KIV should phenocopy complete loss of BMP function, including dorsalization of the embryo, and this is not observed. Finally, recent studies have shown that ectopically expressed calmodulin can either inhibit (Xu et al., 1999b
) or enhance (Sherer and Graff, 2000
) Smad1 activity in Xenopus embryos raising the possibility that the increase in Ca2+/calmodulin that activates CaM KIV may also have a direct effect on Smad1 activity downstream of receptor activation.
In conclusion, our data demonstrate that cross-talk between the CaM KIV and BMP signaling pathways in non-hematopoietic cells regulates blood development. Identification of the gene(s) that are regulated by these pathways will provide insight into extrinsic signals that regulate hematopoiesis as well as enabling a definitive test of our model.
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ACKNOWLEDGMENTS |
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