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1.
Calmodulin (CaM) is a small, eukaryotic protein that reversibly binds Ca2+. Study of CaM localization in genetically tractable organisms has yielded many insights into CaM function. Here, we described the dynamic localization of Aspergillus nidulans CaM (AnCaM) in live-cells by using recombination strains with homologous, single cross-over insertions at the target gene which placed the GFP fused copy under the inducible alcA promoter and the RFP–CaM integration under the native cam promoter. We found that the localization of CaM fusion was quite dynamic throughout the hypha and was concentrated to the active growing sites during germination, hyphal growth, cytokinesis and conidiation. The depletion of CaM by alcA promoter repression induced the explicit abnormalities of germlings with the swollen germ tubes. In addition, the position of highly concentrated GFP–CaM in the extreme apex seemed to determine the hyphal orientation. These data collectively suggest that CaM is constantly required for new hyphal growth. In contrast to this constant accumulation at the apex, GFP–CaM was only transiently localized at septum sites during cytokinesis. Notably, depletion of CaM caused the defect of septation with a completely blocked septum formation indicating that the transient CaM accumulation at the septum site is essential for septation. Moreover, the normal localization of CaM at a hyphal tip required the presence of the functional actin cytoskeleton and the motor protein KipA, which is indispensable for positioning Spitzenkörper. This is the first report of CaM localization and function in live-cells by the site-specific homologous integration in filamentous fungi.  相似文献   

2.
We utilized an expression screen to identify two novel Ca(2+)/calmodulin (CaM)-regulated protein kinases in Aspergillus nidulans. The two kinases, CMKB and CMKC, possess high sequence identity with mammalian CaM kinases (CaMKs) I/IV and CaMKKalpha/beta, respectively. In vitro CMKC phosphorylates and increases the activity of CMKB, indicating they are biochemical homologues of CaMKKalpha/beta and CaMKI/IV. The disruption of CMKB is lethal; however, when protein expression is postponed, the spores germinate with delayed kinetics. The observed lag corresponds to a delay in the G(1)-phase activation of the cyclin-dependent kinase NIMX(cdc2). Disruption of cmkC is not lethal, but spores lacking CMKC also germinate with delayed kinetics and a lag in the activation of NIMX(cdc2). Analysis of DeltacmkC suggests a role for CMKC in regulating the first and subsequent nuclear division cycles. We conclude that both CMKB and CMKC are required for the proper temporal activation of NIMX(cdc2) as spores enter the cell cycle from quiescence and suggest that this relationship exists during the G(1)/S transition of subsequent cell divisions.  相似文献   

3.

Background

Calcium/calmodulin-dependent protein kinase kinase 2 (CaMKK2), a member of the Ca?2+/calmodulin-dependent kinase (CaMK) family, functions as an upstream activator of CaMKI, CaMKIV and AMP-activated protein kinase. Thus, CaMKK2 is involved in the regulation of several key physiological and pathophysiological processes. Previous studies have suggested that Ca2+/CaM binding may cause unique conformational changes in the CaMKKs compared with other CaMKs. However, the underlying mechanistic details remain unclear.

Methods

In this study, hydrogen-deuterium exchange coupled to mass spectrometry, time-resolved fluorescence spectroscopy, small-angle x-ray scattering and chemical cross-linking were used to characterize Ca2+/CaM binding-induced structural changes in CaMKK2.

Results

Our data suggest that: (i) the CaMKK2 kinase domain interacts with the autoinhibitory region (AID) through the N-terminal lobe of the kinase domain including the RP insert, a segment important for targeting downstream substrate kinases; (ii) Ca2+/CaM binding affects the structure of several regions surrounding the ATP-binding pocket, including the activation segment; (iii) although the CaMKK2:Ca2+/CaM complex shows high conformational flexibility, most of its molecules are rather compact; and (iv) AID-bound Ca2+/CaM transiently interacts with the CaMKK2 kinase domain.

Conclusions

Interactions between the CaMKK2 kinase domain and the AID differ from those of other CaMKs. In the absence of Ca2+/CaM binding the autoinhibitory region inhibits CaMKK2 by both blocking access to the RP insert and by affecting the structure of the ATP-binding pocket.

General significance

Our results corroborate the hypothesis that Ca2+/CaM binding causes unique conformational changes in the CaMKKs relative to other CaMKs.  相似文献   

4.
NSCaTE is a short linear motif of (xWxxx(I or L)xxxx), composed of residues with a high helix-forming propensity within a mostly disordered N-terminus that is conserved in L-type calcium channels from protostome invertebrates to humans. NSCaTE is an optional, lower affinity and calcium-sensitive binding site for calmodulin (CaM) which competes for CaM binding with a more ancient, C-terminal IQ domain on L-type channels. CaM bound to N- and C- terminal tails serve as dual detectors to changing intracellular Ca2+ concentrations, promoting calcium-dependent inactivation of L-type calcium channels. NSCaTE is absent in some arthropod species, and is also lacking in vertebrate L-type isoforms, Cav1.1 and Cav1.4 channels. The pervasiveness of a methionine just downstream from NSCaTE suggests that L-type channels could generate alternative N-termini lacking NSCaTE through the choice of translational start sites. Long N-terminus with an NSCaTE motif in L-type calcium channel homolog LCav1 from pond snail Lymnaea stagnalis has a faster calcium-dependent inactivation than a shortened N-termini lacking NSCaTE. NSCaTE effects are present in low concentrations of internal buffer (0.5 mM EGTA), but disappears in high buffer conditions (10 mM EGTA). Snail and mammalian NSCaTE have an alpha-helical propensity upon binding Ca2+-CaM and can saturate both CaM N-terminal and C-terminal domains in the absence of a competing IQ motif. NSCaTE evolved in ancestors of the first animals with internal organs for promoting a more rapid, calcium-sensitive inactivation of L-type channels.  相似文献   

5.
Calcium (Ca2+) is an ion vital in regulating cellular function through a variety of mechanisms. Much of Ca2+ signaling is mediated through the calcium-binding protein known as calmodulin (CaM)1,2. CaM is involved at multiple levels in almost all cellular processes, including apoptosis, metabolism, smooth muscle contraction, synaptic plasticity, nerve growth, inflammation and the immune response. A number of proteins help regulate these pathways through their interaction with CaM. Many of these interactions depend on the conformation of CaM, which is distinctly different when bound to Ca2+ (Ca2+-CaM) as opposed to its Ca2+-free state (ApoCaM)3.While most target proteins bind Ca2+-CaM, certain proteins only bind to ApoCaM. Some bind CaM through their IQ-domain, including neuromodulin4, neurogranin (Ng)5, and certain myosins6. These proteins have been shown to play important roles in presynaptic function7, postsynaptic function8, and muscle contraction9, respectively. Their ability to bind and release CaM in the absence or presence of Ca2+ is pivotal in their function. In contrast, many proteins only bind Ca2+-CaM and require this binding for their activation. Examples include myosin light chain kinase10, Ca2+/CaM-dependent kinases (CaMKs)11 and phosphatases (e.g. calcineurin)12, and spectrin kinase13, which have a variety of direct and downstream effects14.The effects of these proteins on cellular function are often dependent on their ability to bind to CaM in a Ca2+-dependent manner. For example, we tested the relevance of Ng-CaM binding in synaptic function and how different mutations affect this binding. We generated a GFP-tagged Ng construct with specific mutations in the IQ-domain that would change the ability of Ng to bind CaM in a Ca2+-dependent manner. The study of these different mutations gave us great insight into important processes involved in synaptic function8,15. However, in such studies, it is essential to demonstrate that the mutated proteins have the expected altered binding to CaM.Here, we present a method for testing the ability of proteins to bind to CaM in the presence or absence of Ca2+, using CaMKII and Ng as examples. This method is a form of affinity chromatography referred to as a CaM pull-down assay. It uses CaM-Sepharose beads to test proteins that bind to CaM and the influence of Ca2+ on this binding. It is considerably more time efficient and requires less protein relative to column chromatography and other assays. Altogether, this provides a valuable tool to explore Ca2+/CaM signaling and proteins that interact with CaM.  相似文献   

6.
Downstream regulatory element antagonistic modulator (DREAM/KChIP3), a neuronal EF-hand protein, modulates pain, potassium channel activity, and binds presenilin 1. Using affinity capture of neuronal proteins by immobilized DREAM/KChIP3 in the presence and absence of calcium (Ca2+) followed by mass spectroscopic identification of interacting proteins, we demonstrate that in the presence of Ca2+, DREAM/KChIP3 interacts with the EF-hand protein, calmodulin (CaM). The interaction of DREAM/KChIP3 with CaM does not occur in the absence of Ca2+. In the absence of Ca2+, DREAM/KChIP3 binds the EF-hand protein, calcineurin subunit-B. Ca2+-bound DREAM/KChIP3 binds CaM with a dissociation constant of ∼3 μm as assessed by changes in DREAM/KChIP3 intrinsic protein fluorescence in the presence of CaM. Two-dimensional 1H,15N heteronuclear single quantum coherence spectra reveal changes in chemical shifts and line broadening upon the addition of CaM to 15N DREAM/KChIP3. The amino-terminal portion of DREAM/KChIP3 is required for its binding to CaM because a construct of DREAM/KChIP3 lacking the first 94 amino-terminal residues fails to bind CaM as assessed by fluorescence spectroscopy. The addition of Ca2+-bound DREAM/KChIP3 increases the activation of calcineurin (CN) by calcium CaM. A DREAM/KChIP3 mutant incapable of binding Ca2+ also stimulates calmodulin-dependent CN activity. The shortened form of DREAM/KChIP3 lacking the NH2-terminal amino acids fails to activate CN in the presence of calcium CaM. Our data demonstrate the interaction of DREAM/KChIP3 with the important EF-hand protein, CaM, and show that the interaction alters CN activity.  相似文献   

7.
We surveyed genome sequences from the basidiomycetous mushroom Coprinopsis cinerea and isolated a cDNA homologous to CMKA, a calmodulin-dependent protein kinase (CaMK) in Aspergillus nidulans. We designated this sequence, encoding 580 amino acids with a molecular weight of 63,987, as CoPK02. CoPK02 possessed twelve subdomains specific to protein kinases and exhibited 43, 35, 40% identity with rat CaMKI, CaMKII, CaMKIV, respectively, and 40% identity with CoPK12, one of the CaMK orthologs in C. cinerea. CoPK02 showed significant autophosphorylation activity and phosphorylated exogenous proteins in the presence of Ca2+/CaM. By the CaM-overlay assay we confirmed that the C-terminal sequence (Trp346-Arg358) was the calmodulin-binding site, and that the binding of Ca2+/CaM to CoPK02 was reduced by the autophosphorylation of CoPK02. Since CoPK02 evolved in a different clade from CoPK12, and showed different gene expression compared to that of CoPK32, which is homologous to mitogen-activated protein kinase-activated protein kinase, CoPK02 and CoPK12 might cooperatively regulate Ca2+-signaling in C. cinerea.  相似文献   

8.
The IQ-motif protein PEP-19, binds to the C-domain of calmodulin (CaM) with significantly different kon and koff rates in the presence and absence of Ca2+, which could play a role in defining the levels of free CaM during Ca2+ transients. The initial goal of the current study was to determine whether Ca2+ binding to sites III or IV in the C-domain of CaM was responsible for affecting the kinetics of binding PEP-19. EF-hand Ca2+-binding sites were selectively inactivated by the common strategy of changing Asp to Ala at the X-coordination position. Although Ca2+ binding to both sites III and IV appeared necessary for native-like interactions with PEP-19, the data also indicated that the mutations caused undesirable structural alterations as evidenced by significant changes in amide chemical shifts for apoCaM. Mutations in the C-domain also affected chemical shifts in the unmodified N-domain, and altered the Ca2+ binding properties of the N-domain. Conversion of Asp93 to Ala caused the greatest structural perturbations, possibly due to the loss of stabilizing hydrogen bonds between the side chain of Asp93 and backbone amides in apo loop III. Thus, although these mutations inhibit binding of Ca2+, the mutated CaM may not be able to support potentially important native-like activity of the apoprotein. This should be taken into account when designing CaM mutants for expression in cell culture.  相似文献   

9.
Calmodulin (CaM) is a Ca2+ signaling protein that binds to a wide variety of target proteins, and it is important to establish methods for rapid characterization of these interactions. Here we report the use of fluorescence polarization (FP) to measure the Kd for the interaction of CaM with the plasma membrane Ca2+-ATPase (PMCA), a Ca2+ pump regulated by binding of CaM. Previous assays of PMCA-CaM interactions were indirect, based on activity or kinetics measurements. We also investigated the Ca2+ dependence of CaM binding to PMCA. FP assays directly detect CaM-target interactions and are rapid, sensitive, and suitable for high-throughput screening assay formats. Values for the dissociation constant Kd in the nanomolar range are readily measured. We measured the changes in anisotropy of CaM labeled with Oregon Green 488 on titration with PMCA, yielding a Kd value of CaM with PMCA (5.8 ± 0.5 nM) consistent with previous indirect measurements. We also report the binding affinity of CaM with oxidatively modified PMCA (Kd = 9.8 ± 2.0 nM), indicating that the previously reported loss in CaM-stimulated activity for oxidatively modified PMCA is not a result of reduced CaM binding. The Ca2+ dependence follows a simple Hill plot demonstrating cooperative binding of Ca2+ to the binding sites in CaM.  相似文献   

10.
Voltage-activated Cav1.2 calcium channels require association of the pore-forming α1C subunit with accessory Cavβ and α2δ subunits. Binding of a single calmodulin (CaM) to α1C supports Ca2+-dependent inactivation (CDI). The human Cav1.2 channel is silent in the absence of Cavβ and/or α2δ. Recently, we found that coexpression of exogenous CaM (CaMex) supports plasma membrane targeting, gating facilitation and CDI of the channel in the absence of Cavβ. Here we discovered that CaMex and its Ca2+-insensitive mutant (CaM1234) rendered active α1C/Cavβ channel in the absence of α2δ. Coexpression of CaMex with α1C and β2d in calcium-channel-free COS-1 cells recovered gating of the channel and supported CDI. Voltage-dependence of activation was shifted by ≈ +40 mV to depolarization potentials. The calcium current reached maximum at +40 mV (20 mM Ca2+) and exhibited approximately 3 times slower activation and 5 times slower inactivation kinetics compared to the wild-type channel. Furthermore, both CaMex and CaM1234 accelerated recovery from inactivation and induced facilitation of the calcium current by strong depolarization prepulse, the properties absent from the human vascular/neuronal Cav1.2 channel. The data suggest a previously unknown action of CaM that in the presence of Cavβ translates into activation of the α2δ-deficient calcium channel and alteration of its properties.  相似文献   

11.
Calmodulin (CaM) binding to the intracellular C-terminal tail (CTT) of the cardiac L-type Ca2+ channel (CaV1.2) regulates Ca2+ entry by recognizing sites that contribute to negative feedback mechanisms for channel closing. CaM associates with CaV1.2 under low resting [Ca2+], but is poised to change conformation and position when intracellular [Ca2+] rises. CaM binding Ca2+, and the domains of CaM binding the CTT are linked thermodynamic functions. To better understand regulation, we determined the energetics of CaM domains binding to peptides representing pre-IQ sites A1588, and C1614 and the IQ motif studied as overlapping peptides IQ1644 and IQ1650 as well as their effect on calcium binding. (Ca2+)4-CaM bound to all four peptides very favorably (Kd ≤ 2 nM). Linkage analysis showed that IQ1644-1670 bound with a Kd ~ 1 pM. In the pre-IQ region, (Ca2+)2-N-domain bound preferentially to A1588, while (Ca2+)2-C-domain preferred C1614. When bound to C1614, calcium binding in the N-domain affected the tertiary conformation of the C-domain. Based on the thermodynamics, we propose a structural mechanism for calcium-dependent conformational change in which the linker between CTT sites A and C buckles to form an A-C hairpin that is bridged by calcium-saturated CaM.  相似文献   

12.
Trifluoperazine (TFP; Stelazine?) is an antagonist of calmodulin (CaM), an essential regulator of calcium‐dependent signal transduction. Reports differ regarding whether, or where, TFP binds to apo CaM. Three crystallographic structures (1CTR, 1A29, and 1LIN) show TFP bound to (Ca2+)4‐CaM in ratios of 1, 2, or 4 TFP per CaM. In all of these, CaM domains adopt the “open” conformation seen in CaM‐kinase complexes having increased calcium affinity. Most reports suggest TFP also increases calcium affinity of CaM. To compare TFP binding to apo CaM and (Ca2+)4‐CaM and explore differential effects on the N‐ and C‐domains of CaM, stoichiometric TFP titrations of CaM were monitored by 15N‐HSQC NMR. Two TFP bound to apo CaM, whereas four bound to (Ca2+)4‐CaM. In both cases, the preferred site was in the C‐domain. During the titrations, biphasic responses for some resonances suggested intersite interactions. TFP‐binding sites in apo CaM appeared distinct from those in (Ca2+)4‐CaM. In equilibrium calcium titrations at defined ratios of TFP:CaM, TFP reduced calcium affinity at most levels tested; this is similar to the effect of many IQ‐motifs on CaM. However, at the highest level tested, TFP raised the calcium affinity of the N‐domain of CaM. A model of conformational switching is proposed to explain how TFP can exert opposing allosteric effects on calcium affinity by binding to different sites in the “closed,” “semi‐open,” and “open” domains of CaM. In physiological processes, apo CaM, as well as (Ca2+)4‐CaM, needs to be considered a potential target of drug action. Proteins 2010. © 2010 Wiley‐Liss, Inc.  相似文献   

13.
A family of plant ligand gated nonselective cation channels (cngcs) can be activated by direct, and reversible binding of cyclic nucleotide. These proteins have a cytoplasm-localized cyclic nucleotide binding domain (CNBD) at the carboxy-terminus of the polypeptide. A portion of the cngc CNBD also acts as a calmodulin (CaM) binding domain (CaMBD). The objective of this work is to further characterize interaction of cyclic nucleotide and CaM in gating plant cngc currents. The three-dimensional structure of an Arabidopsis thaliana cngc (Atcngc2) CNBD was modeled, indicating cAMP binding to the Atcngc2 CNBD in a pocket formed by a β barrel structure appressing a shortened (relative to animal cngc CNBDs) αC helix. The Atcngc2 CaMBD was expressed as a fusion peptide linking blue and green fluorescent proteins, and used to quantify CaM (A. thaliana CaM isoform 4) binding. CaM bound the fusion protein in a Ca2+–dependent manner with a Kd of 7.6 nM and a Ca2+ binding Kd of 200 nM. Functional characterization (voltage clamp analysis) of Atcngc2 was undertaken by expression in human embryonic kidney cells. CaM reversed cAMP activation of Atcngc2 currents. This functional interaction was dependent on free cytosolic Ca2+. Increasing cytosolic Ca2+ was found to inhibit cAMP activation of the channel in the absence of added CaM. We conclude that the physical interaction of Ca2+/CaM with plant cngcs blocks cyclic nucleotide activation of these channels. Thus, the cytosolic secondary messengers CaM, cAMP, and Ca2+ can act in an integrated fashion to gate currents through these plant ion channels.  相似文献   

14.
15.
A method to rapidly generate gene replacement constructs by fusion PCR is described for Aspergillus nidulans. The utility of the approach is demonstrated by green fluorescent protein (GFP) tagging of A. nidulans ndc80 to visualize centromeres through the cell cycle. The methodology makes possible large-scale GFP tagging, promoter swapping, and deletion analysis of A. nidulans.  相似文献   

16.
TRPM3 has been reported to play an important role in Ca2+ homeostasis, but its gating mechanisms and regulation via Ca2+ are unknown. Ca2+ binding proteins such as calmodulin (CaM) could be probable modulators of this ion channel. We have shown that this protein binds to two independent domains, A35-K124 and H291-G382 on the TRPM3 N-terminus, which contain conserved hydrophobic as well as positively charged residues in specific positions, and that these residues have a crucial impact on its binding. We also showed that another Ca2+ binding protein, S100A1, is able to bind to these regions and that CaM and S100A1 compete for these binding sites on the TRPM3 N-terminus. Moreover, our results suggest that another very important TRP channel activity modulator, PtdIns(4,5)P2, interacts with the CaM/S100A1 binding sites on the TRPM3 N-terminus with high affinity.  相似文献   

17.
Calcium (Ca2+) signaling modules are essential for adjusting plant growth and performance to environmental constraints. Differential interactions between sensors of Ca2+ dynamics and their molecular targets are at the center of the transduction process. Calmodulin (CaM) and CaM-like (CML) proteins are principal Ca2+-sensors in plants that govern the activities of numerous downstream proteins with regulatory properties. The families of IQ67-Domain (IQD) proteins are a large class of plant-specific CaM/CML-targets (e.g., 33 members in A. thaliana) which share a unique domain of multiple varied CaM retention motifs in tandem orientation. Genetic studies in Arabidopsis and tomato revealed first roles for IQD proteins related to basal defense response and plant development. Molecular, biochemical and histochemical analysis of Arabidopsis IQD1 demonstrated association with microtubules as well as targeting to the cell nucleus and nucleolus. In vivo binding to CaM and kinesin light chain-related protein-1 (KLCR1) suggests a Ca2+-regulated scaffolding function of IQD1 in kinesin motor-dependent transport of multiprotein complexes. Furthermore, because IQD1 interacts in vitro with single-stranded nucleic acids, the prospect arises that IQD1 and other IQD family members facilitate cellular RNA localization as one mechanism to control and fine-tune gene expression and protein sorting.  相似文献   

18.
Calmodulin (CaM)-dependent eukaryotic elongation factor 2 kinase (eEF-2K) impedes protein synthesis through phosphorylation of eukaryotic elongation factor 2 (eEF-2). It is subject to complex regulation by multiple upstream signaling pathways, through poorly described mechanisms. Precise integration of these signals is critical for eEF-2K to appropriately regulate protein translation rates. Here, an allosteric mechanism comprising two sequential conformations is described for eEF-2K activation. First, Ca2+/CaM binds eEF-2K with high affinity (Kd(CaM)app = 24 ± 5 nm) to enhance its ability to autophosphorylate Thr-348 in the regulatory loop (R-loop) by > 104-fold (kauto = 2.6 ± 0.3 s−1). Subsequent binding of phospho-Thr-348 to a conserved basic pocket in the kinase domain potentially drives a conformational transition of the R-loop, which is essential for efficient substrate phosphorylation. Ca2+/CaM binding activates autophosphorylated eEF-2K by allosterically enhancing kcatapp for peptide substrate phosphorylation by 103-fold. Thr-348 autophosphorylation results in a 25-fold increase in the specificity constant (kcatapp/Km(Pep-S)app), with equal contributions from kcatapp and Km(Pep-S)app, suggesting that peptide substrate binding is partly impeded in the unphosphorylated enzyme. In cells, Thr-348 autophosphorylation appears to control the catalytic output of active eEF-2K, contributing more than 5-fold to its ability to promote eEF-2 phosphorylation. Fundamentally, eEF-2K activation appears to be analogous to an amplifier, where output volume may be controlled by either toggling the power switch (switching on the kinase) or altering the volume control (modulating stability of the active R-loop conformation). Because upstream signaling events have the potential to modulate either allosteric step, this mechanism allows for exquisite control of eEF-2K output.  相似文献   

19.
《FEBS letters》2014,588(8):1430-1438
Intracellular Ca2+ activated calmodulin (CaM) inhibits gap junction channels in the low nanomolar to high micromolar range of [Ca2+]i. This regulation plays an essential role in numerous cellular processes that include hearing, lens transparency, and synchronized contractions of the heart. Previous studies have indicated that gap junction mediated cell-to-cell communication was inhibited by CaM antagonists. More recent evidence indicates a direct role of CaM in regulating several members of the connexin family. Since the intracellular loop and carboxyl termini of connexins are largely “invisible” in electron microscopy and X-ray crystallographic structures due to disorder in these domains, peptide models encompassing the putative CaM binding sites of several intracellular domains of connexins have been used to identify the Ca2+-dependent CaM binding sites of these proteins. This approach has been used to determine the CaM binding affinities of peptides derived from a number of different connexin-subfamilies.  相似文献   

20.
A change in intracellular free calcium is a common signaling mechanism that modulates a wide array of physiological processes in most cells. Responses to increased intracellular Ca2+ are often mediated by the ubiquitous protein calmodulin (CaM) that upon binding Ca2+ can interact with and alter the functionality of numerous proteins including a family of protein kinases referred to as CaM-kinases (CaMKs). Of particular interest are multifunctional CaMKs, such as CaMKI, CaMKII, CaMKIV and CaMKK, that can phosphorylate multiple downstream targets. This review will outline several protocols we have used to identify which members and/or isoforms of this CaMK family mediate specific cellular responses with a focus on studies in neurons. Many previous studies have relied on a single approach such as pharmacological inhibitors or transfected dominant-negative kinase constructs. Since each of these protocols has its limitations, that will be discussed, we emphasize the necessity to use multiple, independent approaches in mapping out cellular signaling pathways.  相似文献   

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