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Nie L, Quan L, Wu T, He R, Lyu Q. TransPPMP: predicting pathogenicity of frameshift and non-sense mutations by a Transformer based on protein features. Bioinformatics 2022; 38:2705-2711. [PMID: 35561183 DOI: 10.1093/bioinformatics/btac188] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2021] [Revised: 01/04/2022] [Accepted: 03/26/2022] [Indexed: 11/13/2022] Open
Abstract
MOTIVATION Protein structure can be severely disrupted by frameshift and non-sense mutations at specific positions in the protein sequence. Frameshift and non-sense mutation cases can also be found in healthy individuals. A method to distinguish neutral and potentially disease-associated frameshift and non-sense mutations is of practical and fundamental importance. It would allow researchers to rapidly screen out the potentially pathogenic sites from a large number of mutated genes and then use these sites as drug targets to speed up diagnosis and improve access to treatment. The problem of how to distinguish between neutral and potentially disease-associated frameshift and non-sense mutations remains under-researched. RESULTS We built a Transformer-based neural network model to predict the pathogenicity of frameshift and non-sense mutations on protein features and named it TransPPMP. The feature matrix of contextual sequences computed by the ESM pre-training model, type of mutation residue and the auxiliary features, including structure and function information, are combined as input features, and the focal loss function is designed to solve the sample imbalance problem during the training. In 10-fold cross-validation and independent blind test set, TransPPMP showed good robust performance and absolute advantages in all evaluation metrics compared with four other advanced methods, namely, ENTPRISE-X, VEST-indel, DDIG-in and CADD. In addition, we demonstrate the usefulness of the multi-head attention mechanism in Transformer to predict the pathogenicity of mutations-not only can multiple self-attention heads learn local and global interactions but also functional sites with a large influence on the mutated residue can be captured by attention focus. These could offer useful clues to study the pathogenicity mechanism of human complex diseases for which traditional machine learning methods fall short. AVAILABILITY AND IMPLEMENTATION TransPPMP is available at https://github.com/lennylv/TransPPMP. SUPPLEMENTARY INFORMATION Supplementary data are available at Bioinformatics online.
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Affiliation(s)
- Liangpeng Nie
- School of Computer Science and Technology, Soochow University, Suzhou 215006, China
| | - Lijun Quan
- School of Computer Science and Technology, Soochow University, Suzhou 215006, China
- Province Key Lab for Information Processing Technologies, Soochow University, Suzhou 215006, China
- Collaborative Innovation Center of Novel Software Technology and Industrialization, Nanjing 210000, China
| | - Tingfang Wu
- School of Computer Science and Technology, Soochow University, Suzhou 215006, China
- Province Key Lab for Information Processing Technologies, Soochow University, Suzhou 215006, China
- Collaborative Innovation Center of Novel Software Technology and Industrialization, Nanjing 210000, China
| | - Ruji He
- School of Computer Science and Technology, Soochow University, Suzhou 215006, China
| | - Qiang Lyu
- School of Computer Science and Technology, Soochow University, Suzhou 215006, China
- Province Key Lab for Information Processing Technologies, Soochow University, Suzhou 215006, China
- Collaborative Innovation Center of Novel Software Technology and Industrialization, Nanjing 210000, China
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Lorenz R, Bertinetti D, Herberg FW. cAMP-Dependent Protein Kinase and cGMP-Dependent Protein Kinase as Cyclic Nucleotide Effectors. Handb Exp Pharmacol 2017; 238:105-122. [PMID: 27885524 DOI: 10.1007/164_2015_36] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
The cAMP-dependent protein kinase (PKA) and the cGMP-dependent protein kinase (PKG) are homologous enzymes with different binding and activation specificities for cyclic nucleotides. Both enzymes harbor conserved cyclic nucleotide-binding (CNB) domains. Differences in amino acid composition of these CNB domains mediate cyclic nucleotide selectivity in PKA and PKG, respectively. Recently, the presence of the noncanonical cyclic nucleotides cCMP and cUMP in eukaryotic cells has been proven, while the existence of cellular cIMP and cXMP remains unclear. It was shown that the main effectors of cyclic nucleotide signaling, PKA and PKG, can be activated by each of these noncanonical cyclic nucleotides. With unique effector proteins still missing, such cross-activation effects might have physiological relevance. Therefore, we approach PKA and PKG as cyclic nucleotide effectors in this chapter. The focus of this chapter is the general cyclic nucleotide-binding properties of both kinases as well as the selectivity for cAMP or cGMP, respectively. Furthermore, we discuss the binding affinities and activation potencies of noncanonical cyclic nucleotides.
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Affiliation(s)
- Robin Lorenz
- Department of Biochemistry, University of Kassel, Heinrich-Plett-Str. 40, 34132, Kassel, Germany
| | - Daniela Bertinetti
- Department of Biochemistry, University of Kassel, Heinrich-Plett-Str. 40, 34132, Kassel, Germany
| | - Friedrich W Herberg
- Department of Biochemistry, University of Kassel, Heinrich-Plett-Str. 40, 34132, Kassel, Germany.
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Mutations of PKA cyclic nucleotide-binding domains reveal novel aspects of cyclic nucleotide selectivity. Biochem J 2017; 474:2389-2403. [PMID: 28583991 DOI: 10.1042/bcj20160969] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2016] [Revised: 06/02/2017] [Accepted: 06/05/2017] [Indexed: 11/17/2022]
Abstract
Cyclic AMP and cyclic GMP are ubiquitous second messengers that regulate the activity of effector proteins in all forms of life. The main effector proteins, the 3',5'-cyclic adenosine monophosphate (cAMP)-dependent protein kinase (PKA) and the 3',5'-cyclic guanosine monophosphate (cGMP)-dependent protein kinase (PKG), are preferentially activated by cAMP and cGMP, respectively. However, the molecular basis of this cyclic nucleotide selectivity is still not fully understood. Analysis of isolated cyclic nucleotide-binding (CNB) domains of PKA regulatory subunit type Iα (RIα) reveals that the C-terminal CNB-B has a higher cAMP affinity and selectivity than the N-terminal CNB-A. Here, we show that introducing cGMP-specific residues using site-directed mutagenesis reduces the selectivity of CNB-B, while the combination of two mutations (G316R/A336T) results in a cGMP-selective binding domain. Furthermore, introducing the corresponding mutations (T192R/A212T) into the PKA RIα CNB-A turns this domain into a highly cGMP-selective domain, underlining the importance of these contacts for achieving cGMP specificity. Binding data with the generic purine nucleotide 3',5'-cyclic inosine monophosphate (cIMP) reveal that introduced arginine residues interact with the position 6 oxygen of the nucleobase. Co-crystal structures of an isolated CNB-B G316R/A336T double mutant with either cAMP or cGMP reveal that the introduced threonine and arginine residues maintain their conserved contacts as seen in PKG I CNB-B. These results improve our understanding of cyclic nucleotide binding and the molecular basis of cyclic nucleotide specificity.
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Yang H, Li G, Wu JJ, Wang L, Uhler M, Simeone DM. Protein kinase A modulates transforming growth factor-β signaling through a direct interaction with Smad4 protein. J Biol Chem 2013; 288:8737-8749. [PMID: 23362281 PMCID: PMC3605691 DOI: 10.1074/jbc.m113.455675] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2013] [Indexed: 12/21/2022] Open
Abstract
Transforming growth factor β (TGFβ) signaling normally functions to regulate embryonic development and cellular homeostasis. It is increasingly recognized that TGFβ signaling is regulated by cross-talk with other signaling pathways. We previously reported that TGFβ activates protein kinase A (PKA) independent of cAMP through an interaction of an activated Smad3-Smad4 complex and the regulatory subunit of the PKA holoenzyme (PKA-R). Here we define the interaction domains of Smad4 and PKA-R and the functional consequences of this interaction. Using a series of Smad4 and PKA-R truncation mutants, we identified amino acids 290-300 of the Smad4 linker region as critical for the specific interaction of Smad4 and PKA-R. Co-immunoprecipitation assays showed that the B cAMP binding domain of PKA-R was sufficient for interaction with Smad4. Targeting of B domain regions conserved among all PKA-R isoforms and exposed on the molecular surface demonstrated that amino acids 281-285 and 320-329 were required for complex formation with Smad4. Interactions of these specific regions of Smad4 and PKA-R were necessary for TGFβ-mediated increases in PKA activity, CREB (cAMP-response element-binding protein) phosphorylation, induction of p21, and growth inhibition. Moreover, this Smad4-PKA interaction was required for TGFβ-induced epithelial mesenchymal transition, invasion of pancreatic tumor cells, and regulation of tumor growth in vivo.
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Affiliation(s)
- Huibin Yang
- Department of Surgery, University of Michigan, Ann Arbor, Michigan 48109
| | - Gangyong Li
- Department of Surgery, University of Michigan, Ann Arbor, Michigan 48109
| | - Jing-Jiang Wu
- Department of Surgery, University of Michigan, Ann Arbor, Michigan 48109
| | - Lidong Wang
- Department of Surgery, University of Michigan, Ann Arbor, Michigan 48109
| | - Michael Uhler
- Department of Biochemistry, University of Michigan, Ann Arbor, Michigan 48109
| | - Diane M Simeone
- Department of Surgery, University of Michigan, Ann Arbor, Michigan 48109; Molecular and Integrative Physiology, University of Michigan, Ann Arbor, Michigan 48109; Translational Oncology Program, University of Michigan, Ann Arbor, Michigan 48109.
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5
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Muhonen WW, Shabb JB. Resonant mirror biosensor analysis of type Ialpha cAMP-dependent protein kinase B domain--cyclic nucleotide interactions. Protein Sci 2000; 9:2446-56. [PMID: 11206066 PMCID: PMC2144508 DOI: 10.1110/ps.9.12.2446] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
A resonant mirror biosensor was used to study cyclic nucleotide-receptor interactions. In particular, a novel method was developed to determine inhibition constants (Ki) from initial rates of ligate association to immobilized ligand. This approach was applied to the comparison of cyclic nucleotide-binding properties of the wild-type isolated B domain of the cAMP-dependent protein kinase type Ialpha regulatory subunit and its Ala-334-Thr (A334T) variant that has altered cyclic nucleotide specificity. A cUMP-saturated form of the B domain was used for all measurements. Under the conditions used, cUMP did not affect the kinetics of B domain association to immobilized cAMP. Triton X-100 was required to stabilize the protein at nanomolar concentrations. The association and dissociation rate constants for wild-type and A334T B domains yielded equilibrium dissociation constants of 11 and 16 nM. Heterogeneity of ligate and immobilized ligand, mass transport effects, and other factors were evaluated for their influence on biosensor-determined kinetic constants. Biosensor-determined relative inhibition constants (Ki' = Ki(cAMP)/Ki(analog)) for 16 cyclic nucleotide analogs correlated well with those determined by a [3H]cAMP binding assay. Previously published Ki' values for the B domain in the intact regulatory subunit were similar to those of the isolated B domain. The Ki' values for the wild-type and A334T B domains were essentially unchanged except for dramatic enhancements in affinity of cGMP analogs for the A334T B domain. These observations validate the isolated B domain as a simple model system for studying cyclic nucleotide-receptor interactions.
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Affiliation(s)
- W W Muhonen
- Department of Biochemistry and Molecular Biology, University of North Dakota School of Medicine, Grand Forks 58202-9037, USA
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Sorol MR, Pastori RL, Muro A, Moreno S, Rossi S. Structural and functional analysis of the cAMP binding domain from the regulatory subunit of Mucor rouxii protein kinase A. Arch Biochem Biophys 2000; 382:173-81. [PMID: 11068866 DOI: 10.1006/abbi.2000.2018] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
The cAMP binding domain of the regulatory subunit (R) of Mucor rouxii protein kinase A was cloned. The deduced amino acid sequence was highly homologous in sequence and in size to the corresponding region in fungal and higher eukaryotic regulatory subunits (47-54%), but particularly homologous (62%) to Blastocladiella emersonii, a fungus classified in a different phylum. Amino acids reported to be important for interaction with cAMP, for cooperativity between the two cAMP binding domains, in the general folding of the domain, and for interaction with the catalytic subunit were conserved in all the fungal sequences. Based on either sequence or functional behavior, the M. rouxii R subunit cannot be classified as being more similar to RI or RII of mammalian systems. The M. rouxii protein sequence was modeled using as template the coordinates of the crystallized bovine regulatory subunit type Ialpha. The quality of the model is good. The two backbones could be perfectly overlapped, except for two loop regions of high divergence. The alpha helix C of domain A, proposed to have a strong interaction with the catalytic subunit, contains a leucine replacing a basic residue (arginine or lysine) commonly found in RI or RII. The domains A and B of the M. rouxii regulatory subunit were overexpressed as fusion proteins with GST. GST domain B protein was inactive. GST domain A was active; the kinetic parameters of affinity toward cAMP analogs, site selectivity, and dissociation kinetics of bound cAMP were analogous to the properties of the domain in the whole regulatory subunit.
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Affiliation(s)
- M R Sorol
- Departamento de Química Biológica, Facultad de Ciencias Exactas y Naturales, Ciudad Universitaria, Buenos Aires, Argentina
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Francis SH, Corbin JD. Cyclic nucleotide-dependent protein kinases: intracellular receptors for cAMP and cGMP action. Crit Rev Clin Lab Sci 1999; 36:275-328. [PMID: 10486703 DOI: 10.1080/10408369991239213] [Citation(s) in RCA: 219] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
Abstract
Intracellular cAMP and cGMP levels are increased in response to a variety of hormonal and chemical stimuli; these nucleotides play key roles as second messenger signals in modulating myriad physiological processes. The cAMP-dependent protein kinase and cGMP-dependent protein kinase are major intracellular receptors for these nucleotides, and the actions of these enzymes account for much of the cellular responses to increased levels of cAMP or cGMP. This review summarizes many studies that have contributed significantly to an improved understanding of the catalytic, regulatory, and structural properties of these protein kinases. These accumulated findings provide insights into the mechanisms by which these enzymes produce their specific physiological effects and are helpful in considering the actions of other protein kinases as well.
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Affiliation(s)
- S H Francis
- Department of Molecular Physiology and Biophysics, Vanderbilt University School of Medicine, Nashville, TN 37232-0615, USA
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8
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Kapphahn MA, Shabb JB. Contribution of the carboxyl-terminal regional of the cAMP-dependent protein kinase type I alpha regulatory subunit to cyclic nucleotide interactions. Arch Biochem Biophys 1997; 348:347-56. [PMID: 9434747 DOI: 10.1006/abbi.1997.0431] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Abstract
The carboxyl-terminal 19 amino acids of the type I alpha regulatory subunit (RI alpha) of cAMP-dependent protein kinase (PKA) were investigated to determine their contributions to cAMP selectivity. The parent RI alpha subunit contained an Ala to Thr mutation at position 334 so that it would bind both cAMP and cGMP with high affinity. Stop codons were introduced into the parent cDNA construct at positions corresponding to Val-375, Asn-372, Gln-370, and Cys-360. The purified, bacterially expressed proteins were characterized for their cAMP and cGMP dissociation properties. Site-selective cAMP analogs were used to compete against [3H]cAMP binding to the mutant RI alpha subunits to correctly assign fast and slow dissociation t1/2 values to the A and B domains. A greater than 60-fold drop in B domain t1/2 in the Asn-372-stop to Gln-370-stop transition implicated Tyr-371 as an important cAMP-binding determinant. A similar drop in [3H]cGMP t1/2 for the same transition suggested that the cGMP/cAMP selectivity was not altered. To test this further, Tyr-371 was mutated to Ala, Phe, and Arg in the parent construct. The cAMP and cGMP t1/2 values were determined, as were protein kinase activation constants (Ka) for holoenzymes formed from mutant RI alpha subunits and purified catalytic subunit. The Ka data suggested that mutation of Tyr-371 enhanced B domain cAMP selectivity. Isolated B domains containing Tyr-371-Arg or Tyr-371-Phe mutations were constructed, expressed, and purified to determine their relative inhibition constants (K'I) for cGMP vs cAMP. These data showed that B domain cAMP selectivity was minimally affected by alteration of Tyr-371. Based on these results, it is concluded that aromatic stacking is not important for determining B-domain cyclic nucleotide selectivity. It is proposed that the main function of Tyr-371 is stabilization of the B-domain cAMP-binding pocket through hydrogen bonding with Glu-324.
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Affiliation(s)
- M A Kapphahn
- Department of Biochemistry and Molecular Biology, University of North Dakota School of Medicine and Health Sciences, Grand Forks 58202-9037, USA
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Daram P, Urbach S, Gaymard F, Sentenac H, Chérel I. Tetramerization of the AKT1 plant potassium channel involves its C-terminal cytoplasmic domain. EMBO J 1997; 16:3455-63. [PMID: 9218788 PMCID: PMC1169971 DOI: 10.1093/emboj/16.12.3455] [Citation(s) in RCA: 113] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023] Open
Abstract
All plant channels identified so far show high conservation throughout the polypeptide sequence except in the ankyrin domain which is present only in those closely related to AKT1. In this study, the architecture of the AKT1 protein has been investigated. AKT1 polypeptides expressed in the baculovirus/Sf9 cells system were found to assemble into tetramers as observed with animal Shaker-like potassium channel subunits. The AKT1 C-terminal intracytoplasmic region (downstream from the transmembrane domain) alone formed tetrameric structures when expressed in Sf9 cells, revealing a tetramerization process different from that of Shaker channels. Tests of subfragments from this sequence in the two-hybrid system detected two kinds of interaction. The first, involving two identical segments (amino acids 371-516), would form a contact between subunits, probably via their putative cyclic nucleotide-binding domains. The second interaction was found between the last 81 amino acids of the protein and a region lying between the channel hydrophobic core and the putative cyclic nucleotide-binding domain. As the interacting regions are highly conserved in all known plant potassium channels, the structural organization of AKT1 is likely to extend to these channels. The significance of this model with respect to animal cyclic nucleotide-gated channels is also discussed.
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Affiliation(s)
- P Daram
- Laboratoire de Biochimie et Physiologie Moléculaire des Plantes, ENSA-M/INRA/CNRS URA 2133/UM2, Montpellier, France
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Sherman MA, Chen Y, Mas MT. An engineered amino-terminal domain of yeast phosphoglycerate kinase with native-like structure. Protein Sci 1997; 6:882-91. [PMID: 9098898 PMCID: PMC2144753 DOI: 10.1002/pro.5560060415] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
Previous studies have suggested that the carboxy-terminal peptide (residues 401-415) and interdomain helix (residues 185-199) of yeast phosphoglycerate kinase, a two-domain enzyme, play a role in the folding and stability of the amino-terminal domain (residues 1-184). A deletion mutant has been created in which the carboxy-terminal peptide is attached to the amino-terminal domain (residues 1-184) plus interdomain helix (residues 185-199) through a flexible peptide linker, thus eliminating the carboxy-terminal domain entirely. CD, fluorescence, gel filtration, and NMR experiments indicated that, unlike versions described previously, this isolated N-domain is soluble, monomeric, compactly folded, native-like in structure, and capable of binding the substrate 3-phosphoglycerate with high affinity in a saturable manner. The midpoint of the guanidine-induced unfolding transition was the same as that of the native two-domain protein (Cm approximately 0.8 M). The free energy change associated with guanidine-induced unfolding was one-third that of the native enzyme, in agreement with previous studies that evaluated the intrinsic stability of the N-domain and the contribution of domain-domain interactions to the stability of PGK. These observations suggest that the C-terminal peptide and interdomain helix are sufficient for maintaining a native-like fold of the N-domain in the absence of the C-domain.
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Affiliation(s)
- M A Sherman
- Division of Biology, Beckman Research Institute of the City of Hope, Duarte, California 91010, USA
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Poteet-Smith CE, Shabb JB, Francis SH, Corbin JD. Identification of critical determinants for autoinhibition in the pseudosubstrate region of type I alpha cAMP-dependent protein kinase. J Biol Chem 1997; 272:379-88. [PMID: 8995272 DOI: 10.1074/jbc.272.1.379] [Citation(s) in RCA: 30] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2023] Open
Abstract
The consensus substrate site for cAMP-dependent protein kinase (PKA) is Arg-Arg-Xaa-Ser(P)-Xaa and the autoinhibitory domain of the PKA type I alpha regulatory subunit (RI subunit) contains a similar sequence, Arg92-Arg-Arg-Arg-Gly-Ala-Ile-Ser-Ala-Glu. The italicized amino acids form a putative pseudosubstrate site (Ser is replaced with Ala), which together with adjacent residues could competitively inhibit substrate phosphorylation by the PKA catalytic subunit (C subunit). The present studies determine the contributions of Arg92-95, Ile98, and Glu101 to inhibitory potency. Amino-terminal truncation of RI subunit through Arg92 (delta1-92) or Arg93 (delta1-93) had no detectable effect on inhibition of C subunit. Truncation through Arg94 (delta1-94), or point mutation of Arg95 within truncated mutants (delta1-93.R95A or delta1-92.R95A), caused a dramatic reduction in inhibitory potency. Truncation through Arg95 (delta1-95) had a greater effect than did replacement or deletion of Arg94 or Arg95 alone. Using full-length RI subunit, the inhibitory potency was reduced by replacing Ile98 with Ala, Gly, or Gln, but not by replacing it with Val. The inhibitory potency of RI subunit was unchanged when Glu101 was replaced with Ala or Gln. It is concluded that Arg94, Arg95 and, to a lesser extent, Ile98 are vital constituents of PKA autoinhibition by type I alpha R subunit.
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Affiliation(s)
- C E Poteet-Smith
- Department of Molecular Physiology and Biophysics, Vanderbilt University School of Medicine, Nashville, Tennessee 37232-0615, USA
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