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Zhou L, Liu Z, Dong Y, Sun X, Wu B, Yu T, Zheng Y, Yang A, Zhao Q, Zhao D. Transcriptomics analysis revealing candidate genes and networks for sex differentiation of yesso scallop (Patinopecten yessoensis). BMC Genomics 2019; 20:671. [PMID: 31443640 PMCID: PMC6708199 DOI: 10.1186/s12864-019-6021-6] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2019] [Accepted: 08/09/2019] [Indexed: 02/06/2023] Open
Abstract
Background The Yesso scallop, Patinopecten (Mizuhopecten) yessoensis, is a commercially important bivalve in the coastal countries of Northeast Asia. It has complex modes of sex differentiation, but knowledge of the mechanisms underlying this sex determination and differentiation is limited. Results In this study, the gonad tissues from females and males at three developmental stages were used to investigate candidate genes and networks for sex differentiation via RNA-Req. A total of 901,980,606 high quality clean reads were obtained from 18 libraries, of which 417 expressed male-specific genes and 754 expressed female-specific genes. Totally, 10,074 genes differentially expressed in females and males were identified. Weighted gene co-expression network analysis (WGCNA) revealed that turquoise and green gene modules were significantly positively correlated with male gonads, while coral1 and black modules were significantly associated with female gonads. The most important gene for sex determination and differentiation was Pydmrt 1, which was the only gene discovered that determined the male sex phenotype during early gonadal differentiation. Enrichment analyses of GO terms and KEGG pathways revealed that genes involved in metabolism, genetic and environmental information processes or pathways are sex-biased. Forty-nine genes in the five modules involved in sex differentiation or determination were identified and selected to construct a gene co-expression network and a hypothesized sex differentiation pathway. Conclusions The current study focused on screening genes of sex differentiation in Yesso scallop, highlighting the potential regulatory mechanisms of gonadal development in P. yessoensis. Our data suggested that WCGNA can facilitate identification of key genes for sex differentiation and determination. Using this method, a hypothesized P. yessoensis sex determination and differentiation pathway was constructed. In this pathway, Pydmrt 1 may have a leading function. Electronic supplementary material The online version of this article (10.1186/s12864-019-6021-6) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Liqing Zhou
- Key Laboratory for Sustainable Development of Marine Fisheries, Ministry of Agriculture, Yellow Sea Fisheries Research Institute, Chinese Academy of Fishery Science, Qingdao, China.,Labortory for Fisheries Science and Food Production Processes, Qingdao National Laboratory for Marine Science and Technology, Qingdao, China
| | - Zhihong Liu
- Key Laboratory for Sustainable Development of Marine Fisheries, Ministry of Agriculture, Yellow Sea Fisheries Research Institute, Chinese Academy of Fishery Science, Qingdao, China.,Labortory for Fisheries Science and Food Production Processes, Qingdao National Laboratory for Marine Science and Technology, Qingdao, China
| | | | - Xiujun Sun
- Key Laboratory for Sustainable Development of Marine Fisheries, Ministry of Agriculture, Yellow Sea Fisheries Research Institute, Chinese Academy of Fishery Science, Qingdao, China.,Labortory for Fisheries Science and Food Production Processes, Qingdao National Laboratory for Marine Science and Technology, Qingdao, China
| | - Biao Wu
- Key Laboratory for Sustainable Development of Marine Fisheries, Ministry of Agriculture, Yellow Sea Fisheries Research Institute, Chinese Academy of Fishery Science, Qingdao, China.,Labortory for Fisheries Science and Food Production Processes, Qingdao National Laboratory for Marine Science and Technology, Qingdao, China
| | - Tao Yu
- Changdao Enhancement and Experiment Station, Chinese Academy of Fishery Science, Changdao, China
| | - Yanxin Zheng
- Changdao Enhancement and Experiment Station, Chinese Academy of Fishery Science, Changdao, China
| | - Aiguo Yang
- Key Laboratory for Sustainable Development of Marine Fisheries, Ministry of Agriculture, Yellow Sea Fisheries Research Institute, Chinese Academy of Fishery Science, Qingdao, China. .,Labortory for Fisheries Science and Food Production Processes, Qingdao National Laboratory for Marine Science and Technology, Qingdao, China.
| | - Qing Zhao
- Key Laboratory for Sustainable Development of Marine Fisheries, Ministry of Agriculture, Yellow Sea Fisheries Research Institute, Chinese Academy of Fishery Science, Qingdao, China.,College of Fisheries and Life Science, Shanghai Ocean University, Shanghai, China
| | - Dan Zhao
- Key Laboratory for Sustainable Development of Marine Fisheries, Ministry of Agriculture, Yellow Sea Fisheries Research Institute, Chinese Academy of Fishery Science, Qingdao, China.,College of Fisheries and Life Science, Shanghai Ocean University, Shanghai, China
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Arya R, Aslam S, Gupta S, Bora RS, Vijayakrishnan L, Gulati P, Naithani S, Mukherjee S, Dastidar S, Bhattacharya A, Saini KS. Production and characterization of pharmacologically active recombinant human phosphodiesterase 4B in Dictyostelium discoideum. Biotechnol J 2008; 3:938-47. [PMID: 18348140 DOI: 10.1002/biot.200700256] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Phosphodiesterase 4B (PDE4B) is an important therapeutic target for asthma and chronic obstructive pulmonary disease. To identify PDE4 subtype-specific compounds using high-throughput assays, full-length recombinant PDE4 proteins are needed in bulk quantity. In the present study, full-length human PDE4B2 was expressed in the cellular slime mould Dictyostelium discoideum (Dd). A cell density of 2 x 10(7) cells/mL was obtained and up to 1 mg/L recombinant PDE4B2 was purified through Ni-NTA affinity chromatography. The expressed protein was soluble and its activity was comparable to PDE4B2 protein expressed in mammalian cells (K(m)=1.7 microM). The functional significance of the Dd expression system is supported by the demonstration that, in concert with proteins expressed in mammalian systems, there are no major changes in the affinity for PDE4B2 inhibitors and substrates. These findings thus provide the first evidence that Dd can be utilized for the expression and purification of functionally active full-length human PDE4B2 in large amounts required for high-throughput screening of pharmacologically active compounds against this therapeutic target.
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Affiliation(s)
- Ranjana Arya
- Department of Biotechnology and Bioinformatics, Ranbaxy Research laboratories, Gurgaon, Haryana, India.
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3
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Kelly JJ, Barnes PJ, Giembycz MA. Characterization of phosphodiesterase 4 in guinea-pig macrophages: multiple activities, association states and sensitivity to selective inhibitors. Br J Pharmacol 1998; 124:129-40. [PMID: 9630352 PMCID: PMC1565372 DOI: 10.1038/sj.bjp.0701819] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023] Open
Abstract
1. The cyclic AMP phosphodiesterases (PDE) in guinea-pig peritoneal macrophages were isolated, partially characterized and their role in regulating the cyclic AMP content in intact cells evaluated. 2. Differential centrifugation of macrophage lysates revealed that approximately 90% of the PDE activity was membrane-bound and exclusively hydrolyzed cyclic AMP. This activity was not removed by KCl (200 mM) but was readily solubilized by the non-ionic detergent, Triton X-100 (1% v/v). Greater than 80% of the hydrolytic activity was suppressed by the PDE4 inhibitors, R-rolipram and nitraquazone with IC50s of 240 and 540 nM, respectively. 3. Anion-exchange chromatography of the total protein extracted from macrophages resolved two major peaks of cyclic AMP PDE activity that were insensitive to cyclic GMP (10 microM), calmodulin (50 units plus 2 mM CaCl2) and a PDE3 inhibitor, SK&F 95654 (10 microM), but were markedly suppressed by RS-rolipram (10 microM). The two peaks of PDE activity were arbitrarily designated CPPDE4alpha and CPPDE4beta with respect to the order from which they were eluted from the column where the prefix, CP, refers to the species, Cavia porcellus. 4. The hydrolysis of cyclic AMP catalyzed by CPPDE4alpha and CPPDE4beta conformed to Michaelis-Menten kinetic behaviour with similar K(m)s (13.4 and 6.4 microM, respectively). 5. Thermal denaturation of membrane-bound PDE4 at 50 degrees C followed bi-exponential kinetics with t1/2 values of 1.5 and 54.7 min for the first and second components, respectively. In contrast, CPPDE4alpha and CPPDE4beta each decayed mono-exponentially with significantly different thermostabilities (t1/2 = 2.77 and 1.15 min, respectively). 6. Gel filtration of CPPDE4beta separated two peaks of rolipram-sensitive PDE activity. The main peak eluted at a volume indicative of a approximately 180 kDa protein but was preceded by a much larger form of the enzyme that had an estimated weight of 750 kDa. Size exclusion chromatography of CPPDE4alpha resolved a broad peak of activity with molecular weights spanning 50 to 200 kDa. 7. Of ten PDE inhibitors examined, none distinguished CPPDE4alpha from CPPDE4beta with respect to their IC50 values or their rank order of potency. RS-rolipram acted as a purely competitive inhibitor of cyclic AMP hydrolysis with K(i)s of 2 microM and 1.5 microM for CPPDE4alpha and CPPDE4beta, respectively. In contrast to the membrane-associated enzyme(s), R-rolipram and nitraquazone were 4 to 19 fold less potent as inhibitors of CPPDE4alpha and CPPDE4beta. 8. In intact macrophages, Ro 20-1724 and RS-rolipram potentiated isoprenaline-induced cyclic AMP accumulation under conditions where a PDE3 inhibitor, SK&F 94120, was essentially inactive. 9. These data demonstrate that the predominant cyclic AMP hydrolyzing activity in guinea-pig macrophages is a PDE4. Moreover, thermostability studies and size exclusion chromatography indicates the possible expression of two intrinsic, membrane-associated isoenzymes which can regulate the cyclic AMP content in intact cells. The finding that soluble and particulate forms of the same enzyme exhibit different sensitivities to rolipram and nitraquazone implies that PDE4 can change conformation. Finally, the identification of multiple molecular weight species of CPPDE4 suggests that this enzyme(s) might form multimeric complexes of variable association states.
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Affiliation(s)
- J J Kelly
- Thoracic Medicine, Imperial College School of Medicine at the National Heart and Lung Institute, London
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Saldou N, Baecker PA, Li B, Yuan Z, Obernolte R, Ratzliff J, Osen E, Jarnagin K, Shelton ER. Purification and physical characterization of cloned human cAMP phosphodiesterases PDE-4D and -4C. Cell Biochem Biophys 1998; 28:187-217. [PMID: 9515166 DOI: 10.1007/bf02737811] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
Individual isozymes of family four cyclic-nucleotide phosphodiesterases (PDE-4s) were characterized and compared in order to advance our understanding of how PDE-4s regulate cAMP levels in cells. Full-length and shorter clones containing various functional domains were constructed and overexpressed using a recombinant baculovirus-infected Sf9 insect cell system. One form each of PDE-4C and 4D was purified 125- and 534-fold, respectively, using anion-exchange and affi-gel blue chromatography. The purified material was unaltered in size on SDS-polyacrylamide gels during purification and nearly homogeneous (> 95%) as estimated by both staining and immunoblotting. Approximately 1 mg of PDE-4D (74.7 kDa) and 3.7 mg of PDE-4C (61.4 kDa) could be isolated from a 6-L culture of cells. The physical characteristics of Stokes' radius and sedimentation coefficient for PDE-4 enzymes cloned from each of the four isogenes were determined using size-exclusion chromatography and sedimentation in glycerol gradients. Calculations indicate that both long and short forms can form dimers, although evidence for monomers and higher-order subunit association was seen. Furthermore, the results clearly show that all long and short forms of PDE-4 are highly asymmetric molecules. This work has shown that large amounts of PDE-4 proteins can be purified and characterized physically and enzymatically to yield information that will enable a greater understanding of how PDE-4 enzymes function in cells.
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Affiliation(s)
- N Saldou
- Roche Bioscience, Palo Alto, CA 94304, USA
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Giorgi M, Giordano D, Caniglia C, Biagioni S, Augusti-Tocco G. Induction of cyclic AMP and cyclic GMP 3':5'-cyclic nucleotide phosphodiesterase activities in neuroblastoma lines under differentiating conditions. Int J Dev Neurosci 1997; 15:309-19. [PMID: 9253655 DOI: 10.1016/s0736-5748(97)00008-7] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023] Open
Abstract
It is now widely accepted that cyclic nucleotide phosphodiesterases (PDEs) play fundamental roles in signal transduction pathways; they show a remarkable molecular complexity, different tissue distribution and complex regulatory mechanisms. Here we report PDE isoforms expression in two dibutyryl cyclic AMP differentiated murine cell lines: the hybrid neuroblastoma-glioma 108CC15 and the parental neuroblastoma N18TG2. They differ in the ability to establish functional synapses, a feature present only in the former. Ionic exchange chromatography elution profiles of N18TG2 and 108CC15 undifferentiated cell extracts show two main peaks of activity. The first one hydrolyzes cyclic GMP and is specifically inhibited by Zaprinast, thus representing a member of the PDE5 family. The second peak hydrolyzes cyclic AMP and is significantly inhibited by rolipram, as all the PDE4 family members. The induction of differentiation by dibutyryl cyclic AMP in both clonal lines results in an increase of PDE activities only after 3 hr of treatment, suggesting that protein neosynthesis is involved. Interestingly in both clones, besides the increase in cyclic AMP hydrolyzing specific activity (3.1-fold in 108CC15 and 2.5-fold in N18TG2), we also observed an increase in cyclic GMP hydrolyzing activity (1.7-fold in 108CC15 and 4.3-fold in N18TG2). While the induction of PDE4, previously reported also in other cellular systems, could be considered as a feedback response to the higher cyclic AMP levels, this is not true for the isoform that hydrolyzes cyclic GMP. These data suggest that the induction of PDE isoforms in neuroblastoma cells could be related to the activation of neuronal differentiative pathway.
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Affiliation(s)
- M Giorgi
- Dipartimento di Biologia di Base e Applicata, Università dell'Aquila, Italy
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Kovala T, Sanwal BD, Ball EH. Recombinant expression of a type IV, cAMP-specific phosphodiesterase: characterization and structure-function studies of deletion mutants. Biochemistry 1997; 36:2968-76. [PMID: 9062127 DOI: 10.1021/bi9613483] [Citation(s) in RCA: 40] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
A potential role for cAMP in regulating the differentiation of myoblasts has led us to examine the components of the cAMP signaling system, including the type IV, cAMP-specific phosphodiesterases. The full coding sequence of the phosphodiesterase PDE4D1 was inserted in the bacterial expression vector pGEX-KG. N- and C-terminal truncations were also placed in the same vector, allowing the expression and purification of glutathione S-transferase (GST)-PDE fusion proteins using glutathione-Sepharose. The purified PDE was active [V(max) = 318 +/- 18 nmol min(-1)(mg of protein)(-1)] and inhibited by RO 20-1724, rolipram, and MIX (IC50 values of 2, 0.4, and 40 microM, respectively). The requirement of PDE4D1 for a divalent cation was also examined. It was able to use Mg2+, Co2+, and Mn2+, but not Zn2+, suggesting that it is not a zinc hydrolase as has been proposed for other PDE types. Deletion of both C- and N-terminal regions affected the apparent native size of the enzyme. The C-terminal region was involved in dimer formation, whereas an N-terminal region was responsible for larger aggregates. Removal of the last 35 amino acids of an N-terminal 80-residue highly conserved region (UCR2) resulted in a 6-fold increase in PDE activity, providing evidence that this part of the molecule acts as an intramolecular inhibitor. The availability of a highly purified, enzymatically active protein in substantial quantities has allowed us to directly examine PDE4D1 for the first time.
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Affiliation(s)
- T Kovala
- Department of Biochemistry, University of Western Ontario, London, Canada
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Rocque WJ, Holmes WD, Patel IR, Dougherty RW, Ittoop O, Overton L, Hoffman CR, Wisely GB, Willard DH, Luther MA. Detailed characterization of a purified type 4 phosphodiesterase, HSPDE4B2B: differentiation of high- and low-affinity (R)-rolipram binding. Protein Expr Purif 1997; 9:191-202. [PMID: 9056484 DOI: 10.1006/prep.1996.0683] [Citation(s) in RCA: 39] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
We have overexpressed in a baculovirus expression system, and purified to > 95% homogeneity, milligram quantities of a human recombinant rolipram-sensitive cAMP phosphodiesterase, HSPDE4B2B (amino acid residues 81-564). The protein expression levels were approximately 8 mg of HSPDE4B2B (81-564) per liter of Sf9 cells. The Km of the purified enzyme for cAMP was 4 microM and the Ki for the Type 4 phosphodiesterase-specific inhibitor (R)-rolipram was 0.6 microM. The specific activity of the purified protein was 40 mumol/min/mg protein. A nonequilibrium filter binding assay revealed a high-affinity (R)-rolipram binding site on the purified enzyme with a Kd of 1.5 nM and a stoichiometry of 0.05-0.3 mol of (R)-rolipram per mol of HSPDE4B2B (81-564). Equilibrium dialysis experiments revealed a single binding constant of 140 nM with a stoichiometry of 0.75 mol of (R)-rolipram per mol of HSPDE4B2B (81-564). Size exclusion chromatography and analytical ultracentrifugation experiments suggest that the protein exists in multiple association states larger than a monomer. Proteolysis experiments revealed a 43-kDa fragment that contained catalytic and rolipram-inhibitable activities, but the fragment showed no high-affinity (R)-rolipram binding. Based on the proteolytic cleavage studies a 43-kDa protein was constructed, expressed, and purified. This protein, HSPDE4B2B (152-528), had Km and Vmax similar to those of the HSPDE4B2B (81-564) protein, but did not exhibit high-affinity (R)-rolipram binding. The protein did show low-affinity (R)-rolipram binding using the equilibrium binding assay. These results show that a low-affinity binding site for (R)-rolipram is solely contained within the catalytic domain of HSPDE4B2B, whereas high-affinity (R)-rolipram binding requires residues within the catalytic domain and residues flanking N- and/or C-terminal to the catalytic region.
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Affiliation(s)
- W J Rocque
- Department of Molecular Sciences, Glaxo Wellcome, Inc., Research Triangle Park, North Carolina 27709, USA
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8
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Bolger GB, McPhee I, Houslay MD. Alternative splicing of cAMP-specific phosphodiesterase mRNA transcripts. Characterization of a novel tissue-specific isoform, RNPDE4A8. J Biol Chem 1996; 271:1065-71. [PMID: 8557632 DOI: 10.1074/jbc.271.2.1065] [Citation(s) in RCA: 72] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/31/2023] Open
Abstract
In order to characterize the structure and regulation of members of the cAMP-specific phosphodiesterase (PDE) family (Type IV PDEs; PDE4 family), we have cloned from the rat a cDNA, pRPDE39, encoding a novel member of this family, which we call RNPDE4A8. Sequencing of the pRPDE39 cDNA shows it to be encoded by the rat PDE4A gene, but to differ from two other PDE4A transcripts, RD1 (pRPDE8; RNPDE4A1) and pRPDE6 (RNPDE4A5), by the presence of a unique region at its 5' end, consistent with alternative mRNA splicing. The pRPDE39 cDNA encodes a predicted protein of 763 amino acids, of which all but 21, located at the extreme amino terminus, are found in the pRPDE6 protein. Expression of pRPDE39 in COS cells produced a protein of 98 +/- 1.4 kDa, as determined by immunoblotting with an antiserum specific to the carboxyl-terminal regions of all PDE4A proteins, compared to a predicted value of 87.5 kDa. RNase protection analysis detected pRPDE39 mRNA only in testis. Immunoblotting of testis extracts demonstrated two bands of 97 +/- 2 and 87 +/- 3 kDa, the larger of which co-migrated with the band seen in COS cells expressing pRPDE39. COS cell expressed pRPDE39 partitioned between a high speed pellet (particulate) fraction (15% of protein; 8% of activity) and a cytosolic fraction. The particulate fraction had a Km for cAMP of 3.3 +/- 0.6 microM, and the cytosolic fraction a Km of 5.4 +/- 2.8 microM. The Vmax values for the pRPDE39 protein, relative to the RD1 protein, were 0.16 +/- 0.06 and 0.29 +/- 0.05 for the particulate and cytosolic forms, respectively. The pRPDE39-encoded PDE activity could not be removed from the particulate fraction by high salt concentrations, or by nonionic detergents. The pRPDE39-encoded enzyme was inhibited by rolipram at an IC50 of 0.5 +/- 0.2 microM for the particulate form and 1.0 +/- 0.2 microM for the cytosolic form, which are values typical of PDE4 family members. The highly tissue-specific distribution of the pRPDE39 mRNA suggest that the pRPDE39 protein functions to modulate a cAMP signaling pathway that is present largely, if not exclusively, in the testis.
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Affiliation(s)
- G B Bolger
- Veterans Affairs Medical Center, Salt Lake City, Utah, USA
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Giorgi M, Caniglia C, Scarsella G, Augusti-Tocco G. Characterization of 3':5' cyclic nucleotide phosphodiesterase activities of mouse neuroblastoma N18TG2 cells. FEBS Lett 1993; 324:76-80. [PMID: 8389302 DOI: 10.1016/0014-5793(93)81536-9] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/30/2023]
Abstract
Characterization of 'low Km' 3':5' cyclic nucleotide phosphodiesterase activities (PDE) expressed in mouse N18TG2 neuroblastoma cells is reported. At least 3 peaks of activity were isolated by DEAE chromatography, none of which was calcium-calmodulin stimulated and cGMP stimulated or inhibited. A first peak elutes at 200 mM sodium acetate; it specifically hydrolyzes cGMP with a Km of 4.7 microM and shows sensitivity to zaprinast [M&B 22948] (1.8 microM). A second peak eluting at 410 mM sodium acetate hydrolyzes both cyclic nucleotides. A third peak, specific for cAMP hydrolysis, elutes at 580 mM sodium acetate, has a Km of 3.2 microM and is sensitive to RO 20 1724 (7.6 microM) and rolipram (2 microM). Hydrodynamic analysis showed for the first peak a Stokes radius of 5.3 nm with a sedimentation coefficient of 8.1 S, a frictional ratio (f/fo) of 1.41 and a native molecular mass of 182 kDa. The same analysis for peak 3 showed a Stokes radius of 4.1 nm with a sedimentation coefficient of 3.2 S, a frictional ratio of 1.63 and a native molecular mass of 56 kDa. The biochemical features reported for the enzyme eluting in the first peak, and its cGMP-binding activity stimulated by inhibitors of phosphodiesterase activity, demonstrate that it belongs to the PDE V subfamily; on the other hand the cAMP specific enzyme eluting in the third peak can be assigned to the 'RO 20 1724 inhibited' form. The significance of these findings is discussed in relation to the functional characteristics of the N18TG2 cell line.
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Affiliation(s)
- M Giorgi
- Dipartimento di Scienze e Tecnologie Biomediche e Biometria, Università dell'Aquila, Italy
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