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Wong WC, Loh M, Eisenhaber F. On the necessity of different statistical treatment for Illumina BeadChip and Affymetrix GeneChip data and its significance for biological interpretation. Biol Direct 2008; 3:23. [PMID: 18522715 PMCID: PMC2453111 DOI: 10.1186/1745-6150-3-23] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2008] [Accepted: 06/03/2008] [Indexed: 11/25/2022] Open
Abstract
Background The original spotted array technology with competitive hybridization of two experimental samples and measuring relative expression levels is increasingly displaced by more accurate platforms that allow determining absolute expression values for a single sample (for example, Affymetrix GeneChip and Illumina BeadChip). Unfortunately, cross-platform comparisons show a disappointingly low concordance between lists of regulated genes between the latter two platforms. Results Whereas expression values determined with a single Affymetrix GeneChip represent single measurements, the expression results obtained with Illumina BeadChip are essentially statistical means from several dozens of identical probes. In the case of multiple technical replicates, the data require, therefore, different stistical treatment depending on the platform. The key is the computation of the squared standard deviation within replicates in the case of the Illumina data as weighted mean of the square of the standard deviations of the individual experiments. With an Illumina spike experiment, we demonstrate dramatically improved significance of spiked genes over all relevant concentration ranges. The re-evaluation of two published Illumina datasets (membrane type-1 matrix metalloproteinase expression in mammary epithelial cells by Golubkov et al. Cancer Research (2006) 66, 10460; spermatogenesis in normal and teratozoospermic men, Platts et al. Human Molecular Genetics (2007) 16, 763) significantly identified more biologically relevant genes as transcriptionally regulated targets and, thus, additional biological pathways involved. Conclusion The results in this work show that it is important to process Illumina BeadChip data in a modified statistical procedure and to compute the standard deviation in experiments with technical replicates from the standard errors of individual BeadChips. This change leads also to an improved concordance with Affymetrix GeneChip results as the spermatogenesis dataset re-evaluation demonstrates. Reviewers This article was reviewed by I. King Jordan, Mark J. Dunning and Shamil Sunyaev.
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Affiliation(s)
- Wing-Cheong Wong
- Bioinformatics Institute (BII), Agency for Science, Technology and Research (A*STAR), 30 Biopolis Street #07-01, Matrix Building, 138671, Singapore.
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Affiliation(s)
- Kyozo Ogura
- Institute for Chemical Reaction Science, Tohoku University, Katahira 2-1-1, Sendai 980-8577 Japan
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Frank DW, Waechter CJ. Purification and characterization of a polyisoprenyl phosphate phosphatase from pig brain. Possible dual specificity. J Biol Chem 1998; 273:11791-8. [PMID: 9565603 DOI: 10.1074/jbc.273.19.11791] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
Microsomal fractions from pig and calf brain catalyze the enzymatic dephosphorylation of endogenous and exogenous dolichyl monophosphate (Dol-P) (Sumbilla, C. A., and Waechter, C. J. (1985) Methods Enzymol. 111, 471-482). The Dol-P phosphatase (EC 3.1.3.51) has been solubilized by extracting pig brain microsomes with the nonionic detergent Nonidet P-40 and purified approximately 1,107-fold by a combination of anion exchange chromatography, polyethylene glycol fractionation, dye-ligand chromatography, and wheat germ agglutinin affinity chromatography. Treatment of the enzyme with neuraminidase prevented binding to wheat germ agglutinin-Sepharose, indicating the presence of one or more N-acetylneuraminyl residues per molecule of enzyme. When the highly purified polyisoprenyl phosphate phosphatase was analyzed by SDS-polyacrylamide gel electrophoresis, a major 33-kDa polypeptide was observed. Enzymatic dephosphorylation of Dol-P by the purified phosphatase was 1) optimal at pH 7; 2) potently inhibited by F-, orthovanadate, and Zn2+ > Co2+ > Mn2+ but unaffected by Mg2+; 3) exhibited an approximate Km for C95-Dol-P of 45 microM; and 4) was sensitive to N-ethylmaleimide, phenylglyoxal, and diethylpyrocarbonate. The pig brain phosphatase did not dephosphorylate glucose 6-phosphate, mannose 6-phosphate, 5'-AMP, or p-nitrophenylphosphate, but it dephosphorylated dioleoyl-phosphatidic acid at initial rates similar to those determined for Dol-P. Based on the virtually identical sensitivity of Dol-P and phosphatidic acid dephosphorylation by the highly purified enzyme to N-ethylmaleimide, F-, phenylglyoxal, and diethylpyrocarbonate, both substrates appear to be hydrolyzed by a single enzyme with an apparent dual specificity. This is the first report of the purification of a neutral Dol-P phosphatase from mammalian tissues. Although the enzyme is Mg2+-independent and capable of dephosphorylating Dol-P and PA, several enzymological properties distinguish this lipid phosphomonoesterase from PAP2.
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Affiliation(s)
- D W Frank
- Department of Biochemistry, A. B. Chandler Medical Center, University of Kentucky College of Medicine, Lexington, Kentucky 40536, USA
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Sagami H, Igarashi Y, Tateyama S, Ogura K, Roos J, Lennarz WJ. Enzymatic formation of dehydrodolichal and dolichal, new products related to yeast dolichol biosynthesis. J Biol Chem 1996; 271:9560-6. [PMID: 8621629 DOI: 10.1074/jbc.271.16.9560] [Citation(s) in RCA: 17] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/31/2023] Open
Abstract
Two new polyprenyl products in addition to dehydrodolichol and dolichol were detected by two-plate silica gel thin layer chromatography of nonpolar products formed from [1-14C]isopentenyl diphosphate and farnesyl diphosphate in the reaction with a crude 1,000 x g supernatant of yeast homogenates in the presence of NADPH. The new products were indistinguishable from authentic dehydrodolichal and dolichal. Analyses of the time-dependent and pH-dependent formation of the four products including dehydrodolichal and dolichal suggested that the biosynthetic pathway from dehydrodolichol leading to dolichal is different from that to dolichol. In double-labeled experiments with a combination of -l-14C-isopentenyl diphosphate and a [4B-3H]NADPH-generating system, the ratio of 3H- and 14C-derived radioactivities found in dolichal was six times higher than that in dolichol. A small amount of 3H-labeled dehydrodolichol was also detected. Considering the fact that dolichol is synthesized from dehydrodolichol (Sagami, H., Kurisaki, A., and Ogura, K. (1993) J. Biol. Chem. 268, 10109-10113), we propose that dehydrodolichol is a common branch point intermediate in the biosynthetic pathways leading to dolichal and dolichol and that dehydrodolichal is an intermediate in the pathway from dehydrodolichol to dolichal.
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Affiliation(s)
- H Sagami
- Institute for Chemical Reaction Science, Tohoku University, Katahira, Sendai, Japan
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Thelin A, Runquist M, Ericsson J, Swiezewska E, Dallner G. Age-dependent changes in rat liver prenyltransferases. Mech Ageing Dev 1994; 76:165-76. [PMID: 7885063 DOI: 10.1016/0047-6374(94)91591-1] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/27/2023]
Abstract
Mevalonate pathway lipids including cholesterol, ubiquinone and dolichol, are of great importance for cellular function. Many of the enzymes of this pathway are thus strictly regulated. During development of the rat, the cellular levels of certain of these lipids vary. Prenyltransferases have been investigated and it is reported here that farnesyl pyrophosphate synthase activity in rat liver cytosol decreases after birth to a lower, steady level. This decrease is not paralleled by the level of synthase protein, which shows two maxima, one immediately after birth and the other 30 days later. cis-Prenyltransferase activity is low after birth, increases continuously up to day-54 and then decreases to a low level which was maintained throughout the remainder of the study (365 days). Squalene synthase exhibits high activity after birth, but decreases during the first 100 days thereafter, and subsequently remains at the low level thus reached. In contrast to these changes in the activities of the prenyltransferases, the level of cholesterol is constant and the dolichol concentration increases continuously throughout the entire period studied.
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Affiliation(s)
- A Thelin
- Department of Biochemistry, Arrhenius Laboratories for Natural Sciences, Stockholm University, Sweden
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6
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Crick DC, Waechter CJ. Long-chain cis-isoprenyltransferase activity is induced early in the developmental program for protein N-glycosylation in embryonic rat brain cells. J Neurochem 1994; 62:247-56. [PMID: 8263525 DOI: 10.1046/j.1471-4159.1994.62010247.x] [Citation(s) in RCA: 29] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
Abstract
A large developmental increase in Glc3Man9-GlcNAc2-P-P-dolichol (Oligo-P-P-Dol) synthesis and protein N-glycosylation in primary cultures of embryonic rat brain cells has been reported previously. In vitro enzyme studies and metabolic labeling experiments now show that there is a coordinate induction of long-chain cis-isoprenyltransferase (IPTase) activity, an activity required for the chain-elongation stage of dolichyl monophosphate (Dol-P) biosynthesis de novo, and Oligo-P-P-Dol biosynthesis in embryonic rat brain. Different developmental patterns were observed for IPTase and beta-hydroxy-beta-methyl-glutaryl-CoA (HMG-CoA) reductase activity as well as Dol-P and cholesterol biosynthesis, indicating that these pathways are regulated independently in rat brain. Three separate experimental approaches provide evidence that the amount of Dol-P available in the rough endoplasmic reticulum (RER) is a rate-limiting factor in the expression of the lipid intermediate pathway. First, metabolic labeling experiments show that the biosynthesis of Dol-P is induced at the same time or just prior to the induction of Oligo-P-P-Dol biosynthesis. Second, the time of induction and rate of Oligo-P-P-Dol synthesis are accelerated when Dol-P is supplemented in the culture medium. Third, in vitro assays of mannosylphosphoryldolichol synthase and N-acetylglucosaminylpyrophosphoryldolichol synthase indicate that there are only minor increases in the levels of these enzymes during development, but the amount of endogenous Dol-P in the RER that is accessible to the glycosyltransferases increases when IPTase activity is induced. In summary, the current studies with embryonic rat brain cells document the coordinate induction of IPTase activity and Oligo-P-P-Dol synthesis, support the hypothesis that the availability of Dol-P in the RER is one rate-limiting factor in Oligo-P-P-Dol synthesis, and strongly suggest that increases in IPTase activity and the rate of de novo Dol-P biosynthesis enhance the capacity of embryonic rat brain cells for lipid intermediate synthesis early in the developmental program for N-linked glycoprotein biosynthesis.
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Affiliation(s)
- D C Crick
- Department of Biochemistry, A. B. Chandler Medical Center, University of Kentucky College of Medicine, Lexington 40536
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Distribution of prenyltransferases in rat tissues. Evidence for a cytosolic all-trans-geranylgeranyl diphosphate synthase. J Biol Chem 1993. [DOI: 10.1016/s0021-9258(18)54009-6] [Citation(s) in RCA: 51] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
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Ericsson J, Thelin A, Chojnacki T, Dallner G. Characterization and distribution of cis-prenyl transferase participating in liver microsomal polyisoprenoid biosynthesis. EUROPEAN JOURNAL OF BIOCHEMISTRY 1991; 202:789-96. [PMID: 1765092 DOI: 10.1111/j.1432-1033.1991.tb16434.x] [Citation(s) in RCA: 18] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Abstract
The properties of rat liver cis-prenyl transferase, mediating the synthesis of polyisoprenoid pyrophosphate from trans,trans-farnesyl pyrophosphate and [3H]isopentenyl pyrophosphate were studied. The Km values for farnesyl pyrophosphate and isopentenyl pyrophosphate were found to be 25 microM and 4.4 microM, respectively. Appropriate conditions were established to measure the condensation reaction, which was linear during the first hour using 1 mg microsomal protein. Various detergents could solubilize the enzyme, but the presence of Triton X-100 was required during the incubation to obtain full activity. There was also an absolute requirement for Mg2+ and the pH maximum was 7.0. Inorganic phosphate, especially pyrophosphate, proved to be inhibitory. cis-Prenyl transferase is associated mainly with the cytoplasmic surface of rough microsomes and, to some extent, also with smooth I microsomes, but was almost absent from smooth II microsomes. At all localizations, the product is polyprenyl pyrophosphate and to some extent, also polyprenyl monophosphate. The isoprenoids formed contain 15-18 units in the presence of detergents and 16-20 units in the absence of detergents.
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Affiliation(s)
- J Ericsson
- Department of Biochemistry, University of Stockholm, Sweden
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Crick DC, Rush JS, Waechter CJ. Characterization and localization of a long-chain isoprenyltransferase activity in porcine brain: proposed role in the biosynthesis of dolichyl phosphate. J Neurochem 1991; 57:1354-62. [PMID: 1895109 DOI: 10.1111/j.1471-4159.1991.tb08301.x] [Citation(s) in RCA: 26] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Abstract
Pig brain microsomes catalyzed the enzymatic transfer of radiolabeled isoprenyl groups from [1-14C]isopentenyl pyrophosphate [( 1-14C]I-P-P) into long-chain polyisoprenyl pyrophosphates (Poly-P-P) and unidentified neutral lipids. The brain isoprenyltransferase activity synthesizing the Poly-P-P (1) required 5 mM Mg2+ and 10 mM vanadate ions for maximal activity; (2) exhibited an apparent Km of 8 microM for I-P-P; (3) utilized exogenous farnesyl pyrophosphate and two stereoisomers of geranylgeranyl pyrophosphate as substrates; (4) was optimal at pH 8.5; and (5) was stimulated by dithiothreitol. The major products were identified as C90 and C95 allylic Poly-P-P on the basis of the following chemical and chromatographic properties: (1) the intact product co-chromatographed with authentic Poly-P-P on silica-gel-impregnated paper; (2) the major product was converted to a compound chromatographically identical to polyisoprenyl monophosphate (Poly-P) by alkaline hydrolysis; (3) treatment of the labeled Poly-P with wheat germ acid phosphatase or mild acid yielded neutral labeled products; (4) the KOH hydrolyzed product coeluted with authentic Poly-P from lipophilic Sephadex LH-20; and (5) the labeled lipids produced by enzymatic dephosphorylation had mobilities identical to fully unsaturated polyisoprenols containing 18 (C90) and 19 (C95) isoprene units when analyzed by reverse-phase chromatography. When subcellular fractions from rat brain gray matter were compared, the highest specific activity was found in the heavy microsomes. These results demonstrate that brain contains an isoprenyltransferase activity, associated with the rough endoplasmic reticulum, capable of synthesizing long-chain Poly-P-P. The enzymatic reactions by which the Poly-P-P intermediate is converted to dolichyl phosphate remain to be elucidated.
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Affiliation(s)
- D C Crick
- Department of Biochemistry, University of Kentucky College of Medicine, A. B. Chandler Medical Center, Lexington 40536
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Ericsson J, Scallen T, Chojnacki T, Dallner G. Involvement of sterol carrier protein-2 in dolichol biosynthesis. J Biol Chem 1991. [DOI: 10.1016/s0021-9258(18)99266-5] [Citation(s) in RCA: 25] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
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Variable product specificity of microsomal dehydrodolichyl diphosphate synthase from rat liver. J Biol Chem 1991. [DOI: 10.1016/s0021-9258(19)67818-x] [Citation(s) in RCA: 58] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023] Open
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13
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Fujisaki S, Nishino T, Katsuki H, Hara H, Nishimura Y, Hirota Y. Isolation and characterization of an Escherichia coli mutant having temperature-sensitive farnesyl diphosphate synthase. J Bacteriol 1989; 171:5654-8. [PMID: 2676985 PMCID: PMC210410 DOI: 10.1128/jb.171.10.5654-5658.1989] [Citation(s) in RCA: 19] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023] Open
Abstract
The screening of a collection of highly mutagenized strains of Escherichia coli for defects in isoprenoid synthesis led to the isolation of a mutant that had temperature-sensitive farnesyl diphosphate synthase. The defective gene, named ispA, was mapped at about min 10 on the E. coli chromosome, and the gene order was shown to be tsx-ispA-lon. The mutant ispA gene was transferred to the E. coli strain with a defined genetic background by P1 transduction for investigation of its function. The in vitro activity of farnesyl diphosphate synthase of the mutant was 21% of that of the wild-type strain at 30 degrees C and 5% of that at 40 degrees C. At 42 degrees C the ubiquinone level was lower (66% of normal) in the mutant than in the wild-type strain, whereas at 30 degrees C the level in the mutant was almost equal to that in the wild-type strain. The polyprenyl phosphate level was slightly higher in the mutant than in the wild-type strain at 30 degrees C and almost the same in both strains at 42 degrees C. The mutant had no obvious phenotype regarding its growth properties.
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Affiliation(s)
- S Fujisaki
- Department of Chemistry, Faculty of General Education, Gifu University, Japan
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Sagami H, Lennarz WJ, Ogura K. The biosynthesis of dehydrodolichyl phosphates by rat liver microsomes. BIOCHIMICA ET BIOPHYSICA ACTA 1989; 1002:218-24. [PMID: 2930770 DOI: 10.1016/0005-2760(89)90290-7] [Citation(s) in RCA: 22] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
Abstract
Using improved conditions with rat liver microsomes in the presence of 20% glycerol and 2% Triton X-100 at pH 8.5 it was shown that dehydrodolichyl diphosphate and dehydrodolichyl phosphate were synthesized from isopentenyl diphosphate and farnesyl diphosphate. Small amounts of geranylgeranyl diphosphate and geranylgeranyl phosphate were also formed. The carbon chain lengths of the dehydrodolichyl diphosphate and dehydrodolichyl phosphate were identical (C80-C85). A kinetic study showed that dehydrodolichyl diphosphate formed from farnesyl diphosphate and isopentenyl diphosphate was subsequently hydrolyzed to dehydrodolichyl phosphate. As the concentration of isopentenyl diphosphate was increased from 1 to 50 microM, the chain-length distribution of dehydrodolichyl products shifted from C75-C80 to C80-C85. Addition of MgCl2 into the assay mixture decreased product formation, but did not affect the chain-length distribution (C80-C85). The shift of the chain-length distribution to the same as that observed in naturally occurring dolichol derivatives (C90-C95) was observed when Triton X-100 was omitted from the assay mixture, although deletion of the detergent decreased the enzyme activity. These results, which provide insight into optimal conditions for enzymatic synthesis of the dolichol chain, are discussed in the context of the in vivo pathway for dolichol biosynthesis.
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Affiliation(s)
- H Sagami
- Chemical Institute of Non-Aqueous Solutions, Tohoku University, Sendai, Japan
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Dehydrodolichyl diphosphate synthase in Sertoli and spermatogenic cells of prepuberal rats. J Biol Chem 1989. [DOI: 10.1016/s0021-9258(19)84928-1] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
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