Skip to main content
Log in

Transcriptional Assessment by Microarray Analysis and Large-Scale Meta-analysis of the Metabolic Capacity of Cardiac and Skeletal Muscle Tissues to Cope With Reduced Nutrient Availability in Gilthead Sea Bream (Sparus aurata L.)

  • Original Article
  • Published:
Marine Biotechnology Aims and scope Submit manuscript

Abstract

The effects of nutrient availability on the transcriptome of cardiac and skeletal muscle tissues were assessed in juvenile gilthead sea bream fed with a standard diet at two feeding levels: (1) full ration size and (2) 70 % satiation followed by a finishing phase at the maintenance ration. Microarray analysis evidenced a characteristic transcriptomic profile for each muscle tissue following changes in oxidative capacity (heart > red skeletal muscle > white skeletal muscle). The transcriptome of heart and secondly that of red skeletal muscle were highly responsive to nutritional changes, whereas that of glycolytic white skeletal muscle showed less ability to respond. The highly expressed and nutritionally regulated genes of heart were mainly related to signal transduction and transcriptional regulation. In contrast, those of white muscle were enriched in gene ontology (GO) terms related to proteolysis and protein ubiquitination. Microarray meta-analysis using the bioinformatic tool Fish and Chips (http://fishandchips.genouest.org/index.php) showed the close association of a representative cluster of white skeletal muscle with some of cardiac and red skeletal muscle, and many GO terms related to mitochondrial function appeared to be common links between them. A second round of cluster comparisons revealed that mitochondria-related GOs also linked differentially expressed genes of heart with those of liver from cortisol-treated gilthead sea bream. These results show that mitochondria are among the first responders to environmental and nutritional stress stimuli in gilthead sea bream, and functional phenotyping of this cellular organelle is highly promising to obtain reliable markers of growth performance and well-being in this fish species.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4

Similar content being viewed by others

References

  • Agilent Technologies (2009) One-color microarray-based gene expression analysis (Quick Amp Labeling) with Tecan HS Pro Hybridization. Publication number G4140-90041. Available: http://www.chem.agilent.com/library/usermanuals/public/g4140-90041_one-color_tecan.pdf

  • Ashburner M, Ball CA, Blake JA, Botstein D, Butler H, Cherry JM, Davis AP, Dolinski K, Dwight SS, Eppig JT, Harris MA, Hill DP, Issel-Tarver L, Kasarskis A, Lewis S, Matese JC, Richardson JE, Ringwald M, Rubin GM, Sherlock G (2000) Gene ontology: tool for the unification of biology. The Gene Ontology Consortium. Nat Genet 25:25–29

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Baron D, Houlgatte R, Fostier A, Guiguen Y (2005) Large-scale temporal gene expression profiling during gonadal differentiation and early gametogenesis in rainbow trout. Biol Reprod 73:959–966

    Article  CAS  PubMed  Google Scholar 

  • Baron D, Montfort J, Houlgatte R, Fostier A, Guiguen Y (2007a) Androgen-induced masculinization in rainbow trout results in a marked dysregulation of early gonadal gene expression profiles. BMC Genomics 8:357

    Article  PubMed Central  PubMed  Google Scholar 

  • Baron D, Raharijaona M, Houlgatte R (2007b) DNA microarrays. IRBM 28:210–215

    Article  Google Scholar 

  • Baron D, Bihouée A, Teusan R, Dubois E, Savagner F, Steenman M, Houlgatte R, Ramstein G (2011a) MADGene: retrieval and processing of gene identifier lists for the analysis of heterogeneous microarray datasets. Bioinformatics 27(5):725–726

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Baron D, Dubois E, Bihouée A, Teusan R, Steenman M, Jourdon P, Magot A, Peréon Y, Veitia R, Savagner F, Ramstein G, Houlgatte R (2011b) Meta-analysis of muscle transcriptome data using the MADMuscle database reveals biologically relevant gene patterns. BMC Genomics 12:113

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Baron D, Magot A, Ramstein G, Steenman M, Fayet G, Chevalier C, Jourdon P, Houlgatte R, Savagner F, Pereon Y (2011c) Immune response and mitochondrial metabolism are commonly deregulated in DMD and aging skeletal muscle. PLoS One 6:e26952

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Bauer M, Hamm AC, Bonaus M, Jacob A, Jaekel J, Schorle H, Pankratz MJ, Katzenberger JD (2004) Starvation response in mouse liver shows strong correlation with life-span-prolonging processes. Physiol Genomics 17:230–244

    Article  CAS  PubMed  Google Scholar 

  • Benedito-Palos L, Saera-Vila A, Calduch-Giner JA, Kaushik S, Pérez-Sánchez J (2007) Combined replacement of fish meal and oil in practical diets for fast growing juveniles of gilthead sea bream (Sparus aurata L.): networking of systemic and local components of GH/IGF axis. Aquaculture 267:199–212

    Article  CAS  Google Scholar 

  • Benedito-Palos L, Calduch-Giner JA, Ballester-Lozano GF, Pérez-Sánchez J (2013) Effect of ration size on fillet fatty acid composition, phospholipid allostasis and mRNA expression patterns of lipid regulatory genes in gilthead sea bream (Sparus aurata). British J Nutr 109:1175–1187

    Article  CAS  Google Scholar 

  • Bermejo-Nogales A, Benedito-Palos L, Calduch-Giner JA, Pérez-Sánchez J (2011) Feed restriction up-regulates uncoupling protein 3 (UCP3) gene expression in heart and red muscle tissues of gilthead sea bream (Sparus aurata L.). New insights in substrate oxidation and energy expenditure. Comp Biochem Physiol A 159:296–302

    Article  Google Scholar 

  • Briggs J, Paoloni M, Chen QR, Wen X, Khan J, Khanna C (2011) A compendium of canine normal tissue gene expression. PLoS One 6:e17107

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Calduch-Giner JA, Davey G, Saera-Vila A, Houeix B, Talbot A, Prunet P, Cairns MT, Pérez-Sánchez J (2010) Use of microarray technology to assess the time course of liver stress response after confinement exposure in gilthead sea bream (Sparus aurata L.). BMC Genomics 11:193

    Article  PubMed Central  PubMed  Google Scholar 

  • Calduch-Giner JA, Sitjà-Bobadilla A, Davey GC, Cairns MT, Kaushik S, Pérez-Sánchez J (2012) Dietary vegetable oils do not alter the intestine transcriptome of gilthead sea bream (Sparus aurata), but modulate the transcriptomic response to infection with Enteromyxum leei. BMC Genomics 13:470

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Calduch-Giner JA, Bermejo-Nogales A, Benedito-Palos L, Estensoro I, Ballester-Lozano G, Sitjà-Bobadilla A, Pérez-Sánchez J (2013) Deep sequencing for de novo construction of a marine fish (Sparus aurata) transcriptome database with a large coverage of protein-coding transcripts. BMC Genomics 14:178

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Castro LFC, Wilson JM, Gonçalves O, Galante-Oliveira S, Rocha E, Cunha I (2011) The evolutionary history of the stearoyl-CoA desaturase gene family in vertebrates. BMC Evol Biol 11:132

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Civitarese AE, Carling S, Heilbronn LK, Hulver MH, Ukropcova B, Deutsch WA, Smith SR, Ravussin E (2007) Calorie restriction increases muscle mitochondrial biogenesis in healthy humans. PLoS Med 4:e76

    Article  PubMed Central  PubMed  Google Scholar 

  • Cleveland BM, Weber GM, Blemings KP, Silverstein JT (2009) Insulin-like growth factor-I and genetic effects on indexes of protein degradation in response to feed deprivation in rainbow trout (Oncorhynchus mykiss). Am J Physiol Regul Integr Comp Physiol 297:R1332–R1342

    Article  CAS  PubMed  Google Scholar 

  • Collins SA, Øverland M, Skrede A, Drew MD (2013) Effect of plant protein sources on growth rate in salmonids: meta-analysis of dietary inclusion of soybean, pea and canola/rapeseed meals and protein concentrates. Aquaculture 400–401:85–100

    Article  Google Scholar 

  • Conceição LEC, Aragão RN, Engrola S, Gavaia P, Mira S, Dias J (2010) Novel methodologies in marine fish larval nutrition. Fish Physiol Biochem 36:1–16

    Article  PubMed  Google Scholar 

  • Conesa A, Götz S, García-Gómez JM, Perol J, Talón M, Robles M (2005) Blast2GO: a universal tool for annotation, visualization and analysis in functional genomics research. Bioinformatics 21:3674–3676

    Article  CAS  PubMed  Google Scholar 

  • Davey GC, Calduch-Giner JA, Houeix B, Talbot A, Sitjà-Bobadilla A, Prunet P, Pérez-Sánchez J, Cairns MT (2011) Molecular profiling of the gilthead sea bream (Sparus aurata L.) response to chronic exposure to the myxosporean parasite Enteromyxum leei. Mol Immunol 48:2102–2112

    Article  CAS  PubMed  Google Scholar 

  • Dejean S, Martin PG, Baccini A, Besse P (2007) Clustering time-series gene expression data using smoothing spline derivatives. EURASIP J Bioinform Syst Biol 70561

  • Desert C, Duclos MJ, Blavy P, Lecerf F, Moreews F, Klopp C, Aubry M, Herault F, Le Roy P, Berri C, Douaire M, Diot C, Lagarrigue S (2008) Transcriptome profiling of the feeding-to-fasting transition in chicken liver. BMC Genomics 9:611

    Article  PubMed Central  PubMed  Google Scholar 

  • Feichtinger J, McFarlane RJ, Larcombe LD (2012) CancerMA: a web-based tool for automatic meta-analysis of public cancer microarray data. Database bas055

  • Fernandes JMO, Kinghorn JR, Johnston IA (2007) Differential expression of multiple alternatively spliced transcripts of MyoD. Gene 391:178–185

    Article  CAS  PubMed  Google Scholar 

  • Ferraresso S, Vitulo N, Mininni AN, Romualdi C, Cardazzo B, Negrisolo E, Reinhardt R, Canario AVM, Patarnello T, Bargelloni L (2008) Development and validation of a gene expression oligo microarray for the gilthead sea bream (Sparus aurata). BMC Genomics 9:580

    Article  PubMed Central  PubMed  Google Scholar 

  • Feuerstein P, Puard V, Chevalier C, Teusan R, Cadoret V, Guerif F, Houlgatte R, Royere D (2012) Genomic assessment of human cumulus cell marker genes as predictors of oocyte developmental competence: impact of various experimental factors. PLoS One 7:e40449

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Fraser KPP, Rogers AD (2007) Protein metabolism in marine animals: the underlying mechanism of growth. Adv Mar Biol 52:267–362

    Google Scholar 

  • Fuller SJ, Randel PJ (1984) Reversible phosphorylation of pyruvate dehydrogenase in rat skeletal-muscle mitochondria. Effects of starvation and diabetes. Biochem J 219:635–646

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Garcia de la Serrana D, Estévez A, Andree K, Johnston IA (2012) Fast skeletal muscle transcriptome of the gilthead sea bream (Sparus aurata) determined by next generation sequencing. BMC Genomics 13:181

    Article  PubMed Central  PubMed  Google Scholar 

  • Gershman B, Puig O, Hang L, Peitzsch RM, Tatar M, Garofalo RS (2007) High resolution dynamics of the transcriptional response to nutrition in Drosophila: a key role for dFOXO. Physiol Genomics 29:24–34

    Article  CAS  PubMed  Google Scholar 

  • Glass DJ (2005) Skeletal muscle hypertrophy and atrophy signalling pathways. Int J Bioch Cell Biol 37:1974–1984

    Article  CAS  Google Scholar 

  • Gómez-Requeni P, Calduch-Giner J, Vega-Rubín de Celis S, Medale F, Kaushik S, Pérez-Sánchez J (2005) Regulation of somatotropic axis by dietary factors in rainbow trout (Onchorhynchus mykiss). Br J Nutr 94:353–361

    Article  PubMed  Google Scholar 

  • Haghikia A, Stapel B, Hoch M, Hilfiker-Kleiner D (2011) STAT3 and cardiac remodeling. Heart Fail Rev 16:35–47

    Google Scholar 

  • Higami Y, Pugh TD, Page GP, Allison DB, Prolla TA, Weindruch R (2004) Adipose tissue energy metabolism: altered gene expression profile of mice subjected to long-term caloric restriction. FASEB J 18:415–417

    CAS  PubMed  Google Scholar 

  • Hinits Y, Osborn DP, Hughes SM (2009) Differential requirements for myogenic regulatory factors distinguish medial and lateral somitic, cranial and fin muscle fibre populations. Development 136:403–414

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Holt LJ, Siddle K (2005) Grb10 and Grb14: enigmatic regulators of insulin action—and more? Biochem J 388:393–406

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Hua K, Bureau DP (2012) Exploring the possibility of quantifying the effects of plant protein ingredients in fish feeds using meta-analysis and nutritional model simulation-based approaches. Aquaculture 356–357:284–301

    Article  Google Scholar 

  • Hulver MW, Berggren JR, Carper MJ, Miyazaki M, Ntambi JM, Hoffman EP, Thyfault JP, Stevens R, Dohm GL, Houmard JA, Muoio DM (2005) Elevated stearoyl-CoA desaturase-1 expression in skeletal muscle contributes to abnormal fatty acid partitioning in obese humans. Cell Metab 2:251–261

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Johnston I (2006) Environment and plasticity of myogenesis in teleost fish. J Exp Biol 209:2249–2264

    Article  CAS  PubMed  Google Scholar 

  • Johnston IA, Bower NI, Macqueen DJ (2011) Growth and the regulation of myotomal muscle mass in teleost fish. J Exp Biol 214:1617–16228

    Article  CAS  PubMed  Google Scholar 

  • Jung T, Catalgol B, Grune T (2009) The proteasomal system. Mol Aspects Med 30:191–296

    Article  CAS  PubMed  Google Scholar 

  • Kang-Decker N, Cao S, Chatterjee S, Yao J, Egan LJ, Semela D, Mukhopadhyay D, Shah V (2007) Nitric oxide promotes endothelial cell survival signaling through S-nitrosylation and activation of dynamin-2. J Cell Sci 120:492–501

    Article  CAS  PubMed  Google Scholar 

  • Kayo T, Allison DB, Weindruch R, Prolla TA (2001) Influences of aging and caloric restriction on the transcriptional profile of skeletal muscle from rhesus monkeys. Proc Natl Acad Sci U S A 98:5093–5098

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Kurokawa K, Akaike Y, Masuda K, Kuwano Y, Nishida K, Yamagishi N, Kajita K, Tanahashi T, Rokutan K (2013) Downregulation of serine/arginine-rich splicing factor 3 induces G1 cell cycle arrest and apoptosis in colon cancer cells. Oncogene. doi:10.1038/onc.2013.86

    PubMed Central  Google Scholar 

  • Lamirault G, Meur NL, Roussel JC, Cunff MF, Baron D, Bihouée A, Guisle I, Raharijaona M, Ramstein G, Teusan R, Chevalier C, Gueffet JP, Trochu JN, Léger JJ, Houlgatte R, Steenman M (2010) Molecular risk stratification in advanced heart failure patients. J Cell Mol Med 14:1443–1452

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Lecker SH, Goldberg AL, Mitch WE (2006) Protein degradation by the ubiquitin–proteasome pathway in normal and disease states. J Am Soc Nephrol 17:1807–1819

    Article  CAS  PubMed  Google Scholar 

  • Liesa M, Palacín M, Zorzano A (2009) Mitochondrial dynamics in mammalian health and disease. Physiol Rev 89:799–845

    Article  CAS  PubMed  Google Scholar 

  • Lin RCY, Weeks KL, Gao X-M, Williams RBH, Bernardo BC, Kiriazis H, Matthews VB, Woodcock EA, Bouwman RD, Mollica JP, Speirs HJ, Dawes IW, Daly RJ, Shioi T, Izumo S, Febbraio MA, Du X-J, McMullen JR (2010) PI3K(p110α) protects against myocardial infarction-induced heart failure: identification of PI3K-regulated miRNA and mRNA. Arterioscler Thromb Vasc Biol 30:724–732

    Article  CAS  PubMed  Google Scholar 

  • Livak KJ, Schmittgen TD (2001) Analysis of relative gene expression data using real-time quantitative PCR and the 2−ΔΔC T method. Methods 25:402–408

    Article  CAS  PubMed  Google Scholar 

  • Lkhagvadorj S, Qu L, Cai W, Couture OP, Barb CR, Hausman GJ, Nettleton D, Anderson LL, Dekkers JC, Tuggle CK (2010) Gene expression profiling of the short-term adaptive response to acute caloric restriction in liver and adipose tissues of pigs differing in feed efficiency. Am J Physiol Regul Integr Comp Physiol 298:R494–R507

    Article  CAS  PubMed  Google Scholar 

  • Lukk M, Kapushesky M, Nikkilä J, Parkinson H, Goncalves A, Huber W, Ukkonen E, Brazma A (2010) A global map of human gene expression. Nat Biotechnol 28:322–324

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Martin B, Pearson M, Brenneman R, Golden E, Wood W, Prabhu V, Becker KG, Mattson MP, Maudsley S (2009) Gonadal transcriptome alterations in response to dietary energy intake: sensing the reproductive environment. PLoS ONE 4:e4146

    Article  PubMed Central  PubMed  Google Scholar 

  • Mingarro M, Vega-Rubín de Celis S, Astola A, Pendón C, Valdivia MM, Pérez-Sánchez J (2002) Endocrine mediators of seasonal growth in gilthead sea bream: the growth hormone and somatolactin paradigm. Gen Comp Endocrinol 128:102–111

    Article  CAS  PubMed  Google Scholar 

  • Moreau Y, Aerts S, De MB, Dabrowski M (2003) Comparison and meta-analysis of microarray data: from the bench to the computer desk. Trends Genet 19:570–577

    Article  CAS  PubMed  Google Scholar 

  • Ntambi JM, Miyazaki M, Stoehr JP, Lan H, Kendziorski CM, Yandell BS, Song Y, Cohen P, Friedman JM, Attie AD (2002) Loss of stearoyl-CoA desaturase-1 function protects mice against adiposity. Proc Natl Acad Sci U S A 99:11482–11486

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Oksbjerg N, Gondret F, Vestergaard M (2004) Basic principles of muscle development and growth in meat-producing mammals as affected by the insulin-like growth factor (IGF) system. Domest Anim Endocrinol 27:219–240

    Article  CAS  PubMed  Google Scholar 

  • Palstra AP, Beltran S, Burgerhout E, Brittijn SA, Magnoni LJ, Henkel CV, Jansen HJ, van den Thillart GEEJM, Spaink SP, Planas JV (2013) Deep RNA sequencing of the skeletal muscle transcriptome in swimming fish. PLoS ONE 8:e53171

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Pérez-Sánchez J, Calduch-Giner J, Mingarro M, Vega-Rubín de Celis S, Gómez-Requeni P, Saera-Vila A, Astola A, Valdivia MM (2002) Overview of fish growth hormone family. New insights in genomic organization and heterogeneity of fish growth hormone receptors. Fish Physiol Biochem 27:243–258

    Article  Google Scholar 

  • Pérez-Sánchez J, Borrel M, Bermejo-Nogales A, Benedito-Palos L, Saera-Vila A, Calduch-Giner JA, Kaushik S (2013) Dietary oils mediate cortisol kinetics and the hepatic mRNA expression profile of stress-responsive genes in gilthead sea bream (Sparus aurata) exposed to crowding stress. Implications on energy homeostasis and stress susceptibility. Comp Biochem Physiology D 8:123–130

    Google Scholar 

  • Prunet P, Øverli Ø, Douxfils J, Bernardini G, Kestemont P, Baron D (2012) Fish welfare and genomics. Fish Physiol Biochem 38:43–60

    Article  CAS  PubMed  Google Scholar 

  • Quillé ML, Carat S, Quéméner-Redon S, Hirchaud E, Baron D, Benech C, Guihot J, Placet M, Mignen O, Férec C, Houlgatte R, Friocourt G (2011) High-throughput analysis of promoter occupancy reveals new targets for Arx, a gene mutated in mental retardation and interneuronopathies. PLoS One 6:e25181

    Article  PubMed Central  PubMed  Google Scholar 

  • Rafael MS, Laizé V, Bensimon-Brito A, Leite RB, Schüle R, Cancela ML (2012) Four-and-a-half LIM domains protein 2 (FHL2) is associated with the development of craniofacial musculature in the teleost fish Sparus aurata. Cell Mol Life Sci 69:423–434

    Article  CAS  PubMed  Google Scholar 

  • Rescan PY (2001) Regulation and functions of myogenic regulatory factors in lower vertebrates. Comp Biochem Physiol B 130:1–12

    Article  CAS  PubMed  Google Scholar 

  • Saera-Vila A, Calduch-Giner JA, Pérez-Sánchez J (2007) Co-expression of IGFs and GH receptors (GHRs) in gilthead sea bream (Sparus aurata L.): sequence analysis of the GHR-flanking region. J Endocrinol 194:361–372

    Article  CAS  PubMed  Google Scholar 

  • Saera-Vila A, Calduch-Giner JA, Prunet P, Pérez-Sánchez J (2009) Dynamics of liver GH/IGF axis and selected stress markers in juvenile gilthead sea bream (Sparus aurata) exposed to acute confinement. Differential stress response of growth hormone receptors. Comp Biochem Physiol A 154:197–203

    Article  Google Scholar 

  • Sales J (2011) First feeding of freshwater fish larvae with live feed versus compound diets: a meta-analysis. Aquacult Int 19:1217–1228

    Article  Google Scholar 

  • Sampath H, Ntambi JM (2011) The role of stearoyl-CoA desaturase in obesity, insulin resistance, and inflammation. Ann NY Acad Sci 1243:47–53

    Article  CAS  PubMed  Google Scholar 

  • Sarropoulou E, Kotoulas G, Power DM, Geisler R (2005) Gene expression profiling of gilthead sea bream during early development and detection of stress-related genes by the application of cDNA microarray technology. Physiol Genomics 23:182–191

    Article  CAS  PubMed  Google Scholar 

  • Schmidt D, Müller S (2003) PIAS/SUMO: new partners in transcriptional regulation. Cell Mol Life Sci 60:2561–2574

    Article  CAS  PubMed  Google Scholar 

  • Singh AM, Li F-Q, Hamazaki T, Kasahara H, Takemaru K-H, Terada N (2007) Chibby, an antagonist of the Wnt/β-catenin pathway, facilitates cardiomyocyte differentiation of murine embryonic stem cells. Circulation 115:617–626

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Son CG, Bilke S, Davis S, Greer BT, Wei JS, Whiteford CC, Chen Q-R, Cenacchi N, Khan J (2005) Database of mRNA gene expression profiles of multiple human organs. Genome Res 15:443–450

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Spurney CF, Knoblach S, Pistilli EE, Nagaraju K, Martin GR, Hoffman EP (2008) Dystrophin-deficient cardiomyopathy in mouse: expression of Nox4 and Lox are associated with fibrosis and altered functional parameters in the heart. Neuromuscul Disord 18:371–381

    Article  PubMed Central  PubMed  Google Scholar 

  • Sreekumar R, Unnikrishnan J, Fu A, Nygren J, Short KR, Schimke J, Barazzoni R, Nair KS (2002) Effects of caloric restriction on mitochondrial function and gene transcripts in rat muscle. Am J Physiol Endocrinol Metab 283:E38–E43

    Article  CAS  PubMed  Google Scholar 

  • Sugden MC, Kraus A, Harris RA, Holness MJ (2000) Fibre-type specific modification of the activity and regulation of skeletal muscle pyruvate dehydrogenase kinase (PDK) by prolonged starvation and refeeding is associated with targeted regulation of PDK isoenzyme 4 expression. Biochem J 346:651–657

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Taegtmeyer H, Golfman L, Sharma S, Razeghi P, van Arsdall M (2004) Linking gene expression to function: metabolic flexibility in the normal and diseased heart. Ann N Y Acad Sci 1015:202–213

    Article  CAS  PubMed  Google Scholar 

  • Teleman AA, Hietakangas V, Sayadian AC, Cohen SM (2008) Nutritional control of protein biosynthetic capacity by insulin via Myc in Drosophila. Cell Metab 7:21–32

    Article  CAS  PubMed  Google Scholar 

  • Teles M, Boltaña S, Reyes-López F, Santos MA, Mackenzie S, Tort L (2013) Effects of chronic cortisol administration of GR and the liver transcriptome in Sparus aurata. Mar Biotechnol 15:104–114

    Article  CAS  PubMed  Google Scholar 

  • Valente LMP, Moutou KA, Conceição LEC, Engrola S, Fernandes JMO, Johnston IA (2013) What determines growth potential and juvenile quality of farmed fish species? Reviews in Aquaculture 5:S168–S193

    Article  Google Scholar 

  • Vieira FA, Gregório SF, Ferraresso S, Thorne MAS, Costa R, Milan M, Bargelloni L, Clark MS, Canario AVM, Power DM (2011) Skin healing and scale regeneration in fed and unfed sea bream Sparus auratus. BMC Genomics 12:490

    Article  PubMed Central  PubMed  Google Scholar 

  • Vieira FA, Thorne MAS, Stueber K, Darias M, Reinhardt R, Clark MS, Gisbert E, Power DM (2013) Comparative analysis of a teleost skeleton transcriptome provides insight into its regulation. Gen Comp Endocrinol 191:45–58

    Article  CAS  PubMed  Google Scholar 

  • Workman C, Jensen LJ, Jarmer H, Berka R, Gautier L, Nielser HB, Saxild HH, Nielsen C, Brunak S, Knudsen S (2002) A new non-linear normalization method for reducing variability in DNA microarray experiments. Genome Biol 3:research0048

    Google Scholar 

  • Yúfera M, Halm S, Beltrán S, Fusté B, Planas JV, Martínez-Rodríguez G (2012) Transcriptomic characterization of the larval stage in gilthead sea bream (Sparus aurata) by 454 pyrosequencing. Mar Biotechnol 14:423–435

    Article  PubMed  Google Scholar 

  • Zeeberg BR, Feng W, Wang G, Wang MD, Fojo AT, Sunshine M, Narasimhan S, Kane DW, Reinhold WC, Lababidi S, Bussey KJ, Riss J, Barrett JC, Weinstein JN (2003) GoMiner: a resource for biological interpretation of genomic and proteomic data. Genome Biol 4:R28

    Article  PubMed Central  PubMed  Google Scholar 

  • Zheng-Bradley X, Rung J, Parkinson H, Brazma A (2010) Large scale comparison of global gene expression patterns in human and mouse. Genome Biol 11:R124

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Zinke I, Schutz CS, Katzenberger JD, Bauer M, Pankratz MJ (2002) Nutrient control of gene expression in Drosophila: microarray analysis of starvation and sugar dependent response. EMBO J 21:6162–6173

    Article  PubMed Central  CAS  PubMed  Google Scholar 

Download references

Acknowledgments

This work was funded by the EU seventh Framework Programme by the AQUAEXCEL (Aquaculture Infrastructures for Excellence in European Fish Research, FP7/2007-2012; grant agreement no. 262336) project. Additional funding was obtained from the Generalitat Valenciana (research grant PROMETEO 2010/006) and the Spanish Government through AQUAGENOMICS project (Consolider-Ingenio-2010 Programme).

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Jaume Pérez-Sánchez.

Electronic supplementary material

Below is the link to the electronic supplementary material.

Supplemental Table A1

Datasets included in the bioinformatic meta-analysis tool Fish and Chips. (DOCX 53 kb)

Supplemental Table A2

Genes differentially expressed by restricted ration size in white skeletal muscle. Genes sharing the enriched GO terms “protein ubiquitination”, “proteolysis”, or “ubiquitin-dependent protein catabolic process” are highlighted in bold. (DOCX 28 kb)

Supplemental Table A3

Genes differentially expressed by restricted ration size in red skeletal muscle. (DOCX 19 kb)

Supplemental Table A4

Genes differentially expressed by restricted ration size in cardiac muscle. Genes sharing the enriched GO terms “regulation of transcription”, “signal transduction”, or “signaling pathway” are highlighted in bold. (DOCX 46 kb)

Supplemental Table A5

Overlapping annotated genes between clusters in the first and second round of cluster comparison. (DOCX 38 kb)

Rights and permissions

Reprints and permissions

About this article

Cite this article

Calduch-Giner, J.A., Echasseriau, Y., Crespo, D. et al. Transcriptional Assessment by Microarray Analysis and Large-Scale Meta-analysis of the Metabolic Capacity of Cardiac and Skeletal Muscle Tissues to Cope With Reduced Nutrient Availability in Gilthead Sea Bream (Sparus aurata L.). Mar Biotechnol 16, 423–435 (2014). https://doi.org/10.1007/s10126-014-9562-3

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10126-014-9562-3

Keywords

Navigation