| Literature DB >> 21951653 |
Nolwenn M Dheilly1, Christophe Lelong, Arnaud Huvet, Pascal Favrel.
Abstract
BACKGROUND: Research using the Pacific oyster Crassostrea gigas as a model organism has experienced rapid growth in recent years due to the development of high-throughput molecular technologies. As many as 56,268 EST sequences have been sequenced to date, representing a genome-wide resource that can be used for transcriptomic investigations.Entities:
Mesh:
Year: 2011 PMID: 21951653 PMCID: PMC3191543 DOI: 10.1186/1471-2164-12-468
Source DB: PubMed Journal: BMC Genomics ISSN: 1471-2164 Impact factor: 3.969
Figure 1Expression profiles of contigs similar to P24733, the myosin heavy chain of striated muscle in GigasDatabase version 6 (A) and the new alignement of these contigs in GigasDatabase version 8 (B). A. Fourteen probes similar to P24733 (Myosin Heavy Chain from Argopecten irradians) show the same profiles of transcript abundance (line) and appear more abundant in mantle (M), Muscle (MS) and Hemocytes (HE) than in other tissues, and two probes did not show significant variation of signal intensity among tissue samples (dots). For each biological sample, numbers identify the individuals (individuals 1 to 8), letters identify the tissues (GI: Gills; G: gonad; DG: Digestive gland; M: Mantle; MS: Adductor muscle; P: Labial palps; GG: Visceral ganglia; HE: Hemocytes), followed by m for males (individuals 1, 7 and 8) and f for females (individuals 2, 3, 5 and 6). a, b, c and d correspond to pools of 6 individuals necessary to extract a sufficient amount of RNA for both visceral ganglia and hemocyte samples. B. The 16 contigs similar to P24733 have been re-assembled into 3 contigs [BQ426757; CU686461; CU686207] and one singleton [AM853364] in the most recent assembly of C. gigas transcriptome (GigasDatabase, version 8, February 2011).
Figure 23D score plots using principal components (PC) identified by principal components analysis (PCA). Cumulative data of all 33 tissue samples for all oyster genes printed onto the array. Different individual samples from the same tissue type grouped together, and most tissue types were clearly different from each other.
Figure 3Unsupervised hierarchical clustering of the gene expression profiles. (A) Classification of the 33 biological samples using unsupervised hierarchical clustering of the gene expression profiles (31,918 contigs) employing Pearson's correlation. Numbers along the branches indicate bootstrap values after 100 iterations. Labial palp and gill tissue samples from the same individuals grouped together (1Pm and 1Bm; 5Pf and 5Bf; 6Pf and 6Bf). (B) Heat map of selected genes specifically overexpressed in different tissue types. Individual columns represent individual biological samples. The number of genes enriched in each tissue is indicated in Table 1. (C) Heat map of selected genes specifically over-expressed in two tissue types. (D) Expression of annotated and non-annotated genes potentially involved in regulating food-intake and energy balance. The cluster of genes was obtained using hierarchical clustering with Pearson's correlation on the tissue-enriched genes. For each biological sample, numbers identify the individuals (individuals 1 to 8) and letters show the pools of 6 individuals (a, b, c and d), upper letters identify the tissues (G: Gonad; GI: Gills; P: Labial palps; M: Mantle; MS: Adductor muscle; DG: Digestive gland; GG: visceral ganglia; HE: Hemocytes), followed by m for males (individuals 1, 7 and 8) and f for females (individuals 2, 3, 5 and 6).
Distribution of tissue-enriched contigs
| Tissue | number of genes | Annotated in GigasDatabase | |
|---|---|---|---|
| ANOVA significant | 7,586 | 3,417 | (45%) |
| Female Gonad | 268 | 119 | (44%) |
| Male Gonad | 195 | 95 | (49%) |
| Gills | 61 | 15 | (25%) |
| Digestive gland | 471 | 240 | (51%) |
| Mantle | 165 | 45 | (28%) |
| Adductor Muscle | 161 | 69 | (43%) |
| Visceral ganglia | 199 | 86 | (43%) |
| Labial Palps | 23 | 10 | (44%) |
| Hemolymph | 122 | 47 | (39%) |
The 49 annotated candidate reference genes ranked in order of their coefficient of variation (spot: location on microarray, ID genbank: accession number, stdev: standard deviation, description: best BLAST hit description as described in GigasDatabase, e value: best BLAST hit e-value, CV: coefficient of variation, max: maximum value, min: minimum value, MFC: maximum fold change, p value: one-way ANOVA P > 0.05)
| RANK | spot | ID genebank | description (GigasDatabase) | e value | MEAN | stdev | CV | max | min | MFC | p value |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2 | 24202 | BQ426480 | (sp:Q66KU2) Protein transport protein Sec61 subunit gamma OS = Xenopus laevis GN = sec61g PE = 3 SV = 1 | 7E-20 | 6.16 | 0.07 | 0.012 | 6.32 | 6.01 | 1.05 | 0.28 |
| 4 | 8432 | BQ427048 | (sp:P61210) ADP-ribosylation factor 1 OS = Locusta migratoria GN = ARF1 PE = 2 SV = 2 | 2E-92 | 5.82 | 0.08 | 0.014 | 5.98 | 5.61 | 1.07 | 0.13 |
| 5 | 4341 | FP005681 | (sp:Q80TM9) Nischarin OS = Mus musculus GN = Nisch PE = 1 SV = 2 | 2E-17 | 5.28 | 0.07 | 0.014 | 5.42 | 5.14 | 1.05 | 0.18 |
| 7 | 9190 | AM856720 | (sp:Q3SXD3) HD domain-containing protein 2 OS = Mus musculus GN = Hddc2 PE = 2 SV = 1 | 5E-59 | 4.04 | 0.06 | 0.014 | 4.16 | 3.93 | 1.06 | 0.39 |
| 12 | 4953 | FP007578 | (sp:P55260) Annexin A4 OS = Rattus norvegicus GN = Anxa4 PE = 1 SV = 3 | 3E-24 | 5.80 | 0.09 | 0.015 | 5.99 | 5.64 | 1.06 | 0.05 |
| 17 | 3774 | EW777430 | (sp:Q80ZA5) Sodium-driven chloride bicarbonate exchanger OS = Rattus norvegicus GN = Slc4a10 PE = 2 SV = 1 | 2E-87 | 5.57 | 0.09 | 0.016 | 5.78 | 5.39 | 1.07 | 0.22 |
| 18 | 16231 | AM867010 | (sp:Q6PDY2) 2-aminoethanethiol dioxygenase OS = Mus musculus GN = Ado PE = 1 SV = 2 | 3E-24 | 4.68 | 0.07 | 0.016 | 4.84 | 4.55 | 1.06 | 0.37 |
| 23 | 24189 | AM862676 | (sp:P49756) RNA-binding protein 25 OS = Homo sapiens GN = RBM25 PE = 1 SV = 3 | 8E-38 | 5.17 | 0.08 | 0.016 | 5.31 | 4.97 | 1.07 | 0.11 |
| 25 | 21853 | AM867442 | (sp:Q9CSV6) Vesicle transport protein SFT2C OS = Mus musculus GN = Sft2d3 PE = 2 SV = 2 | 8E-17 | 4.92 | 0.08 | 0.016 | 5.08 | 4.74 | 1.07 | 0.08 |
| 29 | 21268 | FP007036 | (sp:Q5RE10) Protein TSSC1 OS = Pongo abelii GN = TSSC1 PE = 2 SV = 1 | 7E-93 | 5.26 | 0.09 | 0.017 | 5.52 | 5.09 | 1.08 | 0.06 |
| 31 | 2316 | FP004268 | Branchiostoma floridae hypothetical protein (BRAFLDRAFT_123626) mRNA, complete cds | 6E-11 | 5.72 | 0.10 | 0.017 | 5.96 | 5.46 | 1.09 | 0.18 |
| 35 | 27321 | CU998396 | (sp:Q5U5C5) U4/U6 small nuclear ribonucleoprotein Prp31 OS = Xenopus laevis GN = prpf31 PE = 2 SV = 1 | 2E-42 | 5.49 | 0.10 | 0.018 | 5.70 | 5.32 | 1.07 | 0.09 |
| 36 | 14581 | CU682778 | (sp:Q96ME1) F-box/LRR-repeat protein 18 OS = Homo sapiens GN = FBXL18 PE = 2 SV = 2 | 4E-13 | 4.67 | 0.09 | 0.018 | 4.97 | 4.53 | 1.10 | 0.12 |
| 39 | 38790 | FP007991 | (sp:Q8IY22) C-Maf-inducing protein OS = Homo sapiens GN = CMIP PE = 1 SV = 2 | 2E-62 | 5.54 | 0.10 | 0.019 | 5.73 | 5.32 | 1.08 | 0.31 |
| 43 | 17127 | CU994599 | (sp:O16099) Maltase 2 OS = Drosophila virilis GN = Mav2 PE = 3 SV = 1 | 6E-15 | 6.04 | 0.11 | 0.019 | 6.29 | 5.84 | 1.08 | 0.08 |
| 44 | 38094 | AM854363 | (sp:P49790) Nuclear pore complex protein Nup153 OS = Homo sapiens GN = NUP153 PE = 1 SV = 2 | 1E-06 | 5.36 | 0.10 | 0.019 | 5.52 | 5.13 | 1.08 | 0.35 |
| 45 | 42336 | AM867367 | (sp:Q9V8K2) Exocyst complex component 3 OS = Drosophila melanogaster GN = sec6 PE = 1 SV = 2 | 2E-46 | 4.07 | 0.08 | 0.019 | 4.24 | 3.90 | 1.09 | 0.51 |
| 48 | 18292 | AM857903 | (sp:Q9HBH5) Retinol dehydrogenase 14 OS = Homo sapiens GN = RDH14 PE = 1 SV = 1 | 1E-52 | 4.86 | 0.09 | 0.019 | 5.06 | 4.69 | 1.08 | 0.98 |
| 50 | 23889 | AM857691 | (sp:Q53HI1) Protein unc-50 homolog OS = Homo sapiens GN = UNC50 PE = 1 SV = 2 | 1E-44 | 4.94 | 0.10 | 0.019 | 5.19 | 4.73 | 1.10 | 0.14 |
| 51 | 9261 | CB617377 | (sp:P35980) 60S ribosomal protein L18 OS = Mus musculus GN = Rpl18 PE = 2 SV = 3 | 3E-52 | 5.62 | 0.11 | 0.019 | 5.88 | 5.41 | 1.09 | 0.12 |
| 57 | 6325 | AM854187 | (sp:Q8BI36) JNK1/MAPK8-associated membrane protein OS = Mus musculus GN = Jkamp PE = 1 SV = 2 | 4E-54 | 4.06 | 0.08 | 0.020 | 4.23 | 3.90 | 1.08 | 0.97 |
| 59 | 26590 | CU991951 | (sp:O75592) Probable E3 ubiquitin-protein ligase MYCBP2 OS = Homo sapiens GN = MYCBP2 PE = 1 SV = 3 | 1E-93 | 5.48 | 0.11 | 0.020 | 5.70 | 5.24 | 1.09 | 0.06 |
| 63 | 14888 | CU999965 | (sp:Q99323) Myosin heavy chain, non-muscle OS = Drosophila melanogaster GN = zip PE = 1 SV = 2 | 4E-61 | 5.47 | 0.11 | 0.020 | 5.66 | 5.25 | 1.08 | 0.06 |
| 65 | 28114 | AM865894 | (sp:Q297U0) Death domain-containing adapter protein BG4 OS = Drosophila pseudoobscura pseudoobscura GN = BG4 PE = 3 SV = 2 | 9E-06 | 5.41 | 0.11 | 0.020 | 5.59 | 5.19 | 1.08 | 0.15 |
| 71 | 25525 | FP001776 | (sp:P38935) DNA-binding protein SMUBP-2 OS = Homo sapiens GN = IGHMBP2 PE = 1 SV = 2 | 3E-22 | 4.90 | 0.10 | 0.021 | 5.13 | 4.72 | 1.09 | 0.05 |
| 72 | 31850 | AM859152 | hypothetical protein [Leishmania infantum] | 7E-06 | 4.51 | 0.09 | 0.021 | 4.65 | 4.27 | 1.09 | 0.08 |
| 73 | 11422 | AM857565 | (sp:O75689) Arf-GAP with dual PH domain-containing protein 1 OS = Homo sapiens GN = ADAP1 PE = 1 SV = 2 | 2E-90 | 5.78 | 0.12 | 0.021 | 6.04 | 5.51 | 1.10 | 0.21 |
| 74 | 9287 | AM858936 | (sp:O75970) Multiple PDZ domain protein OS = Homo sapiens GN = MPDZ PE = 1 SV = 1 | 2E-54 | 4.01 | 0.08 | 0.021 | 4.16 | 3.84 | 1.08 | 0.26 |
| 76 | 12345 | FP002886 | (sp:Q9UP83) Conserved oligomeric Golgi complex subunit 5 OS = Homo sapiens GN = COG5 PE = 1 SV = 2 | 1E-40 | 5.12 | 0.11 | 0.021 | 5.46 | 4.98 | 1.10 | 0.15 |
| 77 | 16551 | AM854998 | (sp:P34384) Uncharacterized protein F02A9.4b OS = Caenorhabditis elegans GN = F02A9.4 PE = 2 SV = 3 | 6E-16 | 4.88 | 0.10 | 0.021 | 5.13 | 4.71 | 1.09 | 0.07 |
| 78 | 37299 | AM854324 | (sp:O14681) Etoposide-induced protein 2.4 homolog OS = Homo sapiens GN = EI24 PE = 1 SV = 4 | 3E-46 | 4.34 | 0.09 | 0.021 | 4.54 | 4.20 | 1.08 | 0.12 |
| 79 | 44361 | AM867088 | hypothetical protein LOC100216081 [Xenopus (Silurana) tropicalis] | 8E-07 | 4.03 | 0.09 | 0.021 | 4.22 | 3.90 | 1.08 | 0.43 |
| 82 | 4930 | CX069207 | (sp:P24392) Peroxisome assembly factor 1 OS = Rattus norvegicus GN = Pxmp3 PE = 2 SV = 1 | 1E-14 | 4.24 | 0.09 | 0.022 | 4.42 | 4.03 | 1.10 | 0.49 |
| 83 | 23819 | DW713831 | (sp:Q8R107) PRELI domain-containing protein 1, mitochondrial OS = Mus musculus GN = Prelid1 PE = 2 SV = 1 | 5E-31 | 4.31 | 0.09 | 0.022 | 4.45 | 4.13 | 1.08 | 0.28 |
| 88 | 42190 | CU999658 | (sp:Q4R4P4) Fatty acid 2-hydroxylase OS = Macaca fascicularis GN = FA2H PE = 2 SV = 1 | 2E-37 | 4.93 | 0.11 | 0.022 | 5.09 | 4.69 | 1.09 | 0.13 |
| 90 | 41203 | AM861170 | (sp:O95562) Vesicle transport protein SFT2B OS = Homo sapiens GN = SFT2D2 PE = 1 SV = 1 | 2E-45 | 4.67 | 0.10 | 0.022 | 4.92 | 4.50 | 1.09 | 0.39 |
| 92 | 28026 | FP003987 | (sp:P28668) Bifunctional aminoacyl-tRNA synthetase OS = Drosophila melanogaster GN = Aats-glupro PE = 1 SV = 2 | 9E-26 | 5.45 | 0.12 | 0.023 | 5.76 | 5.24 | 1.10 | 0.34 |
| 96 | 28299 | AM860951 | (sp:Q63055) ADP-ribosylation factor-related protein 1 OS = Rattus norvegicus GN = Arfrp1 PE = 2 SV = 1 | 3E-61 | 4.58 | 0.10 | 0.023 | 4.77 | 4.34 | 1.10 | 0.42 |
| 99 | 1305 | CU987227 | (sp:O75533) Splicing factor 3B subunit 1 OS = Homo sapiens GN = SF3B1 PE = 1 SV = 3 | 5E-39 | 4.04 | 0.09 | 0.023 | 4.21 | 3.90 | 1.08 | 0.42 |
| 101 | 19889 | FP003031 | (sp:A1Z623) 15 kDa selenoprotein OS = Sus scrofa GN = SEP15 PE = 2 SV = 2 | 2E-27 | 5.58 | 0.13 | 0.023 | 5.86 | 5.34 | 1.10 | 0.08 |
| 102 | 31829 | CX739641 | (sp:P06603) Tubulin alpha-1 chain OS = Drosophila melanogaster GN = alphaTub84B PE = 2 SV = 1 | 1E-173 | 6.28 | 0.15 | 0.024 | 6.57 | 5.99 | 1.10 | 0.07 |
| 106 | 27419 | FP004307 | (sp:Q7KHA1) Phosphoglucomutase OS = Drosophila simulans GN = Pgm PE = 3 SV = 1 | 2E-08 | 4.40 | 0.11 | 0.024 | 4.61 | 4.23 | 1.09 | 0.26 |
| 109 | 9265 | CB617357 | (sp:P62925) Eukaryotic translation initiation factor 5A OS = Spodoptera frugiperda GN = eIF-5A PE = 2 SV = 1 | 9E-52 | 5.63 | 0.14 | 0.024 | 5.91 | 5.42 | 1.09 | 0.31 |
| 112 | 19642 | AM859051 | (sp:Q5RAK3) RING finger protein 180 OS = Pongo abelii GN = RNF180 PE = 2 SV = 1 | 2E-08 | 4.47 | 0.11 | 0.024 | 4.69 | 4.30 | 1.09 | 0.11 |
| 113 | 41799 | AM855515 | (sp:Q6GMK8) Mannose-1-phosphate guanyltransferase alpha-A OS = Danio rerio GN = gmppaa PE = 2 SV = 1 | 1E-119 | 4.62 | 0.11 | 0.024 | 4.82 | 4.40 | 1.10 | 0.24 |
| 121 | 12762 | FP001461 | (sp:Q9EPS3) D-glucuronyl C5-epimerase OS = Mus musculus GN = Glce PE = 1 SV = 1 | 1E-19 | 4.96 | 0.13 | 0.026 | 5.19 | 4.76 | 1.09 | 0.13 |
| 122 | 43827 | FP002120 | (sp:Q3SZV2) UPF0459 protein C19orf50 homolog OS = Bos taurus PE = 2 SV = 1 | 9E-21 | 4.66 | 0.12 | 0.026 | 4.86 | 4.42 | 1.10 | 0.09 |
| 124 | 30267 | CX069057 | (sp:Q5R9Z1) Vacuolar protein sorting-associated protein 29 OS = Pongo abelii GN = VPS29 PE = 2 SV = 1 | 5E-93 | 5.58 | 0.15 | 0.028 | 5.84 | 5.34 | 1.09 | 0.06 |
| 125 | 14686 | AM862926 | (sp:Q3TEA8) Heterochromatin protein 1-binding protein 3 OS = Mus musculus GN = Hp1bp3 PE = 1 SV = 1 | 4E-14 | 4.89 | 0.13 | 0.028 | 5.16 | 4.69 | 1.10 | 0.10 |
CV indicates the coefficient of variation and equals the standard deviation divided by the mean. MFC indicates the maximum fold change, i.e., the ratio of the maximum and minimum values observed within the dataset.
Ranking of 3 commonly used reference genes for quantitative real time PCR experiments on oysters (spot: location on microarray, ID genbank: accession number, stdev: standard deviation, description: best BLAST hit description as described in GigasDatabase, CV: coefficient of variation, max: maximum value, min: minimum value, MFC: maximum fold change, p value: ANOVA 1 factor, P > 0.05, NR: Not Ranked)
| RANK | spot | ID genbank | description (GigasDatabase) | MEAN | stdev | CV | max | min | MFC | p value |
|---|---|---|---|---|---|---|---|---|---|---|
| 256 | 11936 | BG467400 | (sp:Q9YIC0) Elongation factor 1-alpha OS = Oryzias latipes GN = eef1a PE = 2 SV = 1 | 4.08 | 0.10 | 0.03 | 4.29 | 3.86 | 0.41 | |
| NR | 10575 | AJ544886 | (sp:P56649) Glyceraldehyde-3-phosphate dehydrogenase OS = Panulirus versicolor PE = 1 SV = 1 | 6.17 | 0.20 | 0.03 | 6.57 | 5.79 | ||
| NR | 26871 | AF026063 | (sp:O17320) Actin OS = Crassostrea gigas PE = 2 SV = 1 | 6.41 | 0.16 | 0.02 | 6.67 | 6.01 | ||
CV indicates the coefficient of variation and equals the standard deviation divided by the mean. MFC indicates the maximum fold change, i.e., the ratio of the maximum and minimum values observed within the dataset.
Figure 4Expression stability of reference genes. Results of quantitative RT-PCR analysis are depicted as (A) Ct values measured or (B) Log (mean Ct/Ct sample) for each gene analyzed. Box plots graphically depict the minimum value, lower quartile, upper quartile and maximum value. (C) Coefficient of variation (CV; ratio of the standard deviation and the mean). (D) Average expression stability as calculated using geNorm. For details see Material and Methods. Genes are ordered according to increasing expression stability, identifying hkg4 and g3apdh as the best housekeeping genes for reference.