| Literature DB >> 28584723 |
Hao Song1,2, Xin Dang3, Yuan-Qiu He3, Tao Zhang1,4, Hai-Yan Wang1,4.
Abstract
BACKGROUND: The veined rapa whelk Rapana venosa is an important commercial shellfish in China and quantitative real-time PCR (qRT-PCR) has become the standard method to study gene expression in R. venosa. For accurate and reliable gene expression results, qRT-PCR assays require housekeeping genes as internal controls, which display highly uniform expression in different tissues or stages of development. However, to date no studies have validated housekeeping genes in R. venosa for use as internal controls for qRT-PCR.Entities:
Keywords: Development; Internal control; Rapana venosa; Real-time PCR; Tissue
Year: 2017 PMID: 28584723 PMCID: PMC5455708 DOI: 10.7717/peerj.3398
Source DB: PubMed Journal: PeerJ ISSN: 2167-8359 Impact factor: 2.984
Candidate housekeeping genes and their primer sequences for qRT-PCR.
| Accession | Gene name | Gene symbol | Biological function | Primer sequence (5′–3′) | Tm (°C) | Product size (bp) | Efficiency (%) |
|---|---|---|---|---|---|---|---|
| c85865_g1 | Elongation factor-1 | Essential component of the eukaryotic translational apparatus | 58.5 | 182 | 101.4 | ||
| c154556_g1 | Cytoskeletal structural protein | 58.5 | 166 | 97.5 | |||
| c104226_g1 | Cytochrome c oxidase subunit 1 | Respiratory electron transport chain of mitochondria | 58.5 | 165 | 97.7 | ||
| c205682_g1 | Nicotinamide adenine dinucleotide dehydrogenase [ubiquinone] 1 | Electron transport in the respiratory chain | 58.5 | 152 | 99.8 | ||
| c121877_g2 | 60S ribosomal protein L5 | 60S ribosomal subunit | 58.5 | 184 | 96.0 | ||
| c64332_g1 | 60S ribosomal protein L28 | 60S ribosomal subunit | 57.5 | 151 | 102.4 | ||
| c149072_g1 | Glyceraldehyde 3-phosphate dehydrogenase | Glycolytic enzyme | 58.5 | 138 | 97.6 | ||
| c150134_g1 | Structural protein | 57.5 | 170 | 96.0 | |||
| c64251_g1 | 40S ribosomal protein S25 | 40S ribosomal subunit | 57.5 | 224 | 99.5 | ||
| c112836_g1 | 40S ribosomal protein S8 | 40S ribosomal subunit | 57.5 | 111 | 97.6 | ||
| c68556_g1 | Ubiquitin-conjugating enzyme E2 | Protein degradation | 57.5 | 378 | 100.3 | ||
| c105544_g1 | Histone H3 | Essential structure of nucleosome | 56.5 | 366 | 99.0 | ||
| c45955_g1 | Peptidyl prolyl cis-trans isomerase A | Immunoregulation | 57.5 | 235 | 97.8 | ||
Figure 1Clusters of genes in different developmental samples.
Six developmental stages in triplicates consisting of one-spiral whorl stage (C), two-spiral whorl stage (D), early three-spiral whorl stage (F), late three-spiral whorl stage (G), four-spiral whorl stage (J), and juveniles (Y).
Tissue-specific expression profiles of candidate reference genes.
Data are shown as raw Cq values and represented as mean ± standard error (SE).
| Gene | All tissues | Gill | Hemocyte | Intestine | Leiblein | Liver | Kidney | Mantle | Gonad |
|---|---|---|---|---|---|---|---|---|---|
| 20.70 ± 0.38 | 19.14 ± 0.36 | 21.81 ± 0.74 | 23.00 ± 1.35 | 22.48 ± 0.92 | 20.35 ± 0.46 | 20.73 ± 0.68 | 16.98 ± 0.61 | 21.09 ± 0.46 | |
| 26.50 ± 0.47 | 25.20 ± 0.45 | 28.51 ± 0.77 | 29.24 ± 1.35 | 28.24 ± 0.85 | 26.88 ± 0.52 | 26.56 ± 0.73 | 20.57 ± 0.44 | 26.80 ± 0.55 | |
| 19.26 ± 0.41 | 17.36 ± 0.31 | 20.39 ± 0.97 | 21.47 ± 1.25 | 21.49 ± 0.91 | 18.57 ± 0.56 | 19.10 ± 0.77 | 15.36 ± 0.48 | 20.32 ± 0.68 | |
| 26.92 ± 0.39 | 24.69 ± 0.32 | 28.42 ± 0.79 | 29.49 ± 1.19 | 28.48 ± 1.00 | 26.54 ± 0.56 | 27.40 ± 0.60 | 23.41 ± 0.73 | 26.94 ± 0.47 | |
| 23.14 ± 0.41 | 21.92 ± 0.42 | 24.19 ± 0.81 | 25.91 ± 1.45 | 24.57 ± 0.95 | 22.83 ± 0.44 | 23.89 ± 0.67 | 18.74 ± 0.58 | 23.05 ± 0.53 | |
| 22.59 ± 0.37 | 21.47 ± 0.41 | 23.65 ± 0.52 | 24.96 ± 1.19 | 24.18 ± 0.87 | 22.13 ± 0.42 | 23.42 ± 0.75 | 18.63 ± 0.58 | 22.31 ± 0.61 | |
| 24.14 ± 0.42 | 21.60 ± 0.44 | 24.18 ± 0.71 | 26.95 ± 1.11 | 24.98 ± 0.95 | 24.19 ± 0.54 | 24.72 ± 0.59 | 20.11 ± 0.63 | 26.44 ± 0.84 | |
| 25.95 ± 0.43 | 23.16 ± 0.58 | 26.72 ± 0.35 | 25.78 ± 1.37 | 24.95 ± 0.72 | 23.42 ± 0.78 | 26.08 ± 0.80 | 28.00 ± 0.71 | 29.48 ± 1.33 | |
| 25.56 ± 0.41 | 24.43 ± 0.35 | 26.15 ± 0.57 | 28.41 ± 1.19 | 26.74 ± 1.03 | 24.78 ± 0.72 | 25.32 ± 0.56 | 21.67 ± 0.71 | 26.99 ± 1.20 | |
| 24.95 ± 0.39 | 24.27 ± 0.26 | 24.95 ± 0.42 | 27.18 ± 1.39 | 26.22 ± 0.91 | 24.42 ± 0.62 | 25.70 ± 0.80 | 20.59 ± 0.45 | 26.30 ± 0.82 | |
| 26.75 ± 0.48 | 24.49 ± 0.46 | 26.60 ± 0.79 | 29.71 ± 1.46 | 28.58 ± 0.85 | 26.65 ± 0.57 | 27.19 ± 1.11 | 22.09 ± 0.88 | 28.67 ± 1.18 | |
| 24.15 ± 0.43 | 22.95 ± 0.61 | 24.45 ± 0.77 | 26.74 ± 1.52 | 25.80 ± 0.79 | 23.50 ± 0.57 | 24.57 ± 0.85 | 19.81 ± 0.55 | 25.42 ± 0.97 | |
| 30.36 ± 0.41 | 28.45 ± 0.42 | 30.13 ± 0.69 | 32.84 ± 0.44 | 32.25 ± 0.80 | 30.58 ± 0.53 | 30.48 ± 0.78 | 26.04 ± 1.05 | 32.14 ± 0.93 |
Figure 2Ranking of candidate housekeeping genes in adult tissue.
NormFinder (stability value, filled squares) and GeNorm (average expression stability (M value) of remaining genes, open rhombus) ranking of candidate housekeeping genes in eight tissues together and separately. A lower value indicates more stable expression.
Ranking of candidate reference genes in order of expression stability calculated by BestKeeper for different tissues.
Data shown as Pearson correlation coefficient (r) and standard deviation (SD).
| Rank | All tissues | Gill | Hemocyte | Intestine | Leiblein | Liver | Kidney | Mantle | Gonad | |||||||||
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Results from BestKeeper descriptive statistical analysis and BestKeeper regression analysis in different tissues and developmental stages (correlation coefficients between each control gene Cq and the BestKeeper Index).
Geo Mean represents Geometric mean while AR Mean represents Arithmetic mean (Cq). Tissues and developmental stages are represented as T and D, respectively.
| T | D | T | D | T | D | T | D | T | D | T | D | T | D | T | D | T | D | T | D | T | D | T | D | T | D | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 40 | 60 | 40 | 60 | 40 | 60 | 40 | 60 | 40 | 60 | 40 | 60 | 40 | 60 | 40 | 60 | 40 | 60 | 40 | 60 | 40 | 60 | 40 | 60 | 40 | 60 | |
| Geo mean ( | 20.56 | 18.95 | 26.33 | 24.39 | 19.09 | 19.09 | 26.81 | 25.88 | 22.99 | 22.74 | 22.47 | 22.63 | 24.00 | 22.79 | 25.81 | 22.70 | 25.43 | 25.36 | 24.83 | 25.25 | 26.58 | 26.74 | 24.01 | 24.17 | 30.25 | 28.40 |
| AR mean ( | 20.70 | 19.12 | 26.50 | 24.61 | 19.26 | 19.29 | 26.92 | 26.00 | 23.14 | 22.91 | 22.59 | 22.80 | 24.14 | 22.93 | 25.95 | 23.09 | 25.56 | 25.50 | 24.95 | 25.44 | 26.75 | 26.90 | 24.15 | 24.39 | 30.36 | 28.51 |
| Min ( | 15.79 | 15.89 | 19.33 | 20.50 | 14.24 | 14.71 | 22.13 | 22.60 | 17.54 | 18.80 | 17.39 | 18.85 | 18.13 | 18.81 | 21.64 | 17.63 | 19.96 | 21.45 | 19.63 | 21.02 | 20.87 | 22.79 | 18.65 | 19.62 | 23.56 | 24.72 |
| Max ( | 27.26 | 25.67 | 33.86 | 32.70 | 25.34 | 25.40 | 32.45 | 32.41 | 30.57 | 29.67 | 28.72 | 28.76 | 29.84 | 29.89 | 32.73 | 33.20 | 31.46 | 32.15 | 31.12 | 32.31 | 33.62 | 32.85 | 31.61 | 31.89 | 34.08 | 33.45 |
| SD (± | 1.88 | 2.30 | 2.24 | 2.98 | 2.11 | 2.52 | 1.93 | 2.27 | 1.90 | 2.54 | 1.79 | 2.59 | 2.09 | 2.24 | 2.17 | 3.79 | 1.99 | 2.39 | 1.88 | 2.81 | 2.39 | 2.64 | 2.07 | 2.99 | 2.06 | 2.20 |
| CV (% | 9.08 | 12.02 | 8.46 | 12.10 | 10.96 | 13.04 | 7.15 | 8.73 | 8.21 | 11.09 | 7.93 | 11.34 | 8.65 | 9.75 | 8.36 | 16.43 | 7.79 | 9.36 | 7.54 | 11.05 | 8.94 | 9.82 | 8.58 | 12.27 | 6.79 | 7.71 |
| Min ( | −27.35 | −8.37 | −127.64 | −14.85 | −28.81 | −20.86 | −25.66 | −9.71 | −43.81 | −15.38 | −33.88 | −13.78 | −58.46 | −15.73 | −18.02 | −33.51 | −44.43 | −15.02 | −36.79 | −18.81 | −52.21 | −15.50 | −41.00 | −23.48 | −103.17 | −12.86 |
| Max ( | 103.71 | 105.07 | 185.34 | 316.90 | 76.20 | 79.21 | 49.82 | 92.41 | 190.90 | 121.70 | 76.00 | 69.80 | 57.31 | 137.63 | 120.96 | 1451.54 | 65.19 | 110.77 | 78.17 | 133.14 | 131.93 | 68.88 | 194.32 | 210.36 | 14.23 | 33.02 |
| Std dev (± | 3.68 | 4.92 | 4.73 | 7.87 | 4.32 | 5.72 | 3.80 | 4.82 | 3.73 | 5.82 | 3.46 | 6.01 | 4.25 | 4.71 | 4.50 | 13.87 | 3.98 | 5.24 | 3.69 | 7.02 | 5.24 | 6.24 | 4.20 | 7.96 | 4.17 | 4.59 |
| Coeff. of corr ( | 0.96 | 0.98 | 0.92 | 0.98 | 0.95 | 0.99 | 0.93 | 0.99 | 0.95 | 0.99 | 0.95 | 1.00 | 0.93 | 0.95 | 0.30 | 0.96 | 0.94 | 0.98 | 0.94 | 0.99 | 0.95 | 0.99 | 0.96 | 0.99 | 0.87 | 0.87 |
| Coeff. of det ( | 0.93 | 0.95 | 0.84 | 0.96 | 0.90 | 0.98 | 0.87 | 0.97 | 0.90 | 0.98 | 0.91 | 0.99 | 0.87 | 0.91 | 0.09 | 0.93 | 0.88 | 0.96 | 0.88 | 0.98 | 0.90 | 0.97 | 0.92 | 0.98 | 0.75 | 0.75 |
| 0.001 | 0.001 | 0.001 | 0.001 | 0.001 | 0.001 | 0.001 | 0.001 | 0.001 | 0.001 | 0.001 | 0.001 | 0.001 | 0.001 | 0.06 | 0.06 | 0.001 | 0.001 | 0.001 | 0.001 | 0.001 | 0.001 | 0.001 | 0.001 | 0.001 | 0.001 | |
Developmental stage-specific expression profiles of candidate reference genes.
Data are shown as raw Cq values and represented as mean ± standard error (SE).
| Gene | All stages | Stage 1 | Stage 2 | Stage 3 | Stage 4 | Stage 5 |
|---|---|---|---|---|---|---|
| 22.93 ± 0.35 | 26.39 ± 0.54 | 22.83 ± 0.64 | 21.43 ± 0.22 | 21.32 ± 0.21 | 20.61 ± 0.48 | |
| 19.12 ± 0.34 | 22.35 ± 0.39 | 19.59 ± 0.65 | 17.26 ± 0.19 | 17.05 ± 0.20 | 17.80 ± 0.51 | |
| 24.61 ± 0.43 | 29.09 ± 0.44 | 25.02 ± 0.73 | 22.23 ± 0.22 | 22.38 ± 0.20 | 21.50 ± 0.51 | |
| 19.29 ± 0.36 | 22.93 ± 0.32 | 19.71 ± 0.68 | 16.87 ± 0.18 | 17.70 ± 0.17 | 17.49 ± 0.33 | |
| 26.00 ± 0.34 | 29.41 ± 0.41 | 26.29 ± 0.58 | 23.90 ± 0.19 | 24.69 ± 0.11 | 23.86 ± 0.38 | |
| 22.91 ± 0.37 | 26.73 ± 0.38 | 23.10 ± 0.67 | 20.63 ± 0.20 | 21.24 ± 0.11 | 21.07 ± 0.33 | |
| 22.80 ± 0.37 | 26.67 ± 0.31 | 23.17 ± 0.64 | 20.33 ± 0.17 | 21.07 ± 0.12 | 21.02 ± 0.24 | |
| 23.09 ± 0.57 | 29.46 ± 0.66 | 22.82 ± 0.77 | 19.03 ± 0.15 | 20.09 ± 0.10 | 22.98 ± 0.28 | |
| 25.44 ± 0.41 | 29.90 ± 0.37 | 25.48 ± 0.69 | 22.92 ± 0.15 | 23.52 ± 0.08 | 23.32 ± 0.19 | |
| 24.39 ± 0.44 | 29.02 ± 0.45 | 24.55 ± 0.75 | 21.48 ± 0.17 | 22.76 ± 0.11 | 22.08 ± 0.37 | |
| 26.90 ± 0.38 | 30.83 ± 0.37 | 27.35 ± 0.66 | 24.35 ± 0.17 | 25.47 ± 0.11 | 24.22 ± 0.25 | |
| 25.50 ± 0.36 | 29.27 ± 0.38 | 25.51 ± 0.62 | 23.10 ± 0.22 | 24.57 ± 0.10 | 23.30 ± 0.21 | |
| 28.51 ± 0.32 | 31.45 ± 0.33 | 29.17 ± 0.66 | 26.41 ± 0.19 | 27.25 ± 0.17 | 26.50 ± 0.30 |
Figure 3Ranking of candidate housekeeping genes in developmental stages.
NormFinder (stability value, filled squares) and GeNorm (average expression stability (M value) of remaining genes, open rhombus) ranking of candidate housekeeping genes in five developmental stages together and separately. A lower value indicates more stable expression.
Ranking of candidate reference genes in order of expression stability calculated by BestKeeper for different developmental stages.
Data shown as Pearson correlation coefficient (r) and standard deviation (SD).
| Rank position | All stages | Stage 1 | Stage 2 | Stage 3 | Stage 4 | Stage 5 | ||||||
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Figure 4Determination of the number of reference genes required for accurate normalization.
Pairwise variation by GeNorm between candidate genes in tissues (black bar) and developmental stages (white bar).