| Literature DB >> 17105665 |
Karen E Reid1, Niclas Olsson, James Schlosser, Fred Peng, Steven T Lund.
Abstract
BACKGROUND: Accuracy in quantitative real-time RT-PCR is dependent on high quality RNA, consistent cDNA synthesis, and validated stable reference genes for data normalization. Reference genes used for normalization impact the results generated from expression studies and, hence, should be evaluated prior to use across samples and treatments. Few statistically validated reference genes have been reported in grapevine. Moreover, success in isolating high quality RNA from grapevine tissues is typically limiting due to low pH, and high polyphenolic and polysaccharide contents.Entities:
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Year: 2006 PMID: 17105665 PMCID: PMC1654153 DOI: 10.1186/1471-2229-6-27
Source DB: PubMed Journal: BMC Plant Biol ISSN: 1471-2229 Impact factor: 4.215
Figure 1Absolute C. Each box indicates 25/75 percentiles. Whisker caps represent 10/90 percentiles. The median is depicted by the line and all outliers are indicated by dots.
Figure 2geNorm ranking of reference genes over a grape berry development series. 2003 pericarp series (□) and 2004 pericarp series (●). Ranked genes are shown in Table 2. Initially, expression stabilities (M) are calculated for each gene and the average M for all genes is plotted. Then the least stable gene is eliminated from the set and new M values are calculated in an iterative process until only two genes remain.
Reference genes ranked in descending order with respect to expression stability (M)
| 1 + 2 | TIP41 + AP47 | Actin + EF1-α |
| 3 | GAPDH (m) | GAPDH (m) |
| 4 | MDH (m) | UBQ-L40 |
| 5 | SAND | MDH (m) |
| 6 | α-Tubulin | PP2A |
| 7 | EF1-α | UBC |
| 8 | Actin | α-Tubulin |
| 9 | UBQ-L40 | SAND |
| 10 | PP2A | AP47 |
| 11 | UBC | UBQ (m) |
| 12 | UBQ (m) | TIP41 |
| 13 | EF1-α (m) | EF1-α (m) |
| 14 | β-Tubulin | Cyclophilin |
| 15 | Cyclophilin | β-Tubulin |
Mean expression difference and 2× SD between each single gene compared to the mean expression of the other 11 listed genes.
| SAND | 2.70 | 0.343 | Actin | -5.33 | 0.462 |
| GAPDH (m) | -2.10 | 0.504 | PP2A | 3.10 | 0.496 |
| TIP41 | 3.38 | 0.600 | EF1-α | -1.86 | 0.604 |
| MDH (m) | 1.00 | 0.638 | SAND | 2.52 | 0.626 |
| EF1-α | -1.15 | 0.647 | GAPDH (m) | -1.02 | 0.630 |
| AP47 | 1.37 | 0.719 | UBC | -0.43 | 0.689 |
| Actin | -5.70 | 0.733 | AP47 | 0.33 | 0.728 |
| PP2A | 3.79 | 1.015 | UBQ-L40 | -0.49 | 0.889 |
| α-Tubulin | 0.39 | 1.039 | α-Tubulin | 1.23 | 0.892 |
| UBC | -1.19 | 1.202 | MDH (m) | 1.82 | 0.925 |
| UBQ-L40 | 0.96 | 1.213 | UBQ (m) | -2.23 | 0.984 |
| UBQ (m) | -3.44 | 1.421 | TIP41 | 2.36 | 1.057 |
Cyclophilin, EF1-α (m) and β-tubulin were excluded from analysis due to their low performances using geNorm.
* Mean difference (Ct-mean Ct).
† Precision around the mean Ct is represented by 2× the standard deviation.
Genes and primer sets used for real time RT-PCR
| Actin | AT5G09810.1 | Actin 7 (ACT7)/actin 2 (other hits include ACT1, ACT3, ACT4, ACT8, ACT11, ACT12) | CTTGCATCCCTCAGCACCTT/TCCTGTGGACAATGGATGGA | 82/2.00 | |
| AP47 | AT5G46630.1 | Clathrin adaptor complexes medium subunit family protein | GGTTCCCATGTTTACAGCATCTG/GCACCCACTCAACGGTATTGTAC | 86/1.93 | |
| Aquaporin | AT2G37170.1 | Plasma membrane intrinsic protein 2B (PIP2B)/aquaporin PIP2.2 (PIP2.2) | TCCGCCAAGGACTATCATGAC/CGCAATCAGAGCCCTGTAGAA | 90/1.93 | |
| Cyclophilin | AT4G34870.1 | Peptidyl-prolyl cis-trans isomerase/cyclophilin (CYP1) | GGAGCCTGAGCCTACCTTCTC/GTGTTCGGCCAGGTGGTAGA | 66/1.86 | |
| EF1-α † | AT5G60390.1 | Elongation factor 1-alpha (other hits include AT1G07940.2, AT1G07940.1, AT1G07920.1, AT1G07930.1) | GAACTGGGTGCTTGATAGGC/AACCAAAATATCCGGAGTAAAAGA | 150/1.87 | |
| PP2A | AT3G25800.1 | Serine/threonine protein phosphatase 2A (PP2A) 65 KDa regulatory subunit A | TCGTGATGCTGCTGCTAACAA/TTGCCCAGTCAGGACCAAAT | 62/1.90 | |
| SAND | AT2G28390.1 | SAND family protein | CAACATCCTTTACCCATTGACAGA/GCATTTGATCCACTTGCAGATAAG | 76/1.91 | |
| Sucrose transporter | AT2G02860.1 | Sucrose transporter/sucrose-proton symporter | GGATAACTTCCCTGCCTCAATGA/TTCTTGTAGCAGCTGAGAGGATCA | 67/1.91 | |
| TIP41 | AT4G34270.1 | TIP41-like family protein | CATGCGAGTGTCCCTCAATCT/TCTCTTGCGTTTCTGGCTTAGA | 61/1.92 | |
| α-Tubulin | AT5G19780.1 | Tubulin alpha-3/alpha-5 chain (TUA5) (other hits include TUA1-4, TUA6) | CAGCCAGATCTTCACGAGCTT/GTTCTCGCGCATTGACCATA | 119/1.82 | |
| β-Tubulin | AT1G75780.1 | Tubulin beta-1 chain (TUB1) | TGAACCACTTGATCTCTGCGACTA/CAGCTTGCGGAGGTCTGAGT | 86/1.54 | |
| UBC | AT1G64230.1 | Ubiquitin-conjugating enzyme | GAGGGTCGTCAGGATTTGGA/GCCCTGCACTTACCATCTTTAAG | 75/1.92 | |
| UBQ-L40 | AT3G52590.1 | Ubiquitin extension protein 1 (UBQ1)/60S ribosomal protein L40 (RPL40B) | CATAACATTTGCGGCAGATCA/TGGTGGTATTATTGAGCCATCCTT | 80/1.89 | |
| EF1-α (m) | AT5G60390.1 | Elongation factor 1-alpha (other hits include AT1G07940.2, AT1G07940.1, AT1G07920.1, AT1G07930.1, AT5G60390.2) | CGCCTGTCAATCTTGGTCAGTAT/AATGGCTATGCCCCTGTTCTG | 83/1.70 | |
| GAPDH (m) | AT1G13440.1 | Glyceraldehyde 3-phosphate dehydrogenase, cytosolic. | TTCTCGTTGAGGGCTATTCCA/CCACAGACTTCATCGGTGACA | 70/1.84 | |
| MDH (m) ‡ | AT5G43330.1 | Malate dehydrogenase, cytosolic (other hit include AT1G04410.1 MDH cytosolic) | CCATGCATCATCACCCACAA/GTCAACCATGCTACTGTCAAAACC | 72/1.85 | |
| UBQ10 (m) | AT4G02890.1 | Polyubiquitin (UBQ14) (other hits include UBQ4, UBQ10, UBQ11) | CAAATGGCTGAGACCCACAA/TATCCCAGTGGTCGGTTGGT | 73/1.88 | |
All grape sequences were named based on similarity to Arabidopsis proteins determined via BLASTX. In most cases, the name indicates only a gene family or subfamily rather than a specific member since partial grape sequences and BLAST searches do not necessarily identify the putative Arabidopsis ortholog. Closest Arabidopsis homologs were identified using TAIR BLAST 2.2.8.
* The PCR efficiency was determined with LinReg software [23].
† Terrier et. al. [2].
‡ (m) indicates that the primer pair was designed to target more than one gene family member.
Figure 3Expression levels of an aquaporin (A) and a sucrose transporter (B) during berry development. Genes were normalized to individual and/or combined reference genes. Developmental stages are defined by growing degree days (GDD), which are calculated by taking the average of the daily high and low temperature each day compared to a baseline (10°C). Data points are compared relative to the first sampling stage, 208 GDD. During the 2004 season, veraison, which is the period of berry ripening initiation, occurred between 786 and 889 GDD.
Figure 4Cabernet Sauvignon berry development through the 2003 and 2004 seasons. Berry weight, soluble solids, and pH values were generated from 4 replicates of 50 berries, taken from 3 clusters each. Soluble solids were determined using a digital refractometer (PR-101, Atago, Japan) and the pH was measured on a pH meter (PHM82, Bach Simpson Ltd., London, Canada).
Figure 5Total RNA samples run on an Agilent 2100 Bioanalyzer RNA 6000 Nano LabChip. L, Ladder/marker; 1–2, pre-veraison pericarp; 3, veraison pericarp; 4, post-veraison pericarp; 5–6, pre-veraison seed; 7, veraison seed; 8, post-veraison seed; 9, root; 10, pre-anthesis flower; 11, post-anthesis flower. The fluorescence plot shown in the upper right corner is an example of the electropherogram with 18S and 28S peaks.