| Literature DB >> 22916167 |
Wun S Chao1, Münevver Doğramaci, Michael E Foley, David P Horvath, James V Anderson.
Abstract
Quantitative real-time polymerase chain reaction (qRT-PCR) is the most important tool in measuring levels of gene expression due to its accuracy, specificity, and sensitivity. However, the accuracy of qRT-PCR analysis strongly depends on transcript normalization using stably expressed reference genes. The aim of this study was to find internal reference genes for qRT-PCR analysis in various experimental conditions for seed, adventitious underground bud, and other organs of leafy spurge. Eleven candidate reference genes (BAM4, PU1, TRP-like, FRO1, ORE9, BAM1, SEU, ARF2, KAPP, ZTL, and MPK4) were selected from among 171 genes based on expression stabilities during seed germination and bud growth. The other ten candidate reference genes were selected from three different sources: (1) 3 stably expressed leafy spurge genes (60S, bZIP21, and MD-100) identified from the analyses of leafy spurge microarray data; (2) 3 orthologs of Arabidopsis "general purpose" traditional reference genes (GAPDH_1, GAPDH_2, and UBC); and (3) 4 orthologs of Arabidopsis stably expressed genes (UBC9, SAND, PTB, and F-box) identified from Affymetrix ATH1 whole-genome GeneChip studies. The expression stabilities of these 21 genes were ranked based on the C(T) values of 72 samples using four different computation programs including geNorm, Normfinder, BestKeeper, and the comparative ΔC(T) method. Our analyses revealed SAND, PTB, ORE9, and ARF2 to be the most appropriate reference genes for accurate normalization of gene expression data. Since SAND and PTB were obtained from 4 orthologs of Arabidopsis, while ORE9 and ARF2 were selected from 171 leafy spurge genes, it was more efficient to identify good reference genes from the orthologs of other plant species that were known to be stably expressed than that of randomly testing endogenous genes. Nevertheless, the two newly identified leafy spurge genes, ORE9 and ARF2, can serve as orthologous candidates in the search for reference genes from other plant species.Entities:
Mesh:
Year: 2012 PMID: 22916167 PMCID: PMC3419244 DOI: 10.1371/journal.pone.0042839
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Abbreviations of genes mentioned in the manuscript.
| Gene abbreviations | Gene names |
| Involved in |
| BAM4 | Beta-amylase 4 | At5g55700 | Starch catabolic process |
| PU1 | Pullulanase 1 | At5g04360 | Starch biosynthetic process |
| TPR-like | Tetratricopeptide Repeat-like | At4g39470 | Protein–protein and protein–lipid interactions |
| FRO1 | Frostbite 1 | At5g67590 | Cold acclimation |
| ORE9 | Oresera 9, More Axillary Branches 2 | At2g42620 | Auxin polar transport and protein ubiquitination |
| BAM1 |
| At4g17090 | Starch catabolic process |
| SEU | Seuss | At1g43850 | Embryo and ovule development |
| ARF2 | Auxin Response Factor 2 | At5g62000 | Floral organ abscission and leaf senescence |
| KAPP | Kinase Associated Protein Phosphatase | At5g19280 | Signal transduction |
| ZTL | Zeitlupe | At5g57360 | Regulation of circadian rhythm |
| MPK4 | MAP Kinase 4 | At4g01370 | Signal transduction |
| MD-100 | MD-100 | Unknown | Unknown |
| 60S | 60S Ribosomal protein L18A | At2g34480 | Ribosome biogenesis and translation |
| BZIP21 | BZIP21 transcription factor | At1g08320 | Regulation of transcription |
| GAPDH_1 | Glyceraldehyde-3-phosphate dehydrogenase_1 | At1g13440 | Defense response and glycolysis |
| GAPDH_2 | Glyceraldehyde 3-phosphate dehydrogenase_2 | At1g13440 | Defense response and glycolysis |
| UBC | Ubiquitin-Conjugating Enzyme | At5g25760 | Fatty acid beta-oxidation and protein ubiquitination |
| UBC9 | Ubiquitin-Conjugating Enzyme 9 | At4g27960 | Protein ubiquitination |
| SAND | SAND family protein | At2g28390 | Vacuole fusion and endosomal traffic |
| PTB | Polypyrimidine Tract-Binding protein | At3g01150 | Regulation of RNA splicing and translation |
| F-box | F-box domain | At5g15710 | Unknown |
Figure 1Candidate reference genes examined in bud samples.
Two sets of seasonal bud samples (2003 and 2004) and two sets of time point bud samples (2003 and 2004) were used to examine gene expression. The fold difference is designated as log2 value. Red indicates up-regulated genes and green indicates down-regulated genes as compared with July or 0 hr buds (black). Bars at the bottom indicate the range of transcript changes in log2 value. The range of transcript changes is also shown inside the parenthesis. CRG: Candidate Reference Genes. TRG: Traditional Reference Genes.
Figure 2Candidate reference genes examined in seed samples.
Two sets of germination treatment seed samples (2007 and 2008) were used to examine gene expression. The fold difference is designated as log2 value. Red indicates up-regulated genes and green indicates down-regulated genes as compared with dry seeds (black). Bars at the bottom indicate the range of transcript changes in log2 value. The range of transcript changes is also shown inside the parenthesis. CRG: Candidate Reference Genes. TRG: Traditional Reference Genes.
Figure 3Candidate reference genes examined in different plant organs.
Two sets of plant organ samples (Rep1 and Rep2) were used to examine gene expression. The fold difference is designated as log2 value. Red indicates up-regulated genes and green indicates down-regulated genes as compared with non-induced crown buds (CB 0 d, black). Bars at the bottom indicate the range of transcript changes in log2 value. The range of transcript changes is also shown inside the parenthesis. CRG: Candidate Reference Genes. TRG: Traditional Reference Genes.
Figure 4Average cycle threshold (CT) values for 21 candidate reference genes.
The filled diamond symbol indicates median CT values. The bars indicate standard deviation.
Stability ranking of candidate reference genes.
| Methods | A. Bud Ranking Order (Better–Good–Average) | |||||||||
| 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | |
| Delta CT | ZTL | PTB | SAND | ORE9 | UBC | SEU | ARF2 | 60S | KAPP | FRO1 |
| BestKeeper | ARF2 | MPK4 | SAND | ORE9 | KAPP | 60S | ZTL | SEU | UBC | PTB |
| Normfinder | SEU | ZTL | SAND | PTB | GAPDH_2 | ORE9 | 60S | ARF2 | FRO1 | UBC |
| Genorm | SEU | SAND | ZTL | ORE9 | ARF2 | PTB | UBC | 60S | KAPP | FRO1 | |
| Recommended comprehensive ranking | SAND | ZTL | SEU | ARF2 | ORE9 | PTB | 60S | UBC | KAPP | MPK4 |
In Genome calculations, the top 2 genes cannot be resolved. A full list of 21 genes is in Table S6.