| Literature DB >> 27501324 |
Lucas Ferraz Dos Santos1, Raner José Santana Silva1, Daniel Oliveira Jordão do Amaral1, Márcia Fabiana Barbosa de Paula1, Loeni Ludke Falcão2, Thierry Legavre3, Rafael Moyses Alves4, Lucilia Helena Marcellino2, Fabienne Micheli1,3.
Abstract
Cupuassu (Theobroma grandiflorum [Willd. ex Spreng.] Schum) is a species of high economic importance in Brazil with great potential at international level due to the multiple uses of both its seeds and pulp in the industry of sweets and cosmetics. For this reason, the cupuassu breeding program focused on the selection of genotypes with high pulp and seed quality-selection associated with the understanding of the mechanisms involved in fruit formation. Gene expression is one of the most used approaches related to such understanding. In this sense, quantitative real-time PCR (qPCR) is a powerful tool, since it rapidly and reliably quantifies gene expression levels across different experimental conditions. The analysis by qPCR and the correct interpretation of data depend on signal normalization using reference genes, i.e. genes presenting a uniform pattern of expression in the analyzed samples. Here, we selected and analyzed the expression of five genes from cupuassu (ACP, ACT, GAPDH, MDH, TUB) to be used as candidates for reference genes on pulp and seed of young, maturing and mature cupuassu fruits. The evaluation of the gene expression stability was obtained using the NormFinder, geNorm and BestKeeper programs. In general, our results indicated that the GAPDH and MDH genes constituted the best combination as reference genes to analyze the expression of cupuassu samples. To our knowledge, this is the first report of reference gene definition in cupuassu, and these results will support subsequent analysis related to gene expression studies in cupuassu plants subjected to different biotic or abiotic conditions as well as serve as a tool for diversity analysis based on pulp and seed quality.Entities:
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Year: 2016 PMID: 27501324 PMCID: PMC4976894 DOI: 10.1371/journal.pone.0160646
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Candidate reference genes, primer characteristics, and efficiency obtained by RT-qPCR.
CV: coefficient of variation, F: forward; R: reverse.
| Gene | Cell function | Primers (5′-3′) | Amplicon size (bp) | Efficiency | R2 | CV |
|---|---|---|---|---|---|---|
| ACP | Fatty acid and polyketide biosynthesis |
| 177 | 0.86 | 88 | 5.5 |
| ACT | Cytoskeleton structure protein |
| 153 | 0.88 | 98 | 8.54 |
| GAPDH | Glycolysis and gluconeogenesis |
| 154 | 0.88 | 90 | 4.68 |
| MDH | Citric acid cycle and gluconeogenesis |
| 164 | 0.86 | 95 | 3.43 |
| TUB | Cytoskeleton structure protein |
| 215 | 0.86 | 91 | 6.85 |
Fig 1Box-plots showing Ct variation for each candidate reference gene estimated by RT-qPCR for the different samples.
A. All samples (all tissues, all developmental stages). B. Pulp samples (all developmental stages). C. Seed samples (all developmental stages). D. Young fruit samples (all tissues). E. Maturing samples (all tissues). F. Mature samples (all stages). The line inside the box represents the median; the two parts of the box on each side of the line indicated the 25 and 75 percentiles. Whiskers represent the maximum and minimum values.
Fig 2Gene expression stability obtained by geNorm.
A. All samples (all tissues, all developmental stages). B. Pulp samples (all developmental stages). C. Seed samples (all developmental stages). D. Young fruit samples (all tissues). E. Maturing samples (all tissues). F. Mature samples (all stages). Mean expression stability (M) was calculated following stepwise exclusion of the least stable gene across all the treatment groups.
Expression stability of the candidate reference genes obtained with NormFinder program.
Data in bold indicates the best two genes for the sample group analyzed.
| ACP | ACT | GAPDH | MDH | TUB | Best combination of two genes | |
|---|---|---|---|---|---|---|
| All stages/all tissues | 0.061 | 0.0595 | 0.0342 | GAPDH and MDH (0.014) | ||
| Pulp (all stages) | 0.0862 | 0.0185 | 0.0347 | |||
| Seeds (all stages) | 0.1190 | 0.1013 | 0.0772 | |||
| Young fruit (all tissues) | 0.118 | 0.015 | 0.122 | |||
| Maturing fruit (all tissues) | 0.19 | 0.011 | 0.08 | |||
| Mature fruit (all tissues) | 0.14 | 0.022 | 0.138 |
* Given by the NormFinder program for the overall analysis. The best combination value is indicated inside brackets.
Best reference genes obtained by the BestKeeper program.
SD: standard deviation; r: coefficient of correlation; CV: coefficient of variation. Best reference genes are indicated in bold.
| ACP | ACT | GAPDH | MDH | TUB | ||
|---|---|---|---|---|---|---|
| All stages/all tissues | SD | 0.92 (3) | 1.49 (5) | 0.91 (2) | 0.77 (1) | 1.16 (4) |
| CV | 4.02 (2) | 7.40 (5) | 4.53 (3) | 3.24 (1) | 5.22 (4) | |
| 0.383 (5) | 0.854 (3) | 0.871 (1) | 0.831 (4) | 0.855 (2) | ||
| Mean of rankings | 3.33 | 4.33 | 3.33 | |||
| Pulp (all stages) | SD | 0.79 (2) | 1.21 (5) | 0.82 (3) | 0.85 (4) | 0.49 (1) |
| CV | 3.33 (2) | 6.36 (5) | 4.12 (4) | 3.63 (3) | 2.25 (1) | |
| 0.871 (5) | 0.982 (3) | 0.988 (1) | 0.987 (2) | 0.944 (4) | ||
| Mean of rankings | 3 | 4.33 | 3 | |||
| Seeds (all stages) | SD | 0.98 (3) | 1.11 (4) | 0.83 (2) | 0.45 (1) | 1.82 (5) |
| CV | 4.44 (3) | 5.23 (4) | 4.11 (2) | 1.87 (1) | 8.12 (5) | |
| 0.609 (5) | 0.877 (2) | 0.751 (3) | 0.659 (4) | 0.959 (1) | ||
| Mean of rankings | 3.66 | 3.33 | 3.66 | |||
| Young fruit (all tissues) | SD | 0.45 (3) | 1.04 (5) | 0.68 (4) | 0.44 (2) | 0.44 (2) |
| CV | 1.94 (2) | 5.55 (5) | 3.43 (4) | 1.89 (1) | 2.15 (3) | |
| -0.941 (5) | 0.969 (2) | 0.991 (1) | 0.936 (3) | -0.910 (4) | ||
| Mean of rankings | 3.33 | 4 | ||||
| Maturing fruit (all tissues) | SD | 2.13 (5) | 0.22 (2) | 0.98 (4) | 0.17 (1) | 0.38 (3) |
| CV | 9.31 (5) | 1.04 (2) | 4.91 (4) | 0.70 (1) | 1.73 (3) | |
| 0.995 (1) | -0.738 (5) | 0.992 (2) | 0.915 (4) | 0.984 (3) | ||
| Mean of rankings | 3.66 | 3 | 3.33 | |||
| Mature fruit (all tissues) | SD | 0.19 (1) | 2.13 (5) | 1.06 (3) | 0.81 (2) | 1.69 (4) |
| CV | 0.84 (1) | 10.30 (5) | 5.23 (3) | 3.38 (2) | 7.20 (4) | |
| 0.986 (4) | 1.000 (1) | 0.998 (2) | 0.987 (3) | 1.000 (1) | ||
| Mean of rankings | 3.66 | 3 |
* Rank is indicated inside brackets.
** Same ranking for a given condition.
Main reference genes indicated for each physiological condition using the geNorm, NormFinder and BestKeeper programs.
Genes are indicated in increasing order of stability.
| geNorm | NormFinder | BestKeeper | |
|---|---|---|---|
| All stages/all tissues | MDH/GAPDH/TUB | MDH/GAPDH/TUB | GAPDH/MDH |
| Pulp (all stages) | MDH/GAPDH/TUB | MDH/TUB/ACT | GAPDH/TUB |
| Seeds (all stages) | GAPDH/ACP/MDH | ACT/TUB/MDH | GAPDH/MDH |
| Pulp and seeds (young fruit) | ACP/TUB/MDH | MDH/GAPDH/ACT | MDH/ GAPDH or TUB |
| Maturing pulp and seeds | MDH/TUB/ACT | MDH/TUB/ACT | MDH/TUB |
| Mature pulp and seeds | GAPDH/TUB/MDH | GAPDH/TUB/ACT | ACP/GAPDH or MDH |