| Literature DB >> 25774904 |
Tatiane Timm Storch1, Camila Pegoraro2, Taciane Finatto2, Vera Quecini2, Cesar Valmor Rombaldi3, César Luis Girardi2.
Abstract
Reverse Transcription quantitative PCR (RT-qPCR) is one of the most important techniques for gene expression profiling due to its high sensibility and reproducibility. However, the reliability of the results is highly dependent on data normalization, performed by comparisons between the expression profiles of the genes of interest against those of constitutively expressed, reference genes. Although the technique is widely used in fruit postharvest experiments, the transcription stability of reference genes has not been thoroughly investigated under these experimental conditions. Thus, we have determined the transcriptional profile, under these conditions, of three genes commonly used as reference--ACTIN (MdACT), PROTEIN DISULPHIDE ISOMERASE (MdPDI) and UBIQUITIN-CONJUGATING ENZYME E2 (MdUBC)--along with two novel candidates--HISTONE 1 (MdH1) and NUCLEOSSOME ASSEMBLY 1 PROTEIN (MdNAP1). The expression profile of the genes was investigated throughout five experiments, with three of them encompassing the postharvest period and the other two, consisting of developmental and spatial phases. The transcriptional stability was comparatively investigated using four distinct software packages: BestKeeper, NormFinder, geNorm and DataAssist. Gene ranking results for transcriptional stability were similar for the investigated software packages, with the exception of BestKeeper. The classic reference gene MdUBC ranked among the most stably transcribed in all investigated experimental conditions. Transcript accumulation profiles for the novel reference candidate gene MdH1 were stable throughout the tested conditions, especially in experiments encompassing the postharvest period. Thus, our results present a novel reference gene for postharvest experiments in apple and reinforce the importance of checking the transcription profile of reference genes under the experimental conditions of interest.Entities:
Mesh:
Year: 2015 PMID: 25774904 PMCID: PMC4361542 DOI: 10.1371/journal.pone.0120599
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Genome and amplification information on the candidate reference genes.
| Primer Sequence (5′to 3′) | Amplicon | Temperature of melting (°C) | ||||
|---|---|---|---|---|---|---|
| Gene description/ acronym | Accession code | Forward | Reverse | size (bp) | Forward | Reverse |
|
| MDP0000233444 | TGCTGTACACAGCCAACGAT | CATCTTTAGCGGCGTTATCC | 120 | 60 | 60 |
|
| MDP0000223691 | CATATTTGGCAGCAGAGCAA | CTCGTTAGCCAACTGCATCA | 89 | 58 | 60 |
|
| MDP0000272485 | CAAACTTGCCCCTCCATTTA | CCAGCCTTCGTGATGAATTT | 117 | 58 | 58 |
|
| MDP0000205182 | TTGCTGGTGATCTCTGCATC | AGACCCACCTACTCCCGTCT | 117 | 60 | 60 |
|
| MDP0000170174 | GGCTCTATTCCAACCATCCA | TAGAAGCAGTGCCACCACAC | 140 | 60 | 62 |
a Accession codes correspond to unigene numbers from M. x domestica genome.
Efficiency of primer pairs used for RT-qPCR amplification in each experiment.
| RT-qPCR eficiency (%) | |||||
|---|---|---|---|---|---|
| Gene | Plant organs | Fruit developmental stages | Fruit ripening at room temperature | Ethylene treatment on cold stored apples | Cold storage conditions |
|
| 1.98 (98.17%) | 2.08 (110.74%) | 2.10 (110.79%) | 2.01 (100.73%) | 2.03 (103.92%) |
|
| 1.96 (96.71%) | 2.09 (109.77%) | 2.04 (104.53%) | 2.05 (105.93%) | 2.00 (100.39%) |
|
| 1.95 (95.19%) | 1.92 (92.51%) | 1.94 (94.88%) | 2.10 (110.65%) | 2.22 (122.83%) |
|
| 1.95 (94.64%) | 2.09 (109.46%) | 2.07 (107.91%) | 2.08 (108.71%) | 2.17 (116.65%) |
|
| 1.91 (91.47%) | 2.01 (101.53%) | 2.07 (107.31%) | 2.00 (101.10%) | 1.98 (98.27%) |
The genes were investigated under five independent conditions, using a pool of the cDNAs for all experimental conditions, at five distinct concentrations.
Fig 1Gene expression levels of the candidate reference genes in apple.
The genes, MdACT (ACTIN), MdH1 (HISTONE1), MdNAP1 (NUCLEOSSOME ASSEMBLY PROTEIN 1), MdPDI (PROTEIN DISULPHIDE ISOMERASE) and MdUBC (UBIQUITIN-CONJUGATING ENZYME E2) were evaluated in five independent experiments consisting of plant organs (I), fruit developmental stages (II), fruit ripening at room temperature (III), ethylene treatment on cold stored apples (IV) and long term cold storage combined with distinct controlled atmosphere conditions (V). Horizontal bar represents Cq median and whiskers represent highest and lowest values.
Ranking of the five candidate reference genes according to the transcription stability.
| Software | DataAssist | NormFinder | geNorm | BestKeeper | ||||
|---|---|---|---|---|---|---|---|---|
| Score | Ranking | Stability value | Ranking | M value | Ranking | Coeff. of. corr. [r] | Ranking | |
| I. Plant organs | 1.16 |
| 0.178 |
| 1.058 |
| - | - |
| 1.17 |
| 0.178 |
| 1.076 |
| - | - | |
| 1.52 |
| 0.930 |
| 1.586 |
| - | - | |
| 2.00 |
| 0.964 |
| 1.653 |
| - | - | |
| 2.04 |
| 1.129 |
| 1.823 |
| - | - | |
| II. Fruit developmental stages | 0.45 |
| 0.073 |
| 0.459 |
| 0.974 |
|
| 0.46 |
| 0.087 |
| 0.463 |
| 0.957 |
| |
| 0.48 |
| 0.155 |
| 0.489 |
| 0.949 |
| |
| 0.66 |
| 0.417 |
| 0.666 |
| 0.817 |
| |
| 0.73 |
| 0.467 |
| 0.732 |
| 0.795 |
| |
| III. Fruit ripening at room temperature | 0.65 |
| 0.242 |
| 0.688 |
| 0.916 |
|
| 0.65 |
| 0.309 |
| 0.726 |
| 0.748 |
| |
| 0.69 |
| 0.343 |
| 0.732 |
| 0.741 |
| |
| 0.83 |
| 0.501 |
| 0.885 |
| 0.734 |
| |
| 0.85 |
| 0.501 |
| 0.891 |
| 0.611 |
| |
| IV. Ethylene treatment on cold stored apples | 1.42 |
| 0.308 |
| 0.980 |
| 0.986 |
|
| 1.50 |
| 0.461 |
| 1.085 |
| 0.913 |
| |
| 1.57 |
| 0.618 |
| 1.148 |
| 0.853 |
| |
| 2.03 |
| 0.756 |
| 1.434 |
| - | - | |
| 2.57 |
| 1.033 |
| 1.660 |
| - | - | |
| V. Cold storage conditions | 1.01 |
| 0.065 |
| 1.015 |
| 0.883 |
|
| 1.10 |
| 0.343 |
| 1.102 |
| 0.856 |
| |
| 1.11 |
| 0.490 |
| 1.110 |
| 0.817 |
| |
| 1.27 |
| 0.708 |
| 1.274 |
| 0.754 |
| |
| 1.69 |
| 1.097 |
| 1.690 |
| - | - | |
Ranking parameter is presented for each software. Absent data (-) corresponds to the lack of suitable ranking parameters, indicating unstable transcription under the tested conditions.
Fig 2Transcriptional stability of the candidate reference genes investigated by geNorm.
The candidate reference genes, MdACT (ACTIN), MdH1 (HISTONE1), MdNAP1 (NUCLEOSSOME ASSEMBLY PROTEIN 1), MdPDI (PROTEIN DISULPHIDE ISOMERASE) and MdUBC (UBIQUITIN-CONJUGATING ENZYME E2) were submitted to five experimental conditions, consisting of plant organs (I), fruit developmental stages (II), fruit ripening at room temperature (III), ethylene treatment on cold stored apples (IV) and long term cold storage combined with distinct controlled atmosphere conditions (V). Low M values indicate genes with more stable transcript accumulation under the given conditions.