Suwei Zhang1, Youling Zeng1, Xiaoya Yi1, Yufang Zhang1. 1. Xinjiang Key Laboratory of Biological Resources and Genetic Engineering, College of Life Science and Technology, Xinjiang University, Urumqi 830046, China.
Abstract
The plants are always subjected to various environmental stress, because of plant sessile growth. qRT-PCR is a sensitive and reliable technology, and the normalization of target gene expression with suitable reference genes is very important for obtaining accurate data. Halostachys caspica is an extremely salt-tolerant halophyte belonging to Chenopodiaceae and a good candidate to explore the stress-physiological and molecular mechanism. To get truly the expression profiles of coding genes and miRNAs in H. caspica in response to salt and drought stress using qRT-PCR, suitable reference genes need to be confirmed. In this study, 10 candidate genes including ACT, UBC10, UBC13, TUB2, TUB3, EF1α, 5S rRNA, tRNA, U6 and miR1436 from H. caspica are chosen, and among them, the former nine are commonly used as internal control genes, and miR1436 with high sequence copies is no significant difference expression in high salinity-treated and untreated small RNA libraries of this species. The three softwares are used to analyze expression stability. The results showed that EF1α and TUB3 were the most stable under salt and drought stress, respectively, and UBC10 was the most constant aross all the samples with the both stressed combination. This work will benefit deep studies on abiotic tolerance in H. caspica.
The plants are always subjected to various environmental stress, because of plant sessile growth. qRT-PCR is a sensitive and reliable technology, and the normalization of target gene expression with suitable reference genes is very important for obtaining accurate data. Halostachys caspica is an extremely salt-tolerant halophyte belonging to Chenopodiaceae and a good candidate to explore the stress-physiological and molecular mechanism. To get truly the expression profiles of coding genes and miRNAs in H. caspica in response to salt and drought stress using qRT-PCR, suitable reference genes need to be confirmed. In this study, 10 candidate genes including ACT, UBC10, UBC13, TUB2, TUB3, EF1α, 5S rRNA, tRNA, U6 and miR1436 from H. caspica are chosen, and among them, the former nine are commonly used as internal control genes, and miR1436 with high sequence copies is no significant difference expression in high salinity-treated and untreated small RNA libraries of this species. The three softwares are used to analyze expression stability. The results showed that EF1α and TUB3 were the most stable under salt and drought stress, respectively, and UBC10 was the most constant aross all the samples with the both stressed combination. This work will benefit deep studies on abiotic tolerance in H. caspica.
Plants use multiple gene regulatory mechanisms in dealing with various environmental
stress, and it improves stress tolerance by altering the expression levels of
stress-responsive genes1. Real-time fluorescent quantitative PCR
(qRT-PCR) with high sensitivity, specificity and repeatability is widely used for gene
expression analysis2. and qRT-PCR combining with other technologies is
getting a brilliant breakthrough on the research of gene function and signal
transduction pathways in plants. Liu3 identified 1 663
differentially-expressed genes (DEGs) in Achnatherum splendens under salt stress,
qRT-PCR determined six candidate genes for future investigations in response to salt
stress for the Achnatherum tolerance3. We have well-known
transcription factors (TFs) and their interacting cis-elements functioning in the
promoter region of different stress-related genes can act as molecular switches by gene
expression4. NACs play vital roles in regulating plant growth and
development processes and abiotic stress responses, overexpression of a Miscanthus
lutarioriparius NAC gene (MlNAC5) in Arabidopsis significantly
enhanced drought and cold tolerance5. MicroRNA (miRNA) is an extensive
class of endogenous small non-coding RNA, which negatively regulates gene expression at
the post-transcriptional levels by degrading mRNAs or repressing mRNA translation6. Plant miRNAs actively involve in the regulation of plant growth and
development and responding to a variety of environmental stress. Many studies show the
involvement of miRNA is targeted TFs in response to abiotic stress7.
qRT-PCR is the most common method to investigate their expression and correlation of
miRNAs and their target genes. Arabidopsis thalianaNFYA5 is mainly regulated by
miR169a and overexpression of NFYA5 confers enhanced drought tolerance in
Arabidopsis by qRT-PCR and transgenic technologies8.It is crucial for selecting the most appropriate reference gene to analysis the
expression pattern of target genes in given speices under specific conditions. Suitable
internal control genes can eliminate the background error in procedure of the RNA
extraction and cDNA synthesis when using qRT-PCR910. Housekeeping genes
are usually used as reference genes because of stable expression under various
experimental conditions in a given pecies11, these genes are commonly
involving in basic cellular metabolism and participating in process of cell formation,
such as cytoskeletal protein formation, protein folding, ribosomal subunit synthesis and
so on1213. In general, reference genes for the normalization of target
gene expression at the RNA level are including β-actin (ACT),
α-tubulin (TUB), ubiquitin (UBQ), glyceraldehyde-3- phosphate dehydrogenase
(GAPDH)1415 and elongation factor (EF)16. Yoshida
(2010) employed TUB1 as reference gene to normalize the expression of these genes in an
areb1 areb2 abf3 triple mutant and revealed novel AREB/ABF downstream genes
in response to water stress17; and 5S and18S ribosomal RNA, transfer RNA
(tRNA), U6 (snRNA) and some stable expression miRNAs under different conditions of some
special species are also as the internal control genes for assessing target miRNA
expression1819. For example, in soybean, miR156b and miR1520d
showed the highest expression stabilities in different tissues and genotypes as well as
under abiotic or biotic stressed-treatments20; miR169 was induced under
drought stress in tomato seedlings while using U6 as reference gene, and over-expression
of miR169 in tomato improved drought tolerance21.However, many studies have also found the expressions of these housekeeping genes were
fluctuated under different conditions in different species, and so the application of
reference genes are different22. For carring out this experiment
accurately, it is very necessary to optimize internal control genes in various
experimental conditions for a given plant species.The halophyte H. caspica is a kind of salt-diluted short shrub belonging to
Chenopodiaceae, mainly distributed in extremely saline-alkaline and semi-desert regions
in Xinjiang, Northwest of China2324. For its extremely salt-tolerant
characteristics, Halostachys caspica was to be a good model for the deep research
on plant stressed physiological and molecular mechanisms. In the previous work, we
constructed and evaluated the both small RNA libraries of the H. caspica
roots under high salt stress (600 mM NaCl for 48 h)25, and also obtained the transcriptome data of this species. To
investigate exactly their expressions and correlations of miRNAs and coding genes under
different abiotic stress, it is necessary to find a stable reference gene or a group for
normalization the transcripts of the candidate targets in the H. caspica species.
In this study, 10 candidate genes including ACT, UBC10, UBC13, TUB2, TUB3,
EF1α, 5S rRNA, tRNA, U6 and miR1436 were selected to identify suitable
reference genes for H. caspica under salt and drought stress using qRT-PCR
method. The data indicated that EF1α was the most stable reference gene
under salt stress in H. caspica and TUB3 was under drought stress, respectively;
the expression level of UBC10 is the most constant aross all the H. caspica
tested samples.
Results
The assessment of primer specificity and amplification efficiency of PCR
in H. caspica
The target sequences of ACT, TUB2, TUB3, UBC10, UBC13 and EF1α in
H. caspica were cloned with cDNA as template by specific primers,
respectively. The specificity of the designed primers was identified by gel
electrophoresis and qRT-PCR melting curves. The results showed a single band
with the expected size by gel electrophoresis (Fig. 1) and
a single peak in the melting curve (Fig. 2). The
amplification efficiencies and correlation coefficients (R2) of
10 candidate reference genes in H. caspica were calculated by slopes of
the standard curves. The qRT-PCR amplification efficiencies for the 10 reference
genes ranged from 81.055 to 100.889, and correlation coefficients ranged from
0.973 to 0.999 (Table 1). So these primers could be used
for the next qRT-PCR.
Figure 1
Amplification products of 10 candidate reference genes from H. caspica
by normal PCR.
M: DL2000 marker. Lanes 1, 2, 3, 4, 5, 6, 7, 8, 9 and 10 were the genes of
ACT, UBC10, UBC13, TUB2, TUB3, EF1α, tRNA, 5S rRNA, U6 and
miR1436 from H. caspica, respectively.
Figure 2
Table 1
Candidate reference genes with primer sequences and amplified characteristics
in H. caspica.
Expression patterns of 10 candidate reference genes were tested with the H.
caspica assimilating branches and roots as materials by qRT-PCR. We
could see that there was no significant difference for each gene in the H.
caspica different tissues (Fig. 3). It is
well-known that threshold cycle (Ct) can reflect the expression level of
candidate reference genes in a certain extent. The Ct value of gene is smaller,
and then the expression level of gene is higher. Here, the 10 candidate
reference genes displayed a diverse expression profile with Ct values ranging
from 14.05 to 27.99 (Fig. 4). There was more similar under
salt and drought stress from the box-plot of this expression profile, for
example, UBC10, UBC13, U6 and miR1436 showed low variability with a narrow
distribution of Ct; UBC10, EF1α, 5S rRNA and U6 presented higher
expression level according to the average Ct values of these genes from 16.09 to
19.76.
Figure 3
Figure 4
Expression levels of 10 candidate reference genes across all samples in qPCR
analysis.
The boxes represented mean Ct values and the bars represented standard
deviation. (A,B) were Ct value of each gene under separate
salt and drought stress.
Bestkeeper software developed by Pfaffl in 2004 can be used to analyze the
stability and expression level of genes26. The stability of genes
is evaluated according to numerical size of three variable factors- standard
deviation (SD), correlation coefficient (R) and coefficient of variation (CV) by
this sofware. The candidate reference gene is considered to be a stably
expressed gene with high R value, low SD and CV values, and such a gene with
SD > 1 was considered unacceptably. In Table 2, for the salt-stressed treatment in this species
H. caspica, EF1α showed
R = 0.632, SD = 0.35 and
CV = 2.00, it was suitable as a reference gene, UBC13
and miR1436 displayed a low CV and SD value, but with a lower r value
(r < 0), these genes were considered
to be less stable reference genes, and TUB2 and tRNA were also less stable genes
because of high SD value (SD > 1). For the
treatment of drought stress in H. caspica, TUB3 was the most stable gene
with high R value (0.753), low SD (0.40) and CV (1.64), ACT could be considered
an unacceptable gene because of its SD > 1
(SD = 1.59), despite of its highest R value (0.894), and
TUB2 and EF1α also showed unstable expression levels with their
SD > 1, individually, in Table
3.
Table 2
Expression analysis of 10 candidate reference genes in H. caspica
under salt stress by Bestkeeper.
10 candidate reference genes
factors
ACT
UBC10
UBC13
TUB2
TUB3
EF1α
tRNA
5S rRNA
U6
miR1436
n
60
60
60
60
60
60
60
60
60
60
geo Mean [CP]
22.50
19.71
22.57
20.61
24.24
17.22
25.37
16.33
18.17
20.31
ar Mean [CP]
22.53
19.71
22.58
20.65
24.25
17.23
25.40
16.37
18.18
20.31
min [CP]
20.44
18.89
21.61
18.76
22.65
16.30
22.67
14.44
16.30
19.23
max [CP]
24.00
20.82
23.83
22.96
25.51
18.43
27.99
18.99
20.99
21.65
std dev [ ± CP]
0.85
0.37
0.44
1.17
0.66
0.35
1.08
0.99
0.54
0.47
CV [%CP]
3.75
1.85
1.97
5.66
2.74
2.00
4.26
6.08
2.94
2.34
r
0.464
0.279
−0.020
0.701
0.583
0.632
0.839
0.596
0.346
−0.185
Table 3
Expression analysis of 10 candidate reference genes in H. caspica
under drought stress by Bestkeeper.
10 candidate reference genes
factors
ACT
UBC10
UBC13
TUB2
TUB3
EF1α
tRNA
5S rRNA
U6
miR1436
n
48
48
48
48
48
48
48
48
48
48
geo Mean [CP]
22.19
19.81
22.83
21.31
24.20
18.26
23.36
15.73
17.30
20.20
ar Mean [CP]
22.28
19.81
22.84
21.40
24.21
18.32
23.38
15.75
17.31
20.21
min [CP]
18.40
19.01
21.83
19.10
23.18
16.78
21.76
14.05
15.63
19.32
max [CP]
27.99
20.77
23.95
26.41
25.44
24.68
25.51
17.28
18.62
21.09
std dev [ ± CP]
1.59
0.32
0.52
1.53
0.40
1.08
0.73
0.70
0.49
0.37
CV [%CP]
7.12
1.64
2.27
7.17
1.64
5.89
3.14
4.44
2.83
1.83
r
0.894
0.348
0.658
0.620
0.753
0.697
0.539
−0.008
0.250
−0.022
GeNorm can be used to screen the most suitable number of reference genes under
different experimental conditions. The reliability of the experimental results
can be increased by carrying out several reference genes at the same time in
qRT-PCR by the evaluation of this software. The rule of GeNorm is mainly
depending on the consistent and stable expression of two ideal reference genes
in the different groups of templates11. GeNorm analyzes stability
of reference genes by calculating the value of M in different samples, and M
value is smaller, gene expression is more stable. In general,
M = 1.5 is the criteria of stability for gene
expression. If it is M < 1.5, it can be suggested
the expression level of candidate gene is stable. Here our data showed that
EF1α with the lowest M value (M = 0.878) was
the most stable reference gene under salt stress for this species, whereas TUB2
was the least stable reference gene under the same condition. TUB3 displayed the
most stably expressed with the lowest M value
(M = 1.036) under drought stress. UBC10 was the best
reference gene with the lowest M value (M = 1.109)
across all the samples of H. caspica under the combination of salt and
drought stress (Table 4).
Table 4
Expression analysis of 10 candidate reference genes with the H.
caspica samples under salt, drought stress and their combination by
GeNorm.
10 candidate reference genes
Stability of value
ACT
UBC10
UBC13
TUB2
TUB3
EF1α
tRNA
5S rRNA
U6
miR1436
salt
1.255
0.921
1.022
1.370
1.049
0.878
1.278
1.324
1.116
1.117
drought
1.927
1.083
1.067
2.028
1.036
1.742
1.253
1.430
1.203
1.184
all samples
1.645
1.109
1.161
1.808
1.147
1.540
1.656
1.477
1.301
1.248
GeNorm can also analyze pairwise variation V value
(Vn/n + 1) of normalization factor to
determine the minimum number of reference genes. Generally,
Vn/n + 1 = 0.15
is set as a standard. If it is
Vn/n + 1 < 0.15,
the optimal number of the best reference genes for accurate normalization should
be n; if
Vn/n + 1 = 0.15, this
number should be n + 1. In our data, this means it needs
four reference genes to normalize gene expression under salt stress and three
reference genes for drought stress (Fig. 5). However,
under the both stressed combination, all the pairwise variation values of Vn/n+1
were more than 0.15.
Figure 5
Validation of 10 candidate genes with these samples under separate salt,
drought stress and their combination in H. caspica using GeNorm.
(A,C,E) represented average expression stability values (M) of 10
candidate genes and (B,D,F) were determination of the optimal number
of candidate genes for normalization by GeNorm analysis. The condition of
(A,B) was under salt stress, that of (C,D)
was under drought stress and (E,F) under their stressed
combination.
NormFinder software is mainly applied based on the specific experimental
conditions and designs to analysis the expression of candidate reference genes,
finally to obtain the most appropriate reference genes27.
NormFinder evaluates gene stability according to stability value (SV). The gene
which has the lowest average value of expression stability is thought the best
stable reference gene. In our study, the analysis of results by this software
was consistent with that using GeNorm, the Fig. 5 showed
that the optimal reference gene in H. caspica is EF1α
(SV = 0.200) under salt stress and TUB3
(SV = 0.117) under drought treatment; UBC10 and TUB3
(SV = 0.348) were the best one with all the samples
under the both salt- and drought- stressed combination. Among these genes, TUB2
was the least stable candidate reference gene with the highest value
(SV = 0.782, 1.248, 1.248) with these samples under
salt, drought stress and their combination, respectively (Table
5).
Table 5
Stability analysis of 10 candidate reference genes with these samples under
separate salt, drought stress and their combination in H. caspica by
NormFinder.
10 candidate reference genes
Stability of value
ACT
UBC10
UBC13
TUB2
TUB3
EF1α
tRNA
5S rRNA
U6
miR1436
salt
0.673
0.338
0.480
0.782
0.475
0.200
0.700
0.734
0.552
0.562
drought
1.166
0.367
0.240
1.248
0.117
0.997
0.528
0.773
0.529
0.513
all samples
0.915
0.348
0.412
1.248
0.348
0.828
0.945
0.76
0.595
0.528
Discussion
Plants will encounter various environmental stress such as salinity and drought,
because of being sessile in nature, which will significantly affect plant survival,
growth and development and thus lead to decreased plant quality, yield, and biomass
production28. And we also know that so far, plants have evolved
various mechanisms to increase their stress tolerance, such as, salt ion
compartmentation and osmotic adjustment (OA). Abiotic stress can significantly alter
gene expression profiles during different developmental stages of plants2930. miRNA is also a kind of important genes in response to
environment stress, it regulates target genes to genetically improve plant tolerance
to abiotic stress31. Although many researches have been investigated
on stress-tolerant mechanism, much work still needs to be elucidated deeply. So the
identification and expression detection of more stress-responsive genes in plant
stress tolerance are still very essential.H. caspica is a kind of extremely salt-tolerant halophyte and some progresses
have been made on salt-tolerant physiological and molecular mechanisms253233. It is a good material to dig deeply importantly
salt-resistant genes for function research, stress signal transduction and
exploitation and utilization. qRT-PCR with suitable reference genes can truly detect
the expressional profiles of candidate target genes (protein-coding genes and
miRNAs) from a suppression subtractive hybridization library (SSH) and small RNA
libraries of this species H. caspica under high salt stress2534. Although qRT-PCR as an effective tool to detect gene expression
are now used widely, it has still several systematic errors which can compromise the
interpretation of results, such as the quality of RNA, the yield and quality of
cDNA, specific primers of genes, proper reference genes and the suitable methods for
statistical analysis1035. In order to estimate PCR efficiency, each
pair of primers need to be empirically validated and inspected by gel
electrophoresis and melt curve10. Even though, the selection of
appropriate reference genes is also crucial for obtaining exact data for the
normalization of target gene expression at RNA level. Some housekeeping genes used
commonly as candidate reference genes are considered to have a stable expression in
all cells without tissue specificity and are involved in primary metabolism or other
cellular processes necessary for cell survival2. However, recent
studies have suggested that some traditional housekeeping genes may also show
alterable expression in different conditions36. In this study, the
determination of 10 candidate reference genes (ACT, UBC10, UBC13, TUB2, TUB3,
EF1α, 5S rRNA, tRNA, U6 and miR1436 cloned from this kind of halophyte
by qRT-PCR technology and the analysis of three softwares (Bestkeeper, GeNorm and
NormFinder) are very important for further work on expressional detection of target
genes in this species under salt and drought stress. The amplification products by
gel electrophoresis with a single band (Fig. 1) and melting
curves with a single peak (Fig. 2) both showed the expected
amplification specificity and efficiency. By further qRT-PCR, our results also
showed the H. caspica EF1α was the most stable for the
normalization of gene expression under salt stress, TUB3 was the best under drought
stress by the analysis of three softwares, and UBC10 showed the highest expression
stability aross all samples under the both stressed combination based on GeNorm and
NormFinder (Tables 2,4 and 5). It was reported that EF1α, TUB and UBC were
used the most widely as reference genes and showed high stability under various
environmental stress in multiple species373839. EF1α
was performed well for aphid infested plants in Chrysanthemum40; UBC also had high stability in different sampling times after the tribenuron
treatment in Descurainia sophia41; In Apiumgraveolens
at different development stages, TUB (B and A) and UBC were the most stable
reference genes42 and TUB2 showed high stability in sample pools with
abiotic stress and hormonal treatments in pepper43. However, in our
experiments, TUB2 was the least stably expressed gene and ACT was less stable under
salt and drought stress and their combination in H. caspica (Tables 3, 4, 5),
although, as we knew ACT showed the most stable expression in various tissues of
Anoectochilus roxburghii44. The investigation of Niu16 on several reference genes in kenaf (Hibiscus cannabinus L.)
under salinity, drought stress and their combination was TUBα and 18S
rRNA were the optimum reference genes and the transcription profiles of two WRKY
genes under excess salinity and drought were further validated using these screened
suitable reference genes by qRT-PCR. EF1α were also used to normalize
miR396c expression in Oryza Sativa. miR396c showed dramatic transcript change
under salt and alkali stress conditions, overexpressing osa-miR396c in rice and
Arabidopsis thaliana showed reduced salt and alkali stress tolerance45. GAPDH is also a good reference gene in some published papers. It
showed high stability in olive (Olea europaea) mesocarp tissues46, but ranked worse in banana fruit under different experimental
conditions47. GAPDH wasn’t be chosen as a candidate
reference gene in this study, because it was induced in H. caspica under salt
stress and might be involved in glycolytic pathway in our previous research (these
data are not yet published at present). The selection of suitable reference genes is
very important for accurate normalization of target gene expression under various
experimental conditions including different development stages, various abiotic and
biotic stress and others in different plant species.Overall, in this paper, we investigated the expression stability of 10 candidate
genes under different abiotic stress in H. caspica, the results showed that
EF1α and TUB3 were the most suitable reference genes under salt and
drought stress, respectively; and UBC10 was the best under the both stressed
combination for the halophyte H. caspica. This work will benefit future
studies on gene expression and lead to a better understanding in response to salt
and drought stress in H. caspica.
Materials and Methods
Plant materials
The seeds of H. caspica were collected from saline-alkaline areas in
Xinjiang, Northwest of China. Seeds were sterilized by 10% sodium hypochlorite
and washed five times with anhydrous ethanol. The H. caspica seeds and
seedlings were sowed and grown under a 16 h light/8 h
dark photoperiod at
25 ± 3 °C on the MS
culture medium. For salt and drought treatments, 2.5-month-old seedlings were
transferred to MS solutions containing 200 mM NaCl,
600 mM NaCl, 5% PEG6000 and 15% PEG6000, respectively. The H.
caspica assimilating branches and roots were collected at
0 h, 3 h, 48 h and 72 h under
600 mM NaCl, respectively; and the corresponding samples were also
collected under the treatment of 200 mM NaCl for 48 h;
and for the treatments of 5% PEG6000 and15% PEG6000, the assimilating branches
were collected at 0 h, 3 h and 48 h, and the
roots at 0 h and 3 h, individually. Three biological
replicates of each treatment were designed and all samples were frozen directly
into liquid nitrogen for RNA extraction.
RNA extraction and cDNA synthesis
Total RNA was extracted using RNAprep pure Plant Kit (Tiangen, Beijing, China)
and RNA-Free DNase I (Takara, Japan), the concentration and purity of RNA were
detected by NanoDropTM spectrophotometer (Gene Company Ltd,
Shanghai, China) and gel electrophoresis. For non-coding RNA, cDNA synthesis was
performed according to the instruction of TransScript Green miRNA Two-Step
qRT-PCR SuperMix (Transgen, Beijing, China). General cDNA of protein-coding
genes were synthesized using M-MLV Reverse Transcriptase(Takara, Japan).
The selection of reference genes and primer design
10 candidate genes (ACT, UBC10, UBC13, TUB2, TUB3, EF1α, 5S rRNA,
tRNA, U6 and miR1436) were selected to identify and confirm the most stably
expressed reference genes that will be used to normalize the expression of
microRNAs and coding genes in the H. caspica species. Among them, ACT,
UBC10, UBC13, TUB3 and TUB2 were obtained based on the data of H. caspica
transcriptome. EF1α, tRNA, 5S rRNA and U6 were obtained using
homologous cloning method. The miR1436 was chosen according to no significantly
differential expression in the both high sanility-treated and controlled small
RNA libraries of the H. caspica roots by high-throughput
sequencing. The miR1436 primer was designed based on its mature sequence, and
the primers of the other nine candidate genes were designed using Primer Premier
5.0. The characteristics of all the primers were showed in Table
1.
qRT-PCR analysis
To detect the relative expression of protein-coding genes including ACT, TUB2,
TUB3, UBC10, UBC13 and EF1α, a total volume of
25 μl PCR reaction including
1.5 μl template, 12.5 μl
2 × SYBR Premix (ABI, America),
0.5 μl each primer, and 10 μl
double distilled water was carried out. For non-coding genes including 5S rRNA,
tRNA, U6 and miR1436, the reaction mixture consisted of
2 μl template, 10 μl
2 × SYBR Premix (Transgen, Beijing, China),
0.4 μl each primer, 0.4 μl ROX
Reference Dye and 6.8 μl double distilled water. The
both qRT-PCR conditions were (1) pre-denaturation at
95 °C for 30 s, followed by 40 cycles of
denaturation at 95 °C for 5 s, annealing at
60 °C for 34 s and (2) pre-denaturation at
95 °C for 2 min, followed by 40 cycles of
denaturation at 95 °C for 15 s, annealing
for 30 s, elongation at 72 °C for
30 s and with a final extension step at
72 °C for 10 min, while the annealing Tm
(°C) of the other primers ranged from 55 °C
to 60 °C in ABI 7500 thermal cycler (Life Technologies,
America). Three technical replicates were set for each cDNA.
Data analysis
The three softwares of Bestkeeper, GeNorm and NormFinder were used to analyze the
expressional stability of candidate reference genes. Bestkeeper was used to
estimate this characteristics by performing numerous pairwise correlation
analysis using raw Ct values of each gene without data conversion. For the using
of GeNorm and NormFinder, Ct values were converted into relative quantities
following the formula 2−∆Ct,
∆Ct = the corresponding Ct value
− minimum Ct.
Additional Information
How to cite this article: Zhang, S. et al. Selection of suitable
reference genes for quantitative RT-PCR normalization in the halophyte
Halostachys caspica under salt and drought stress. Sci. Rep.
6, 30363; doi: 10.1038/srep30363 (2016).
Authors: Jo Vandesompele; Katleen De Preter; Filip Pattyn; Bruce Poppe; Nadine Van Roy; Anne De Paepe; Frank Speleman Journal: Genome Biol Date: 2002-06-18 Impact factor: 13.583
Authors: Maria R V Coêlho; Rebeca Rivas; José Ribamar C Ferreira-Neto; Valesca Pandolfi; João P Bezerra-Neto; Ana Maria Benko-Iseppon; Mauro G Santos Journal: PLoS One Date: 2019-04-18 Impact factor: 3.240