Literature DB >> 28598997

Selection of reference genes for quantitative real-time RT-PCR assays in different morphological forms of dimorphic zygomycetous fungus Benjaminiella poitrasii.

Ejaj K Pathan1, Vandana Ghormade2, Mukund V Deshpande1.   

Abstract

Benjaminiella poitrasii, a dimorphic non-pathogenic zygomycetous fungus, exhibits a morphological yeast (Y) to hypha (H) reversible transition in the vegetative phase, sporangiospores (S) in the asexual phase and zygospores (Z) in the sexual phase. To study the gene expression across these diverse morphological forms, suitable reference genes are required. In the present study, 13 genes viz. ACT, 18S rRNA, eEF1α, eEF-Tu,eIF-1A, Tub-α, Tub-b, Ubc, GAPDH, Try, WS-21, NADGDH and NADPGDH were evaluated for their potential as a reference, particularly for studying gene expression during the Y-H reversible transition and also for other asexual and sexual life stages of B. poitrasii. Analysis of RT-qPCR data using geNorm, normFinder and BestKeeper software revealed that genes such as Ubc, 18S rRNA and WS-21 were expressed at constant levels in each given subset of RNA samples from all the morphological phases of B. poitrasii. Therefore, these reference genes can be used to elucidate the role of morpho-genes in B. poitrasii. Further, use of the two most stably expressed genes (Ubc and WS-21) to normalize the expression of the ornithine decarboxylase gene (Bpodc) in different morphological forms of B. poitrasii, generated more reliable results, indicating that our selection of reference genes was appropriate.

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Year:  2017        PMID: 28598997      PMCID: PMC5466344          DOI: 10.1371/journal.pone.0179454

Source DB:  PubMed          Journal:  PLoS One        ISSN: 1932-6203            Impact factor:   3.240


Introduction

Fungi display morphological plasticity and differentiate in to vegetative, asexual and sexual forms during their life cycle. RNA quantification is an important tool being used to study the correlation between gene expression and morphological outcome of an organism. Northern blotting, reverse transcriptase PCR (RT-PCR), cDNA microarray and quantitative real-time RT-PCR (RT-qPCR) are commonly used for RNA quantification [1]. Among these methods, RT-qPCR is preferred due to its high sensitivity, robustness, high specificity, good reproducibility and a wide range [2, 3]. However, to get the unbiased results in RT-qPCR, gene expression data must be normalized with appropriate reference gene(s). The number of genes involved in basic cellular functions, such as ribosomal genes (5.8S rRNA, 18S rRNA, 28S rRNA, WS-21, WS-41) and those encoding actin (ACT), β-tubulin (Tub-b), translation elongation factor (eEF1, eEF2, eEF-Tu, eIF-1A) and glyceraldehyde-3-phosphate dehydrogenase (GAPDH) were found to be expressed constitutively in different phases of the life cycle of fungi [1, 4–6]. These genes were commonly used as reference genes in fungi. However, ACT and GAPDH (named as TDH3) were reported to be unsuitable as reference genes in case of Saccharomyces cerevisiae [7]. While Yan and Liou [8] observed that in addition to ACT and GAPDH, translation elongation factors in case of Phytophthora parasitica were unsuitable as reference genes. Therefore, it is essential to identify potential reference genes in individual organism being studied for the specific purpose. Benjaminiella poitrasii is a dimorphic, non-pathogenic, zygomycetous fungus being studied extensively to understand biochemical correlates, such as NAD and NADP-dependent glutamate dehydrogenases and ornithine decarboxylase, of morphogenesis [9-14]. Furthermore, yeast-hypha reversible transition was used as target for screening the antifungal drugs [13, 15–17]. This fungus produces yeast and hyphal form cells in the vegetative phase while sporangiospores and zygospores are produced in the asexual and sexual phase, respectively [15]. In the present investigation, 13 candidate genes were evaluated for their potential as reference gene in all the morphological forms of B. poitrasii for gene expression studies using RT-qPCR. Further, suitability of selected reference genes was confirmed by using them to normalize the expression of ornthine decarboxylase gene (Bpodc) in different morphological forms of B. poitrasii.

Materials and methods

Strains and culture conditions

Benjaminiella poitrasii NCIM1240 (National collection of Industrial Microorganisms, Pune, India) was maintained on YPG (yeast extract 0.3%, peptone 0.5%, 1% glucose) medium. Initially for RNA isolation, 8 × 106 sporangiospores (S) were inoculated in 50 ml YP medium containing 1% glucose, grown at 37°C for 24 h at 180 rpm and the budding yeast cells (Y) obtained were used as a inoculum. Yeast cells were obtained by inoculating 8 × 106 yeast cells from inoculum per 50 ml of medium into 200 ml of YP medium containing 1% glucose under shaking condition at 180 rpm at 37°C. The yeast cells were harvested after 12 and 24 h. Hyphal cells were grown in the absence of glucose, 8 × 106 yeast cells from the inoculum were inoculated per 50 ml of medium into 200 ml of YP medium under shaking condition (180 rpm) at 28°C. The hyphal cells were harvested after 12 h and 24 h using G1 filter [10]. To obtain yeast and hyphal cells grown in the same medium, 8 × 106 yeast cells were inoculated per 50 ml of medium into 100 ml YP medium containing 0.1% glucose, incubated at 28°C under constant shaking (180 rpm) for 12 h and then separated through G1 filter [10].

Isolation of sporangiospores and zygospores

The sporangiospores (S) from 5 d, 10 d and 15 d old slants and zygospores (Z) from 7 d, 15 d and 30 d old slants were isolated as described earlier [15]. For instance, the growth on 1% YPG agar slants were lightly scraped to obtain asexual sporangiospores free from yeast, mycelium and zygospores as determined by light microscopy (S1 Fig). For isolation of sexual zygospores, the underlying mycelial bed was scrapped off and crushed with mortar and pestle in distilled water. To obtain zygospores free from other growth forms, the suspension was filtered through muslin cloth and centrifuged at 500g for 15 sec. The washing and centrifuging continued till the clear suspension of zygospores, as seen under light microscope (S1 Fig), was obtained. The sporangiospores and zygospores thus obtained were used for RNA isolation.

Isolation of RNA

The different morphological form cells were harvested by filtration through Whatmann No. 1 paper, washed with sterile water and ground using mortar and pestle under liquid N2. After grinding, 0.3 g powder was transferred to extraction buffer and the total RNA was isolated using RNeasy mini kit according to manufacturer’s instructions (Qiagen, Germany). RNA concentration in each sample was estimated at A260 nm using spectrophotometer [18]. The quality of extracted RNA was analyzed on 1.2% agarose gel by electrophoresis.

Synthesis of cDNA

Total RNA isolated from different morphological forms of B. poitrasii were treated separately with DNase according to manufacturer’s protocol (Promega, USA), to remove contaminant genomic DNA, if any. The reaction mixture (10 μl) containing 1 μg RNA in 8 μl volume, 1 μl of 10x DNase buffer and 1 μl of RNase free DNase (1U/μl) was incubated at 37°C for 30 min. The reaction was stopped by adding 1 μl of DNase stop solution. The DNase was inactivated by heating the reaction mixture at 65°C for 10 min. The DNase treated RNA(1 μg) from respective samples were used for first strand cDNA synthesis using Omniscript RT-PCR kit (Qiagen, Germany) according to manufacturer’s instructions using oligo(dT)15 primer. After 10 x dilution with ddH2O, 2 μl of synthesized cDNA was used as a template in RT-qPCR reactions.

Primers and PCR conditions

The candidate reference genes evaluated in the present study, primer sequences and other details are listed in Table 1. The sequences of 18S rRNA, ACT and eukaryotic translation elongation factor 1α (eEF1 α) were obtained from NCBI GenBank (http://www.ncbi.nlm.nih.gov/). For other genes the primers were designed from conserved regions of respective genes reported for other fungi in NCBI GenBank database. The primers, Bpodc F (5'- TACGCCATGAAGTGTAACGG-3') and Bpodc R (5'- CTTGCAGGGTTGCGCGTA GA-3'), were used to amplify the ornthine decarboxylase (Bpodc) gene fragment. The primer pair amplified a PCR product of 150 bp at 62°C annealing.
Table 1

List of the candidate reference genes evaluated in B. poitrasii and sequences of primers along with optimized annealing temperatures, size of the fragments they amplified and PCR efficiency.

Sr. No.GeneAccession No.Primer Sequences (5'- 3')Primer Tm(°C)Size(bp)PCR Efficiency (%)Source
1.ACT (β- actin)KJ831633F ATGCAGACCGCGGCGCAGAGR TTATGAAATGCGATGTGGAT62.316598.4[19]
2.18SrRNA (component of 18S ribosome)KJ831634F ATTGACAGATTGAAAGCTCTR TGGCTTCTTACAGAGACTAT63.215099.2[20]
3.eEF1α (translation elongation factor)KJ831635F AAGGCTGGTTCCAAGACTGGR TGGTCGTCTCTTTCGCTCCT51.221099.6[19]
4.eEF -Tu (translation elongation factor—thermo unstable)KJ831636F GCGCCGGGCAGCGTGAAAAGR CGGGCGATAACGTGGAAATG50.5140100Present study
5.eIF- 1A (transcription initiation factor)KJ831637F GATTTTCAGGATGAAAAAGCR ATGATGTGAGCTTTCTGCGT52.9150100Present study
6.Tub-a (α-tubulin)KJ831638F GAACAGGAAGTGAGCAACGCR AACAGCTGATTACCGGCAAA61.8240100Present study
7.Tub-b (β-tubulin)KJ831639F GCGGGCAACAGCTGGGCGAAR TGGAACCGTATAACGCGGTG63.217098.8Present study
8.Ubc (Ubiquitin-conjugating enzyme)KJ831640F AACAAACCGCCGCAGGTGAAR ACCGTAAAGAATATGTGCGT62.525099.2Present study
9.GAPDH (Glyceraldehyde-3-phosphate dehydrogenase)KJ831641F GGCGCGGCGAAAGCGGTGGGR TTAAAAAAGCGAGCGAAACC63.4200100Present study
10.Try (Tryptophan biosynthesis enzyme)KJ831642F AACCATACCGGCAGCCATCTR CGACCGTGGTGCCGGTGCAG60.716099.2Present study
11.WS21 (40S ribosomal protein S3A)KJ831643F GATCCGACCGGCCGTAACGGR ATGAAGCGGCGGTGGAAGCG62.8180100Present study
12.NADPGDH (NADP-dependent glutamate dehydrogenase)KJ843147F CGGGTCTCATGATGGGCGGTR TGGCTTCGGGACGGATGTGA60.014098.4Present study
13.NADGDH ((NAD-dependent glutamate dehydrogenase)KJ843146F GGCTCTGGCGTCCTTTACGAR CGGCCTTCTCTGTCAGATCC58.715098.2Present study
The amplified PCR products for each primer pair were analyzed on 2% agarose gel to check the specificity of primer pairs.

Molecular cloning and DNA sequence analysis

The PCR products were cleaned using QIAquick PCR purification system (Qiagen), and cloned into pGEM-Teasy vector system (Promega, USA) and transformed to Escherichia coli JM109 competent cells. From these, 20 clones of each gene were selected, plasmid was purified and further characterized by DNA sequencing. Plasmids were sequenced using the Big Dye Kit (Perkin-Elmer, Worthington, UK) and run on an ABI 377automated sequencer from Perkin-Elmer. DNA and deduced amino acid sequences were analyzed using genetics Computer Group package (Madison, WI, USA). The nucleotide and deduced amino acid sequences were identified using the BLAST search at NCBI.

RT-qPCR analysis

All RT-qPCR reactions were carried out in Eppendorf Mastercycler ep realplex4S. After 10 x dilution with sterile ddH2O, 2 μl of cDNA was used as template. The RT-qPCR was performed in a volume of 20 μl containing 8 μl of 2.5 x RealMasterMix (5Prime, Germany); 1 μl of 20 x SYBR Green and 300 nmoles of each primers. The PCR conditions were: 95°C for 1 min, followed by 40 cycles of 95°C/20 s, annealing (at optimum temperature, Table 1)/30 s and 72°C/30 s. A melting curve was performed at the end of each RT-qPCR run by increasing the temperature in a stepwise manner by 0.5°C every 5 s, from 60°C to 95°C. For each primer pair, reaction without template cDNA was served as a negative control, termed as No Template Control (NTC). All the RT-qPCR reactions were performed in triplicate with RNA from two different sets of samples.

Statistical analysis

The results obtained in the form of Ct values from RT-qPCR experiments were analyzed using the geNorm program (http://medgen.ugent.be/~jvdesomp/genorm) and the gene expression stability (M) value was calculated [21]. The optimum number of reference genes required for reliable normalization was obtained by pair-wise variation analysis [21]. For validation, the data was also analyzed with normFinder and BestKeeper software's [22, 23]. Each of these software package uses slightly different parameters to evaluate the stability of reference genes. For instance, in geNorm analysis, the test genes were compared pair-wise and then ranked based on the similarity of their expression profile so that genes with the most stable expression level in a given set of RNA samples could be identified [21]. The other software program, BestKeeper, is based on Ct value correlation and regression analysis. BestKeeper computes the best reference gene(s) based on their geometric mean called as BestKeeper index [23]. On the other hand, normFinder is a model based approach that uses the absolute value of mean plus standard deviation as stability measure. Stability value reflects the combined effect of intra- as well as inter- group variations [22]. The selected reference genes were used to normalize the expression of Bpodc gene in different morphological forms of B. poitrasii by using excel based application for group wise comparison. The gene showing least stable expression was also used to normalize the Bpodc gene expression. The efficiency (E) of a RT-qPCR assay for each of the studied gene was determined by classical calibration dilution curve and slope calculation. From the standard curves, the efficiency was calculated using formula E = [(10(-1/slope) - 1) x 100].

Estimation of adenosine 3', 5'-cyclic monophosphate (cAMP)

Cyclic AMP content of each sample was measured by using the direct cAMP enzyme immunoassay 96 well kit (Sigma-Aldrich, USA). Yeast cells, hyphae, sporangiospores and zygospores, isolated as mentioned above, were frozen in liquid nitrogen and ground to fine powder. The powder was dissolved in buffer and centrifuged (13000 x g) at 4°C for 15 min. The supernatant thus obtained was used for cAMP estimation according to the manufacturer’s instructions (Sigma-Aldrich, USA).

Estimation of nicotinamide adenine dinucleotide (phosphate) reduced [NAD(P)H]

The NAD(P)H content was estimated by directly measuring the absorbance of each sample at 340 nm [24]. The frozen cell sample (0.3 g) in liquid nitrogen was ground to fine powder. The sample was dissolved in 3 ml of 100 mM potassium phosphate buffer pH 8.0. The supernatant was obtained by centrifugation at 4°C (13000 x g, 15 min) and the absorbance was measured at 340 nm. The standard calibration curve of NAD(P)H was made (2–200 μg/ml) and concentration of NAD(P)H in test samples were determined by interpolation from the standard calibration curve.

Estimation of intracellular protein

For estimating the total intracellular proteins in different morphological forms of B. poitrasii, cells were harvested by filtration and washed with the sterile distilled water and then with 100 mM potassium phosphate buffer (pH 8.0). The Cells (1 g wt. weight) were homogenized in Braun’s homogenizer (Braun, Germany) for 60 s (4 cycles, 15 s each) in the presence of 100 mM potassium phosphate buffer containing 1 mM ethylene diaminetetraaceticacid (EDTA), 1 mM phenylmethylsulfonyl fluoride (PMSF) and 3 mM dithiothreitol (DTT), pH 8.0 (2.5 ml/g of cells). The homogenate was then centrifuged at 12,500 x g for 20 min. The supernatant thus obtained was used to estimate total intracellular protein content by Bradford method using Bovine serum albumin as standard [25].

Results

Selection of B. poitrasii morphological forms of different ages for RT-qPCR studies based on intracellular protein, cAMP and NAD(P)H contents

The intracellular protein contents in yeast form cells of B. poitrasii were 2 fold more than hyphal cells grown in the same medium (0.1% YPG, 28°C, 12 h) (Table 2). Similarly cAMP and NAD(P)H concentration on equal weight basis were also higher in yeast cells than hyphae. The glucose (1%) in the medium decreased the concentrations of cAMP and NAD(P)H in 12 h grown cells. In sporangiospores and zygospores, the protein, cAMP and NAD(P)H contents decreased as the age increased (Table 2). As the differences in the concentrations of protein, cAMP and NAD(P)H were significant in different morphological forms of different ages, the corresponding samples were used for the analysis of candidate reference genes (S1 Fig).
Table 2

Protein, cAMP, and NAD(P)H contents of different morphological forms of Benjaminiella poitrasii.

StageSampleProtein# (mg/g of cells wt. weight)cAMP* (pmol/g of cells wt. weight)NAD(P)H** (nmol/g of cells wt. weight)
VegetativeYeast 12 h8.530004394
Yeast 24 h8.718407083
Hyphae 12 h4.216003539
Hyphae 24 h5.011403103
Yeast 12h 0.1% YPG, 28°C8.638004859
Hyphae 12h 0.1% YPG, 28°C4.316403111
AsexualSporangiospores 5 d2.813403342
Sporangiospores 10 d2.07002935
Sporangiospores 15 d1.85401748
SexualZygospores 7 d5.611203321
Zygospores 15 d2.89002648
Zygospores 30 d2.38002524

*cAMP content was estimated by using cAMP enzyme immunoassay 96 well kit from Sigma (Product number CA-201).

** NAD(P)H content was estimated by measuring the absorbance of each sample at 340nm and concentration of NAD(P)H was then determined by interpolation from standard calibration curve.

# Protein was estimated by Bradford method using Bovine serum albumin as standard. 0.1% YPG (yeast extract 0.3%, peptone 0.5%, glucose 0.1%)

*cAMP content was estimated by using cAMP enzyme immunoassay 96 well kit from Sigma (Product number CA-201). ** NAD(P)H content was estimated by measuring the absorbance of each sample at 340nm and concentration of NAD(P)H was then determined by interpolation from standard calibration curve. # Protein was estimated by Bradford method using Bovine serum albumin as standard. 0.1% YPG (yeast extract 0.3%, peptone 0.5%, glucose 0.1%)

Selection of candidate reference genes

The short fragments (140–250 bp) of 10 genes, except ACT, eEF1α and 18S rRNA, were amplified, purified, cloned and analyzed in the present study and the sequence data are deposited in the NCBI GenBank database (Table 1). The presence of a single amplicon in RT-qPCR for all 13 genes was confirmed by the sharp single peak in melting curve analysis (Fig 1; S2 Fig) Furthermore, the electrophoresis analysis on 2% agarose gel displayed a single sharp band of expected size for each primer set, indicating the specificity of the respective primer in RT-qPCR (Fig 1). The PCR efficiency for all the primer pairs was found to be >98% (Table 1).
Fig 1

Specificity of primers used for RT-qPCR analysis in B. poitrasii.

A) Agarose gel electrophoresis and analysis of amplified products obtained from RT-qPCR. The electrophoresis was done on 2% agarose gel. The names of candidate reference genes are mentioned on top. The figures on left indicate the size of PCR amplicons in base pairs. B) Melting curves indicating single peaks for three representative genes. Arrow indicates the melting curve for the RT-qPCR reaction without template.

Specificity of primers used for RT-qPCR analysis in B. poitrasii.

A) Agarose gel electrophoresis and analysis of amplified products obtained from RT-qPCR. The electrophoresis was done on 2% agarose gel. The names of candidate reference genes are mentioned on top. The figures on left indicate the size of PCR amplicons in base pairs. B) Melting curves indicating single peaks for three representative genes. Arrow indicates the melting curve for the RT-qPCR reaction without template.

The expression profile of candidate reference genes

The total RNA was isolated from selected samples as mentioned in Table 2 and analyzed by RT-qPCR. The expression profile of Ubc (Ct 16.24–17.12), 18S rRNA (Ct 15.31–15.76) and WS-21 (Ct 17.42–17.90) showed the minimum variation, as reflected from their Ct values, in all the morphological forms (Fig 2). By contrast, significant variations were observed in expression profile of ACT (Ct 6.24–25.77), Tub-a (Ct 9.43–15.72), Tub-b (Ct 6.27–17.43), NADGDH (Ct 5.23–22.15) and NADPGDH (Ct 4.25–23.20) genes. If the different life stages viz. vegetative, asexual and sexual, were considered then these variations were slightly different. During vegetative stage, in addition to Ubc, 18S rRNA and WS-21 genes, the expression profile of eEF1α (Ct 16.44–17.87) and eEF-Tu (Ct 14.44–16.12) showed the least variation. Whereas, the expression profile of NADGDH (Ct 5.23–15.29), NADPGDH (Ct 4.25–15.56), Tub-b (Ct 9.32–16.61) and ACT (Ct 6.24–17.86) genes showed the wide variation during vegetative stage (Fig 2). During asexual and sexual stages, in addition to Ubc, 18S rRNA and WS-21 genes, GAPDH (Ct 17.24–19.97) showed the stable expression pattern with minimum variations in Ct values. On the contrary, expressions of Tub-b (Ct 6.27–17.43), NADGDH (Ct 15.78–25.61) and NADPGDH (Ct 7.21–24.56) showed significant variation during asexual and sexual stages of B. poitrasii. Overall, the stage specific variations were minimum or absent in case of Ubc, 18S rRNA and WS-21, indicated their potential as a suitable reference genes (Fig 2; S3 Fig).
Fig 2

Distribution overview of expression of each candidate reference gene in absolute Ct values for RNA samples of different morphological forms in B. poitrasii.

Samples 1, yeast cells grown in YPG (1%) medium for 12 h; Sample 2, yeast cells grown in YPG medium for 24h; Sample 3, yeast cells grown in YPG (0.1%) medium for 12 h; Sample 4, hyphae grown in YP medium for 12 h; Sample 5, hyphae grown in YP medium for 24 h; Sample 6, hyphae grown in YPG(0.1%) for 12 h.; Sample 7, 5 d old sporangiospores; Sample 8, 10 d old sporangiospores; Sample 9, 15 d old sporangiospores; Sample 10, 7 d old zygospores; Sample 11, 15 d old zygospores; Sample 12, 30 d old zygospores.

Distribution overview of expression of each candidate reference gene in absolute Ct values for RNA samples of different morphological forms in B. poitrasii.

Samples 1, yeast cells grown in YPG (1%) medium for 12 h; Sample 2, yeast cells grown in YPG medium for 24h; Sample 3, yeast cells grown in YPG (0.1%) medium for 12 h; Sample 4, hyphae grown in YP medium for 12 h; Sample 5, hyphae grown in YP medium for 24 h; Sample 6, hyphae grown in YPG(0.1%) for 12 h.; Sample 7, 5 d old sporangiospores; Sample 8, 10 d old sporangiospores; Sample 9, 15 d old sporangiospores; Sample 10, 7 d old zygospores; Sample 11, 15 d old zygospores; Sample 12, 30 d old zygospores.

Analysis of expression stability of candidate reference genes

The gene expression stability of each gene was indicated by their M values and calculated by using geNorm program. The genes with the lowest M values were considered as most stable. The 13 candidate reference genes used in the present study were ranked based on their M values (Fig 3). For vegetative stage, the expression of Ubc was most stable followed 18S rRNA and WS-21. The expression of eEF1α was also found to be stable during vegetative stage. However, the expression of NADGDH, NADPGDH, Tub-a, Tub-b and ACT were found to vary as evident from their high ‘M’ values. For asexual as well as sexual stages, the expression of Ubc was most stable followed by 18S rRNA and WS-21. The expression stabilities of reference genes were also evaluated with two other software packages viz., normFinder and BestKeeper (Table 3;S1–S3 Tables). The stability rankings of reference genes calculated by geNorm and normFinder were close, whereas stability ranking by BestKeeper was slightly different. Moreover, Ubc, 18S rRNA and WS-21 were found to be the most stable genes in consensus with all 3 software packages (Table 4).
Fig 3

geNorm—based ranking of the candidate reference genes during different morphological stages of B. poitrasii.

Genes were ranked from the least stable (on the left) to the most stable (on the right) according to their M value (Y axis). This classification was independently performed by using different sets of conditions. Vegetative stage, 6 samples of yeast and hyphal cells; Asexual stage, 3 samples of sporangiospores; Sexual stage, 3 samples of zygospores as described in Fig 2 legend.

Table 3

Ranking of thirteen candidate reference gene in order of their expression stability as calculated by normFinder program.

RankVegetative stageAsexual stageSexual stage
GeneStabilityGeneStabilityGeneStability
1Ubc0.063Ubc0.006Ubc0.007
218SrRNA0.06918SrRNA0.00718SrRNA0.008
3WS-210.071WS-210.009WS-210.009
4eEF1α0.082GAPDH0.013GAPDH0.012
5eEF-Tu0.086eEF1α0.016eEF1α0.015
6Try0.096Try0.020eIF-1A0.017
7eIF-1A0.105eEF-Tu0.023Try0.037
8Tub-a0.126eIF-1A0.026eEF-Tu0.044
9GAPDH0.130Tub-a0.130Tub-a0.129
10Tub-b0.198Tub-b0.203NADGDH0.154
11NADGDH0.212NADGDH0.224ACT0.193
12ACT0.371NADPGDH0.238NADPGDH0.246
13NADPGDH0.394ACT0.270Tub-b0.393
Table 4

Comparison of expression stability of reference genes in different phases of Benjaminiella poitrasii as determined by geNorm, BestKeeper and normFinder software packages.

RankVegetative stageAsexual stageSexual stage
geNormBest Keepernorm FindergeNormBest Keepernorm FindergeNormBest Keepernorm Finder
1UbcUbcUbcUbcUbcUbcUbcUbcUbc
218SrRNA18srRNA18SrRNA18SrRNA18SrRNA18SrRNA18SrRNA18SrRNA18SrRNA
3WS-21WS-21WS-21WS-21WS-21WS-21WS-21WS-21WS-21
4eEF1αeIF-1AeEF1αGAPDHeEF1αGAPDHGAPDHeIF1AGAPDH
5eEF-TueEF1αeEF-TueEF1αGAPDHeEF1αeEF1αTryeEF1α
6TryTryTryTryTryTryeIF-1AeEF1αeIF-1A
7eIF-1AGAPDHeIF-1AeEF-TuTub-aeEF-TuTryeEF-TuTry
8Tub-aeEF-TuTub-aeIF1AeEF-TueIF1AeEF-TuACTeEF-Tu
9GAPDHTub-aGAPDHTub-aeIF1ATub-aTub-aGAPDHTub-a
10Tub-bTub-bTub-bTub-bNADPGDHTub-bNADGDHNADPGDHNADGDH
11NADGDHNADPGDHNADGDHNADGDHNADGDHNADGDHACTNADGDHACT
12ACTNADGDHACTNADPGDHACTNADPGDHNADPGDHTub-aNADPGDH
13NADPGDHACTNADPGDHACTTub-bACTTub-bTub-bTub-b

geNorm—based ranking of the candidate reference genes during different morphological stages of B. poitrasii.

Genes were ranked from the least stable (on the left) to the most stable (on the right) according to their M value (Y axis). This classification was independently performed by using different sets of conditions. Vegetative stage, 6 samples of yeast and hyphal cells; Asexual stage, 3 samples of sporangiospores; Sexual stage, 3 samples of zygospores as described in Fig 2 legend.

Optimum number of reference genes for normalization

The minimal number of reference genes required for reliable normalization was determined by calculating the pair-wise variation (Vn/n+1) between two sequential normalization factors (NFn and NFn+1) using geNorm program. The cutoff threshold was set at V = 0.15, below which the inclusion of additional reference gene is not required. As shown in Fig 4, for the pool of “vegetative stage” i.e. during Y-H dimorphism, pair-wise variation analysis indicated that two most stably expressed genes namely Ubc in combination with 18S rRNA or WS-21 (V2/3 = 0.13) could be used for normalization to obtain the reliable data. For the gene expression studies during asexual and sexual stages, combination of Ubc and 18S rRNA, was found to be sufficient with V2/3 of 0.07 and 0.1 respectively, for RT-qPCR data normalization. Both of these values were below the cut-off threshold of 0.15. Therefore, use of two most stably expressed genes would be sufficient as reference genes for reliable data normalization (Fig 4).
Fig 4

Pairwise variation analysis between NFn and NFn+1 to determine the optimal number of genes for reliable normalization.

Values below the 0.15 threshold mean that n genes might be sufficient.

Pairwise variation analysis between NFn and NFn+1 to determine the optimal number of genes for reliable normalization.

Values below the 0.15 threshold mean that n genes might be sufficient.

Analysis of Bpodc gene expression during Y-H dimorphism and at different life stages of B. poitrasii

Ornithine decarboxylase (odc) gene and accordingly enzyme activity were found to be differentially expressed during the morphological transition in fungi. The expression is usually higher in hyphae than in yeast cells [14, 26–27]. Therefore, to validate that we have made the correct choice of reference genes, RT-qPCR analysis was performed for Bpodc, Ubc, WS-21 and Tub-b. Data obtained for Bpodc was then normalized with Ubc and WS-21 (Fig 5A) as suggested by our results and with Tub-b (Fig 5B) independently. As shown in Fig 5A, with Ubc and WS-21 as reference genes, the expression Bpodc was found to be higher in hyphae than in yeast cells, sporangiospores and zygospores. The highest expression was seen in 24h grown hyphae, whereas the lowest expression was observed in 15d old sporangiospores and 30d old zygospores.
Fig 5

Quantification of ornithine decarboxylase (Bpodc) gene transcripts by RT-qPCR in different morphological forms of B. poitrasii.

The amount of Bpodc transcripts present in different morphological forms of B. poitrasii (Y, yeast cells; H, hyphae; S, sporangiospores; Z, zygospores) at different time points (h, hours; d, days) was measured and normalized with the transcripts from Ubc and WS-21 (A) and Tub-b (B) as reference.

Quantification of ornithine decarboxylase (Bpodc) gene transcripts by RT-qPCR in different morphological forms of B. poitrasii.

The amount of Bpodc transcripts present in different morphological forms of B. poitrasii (Y, yeast cells; H, hyphae; S, sporangiospores; Z, zygospores) at different time points (h, hours; d, days) was measured and normalized with the transcripts from Ubc and WS-21 (A) and Tub-b (B) as reference. In contrast, when normalization was performed using Tub-b as reference (Fig 5B), the Bpodc was found to be repressed in hypha as compare to yeast cells. Further, the expression was found to be continuously decreased in 5d and 10d old sporangiospores and 7d and 15d old zygospores, which was suddenly increased in 15d old sporangiospores and 30d old zygospores. This data gave an unexpected expression pattern of Bpodc gene due to normalization with wrong reference gene. It is thus indicating that the normalization with inappropriate reference gene(s) would result in completely different conclusion (Fig 5B).

Discussion

To understand the molecular mechanisms involved in fungal morphogenesis, expression of the key genes involved in this process must be analyzed. RT-qPCR is a method of choice for the study of gene expression, provided that data is normalized with appropriate reference genes. For instance, in case of Aspergillus niger, ACT, SarA (alfa-sarcin) and Cox5 (cytochrome c oxidase subunit V) were identified as reference genes to study the gene expression under different cultivation conditions [5]. Fang and Bidochka [6] suggested the use of six reference genes viz., ACT, GAPDH, 18S rRNA, Tef (translation elongation factor), Try and Ubc to understand the molecular mechanism of conidiogenesis and insect pathogenesis by Metarhizium anisopliae. In a cereal pathogen Fusarium graminearum, eEF1a and Ubc were selected as reference genes to study the gene expression during vegetative growth, ascospore formation and trichothecene production [28]. In S. cerevisiae, reference genes were identified for growth phase-related mRNA profiling. For this, the samples of S. cerevisiae grown in different physiological states during long term cultures, grown on different carbon sources and genetic contexts were analyzed. The use of combination of any 3 genes among ALG9 (mannosyl transferase), TAF10 (RNA pol. II transcription factor), TFC I (RNA pol. III transcription factor) and UBC6 (ubiquitin protein ligase) was recommended for data normalization. While, the genes such as ACT1, PDA1 (pyruvate dehydrogenase) and TDH3 (glyceraldehyde-3-phosphate dehydrogenase) were found to be unsuitable as reference genes [7]. Li et al. [4] recommended the use of RDN5.8 (coding for 5.8S rRNA), UBC13 (ubiquitin C) and PGK1 (phosphoglycerate kinase) alone or in combination as reference genes for analyzing the differences in gene expression levels in Candida glabrata during azole treatment. To analyze the changes in gene expression levels between Candida albicans biofilm cells and planktonic cells, Nailis et al. [1] recommended the use of five reference genes viz. ACT1, PMA1 (plasma membrane ATPase pump), RIP (ubiquinol cytochrome-c reductase complex component), RPP2B (cytosolic ribosomal acidic protein P2B) and LSC2 (succinyl-CoA synthetase β-subunit fragment) for accurate data normalization. Recently, Llanos et al. [29] proposed the use of any 3 genes out of UbcB, Sac7 (Rho GTPase activator), Fis1 (mitochondrial membrane fission protein), SarA, TFC1 and UBC6, as reference in any field of fungal biology. In case of plant pathogenic fungus P. parasitica, Ubc and WS-21 were found to be suitable as reference genes and use of Tub-b was also recommended for normalization [8]. However, there were only few reports that describe the genes with stable expression during Y-H dimorphism [30]. In case of dimorphic Mucor circinelloides, Valle-Maldonado et al. [30] studied 7 genes viz. 28S rRNA, eIF-1A (termed as tfc-1), eEF1α (termed as ef-1), vma-1 (vacuolar H (+)-ATPase), tfb4 (component of RNA Pol. II preinitiation complex), 18S rRNA and e1 (ubiquitin-activating enzyme) for their potential as reference genes. Among these, they identified eIF-1A and eEf1α as reference genes to study the gene expression during Y-H morphogenesis. Though ribosomal genes were found to be stably expressed, due to their high abundance were not suggested to be useful as reference genes. In the present investigation, though B. poitrasii is a dimorphic zygomycete similar to M. circinelloides, Ubc and WS-21 were found to be more suitable as reference genes than eEF1α and eIF-1A, to study the gene expression during Y-H transition as well as in asexual and sexual stages of life cycle. This could be ascribed to the wider panel of candidate reference genes and the number of samples analyzed in the present study. The expression of genes such as ACT, Tub-b and GAPDH, which are commonly used as a reference genes for the study of gene expression in fungi [5, 6], varied greatly in different morphological forms of B. poitrasii. According to the geNorm, within the pool of ‘vegetative stages’ ‘asexual cycle' and ‘sexual cycle’, use of Ubc in combination with either 18S rRNA or WS-21 was sufficient for data normalization. It can be attributed to the similarity in transcription profiles of 18S rRNA and WS-21 as evident from their M values. The importance of using a suitable reference gene for data normalization can be envisaged from the analysis of Bpodc gene expression. Normalization with the two most stably expressed genes identified for all stages, namely Ubc and WS21, clearly demonstrated that the expression of Bpodc was lower in yeast cells, sporangiospores and zygospores as compared to the expression level obtained in hyphae, which is in accordance with the previous reports [14, 26–27]. However, normalization with Tub-b led to misinterpretation of the results and even a different conclusion. B. poitrasii has been extensively studied to understand the biochemical mechanism of dimorphic behavior and also used as a model to screen the inhibitors of Y-H transition [10–13, 15–17]. The relative proportion of active NAD- and NADP-GDH enzymes was reported as biochemical correlate of Y-H dimorphism in B. poitrasii [10, 11]. Now in the light of identified reference genes, Ubc and WS-21, it would be useful to know the transcriptional changes in biochemical correlates during Y-H dimorphism in B. poitrasii.

Different life forms of Benjaminiella poitrasii: a. Yeast cells; b. germinating yeast cells; c. hyphae; d. budding hyphae; e. asexual sporangiospores and f. sexual zygospores.

All images were captured at 400X magnification. (TIF) Click here for additional data file.

The melting curve of candidate reference genes analyzed by RT-qPCR.

A single sharp peak was observed for each gene product. The melting curve for no template control (NTC) is indicated by arrow. (TIF) Click here for additional data file.

Expression stability of candidate reference genes in different life forms of Benjaminiella poitrasii by Box-Plot method.

(TIF) Click here for additional data file.

Analysis of CP data of candidate reference genes by BestKeeper s/w: during vegetative stage (Yeast-hypha dimorphism).

(DOCX) Click here for additional data file.

Analysis of CP data of candidate reference genes by BestKeeper s/w: during asexual stage (Sporangiospores formation).

(DOCX) Click here for additional data file.

Analysis of CP data of candidate reference genes by BestKeeper s/w: during sexual stage (Zygospores formation).

(DOCX) Click here for additional data file.
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