| Literature DB >> 35495151 |
Lu Zhang1,2, Yanfei Cai1,2, Mingchao Zhang3, Guanghui Du3, Jihua Wang1,2.
Abstract
There has been no systematic identification and screening of candidate reference genes for normalization of quantitative real-time PCR (qRT-PCR) results in Rhododendron delavayi to date. Therefore, the present study used GAPDH, Act, EF1, Tub-, Tub-5, UEC1, TATA, TATA-2, UEP, TIP41, and Ubiquitin to predict their stabilities on different aboveground tissues (matured leaves (ML), stem tips (STM), and flower buds (FB)) at different developmental stages (young and adult plants) using five statistical algorithms: Delta Ct method, BestKeeper, geNorm, Normfinder, and RefFinder. The findings were confirmed using ML obtained from plants that had been stressed by drought. By using RefFinder with ML samples collected under drought conditions, it was determined that the top five most stable reference genes were GAPDH > UEC1 > Actin > Tubulin- > Tubulin-5, whereas the least stable reference gene was Ubiquitin. In addition, under control conditions, UEC1, UEC2, Actin, and GAPDH were selected as the highest stable potential reference genes at the juvenile stage of R. delavayi with ML and STM. When ML and STM were combined with drought-stressed samples, TIP41, GAPDH, or their combination proved to be the most effective qRT-PCR primers. The findings will aid in the improvement of the precision and reliability of qRT-PCR data and laying the groundwork for future gene functional studies in R. delavayi.Entities:
Keywords: gene function; genomics; housekeeping gene; marker-assisted breeding; transcriptomics
Year: 2022 PMID: 35495151 PMCID: PMC9046656 DOI: 10.3389/fgene.2022.876482
Source DB: PubMed Journal: Front Genet ISSN: 1664-8021 Impact factor: 4.772
FIGURE 1Samples of R. delavayi plants used in this study. (A) Three-year-old potted, healthy young plants of R. delavayi that had not reached the reproductive growth stage. (B) Adult plants of R. delavayi were used in this study in the Kunming Jindian Scenic Area. (C-G). Young plants under 9, 10, 11, 12, and 13 days drought stress, respectively, with severe leaf wilting at 11th, 12th, and 13th day of stress. (H) Fully recovered plants after rewatering from 13 days of drought stress.
Sampling periods used for tissue collection during the study.
| 3-year-Old young plants (control) | Matured leaves from young drought-stressed plants | Adult plants | |||||||
|---|---|---|---|---|---|---|---|---|---|
| Sampling date | Mature leaves | Stem tip | Number of day of drought stress | Code | Sampling date | Flower bud | Mature leaves | ||
| 9/22/2017 | ML-1 | STM-1 | 9 | B1-9 | 9/22/2017 | FB-8 | ML-8 | ||
| 10/8/2017 | ML-2 | STM-2 | 10 | B1-10 | 10/8/2017 | FB-9 | ML-9 | ||
| 11/8/2017 | ML-3 | STM-3 | 11 | B1-11 | 11/8/2017 | NA* | ML-10 | ||
| 12/8/2017 | ML-4 | - | 12 | B1-12 | 12/8/2017 | FB-11 | ML-11 | ||
| 1/8/2018 | ML-5 | - | 13 | B1-13 | 1/8/2018 | FB-12 | ML-12 | ||
| 1/23/2018 | ML-6 | - | - | - | 1/23/2018 | FB-13 | ML-13 | ||
| 2/8/2018 | ML-7 | - | - | - | 2/8/2018 | FB-14 | ML-14 | ||
| - | - | - | - | - | 2/26/2018 | FB-15 | ML-15 | ||
| * Not applicable | |||||||||
Details of primer pairs used in real-time fluorescence quantitative PCR for candidate genes and validation of genes in R. delavayi.
| Gene symbol | Gene ID | Genebank Accession no | Description | Primer sequences (5’—>3′) |
|---|---|---|---|---|
|
|
| MZ221074 | Glyceraldehyde-3-phosphate dehydrogenase | F: TGTTCGTTATGGGGGTGAATGAGAA |
| R: AGACCCTCAAGAATGCCAAACCTAT | ||||
|
|
| MZ221075 | Actin | F: ATCCAGGCCGTTCTCTCTCTATA |
| R: GTTCGGCCGTGGTAGTGAACA | ||||
|
|
| MZ221076 | Elongation factor 1-alpha | F: TGTGCCATCCTCATTATTGACTCC |
| R: ATGGGATCTTCTCGGGATTGTATC | ||||
|
|
| MZ221077 | Tubulin-β-5 | F:TGCTGATGAGTGTATGGTTTTGGA |
| R:AAATCAAATGGTTCAAATCTCCGA | ||||
|
|
| MZ221078 | Ubiquitin-40S ribosomal protein S27a | F: TCGTGAAAACCCTAACGGGCA |
| R: CGGAGGACGAGGTGGAGGGTG | ||||
|
|
| MZ221079 | Ubiquitin domain-containing protein | F:CCTCGCTGACTACAACATCCAGAA |
| R:AGTAATGACGATCGAAGTGATTCGC | ||||
|
|
| MZ221080 | Ubiquitin-conjugating enzyme E2-28 | F:CAGGCGGAGTTTTTCTTGTTACCA |
| R:GGGCTCCACTGCTCCTTTAAGATA | ||||
|
|
| MZ221081 | Ubiquitin-conjugating enzyme E2-32 | F:GGGTGAAGAGGATTCTACAGGAGG |
| R:GACCATTTGGCGTCAACAACATAA | ||||
|
|
| MZ221082 | TIP41-like family protein | F:AGAAGCAACATCTGAAAAGGGCAA |
| R:CATCAACTCTAAGCCAGAAACGCA | ||||
|
|
| MZ221083 | Tubulin beta-2 chain | F:CTCACTACTCCCAGTTTTGGCGAT |
| R:GAGCGGAGCAAAACCAACCATAA | ||||
|
|
| MZ221084 | TATA-box- binding protein | F:TCCTGCGATGTAAAATTTCCTATCC |
| R:CCGACACAAAGATGAGAAGCACAA | ||||
|
|
| 9- | F:AAATCACACCCAACGGGGACTT | |
| R:CATCATTGTCGCCTCATTCAGTG |
Gene identification number in R. delavayi’s genome.
Primers used in this study and their amplification efficiency and characteristics for eleven candidate reference genes in R. delavayi.
| Gene symbol | Tm (°C) | Al (bp) | E (%) | R | Equa |
|---|---|---|---|---|---|
|
| 58 | 133 | 103.10 | 0.997 | Y = -3.25x+17.54 |
|
| 58 | 211 | 105.60 | 0.992 | Y = -3.10x-21.73 |
|
| 58 | 238 | 100.10 | 0.995 | Y = -3.27x+18.58 |
|
| 58 | 103 | 90.70 | 0.993 | Y = -3.14x+25.22 |
|
| 58 | 205 | 99.80 | 0.995 | Y = -3.31x+17.41 |
|
| 58 | 257 | 102.10 | 0.991 | Y = -4.44x+15.85 |
|
| 58 | 148 | 90.30 | 0.994 | Y = -4.35x+19.43 |
|
| 58 | 219 | 99.00 | 0.996 | y = -4.75x+18.79 |
|
| 58 | 257 | 97.40 | 0.993 | Y = -3.68x+21.86 |
|
| 58 | 171 | 93.10 | 0.997 | Y = -3.37x+22.95 |
|
| 58 | 142 | 95.80 | 0.998 | Y = -3.41x+24.20 |
Annealing temperature.
Amplicon length.
Amplification efficiency.
Correlation coefficient.
Linear equation.
FIGURE 2Threshold cycle (Ct) of the 11 candidate reference genes in young and adult R. delavayi. (A) Young matured leaves (ML) (sampled at 9/22/2017, 10/8/2017, 11/8/2017, 12/8/2017, 1/8/2018, 1/23/2018, and 2/8/2018 denoted ML1, ML2, ML3 ML4, ML5, ML6, and ML7, respectively). (B) Stem tips sampled from young plant (at 9/22/2017, 10/8/2017, and 11/8/2017 denoted STM-1, STM-2, and STM-3, respectively). (C) Drought stress samples (sampled at 9, 10, 11, 12, and 13 days after drought stress (DS) condition denoted B1-9, B1-10, B1-11, B1-12, and B1-13, respectively). (D) Adult ML (sampled at 9/22/2017, 10/8/2017, 12/8/2017, 1/8/2018, 1/23/2018, 2/8/2018, and 2/26/2018 denoted ML8, ML9, ML11, ML12, ML13, ML14, and ML15, respectively). (E) Flower bud (FB) (sampled at 9/22/2017, 10/8/2017, 12/8/2017, 1/8/2018, 1/23/2018, 2/8/2018, and 2/26/2018 denoted FB8, FB9, FB11, FB12, FB13, FB14, and FB15, respectively).
FIGURE 3Threshold cycle (Ct) of the 11 candidate reference genes in the aboveground parts of young and matured R. delavayi plant. (A) Young plant (matured leaves (ML) + stem tips (STM) + under drought stress (DS) condition. (B) Matured plant (ML + STM + flower buds (FB)). Average of the 2 years (2017 and 2018 sampling periods). Lower and upper lines on the box represent the minimum and maximum Ct, respectively. The lower and upper parts of the box represent 25 and 75% percentile, respectively, and the line in the middle of the box represents mean Cq for each gene. Boxes with a common alphabet indicate no significant difference (p > 0.05), while those with no common alphabet indicate significant difference (p < 0.05) with Post hoc mean separation by Duncan’s Multiple Range Test.
FIGURE 4Gene (eleven candidate reference genes and NCDE1) expression based fragments per kilobase of transcript per million mapped reads (log2 transformation) in R. delavayi. (A) Dormant buds from the study with accession SRA = PRJNA476831 (available at https://www.ncbi.nlm.nih.gov/bioproject/476831), pre-dormancy (Bud-pre, 07/20/2015), para-dormancy (Bud-para, 10/29/2015), endo-dormancy (Bud-endo, 12/02/2015), eco-dormancy (Bud-eco, 12/27/2015), and dormancy-release (Bud-rele, 01/14/2016)). (B) Drought stress condition from the study of Cai et al. (2019) (SRA = PRJNA503304) (four experimental scenarios were designed: normal irrigation (WW), stopping irrigation for 5 days (WS), stopping irrigation for 9 days (SS), and re-watering for 6 h (REC) after 10 days of drought. Rewatering was only carried out on 10 plants. The other five plants were continued under no irrigation for subsequent electron microscopic observation. All the measurements were carried out at the end of each timepoint).
Stability ranking of 11 candidate reference genes with matured leaf sampled from a 3-year-old young R. delavayi under drought stress.
| Stability ranking | Ct | BestKeeper | geNorm | Normfinder | RefFinder | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Gene | STDEV | Gene | STDEV | Gene | Stability value | Gene | Stability value | Gene | Geomean | |||||
| 1st |
| 0.42 |
| 0.27 |
| 0.15 |
| 0.11 |
| 2.14 | ||||
| 2nd |
| 0.45 |
| 0.28 |
| 0.22 |
| 0.21 |
| 2.38 | ||||
| 3rd |
| 0.47 |
| 0.34 |
| 0.27 |
| 0.24 |
| 3.41 | ||||
| 4th |
| 0.47 |
| 0.37 |
| 0.33 |
| 0.27 |
| 4.16 | ||||
| 5th |
| 0.47 |
| 0.49 |
| 0.37 |
| 0.27 |
| 4.30 | ||||
| 6th |
| 0.49 |
| 0.55 |
| 0.39 |
| 0.32 |
| 4.43 | ||||
| 7th |
| 0.51 |
| 0.60 |
| 0.44 |
| 0.37 |
| 5.05 | ||||
| 8th |
| 0.65 |
| 0.67 |
| 0.47 |
| 0.56 |
| 6.85 | ||||
| 9th |
| 0.65 |
| 0.69 |
| 0.51 |
| 0.57 |
| 7.55 | ||||
| 10th |
| 0.68 |
| 0.71 |
| 0.54 |
| 0.60 |
| 8.92 | ||||
| 11th |
| 0.69 |
| 0.82 |
| - |
| 0.61 |
| 10.49 | ||||
Stability ranking of 11 candidate reference genes with tissues (matured leaf and stem) and under drought conditions (matured leaf) from young R. delavayi.
| Stability ranking | Ct | BestKeeper | geNorm | Normfinder | RefFinder | |||||
|---|---|---|---|---|---|---|---|---|---|---|
| Gene | STDEV | Gene | STDEV | Gene | Stability value | Gene | Stability value | Gene | Geomean | |
| 1st |
| 1.22 |
| 0.65 |
| 0.57 |
| 0.28 |
| 2.06 |
| 2nd |
| 1.30 |
| 0.71 |
| 0.63 |
| 0.33 |
| 3.00 |
| 3rd |
| 1.35 |
| 0.76 |
| 0.65 |
| 0.45 |
| 3.36 |
| 4th |
| 1.36 |
| 0.83 |
| 0.68 |
| 0.55 |
| 3.60 |
| 5th |
| 1.38 |
| 0.99 |
| 0.80 |
| 0.69 |
| 4.33 |
| 6th |
| 1.38 |
| 1.23 |
| 0.87 |
| 0.71 |
| 4.74 |
| 7th |
| 1.42 |
| 1.37 |
| 0.96 |
| 0.73 |
| 5.14 |
| 8th |
| 1.53 |
| 1.42 |
| 1.05 |
| 0.80 |
| 6.84 |
| 9th |
| 1.67 |
| 1.46 |
| 1.27 |
| 1.26 |
| 7.11 |
| 10th |
| 2.47 |
| 1.59 |
| 1.70 |
| 2.33 |
| 7.95 |
| 11th |
| 3.63 |
| 3.63 |
| - |
| 3.56 |
| 11.00 |
Stability ranking of 11 candidate reference genes with tissues (matured leaf and flower bud) sampled from adult R. delavayi.
| Stability ranking | Ct | BestKeeper | geNorm | Normfinder | RefFinder | |||||
|---|---|---|---|---|---|---|---|---|---|---|
| Gene | STDEV | Gene | STDEV | Gene | Stability value | Gene | Stability value | Gene | Geomean | |
| 1st |
| 0.87 |
| 0.58 |
| 0.35 |
| 0.24 |
| 2.00 |
| 2nd |
| 0.88 |
| 0.61 |
| 0.41 |
| 0.36 |
| 2.06 |
| 3rd |
| 0.93 |
| 1.02 |
| 0.51 |
| 0.46 |
| 2.63 |
| 4th |
| 0.94 |
| 1.20 |
| 0.67 |
| 0.54 |
| 4.70 |
| 5th |
| 1.04 |
| 1.21 |
| 0.73 |
| 0.63 |
| 4.74 |
| 6th |
| 1.10 |
| 1.36 |
| 0.84 |
| 0.79 |
| 5.18 |
| 7th |
| 1.14 |
| 1.81 |
| 0.90 |
| 0.92 |
| 5.62 |
| 8th |
| 1.21 |
| 1.89 |
| 0.99 |
| 0.99 |
| 6.12 |
| 9th |
| 1.32 |
| 2.28 |
| 1.04 |
| 1.17 |
| 7.94 |
| 10th |
| 1.32 |
| 2.32 |
| 1.10 |
| 1.19 |
| 8.94 |
| 11th |
| 1.37 |
| 2.56 |
| - |
| 1.25 |
| 11.00 |
Stability ranking of 11 candidate reference genes with tissues from young (matured leaf and stem) and under drought (matured leaf) and adult (matured leaf and flower bud) of R. delavayi.
| Stability ranking | Ct | BestKeeper | geNorm | Normfinder | RefFinder | |||||
|---|---|---|---|---|---|---|---|---|---|---|
| Gene | STDEV | Gene | STDEV | Gene | Stability value | Gene | Stability value | Gene | Geomean | |
| 1st |
| 1.26 |
| 0.87 |
| 0.64 |
| 0.47 |
| 1.57 |
| 2nd |
| 1.29 |
| 0.96 |
| 0.80 |
| 0.51 |
| 2.00 |
| 3rd |
| 1.31 |
| 1.03 |
| 0.86 |
| 0.59 |
| 2.74 |
| 4th |
| 1.36 |
| 1.05 |
| 0.96 |
| 0.76 |
| 3.83 |
| 5th |
| 1.43 |
| 1.06 |
| 0.99 |
| 0.78 |
| 4.36 |
| 6th |
| 1.46 |
| 1.55 |
| 1.03 |
| 0.89 |
| 6.06 |
| 7th |
| 1.49 |
| 1.59 |
| 1.11 |
| 0.92 |
| 6.47 |
| 8th |
| 1.52 |
| 1.61 |
| 1.17 |
| 0.97 |
| 7.55 |
| 9th |
| 1.55 |
| 1.76 |
| 1.35 |
| 1.09 |
| 8.21 |
| 10th |
| 2.31 |
| 1.88 |
| 1.62 |
| 2.13 |
| 8.80 |
| 11th |
| 2.79 |
| 3.13 |
| - |
| 2.65 |
| 11.00 |
FIGURE 5Relative expression of selected genes: most stable (Actin + UEC1) and most unstable (UEC2 + TIP41) relative to the reference gene (NCED1) under drought stress condition of matured leaves of young R. delavayi plant. Sampling times consisted of 9, 10, 11, 12, and 13 days of drought stress (no watering) condition denoted B1-9, B1-10, B1-11, B1-12, and B1-13, respectively. The error bars represent standard deviations computed on three replications. Different letters of the same colors of the lines represent significant difference (p < 0.05) at each time point based on Duncan’s Multiple Range Test.