| Literature DB >> 31660275 |
Kai Feng1, Jie-Xia Liu1, Guo-Ming Xing2, Sheng Sun2, Sen Li2, Ao-Qi Duan1, Feng Wang1, Meng-Yao Li1, Zhi-Sheng Xu1, Ai-Sheng Xiong1.
Abstract
Celery is one of the most important vegetable crop and its yield and quality is influenced by many environmental factors. Researches on gene expression not only help to unravel the molecular regulatory mechanism but also identify the key genes in the biological response. RT-qPCR is a commonly used technology to quantify the gene expression. Selecting an appropriate reference gene is an effective approach to improve the accuracy of RT-qPCR assay. To our knowledge, the evaluation of reference genes under different treatments in celery has not been reported yet. In this study, the expression stabilities of eight candidate reference genes (ACTIN, eIF-4α , GAPDH, TBP, TUB-A, UBC, TUB-B, and EF-1α ) under abiotic stresses (heat, cold, drought, and salt) and hormone treatments (SA, MeJA, GA, and ABA) were detected. The expression stabilities of candidate genes were compared and ranked by geNorm, NormFinder, BestKeeper, ΔCt, and RefFinder programs. The results calculated by different programs were not completely consistent. Considering the comprehensive analysis results, ACTIN was the most stable reference gene and TUB-B showed the worst expression stabilities under the selected abiotic stress and hormone treatments in celery. The reliability of reference genes was further confirmed by the normalization of CAT1 gene under drought stress. This study presented evidences and basis to select the appropriate reference genes under different treatments in celery. ©2019 Feng et al.Entities:
Keywords: Abiotic stress; Celery; Expression stability; Hormone stimuli; RT-qPCR; Reference gene
Year: 2019 PMID: 31660275 PMCID: PMC6815649 DOI: 10.7717/peerj.7925
Source DB: PubMed Journal: PeerJ ISSN: 2167-8359 Impact factor: 2.984
Primer information of candidate reference genes.
| Gene | RT-qPCR primers (5′→3′) forward/reverse | Amplification efficiency (E%) | Correlation coefficient (R2) | References |
|---|---|---|---|---|
| GTTCCTCTCGTGTGCTCATTACCA/ TCAACCAACATCCTGTCATCATCCTT | 93.8 | 0.999 | N/A | |
| TGGTGGCACTGGATCTGGTATGG/ ACTTTCGGAGAAGGGAAGACTGAA | 98.2 | 0.999 | N/A | |
| GCTCCAGTTCTTGATTGCCACACTA/ TCATCTTAACGAATCCAGCATCACCAT | 94.8 | 0.996 | N/A | |
| AGAAGTCCTGTTCCAGCCGTCTT/ CGAACCACCACTGAGCACTATGTT | 100.7 | 0.998 | ||
| CAAGGACTGGAGAGGTGGAAGAG/ GTGAGGTCAACAACTGAGACATCC | 96.8 | 0.998 | ||
| CTGGAGCAAAGAGCGAACAACAAT/ GCAAGACCTTCAAGCCTGATGG | 109.7 | 0.996 | ||
| CCTCACCACAGGTCTCAACTTCAG/ GGTGTAGGTTGGACGCTCAATGT | 92.0 | 0.992 | ||
| AGGCTTGAGATTCGCTGTCTGTAA/ TATTCCTGGAGCTGGCTCACTGA | 101.9 | 0.992 |
Figure 1The distribution of Cq values of eight candidate reference genes in all samples from the RT-qPCR assay.
Figure 2Statistic analysis (maximum, minimum, mean, and median) of Cq values of eight candidate reference genes in all samples.
The expression stability of candidate reference genes under single treatments calculated by geNorm, NormFinder, BestKeeper, ΔCt, and RefFinder.
| Treatments | Rank | geNorm | NormFinder | BestKeeper | ΔCt | RefFinder | |||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Gene | Stability | Gene | Stability | Gene | SD | CV | Gene | Stability | Gene | ||
| Heat | 1 | 0.27 | 0.12 | 0.67 | 2.84 | 0.50 | |||||
| 2 | 0.27 | 0.13 | 0.72 | 2.77 | 0.52 | ||||||
| 3 | 0.33 | 0.22 | 0.76 | 2.57 | 0.55 | ||||||
| 4 | 0.44 | 0.31 | 0.76 | 2.78 | 0.62 | ||||||
| 5 | 0.47 | 0.34 | 0.80 | 3.41 | 0.63 | ||||||
| 6 | 0.52 | 0.37 | 0.82 | 3.61 | 0.65 | ||||||
| 7 | 0.55 | 0.37 | 0.99 | 3.95 | 0.70 | ||||||
| 8 | 0.63 | 0.54 | 1.05 | 4.00 | 0.85 | ||||||
| Cold | 1 | 0.20 | 0.04 | 0.47 | 1.77 | 0.35 | |||||
| 2 | 0.20 | 0.05 | 0.49 | 1.89 | 0.35 | ||||||
| 3 | 0.21 | 0.08 | 0.49 | 2.19 | 0.36 | ||||||
| 4 | 0.24 | 0.16 | 0.51 | 2.17 | 0.42 | ||||||
| 5 | 0.27 | 0.20 | 0.55 | 1.83 | 0.42 | ||||||
| 6 | 0.30 | 0.20 | 0.58 | 2.50 | 0.43 | ||||||
| 7 | 0.37 | 0.38 | 0.60 | 2.15 | 0.61 | ||||||
| 8 | 0.46 | 0.49 | 0.84 | 3.34 | 0.74 | ||||||
| Drought | 1 | 0.18 | 0.03 | 0.22 | 0.73 | 0.38 | |||||
| 2 | 0.18 | 0.09 | 0.33 | 1.27 | 0.38 | ||||||
| 3 | 0.22 | 0.11 | 0.40 | 1.43 | 0.41 | ||||||
| 4 | 0.25 | 0.21 | 0.43 | 1.86 | 0.47 | ||||||
| 5 | 0.31 | 0.23 | 0.44 | 1.84 | 0.48 | ||||||
| 6 | 0.35 | 0.28 | 0.47 | 1.94 | 0.52 | ||||||
| 7 | 0.43 | 0.38 | 0.55 | 2.03 | 0.64 | ||||||
| 8 | 0.50 | 0.45 | 0.63 | 2.44 | 0.71 | ||||||
| Salt | 1 | 0.22 | 0.08 | 0.54 | 2.40 | 0.43 | |||||
| 2 | 0.22 | 0.13 | 0.59 | 2.22 | 0.45 | ||||||
| 3 | 0.28 | 0.14 | 0.59 | 2.30 | 0.48 | ||||||
| 4 | 0.32 | 0.17 | 0.60 | 2.00 | 0.48 | ||||||
| 5 | 0.36 | 0.21 | 0.66 | 2.84 | 0.51 | ||||||
| 6 | 0.37 | 0.25 | 0.81 | 2.95 | 0.52 | ||||||
| 7 | 0.46 | 0.49 | 0.83 | 3.56 | 0.77 | ||||||
| 8 | 0.56 | 0.56 | 1.09 | 4.37 | 0.86 | ||||||
| SA | 1 | 0.17 | 0.06 | 0.60 | 2.00 | 0.34 | |||||
| 2 | 0.17 | 0.06 | 0.70 | 2.67 | 0.35 | ||||||
| 3 | 0.18 | 0.07 | 0.74 | 2.69 | 0.35 | ||||||
| 4 | 0.24 | 0.17 | 0.77 | 3.33 | 0.42 | ||||||
| 5 | 0.28 | 0.22 | 0.79 | 3.07 | 0.44 | ||||||
| 6 | 0.32 | 0.26 | 0.84 | 3.78 | 0.49 | ||||||
| 7 | 0.38 | 0.36 | 0.86 | 3.68 | 0.59 | ||||||
| 8 | 0.46 | 0.44 | 1.04 | 4.16 | 0.68 | ||||||
| MEJA | 1 | 0.28 | 0.09 | 0.69 | 3.00 | 0.46 | |||||
| 2 | 0.28 | 0.09 | 0.86 | 3.42 | 0.49 | ||||||
| 3 | 0.32 | 0.21 | 0.76 | 3.27 | 0.52 | ||||||
| 4 | 0.34 | 0.22 | 0.82 | 2.99 | 0.53 | ||||||
| 5 | 0.40 | 0.35 | 0.96 | 3.79 | 0.65 | ||||||
| 6 | 0.47 | 0.36 | 0.33 | 1.11 | 0.68 | ||||||
| 7 | 0.53 | 0.42 | 0.85 | 3.24 | 0.73 | ||||||
| 8 | 0.61 | 0.54 | 0.62 | 2.74 | 0.86 | ||||||
| GA | 1 | 0.17 | 0.05 | 0.35 | 1.24 | 0.39 | |||||
| 2 | 0.17 | 0.08 | 0.35 | 1.50 | 0.40 | ||||||
| 3 | 0.23 | 0.11 | 0.38 | 1.58 | 0.41 | ||||||
| 4 | 0.27 | 0.25 | 0.42 | 1.72 | 0.50 | ||||||
| 5 | 0.37 | 0.32 | 0.42 | 1.62 | 0.59 | ||||||
| 6 | 0.43 | 0.33 | 0.50 | 1.89 | 0.59 | ||||||
| 7 | 0.47 | 0.35 | 0.54 | 1.76 | 0.61 | ||||||
| 8 | 0.52 | 0.39 | 0.57 | 2.22 | 0.65 | ||||||
| ABA | 1 | 0.23 | 0.05 | 0.33 | 1.09 | 0.38 | |||||
| 2 | 0.23 | 0.15 | 0.53 | 2.24 | 0.42 | ||||||
| 3 | 0.27 | 0.20 | 0.54 | 2.40 | 0.45 | ||||||
| 4 | 0.34 | 0.20 | 0.59 | 2.30 | 0.46 | ||||||
| 5 | 0.36 | 0.21 | 0.62 | 2.22 | 0.46 | ||||||
| 6 | 0.42 | 0.34 | 0.62 | 2.42 | 0.59 | ||||||
| 7 | 0.46 | 0.34 | 0.71 | 3.06 | 0.60 | ||||||
| 8 | 0.49 | 0.36 | 0.77 | 2.94 | 0.60 | ||||||
The expression stability of candidate reference genes under three groups calculated by geNorm, NormFinder, BestKeeper, ΔCt, and RefFinder.
| Group | Rank | geNorm | NormFinder | BestKeeper | ΔCt | RefFinder | |||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Gene | Stability | Gene | Stability | Gene | SD | CV | Gene | Stability | Gene | ||||
| Abiotic stress | 1 | 0.24 | 0.13 | 0.49 | 1.92 | 0.44 | |||||||
| 2 | 0.24 | 0.14 | 0.55 | 1.87 | 0.45 | ||||||||
| 3 | 0.30 | 0.19 | 0.59 | 2.60 | 0.47 | ||||||||
| 4 | 0.35 | 0.21 | 0.60 | 2.56 | 0.48 | ||||||||
| 5 | 0.37 | 0.22 | 0.60 | 2.20 | 0.49 | ||||||||
| 6 | 0.41 | 0.30 | 0.65 | 2.44 | 0.56 | ||||||||
| 7 | 0.48 | 0.41 | 0.65 | 2.80 | 0.68 | ||||||||
| 8 | 0.53 | 0.42 | 0.92 | 3.68 | 0.69 | ||||||||
| Hormone stimuli | 1 | 0.30 | 0.10 | 0.54 | 1.78 | 0.43 | |||||||
| 2 | 0.30 | 0.13 | 0.65 | 2.55 | 0.44 | ||||||||
| 3 | 0.35 | 0.22 | 0.65 | 2.92 | 0.48 | ||||||||
| 4 | 0.36 | 0.22 | 0.66 | 2.85 | 0.49 | ||||||||
| 5 | 0.39 | 0.28 | 0.66 | 2.54 | 0.54 | ||||||||
| 6 | 0.45 | 0.33 | 0.72 | 2.86 | 0.60 | ||||||||
| 7 | 0.48 | 0.33 | 0.75 | 2.74 | 0.60 | ||||||||
| 8 | 0.53 | 0.40 | 0.77 | 3.29 | 0.67 | ||||||||
| Total | 1 | 0.28 | 0.16 | 0.55 | 2.15 | 0.47 | |||||||
| 2 | 0.28 | 0.18 | 0.58 | 1.96 | 0.49 | ||||||||
| 3 | 0.34 | 0.19 | 0.59 | 2.63 | 0.50 | ||||||||
| 4 | 0.39 | 0.23 | 0.62 | 2.68 | 0.52 | ||||||||
| 5 | 0.41 | 0.25 | 0.65 | 2.37 | 0.54 | ||||||||
| 6 | 0.48 | 0.37 | 0.68 | 2.90 | 0.66 | ||||||||
| 7 | 0.53 | 0.40 | 0.70 | 2.65 | 0.68 | ||||||||
| 8 | 0.57 | 0.41 | 0.80 | 3.20 | 0.70 | ||||||||
Figure 3Calculation of optimal number of reference gene during gene normalization by pairwise variation from geNorm.
Figure 4The relative expression levels of CAT gene normalized by different reference genes under drought stress.