| Literature DB >> 28746411 |
Ya-Wen Chang1, Jing-Yun Chen1,2, Ming-Xing Lu1,3, Yuan Gao2, Zi-Hua Tian4, Wei-Rong Gong4, Wei Zhu5, Yu-Zhou Du1,3.
Abstract
Liriomyza trifolii is a highly-invasive leafmining insect that causes significant damage to vegetables and horticultural crops worldwide. Relatively few studies have quantified gene expression in L. trifolii using real-time quantitative PCR (RT-qPCR), which is a reliable and sensitive technique for measuring gene expression. RT-qPCR requires the selection of reference genes to normalize gene expression data and control for internal differences between samples. In this study, nine housekeeping genes from L. trifolii were selected for their suitability in normalizing gene expression using geNorm, Normfinder, BestKeeper, the ΔCt method and RefFinder. HSP21.7, which encodes heat shock protein 21.7, was used as a target gene to validate the expression of candidate reference genes. Results indicated that ACTIN and 18S were optimal for developmental stage and low temperature, TUB and 18S showed the most stable expression for sex, and GAPDH and ACTIN were the best reference genes for monitoring gene expression at high temperature. Selection and validation of appropriate reference genes are critical steps in normalizing gene expression levels, which improve the accuracy and quality of expression data. Results of this study provide vital information on reference genes and is valuable in developing a standardized RT-qPCR protocol for functional genomics research in L. trifolii.Entities:
Mesh:
Year: 2017 PMID: 28746411 PMCID: PMC5528903 DOI: 10.1371/journal.pone.0181862
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Sequence information of the candidate reference genes.
| Gene name | Abbreviation | Amplicon length (bp) | Accession number |
|---|---|---|---|
| Beta-actin | 322 | KY231150 | |
| Arginine kinase | 426 | KY563322 | |
| Elongation factor 1 alpha | 850 | KY558636 | |
| Histone 3 | 299 | KY558638 | |
| Ribosomal protein L32 | 139 | KY558639 | |
| 18S ribosomal RNA | 994 | KY563323 | |
| Carbamoyl phosphate synthase | 600 | KY558635 | |
| Glyceraldehyde-3-phosphate dehydrogenase | 996 | KY558637 | |
| Tubulin alpha-1 chain | 1350 | KY558640 | |
| Heat shock protein 21.7 | 837 | KY558641 |
Primers used to analyze gene expression stability in Liriomyza trifolii.
| Gene | Primers (5'to3') | Length (bp) | Efficiency (%) | R2 | Tm (°C) | |
|---|---|---|---|---|---|---|
| Sense | Antisense | |||||
| 73 | 108.6 | 0.988 | 59.2 | |||
| 75 | 107.3 | 0.991 | 60.1 | |||
| 98 | 94.5 | 0.998 | 61.0 | |||
| 117 | 91.09 | 0.998 | 59.5 | |||
| 104 | 106.3 | 0.990 | 59.0 | |||
| 88 | 100.3 | 0.992 | 55.8 | |||
| 94 | 103.2 | 0.994 | 60.0 | |||
| 110 | 90.2 | 0.999 | 59.1 | |||
| 86 | 94.9 | 0.994 | 59.6 | |||
| 125 | 97.5 | 0.994 | 57.5 | |||
Fig 1Expression profiles of the nine candidate reference genes in different samples.
The black dot indicates the mean Ct value of duplicate samples, and the bars indicate the standard deviation (SD) of the mean.
Ranking order of the candidate reference genes under different experimental conditions.
| Experimental conditions | Rank | geNorm | NormFinder | BestKeeper | Delta Ct | ||||
|---|---|---|---|---|---|---|---|---|---|
| Reference gene | Stability | Reference gene | Stability | Reference gene | Stability | Reference gene | Stability | ||
| Developmental stage | 1 | ACTIN/ | 0.3592 | ACTIN | 0.1245 | ACTIN | 0.7500 | TUB | 0.7771 |
| 2 | TUB | 0.1535 | 18S | 0.7916 | 18S | 0.8308 | |||
| 3 | TUB | 0.4349 | 18S | 0.2324 | CAD | 1.0002 | ACTIN | 0.8809 | |
| 4 | AK | 0.6060 | EF-1 | 0.4711 | TUB | 1.0978 | EF-1 | 0.9161 | |
| 5 | EF-1 | 0.6759 | AK | 0.6379 | RPL32 | 1.2943 | AK | 0.9956 | |
| 6 | RPL32 | 0.7419 | RPL32 | 0.7271 | EF-1 | 1.3081 | RPL32 | 1.0142 | |
| 7 | GAPDH | 0.7923 | GAPDH | 0.7818 | AK | 1.3150 | GAPDH | 1.1202 | |
| 8 | CAD | 1.1011 | CAD | 1.0971 | GAPDH | 1.4981 | CAD | 1.3885 | |
| 9 | H3 | 1.4729 | H3 | 1.8734 | H3 | 1.5164 | H3 | 2.117 | |
| Sex | 1 | AK/ | 0.0048 | CAD | 0.0604 | ACTIN | 0.7710 | TUB | 0.4484 |
| 2 | TUB | 0.1120 | 18S | 0.7833 | CAD | 0.4770 | |||
| 3 | ACTIN | 0.0148 | RPL32 | 0.1924 | AK | 0.7867 | GAPDH | 0.4932 | |
| 4 | GAPDH | 0.0324 | GAPDH | 0.4238 | GAPDH | 0.8157 | RPL32 | 0.5017 | |
| 5 | TUB | 0.2373 | AK | 0.4587 | TUB | 1.1742 | AK | 0.5041 | |
| 6 | CAD | 0.4111 | 18S | 0.4628 | CAD | 1.4027 | 18S | 0.5062 | |
| 7 | RPL32 | 0.5009 | ACTIN | 0.4774 | RPL32 | 1.4686 | ACTIN | 0.5170 | |
| 8 | EF-1 | 0.6370 | EF-1 | 0.5691 | EF-1 | 1.7679 | EF-1 | 0.6888 | |
| 9 | H3 | 0.8045 | H3 | 0.9544 | H3 | 2.1046 | H3 | 0.9833 | |
| Low temperature | 1 | ACTIN/ | 0.1750 | 18S | 0.1215 | 18S | 0.2743 | ACTIN | 0.2444 |
| 2 | AK | 0.1518 | TUB | 0.3725 | AK | 0.2779 | |||
| 3 | RPL32 | 0.2032 | ACTIN | 0.1534 | AK | 0.4417 | EF-1 | 0.2791 | |
| 4 | AK | 0.2166 | EF-1 | 0.2027 | ACTIN | 0.4460 | GAPDH | 0.2832 | |
| 5 | EF-1 | 0.2539 | RPL32 | 0.2076 | EF-1 | 0.4485 | 18S | 0.2849 | |
| 6 | 18S | 0.3031 | GAPDH | 0.2466 | RPL32 | 0.4514 | RPL32 | 0.3175 | |
| 7 | CAD | 0.3587 | CAD | 0.2469 | CAD | 0.4955 | CAD | 0.3401 | |
| 8 | TUB | 0.4025 | TUB | 0.2883 | GAPDH | 0.5509 | TUB | 0.3769 | |
| 9 | H3 | 0.4595 | H3 | 0.4212 | H3 | 0.6086 | H3 | 0.3819 | |
| High temperature | 1 | ACTIN/ | 0.0856 | AK | 0.0714 | GAPDH | 0.1843 | AK | 0.2216 |
| 2 | GAPDH | 0.0728 | ACTIN | 0.1988 | GAPDH | 0.2328 | |||
| 3 | AK | 0.1644 | ACTIN | 0.1130 | AK | 0.2262 | ACTIN | 0.2592 | |
| 4 | TUB | 0.2331 | TUB | 0.1635 | RPL32 | 0.2411 | TUB | 0.2770 | |
| 5 | CAD | 0.2652 | EF-1 | 0.1955 | EF-1 | 0.2724 | EF-1 | 0.2950 | |
| 6 | H3 | 0.2971 | RPL32 | 0.2324 | TUB | 0.2981 | CAD | 0.3141 | |
| 7 | EF-1 | 0.3288 | CAD | 0.2383 | CAD | 0.3180 | RPL32 | 0.3257 | |
| 8 | RPL32 | 0.3549 | H3 | 0.2610 | 18S | 0.3406 | H3 | 0.3442 | |
| 9 | 18S | 0.3793 | 18S | 0.2832 | H3 | 0.4757 | 18S | 0.4042 | |
Fig 2Optimal number of reference genes for normalization in Liriomyza trifolii.
The pairwise variation (Vn/Vn+1) was analyzed between normalization factors NFn and NFn+1 by geNorm program to determine the optimal number of reference genes. Values < 0.15 indicate that additional genes are not required for the normalization of gene expression.
Fig 3Expression stability of candidate reference genes under different treatments.
A lower Geomean value indicates more stable expression according to RefFinder. (A) different developmental stages of Liriomyza trifolii; (B) sex for L. trifolii; (C) low temperature treatments for L. trifolii; (D) high temperature treatments for L. trifolii.
Recommended reference genes for various experimental conditions.
| Experimental conditions | Optimal number of reference genes | Recommended Reference Genes |
|---|---|---|
| Developmental stage | 2 | |
| (L, PP, P, OP, M, FM) | ||
| Sex | 2 | |
| (M, FM) | ||
| Low temperature | 2 | |
| (0°C, -2.5°C, -5°C, -7.5°C, -10°C) | ||
| High temperature | 2 | |
| (35°C, 37.5°C, 40°C, 42.5°C, 45°C) |
* L: third-instar larvae; PP: prepupae; P: two-day-old pupae; OP: ten-day-old pupae; M: male adult; FM: female adult.
Fig 4Validation of reference gene selection.
(A) Relative expression levels of HSP21.7 in low temperature treatments; (B) Relative expression levels of HSP21.7 in high temperature treatments; (C) Relative expression levels of HSP21.7 in developmental stage/sex treatments. Abbreviations: FM: female adult; M: male adult; L: third-instar larvae; PP: prepupae; P: two-day-old pupae; OP: ten-day-old pupae.