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Identification and validation of reference genes for quantitative real-time PCR studies in alligatorweed (Alternanthera philoxeroides)

Published online by Cambridge University Press:  21 April 2021

Junliang Yin
Affiliation:
Researcher, Hubei Key Laboratory of Waterlogging Disaster and Agricultural Use of Wetland, Yangtze University, Jingzhou, Hubei, China
Lu Hou
Affiliation:
Associate Professor, Qinghai Academy of Agriculture and Forestry Sciences, Qinghai University/Key Laboratory of Agricultural Integrated Pest Management, Qinghai Province/State Key Laboratory of Plateau Ecology and Agriculture, Qinghai University, Xining, Qinghai, China
Xinchen Jiang
Affiliation:
Graduate Research Assistant, College of Horticulture and Gardening, Yangtze University, Jingzhou, Hubei, China
Jie Yang
Affiliation:
Graduate Research Assistant, College of Horticulture and Gardening, Yangtze University, Jingzhou, Hubei, China
Yang He
Affiliation:
Graduate Research Assistant, College of Horticulture and Gardening, Yangtze University, Jingzhou, Hubei, China
Xiaokang Zhou
Affiliation:
Graduate Research Assistant, College of Horticulture and Gardening, Yangtze University, Jingzhou, Hubei, China
Xiongmeng Zhu
Affiliation:
Graduate Research Assistant, College of Horticulture and Gardening, Yangtze University, Jingzhou, Hubei, China
Andong Gong
Affiliation:
Associate Professor, College of Life Sciences, Xinyang Normal University, Xinyang, Henan, China
Yongxing Zhu*
Affiliation:
Associate Professor, College of Horticulture and Gardening, Jingzhou, Hubei, China
Zhongyi Chen*
Affiliation:
Professor, College of Horticulture and Gardening, Yangtze University, Jingzhou, Hubei, China
*
Authors for correspondence: Yongxing Zhu, College of Horticulture and Gardening, Yangtze University, Jingzhou 434000, Hubei, China (Email: yongxingzhu@yangtzeu.edu.cn); Zhongyi Chen, College of Horticulture and Gardening, Yangtze University, Jingzhou 434000, Hubei, China. (Email: czy@yangtzeu.edu.cn)
Authors for correspondence: Yongxing Zhu, College of Horticulture and Gardening, Yangtze University, Jingzhou 434000, Hubei, China (Email: yongxingzhu@yangtzeu.edu.cn); Zhongyi Chen, College of Horticulture and Gardening, Yangtze University, Jingzhou 434000, Hubei, China. (Email: czy@yangtzeu.edu.cn)

Abstract

Alligatorweed [Alternanthera philoxeroides (Mart.) Griseb.] is an invasive semiaquatic weed that poses a serious threat to agricultural production and ecological balance worldwide. However, information about genetic factors associated with the adaptation and invasion mechanisms of this species is limited. Screening for appropriate reference genes is important for gene expression and functional analysis research in A. philoxeroides. In this study, 30 candidate genes that showed stable expression in different A. philoxeroides tissues under various treatments in RNA-seq data were chosen to design quantitative real-time PCR (qRT-PCR) primers. After the amplification specificity validation, 25 candidates were selected and further evaluated in a diverse set of A. philoxeroides samples, including leaf, stem, and root tissues under drought, salinity, heat, chilling, five herbicides, and corresponding untreated controls using qRT-PCR. The delta-CT method, geNorm, NormFinder, BestKeeper, and RefFinder algorithms were used to identify stable reference genes from A. philoxeroides samples. Overall, CoA, RFI2, Tubby, SRP19, and V-ATPase were the top five ideal reference genes in all organs and conditions. Tubby and CoA were the most stable reference genes in the leaf/stem; and RFI2, ERprr, and SPR19 were suitable reference genes for the roots. This work provided a foundation for exploring gene expression profiling of A. philoxeroides, especially those adaptation- and invasion-related genes, which may help in management of this invasive weed.

Type
Research Article
Copyright
© The Author(s), 2021. Published by Cambridge University Press on behalf of the Weed Science Society of America

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Footnotes

Associate Editor: Te-Ming Paul Tseng, Mississippi State University

References

Andersen, CL, Jensen, JK, Ørntoft, TF (2004) Normalization of real-time quantitative reverse transcription-PCR data: a model-based variance estimation approach to identify genes suited for normalization, applied to bladder and colon cancer data sets. Cancer Res 64:52455250 CrossRefGoogle ScholarPubMed
Bai, C, Wang, P, Fan, Q, Fu, W, Wang, L, Zhang, Z, Song, Z, Zhang, GN, Wu, J (2017) Analysis of the role of the drought-induced gene DRI15 and salinity-induced gene SI1 in Alternanthera philoxeroides plasticity using a virus-based gene silencing tool. Front Plant Sci 8:1579 CrossRefGoogle ScholarPubMed
Chandna, R, Rehna, A, Naveen, CB (2012) Evaluation of candidate reference genes for gene expression normalization in Brassica juncea using real time quantitative RT-PCR. PLoS ONE 5:e36918 CrossRefGoogle Scholar
de Jonge, H, Fehrmann, R, de Bont, E, Hofstra, R, Gerbens, F, Kamps, W, de Vries, E, van der Zee, A, te Meerman G, and ter Elst A (2007) Evidence based selection of housekeeping genes. PLoS ONE 2:e898 CrossRefGoogle ScholarPubMed
Duan, M, Wang, J, Zhang, X, Yang, H, Wang, H, Qiu, Y, Song, J, Guo, Y, Li, X (2017) Identification of optimal reference genes for expression analysis in radish (Raphanus sativus L.) and its relatives based on expression stability. Front Plant Sci 8:1605 CrossRefGoogle ScholarPubMed
Fan, C, Ma, J, Guo, Q, Li, X, Wang, H, Lu, M (2013a) Selection of reference genes for quantitative real-time PCR in bamboo (Phyllostachys edulis). PLoS ONE 8:e56573 CrossRefGoogle Scholar
Fan, S, Yu, D, Liu, C (2013b) The invasive plant Alternanthera philoxeroides was suppressed more intensively than its native congener by a native generalist: implications for the biotic resistance hypothesis. PLoS ONE 8:e83619 CrossRefGoogle ScholarPubMed
Fang, ZW, Jiang, WQ, He, YQ, Ma, DF, Liu, YK, Wang, SP, Zhang, YX, Yin, JL (2020) Genome-wide identification, structure characterization, and expression profiling of Dof transcription factor gene family in wheat (Triticum aestivum L.). Agronomy 10:294 CrossRefGoogle Scholar
Gao, L, Geng, Y, Yang, H, Hu, Y, Yang, J (2015) Gene expression reaction norms unravel the molecular and cellular processes underpinning the plastic phenotypes of Alternanthera philoxeroides in contrasting hydrological conditions. Front Plant Sci 6:991 CrossRefGoogle ScholarPubMed
González-Agüero, M, García-Rojas, M, Di Genova, A, Correa, J, Maass, A, Orellana, A, Hinrichsen, P (2013) Identification of two putative reference genes from grapevine suitable for gene expression analysis in berry and related tissues derived from RNA-seq data. BMC Genomics 14:878 CrossRefGoogle ScholarPubMed
Gutierrez, N, Giménez, MJ, Palomino, C, Avila, CM (2011) Assessment of candidate reference genes for expression studies in Vicia faba L. by real-time quantitative PCR. Mol Breeding 28:1324 CrossRefGoogle Scholar
Hong, SY, Seo, PJ, Yang, M S, Xiang, F, Park, CM (2008) Exploring valid reference genes for gene expression studies in Brachypodium distachyon by real-time PCR. BMC Plant Biol 8:112 CrossRefGoogle ScholarPubMed
Kozera, B, Rapacz, M (2013) Reference genes in real-time PCR. J Appl Genet 54:391406.CrossRefGoogle ScholarPubMed
Le, DT, Aldrich, DL, Valliyodan, B, Watanabe, Y, Ha, CV, Nishiyama, R, Guttikonda, SK, Quach, TN, Gutierrez-Gonzalez, JJ, Tran, LS, Nguyen, HT (2012) Evaluation of candidate reference genes for normalization of quantitative RT-PCR in soybean tissues under various abiotic stress conditions. PLoS ONE 7:e46487 CrossRefGoogle ScholarPubMed
Leebens-Mack, JH, Barker, MS, Carpenter, EJ, Deyholos, MK, Gitzendanner, MA, Graham, SW, Grosse, I, Li, Z, Melkonian, M, Mirarab, S, Porsch, M, Quint, M, Rensing, SA, Soltis, DE, Soltis, PS, et al. (2019) One thousand plant transcriptomes and the phylogenomics of green plants. Nature 574:679685.Google Scholar
Li, G, Deng, Y, Geng, Y, Zhou, C, Wang, Y, Zhang, W, Song, Z, Gao, L, Yang, J (2017) Differentially expressed microRNAs and target genes associated with plastic internode elongation in Alternanthera philoxeroides in contrasting hydrological habitats. Front Plant Sci 8:2078 CrossRefGoogle ScholarPubMed
Li, L, Liu, L, Zhuo, W, Chen, Q, Hu, S, Peng, S, Wang, X, Lu, Y, Lu, L (2018) Physiological and quantitative proteomic analyses unraveling potassium deficiency stress response in alligator weed (Alternanthera philoxeroides L.) root. Plant Mol Biol 97:265278 CrossRefGoogle ScholarPubMed
Li, L, Xu, L, Wang, X, Pan, G, Lu, L (2015) De novo characterization of the alligator weed (Alternanthera philoxeroides) transcriptome illuminates gene expression under potassium deprivation. J Genet 94:95104 CrossRefGoogle ScholarPubMed
Liu, D, Horvath, D, Li, P, Liu, W (2019) RNA sequencing characterizes transcriptomes differences in cold response between northern and southern Alternanthera philoxeroides and highlights adaptations associated with northward expansion. Front Plant Sci 10:24 CrossRefGoogle Scholar
Ma, R, Xu, S, Zhao, Y, Xia, B, Wang, R (2016) Selection and validation of appropriate reference genes for quantitative real-time PCR analysis of gene expression in Lycoris aurea . Front Plant Sci 7:536 CrossRefGoogle ScholarPubMed
Mughal, BB, Leemans, M, Spirhanzlova, P, Demeneix, B, Fini, J-B (2018) Reference gene identification and validation for quantitative real-time PCR studies in developing Xenopus laevis . Sci Rep 8:496 CrossRefGoogle ScholarPubMed
Pfaffl, MW, Tichopad, A, Prgomet, C, Neuvians, TP (2004) Determination of stable housekeeping genes, differentially regulated target genes and sample integrity: BestKeeper-Excel-based tool using pair-wise correlations. Biotechnol Lett 26:509515 CrossRefGoogle ScholarPubMed
Schooler, S, Cook, T, Bourne, A, Prichard, G, Julien, M (2008) Selective herbicides reduce alligator weed (Alternanthera philoxeroides) biomass by enhancing competition. Weed Sci 56:259264 CrossRefGoogle Scholar
Song, ZZ, Su, YH (2013) Distinctive potassium-accumulation capability of alligatorweed (Alternanthera philoxeroides) links to high-affinity potassium transport facilitated by K+-uptake systems. Weed Sci 61:7784 CrossRefGoogle Scholar
Tanveer, A, Ali, HH, Manalil, S, Raza, A, Chauhan, BS (2018) Eco-biology and management of alligator weed [Alternanthera philoxeroides (Mart.) Griseb.]: a review. Wetlands 38:10671079 CrossRefGoogle Scholar
Vandesompele, J, De, PK, Pattyn, F, Poppe, B, Van, RN, De, PA, Speleman, F (2002) Accurate normalization of real-time quantitative RT-PCR data by geometric averaging of multiple internal control genes. Genome Biol 3:research0034.1 CrossRefGoogle Scholar
Xie, F, Xiao, P, Chen, D, Xu, L, Zhang, B (2012) miRDeepFinder: a miRNA analysis tool for deep sequencing of plant small RNAs. Plant Mol Biol 80:7584 CrossRefGoogle Scholar
Xu, M, Zhang, B, Su, X, Zhang, S, Huang, M (2011) Reference gene selection for quantitative real-time polymerase chain reaction in Populus. Anal Biochem 408:337339 CrossRefGoogle ScholarPubMed
Yim, AK, Wong, JW, Ku, Y, Qin, H, Chan, T, Lam, H (2015) Using RNA-Seq data to evaluate reference genes suitable for gene expression studies in soybean. PLoS ONE 10:e0136343 CrossRefGoogle Scholar
Yin, J, Tian, J, Li, G, Zhu, Y, Zhou, X, He, Y, Nie, P, Su, Y, Zhong, Q, Chen, Z (2020) Carbohydrate, phytohormone, and associated transcriptome changes during storage root formation in Alternanthera philoxeroides . Weed Sci 68:382395 CrossRefGoogle Scholar
Yin, JL, Liu, MY, Ma, DF, Wu, JW, Li, SL, Zhu, YX, Han, B (2018) Identification of circular RNAs and their targets during tomato fruit ripening. Postharvest Biol Technol 136:9098 CrossRefGoogle Scholar
Zhang, R, Wu, T, Wan, H, Gu, C, Zhang, S, Wu, J, Zhang, S (2012) Evaluation of candidate reference genes for real time quantitative PCR normalization in pear fruit. Afr J Agric Res 7:37013704 Google Scholar
Zhu, Y, Gong, H, Yin, J (2019a) Role of silicon in mediating salt tolerance in plants: a review. Plants 8:147 CrossRefGoogle ScholarPubMed
Zhu, YX, Jia, JH, Yang, L, Xia, YC, Zhang, HL, Jia, JB, Zhou, R, Nie, PY, Yin, JL, Ma, DF, Liu, LC (2019b) Identification of cucumber circular RNAs responsive to salt stress. BMC Plant Biol 19:164 CrossRefGoogle ScholarPubMed
Zhu, Z, Zhou, CC, Yang, J (2015) Molecular phenotypes associated with anomalous stamen development in Alternanthera philoxeroides . Front Plant Sci 6:24 CrossRefGoogle ScholarPubMed
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