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Parveen K, Saddique MAB, Ali Z, Ur Rehman S, Zaib-Un-Nisa, Khan Z, Waqas M, Munir MZ, Hussain N, Muneer MA. Genome-wide analysis of Glutathione peroxidase (GPX) gene family in Chickpea (Cicer arietinum L.) under salinity stress. Gene 2024; 898:148088. [PMID: 38104951 DOI: 10.1016/j.gene.2023.148088] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2023] [Revised: 11/23/2023] [Accepted: 12/13/2023] [Indexed: 12/19/2023]
Abstract
Chickpea is the second most widely grown legume in the world. Its cultivation is highly affected by saline soils. Salt stress damages its all growth stages from germination to maturity. It has a huge genetic diversity containing adaptation loci that can help produce salt-tolerant cultivars. The glutathione peroxidase (GPX) gene family plays an important role in regulating plant response to abiotic stimuli and protects cells from oxidative damage. In current research, the role of GPX genes is studied for inducing salt tolerance in chickpea. This study identifies the GPX gene family in Cicer arietinum. In response to the NaCl stress, the gene expression profiles of CaGPX3 were examined using real-time qRT-PCR. The results of phylogenetic analysis show that CaGPX genes have an evolutionary relationship with monocots, dicots, chlorophytes, and angiosperms. Gene structure analysis showed that CaGPX3, CaGPX4, and CaGPX5 have six, CaGPX2 has five, and CaGPX1 contains 9 exons. According to the Ka and Ks analysis chickpea has one pair of duplicated genes of GPX and the duplication was tandem with negative (purifying) selection Ka < Ks (<1). In-silico gene expression analysis revealed that CaGPX3 is a salt stress-responsive gene among all other five GPX members in chickpea. The qRT-PCR results showed that the CaGPX3 gene expression was co-ordinately regulated under salt stress conditions, confirming CaGPX3's key involvement in salt tolerance.
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Affiliation(s)
- Kauser Parveen
- Institute of Plant Breeding and Biotechnology, MNS University of Agriculture Multan, Pakistan
| | | | - Zulfiqar Ali
- Department of Plant Breeding and Genetics, University of Agriculture, Faisalabad, Pakistan; Programs and Projects Department, Islamic Organization for Food Security, Astana, Kazakhstan
| | - Shoaib Ur Rehman
- Institute of Plant Breeding and Biotechnology, MNS University of Agriculture Multan, Pakistan; SINO-PAK Joint Research Laboratory, Institute of Plant Breeding and Biotechnology, MNS University of Agriculture Multan, Pakistan.
| | - Zaib-Un-Nisa
- Cotton Research Institute, Multan, Punjab, Pakistan
| | - Zulqurnain Khan
- Institute of Plant Breeding and Biotechnology, MNS University of Agriculture Multan, Pakistan
| | - Muhammad Waqas
- Pakistan Agricultural Research Council, Arid Zone Research Center, Pakistan Agricultural Research Council, Dera Ismail Khan, Pakistan
| | - Muhammad Zeeshan Munir
- School of Environment and Energy, Peking University Shenzhen Graduate School, 2199 Lishui Rd., Shenzhen 518055, China
| | - Niaz Hussain
- Arid Zone Research Institute Bhakkar, Punjab, Pakistan
| | - Muhammad Atif Muneer
- International Magnesium Institute, College of Resources and Environment, Fujian Agriculture and Forestry University, Fuzhou 350002, China
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Feng K, Yang ZY, Yan YJ, Sun N, Zhou ZQ, Liu JL, Zhao SP, Wu P, Li LJ. Selection of suitable reference genes for qPCR normalization in different developmental stages of Oenanthe javanica. FRONTIERS IN PLANT SCIENCE 2023; 14:1287589. [PMID: 38205019 PMCID: PMC10777208 DOI: 10.3389/fpls.2023.1287589] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/02/2023] [Accepted: 12/13/2023] [Indexed: 01/12/2024]
Abstract
Gene expression analysis is widely used to unravel molecular regulatory mechanisms and identify key genes in plants. Appropriate reference gene is an important prerequisite to ensure the accuracy and reliability of qPCR analysis results. Water dropwort is a plant of the Oenanthe genus in the Apiaceae family, which has high economic benefits. However, the underlying molecular regulatory mechanisms in the growth and development of water dropwort have not been fully understood and the appropriate reference genes in different developmental stages of water dropwort not yet reported. In this study, 10 candidate reference genes (ACTIN, PP2A, SAND, EF-1α, GAPDH, UBQ, MIP, TBP, RPS-18, eIF-4α) were identified and cloned from Oenanthe javanica. The qPCR primers of candidate reference genes were designed and verified. Four statistical algorithms, geNorm, NormFinder, BestKeeper and RefFinder were used to evaluate the expression stability of 10 candidate reference genes in different developmental stages of water dropwort. The results showed that TBP and UBQ were the most stable genes in different developmental stages of water dropwort, while GAPDH was the most unstable gene. The normalization of EXP1 genes at different developmental stages further confirmed the reliability of internal reference genes. The results of this study provide a theoretical basis for selecting appropriate internal reference genes in different developmental stages of water dropwort. This study also provides technical support and reliable basis for the expression analysis of key genes in different developmental stages of water dropwort.
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Affiliation(s)
- Kai Feng
- College of Horticulture and Landscape Architecture, Yangzhou University, Yangzhou, China
| | - Zhi-Yuan Yang
- College of Horticulture and Landscape Architecture, Yangzhou University, Yangzhou, China
| | - Ya-Jie Yan
- College of Horticulture and Landscape Architecture, Yangzhou University, Yangzhou, China
| | - Nan Sun
- College of Horticulture and Landscape Architecture, Yangzhou University, Yangzhou, China
| | - Zi-Qi Zhou
- College of Horticulture and Landscape Architecture, Yangzhou University, Yangzhou, China
| | - Jia-Lu Liu
- College of Horticulture and Landscape Architecture, Yangzhou University, Yangzhou, China
| | - Shu-Ping Zhao
- College of Horticulture and Landscape Architecture, Yangzhou University, Yangzhou, China
| | - Peng Wu
- College of Horticulture and Landscape Architecture, Yangzhou University, Yangzhou, China
| | - Liang-Jun Li
- College of Horticulture and Landscape Architecture, Yangzhou University, Yangzhou, China
- Joint International Research Laboratory of Agriculture and Agri−Product Safety of Ministry of Education of China, Yangzhou University, Yangzhou, China
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Selection of suitable internal control gene for assaying gene expression in rice through qRT-PCR during sheath blight infection. J Biotechnol 2023; 362:1-11. [PMID: 36513313 DOI: 10.1016/j.jbiotec.2022.12.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2022] [Revised: 11/11/2022] [Accepted: 12/07/2022] [Indexed: 12/14/2022]
Abstract
qRT-PCR is a globally accepted technique for assaying gene expression in relative terms which compares the difference between critical threshold (CT) values of a gene calculated form two independently isolated RNA samples. Independent RNA isolations, however, include error due to batch effect which must be normalized for error-free calculation of relative gene expression. Hence, CT values of internal control (IC) genes are used for normalization during the calculation of expression fold-change in gene expression analysis. The expression of ICs genes expected to be stable in all the experimental conditions. However, it is almost impossible to find such a gene which do not depict expression fluctuation in response to the changes in experimental conditions. Hence, it is necessary to identify suitable IC gene(s) for any given experimental condition before conducting any particular gene expression study. Here, we examined the suitability of eight candidate IC genes, namely glyceraldehyde 3-phosphate dehydrogenase (GAPDH), eukaryotic elongation factor-1 (eEF-1α), 25 S rRNA (25 S), 18 S rRNA (18 S), ubiquitin C E2 ligase (UBC), Actin (Act), ubiquitin 5 (UBQ5) and ubiquitin 10 (UBQ10), for assaying gene expression in rice during sheath blight infection. Our analysis suggest that GAPDH might be the IC of choice when expression studies include contrasting genotypes differing in their tolerance to sheath blight pathogen as well as progressive infection time. While if expression analysis have to be performed only in one genotype but under progressive sheath blight infection, UBQ5 might be chosen as IC because of its high expression stability under the proposed experimental setup.
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Ji T, Ma S, Liang M, Wang X, Gao L, Tian Y. Reference genes identification for qRT-PCR normalization of gene expression analysis in Cucumis sativus under Meloidogyne incognita infection and Pseudomonas treatment. FRONTIERS IN PLANT SCIENCE 2022; 13:1061921. [PMID: 36589116 PMCID: PMC9799720 DOI: 10.3389/fpls.2022.1061921] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/05/2022] [Accepted: 11/14/2022] [Indexed: 06/17/2023]
Abstract
qRT-PCR is a common and key technical means to study gene expression in biological research. However, reliability and accuracy of quantification by qRT-PCR is entirely dependent on the identification of appropriate reference genes. Cucumber as an economical vegetable is widely cultivated worldwide and is subject to serious nematode infection, especially from M. incognita. Plant could employ beneficial soil bacteria in the rhizosphere to enhance plant adaptability to various stresses. In this study, the optimal reference genes in cucumber under M. incognita stress and Pseudomonas treatment were calculated and confirmed. A total of thirteen candidate reference genes were identified across three different treatments. Of these, geNorm, NormFinder and BestKeeper programs combined RefFinder software identified EF1 and UBI are the most suitable reference gene in the root knot and whole root of cucumber infected M. incognita, respectively, and CACS is the most suitable reference gene in the whole root of cucumber treated by Pseudomonas. The work first validated the most suitable reference genes for the normalization gene expression in cucumber by nematode infected or Pseudomonas inoculated, and these results would facilitate the further research on M. incognita or Pseudomonas soil rhizosphere microbe interaction with cucumber.
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Affiliation(s)
| | | | | | | | - Lihong Gao
- *Correspondence: Yongqiang Tian, ; Lihong Gao,
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Zhao G, Wang M, Gan Y, Gong H, Li J, Zheng X, Liu X, Zhao S, Luo J, Wu H. Identification of suitable reference genes for quantitative reverse transcription PCR in Luffa ( Luffa cylindrica). PHYSIOLOGY AND MOLECULAR BIOLOGY OF PLANTS : AN INTERNATIONAL JOURNAL OF FUNCTIONAL PLANT BIOLOGY 2022; 28:737-747. [PMID: 35592479 PMCID: PMC9110621 DOI: 10.1007/s12298-022-01182-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/14/2021] [Revised: 04/20/2022] [Accepted: 04/25/2022] [Indexed: 06/15/2023]
Abstract
UNLABELLED Reverse transcription real-time quantitative PCR is widely used to quantify gene expression. Reference genes are usually used as internal controls to measure the target gene expression level. To date, there is no consensus on the use of systematically validated reference genes in different tissues of Luffa. This study evaluated the expression stability of 11 candidate reference genes in different tissues using five algorithms (BestKeeper, comparative delta-Ct method, GeNorm, NormFinder, and RefFinder). Protein phosphatase 2A was the most stable gene, while alpha Tubulin was the least stable. The relative expression of ethylene-related genes in different tissues was also analyzed to reveal their role in sex determination. This study provides the basis for using suitable reference genes to evaluate targeted gene expression. SUPPLEMENTARY INFORMATION The online version contains supplementary material available at 10.1007/s12298-022-01182-8.
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Affiliation(s)
- Gangjun Zhao
- Vegetable Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou, 510640 China
- Guangdong Key Laboratory for New Technology Research of Vegetables, Guangzhou, 510640 China
| | - Meng Wang
- Guangdong Key Laboratory for New Technology Research of Vegetables, Guangzhou, 510640 China
| | - Yaqin Gan
- Guangdong Key Laboratory for New Technology Research of Vegetables, Guangzhou, 510640 China
| | - Hao Gong
- Vegetable Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou, 510640 China
| | - Junxing Li
- Vegetable Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou, 510640 China
| | - Xiaoming Zheng
- Vegetable Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou, 510640 China
| | - Xiaoxi Liu
- Vegetable Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou, 510640 China
| | - Siying Zhao
- Guangdong Key Laboratory for New Technology Research of Vegetables, Guangzhou, 510640 China
| | - Jianning Luo
- Vegetable Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou, 510640 China
| | - Haibin Wu
- Vegetable Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou, 510640 China
- Guangdong Laboratory for Lingnan Modern Agriculture, Guangzhou, 510642 China
- Guangdong Key Laboratory for New Technology Research of Vegetables, Guangzhou, 510640 China
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Omary M, Gil-Yarom N, Yahav C, Steiner E, Hendelman A, Efroni I. A conserved superlocus regulates above- and belowground root initiation. Science 2022; 375:eabf4368. [PMID: 35239373 DOI: 10.1101/2020.11.11.377937] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/22/2023]
Abstract
Plants continuously form new organs in different developmental contexts in response to environmental cues. Underground lateral roots initiate from prepatterned cells in the main root, but cells can also bypass the root-shoot trajectory separation and generate shoot-borne roots through an unknown mechanism. We mapped tomato (Solanum lycopersicum) shoot-borne root development at single-cell resolution and showed that these roots initiate from phloem-associated cells through a unique transition state. This state requires the activity of a transcription factor that we named SHOOTBORNE ROOTLESS (SBRL). Evolutionary analysis reveals that SBRL's function and cis regulation are conserved in angiosperms and that it arose as an ancient duplication, with paralogs controlling wound-induced and lateral root initiation. We propose that the activation of a common transition state by context-specific regulators underlies the plasticity of plant root systems.
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Affiliation(s)
- Moutasem Omary
- The Institute of Plant Science and Genetics in Agriculture, Faculty of Agriculture, The Hebrew University of Jerusalem, Rehovot, Israel
| | - Naama Gil-Yarom
- The Institute of Plant Science and Genetics in Agriculture, Faculty of Agriculture, The Hebrew University of Jerusalem, Rehovot, Israel
| | - Chen Yahav
- The Institute of Plant Science and Genetics in Agriculture, Faculty of Agriculture, The Hebrew University of Jerusalem, Rehovot, Israel
| | - Evyatar Steiner
- Department of Plant Sciences, Weizmann Institute of Science, Rehovot, Israel
| | - Anat Hendelman
- Cold Spring Harbor Laboratory, Cold Spring Harbor, NY, USA
| | - Idan Efroni
- The Institute of Plant Science and Genetics in Agriculture, Faculty of Agriculture, The Hebrew University of Jerusalem, Rehovot, Israel
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7
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Miao L, Li Q, Sun TS, Chai S, Wang C, Bai L, Sun M, Li Y, Qin X, Zhang Z, Yu X. Sugars promote graft union development in the heterograft of cucumber onto pumpkin. HORTICULTURE RESEARCH 2021; 8:146. [PMID: 34193850 PMCID: PMC8245404 DOI: 10.1038/s41438-021-00580-5] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/23/2021] [Revised: 03/31/2021] [Accepted: 04/19/2021] [Indexed: 05/11/2023]
Abstract
The use of heterografts is widely applied for the production of several important commercial crops, but the molecular mechanism of graft union formation remains poorly understood. Here, cucumber grafted onto pumpkin was used to study graft union development, and genome-wide tempo-spatial gene expression at the graft interface was comprehensively investigated. Histological analysis suggested that resumption of the rootstock growth occurred after both phloem and xylem reconnection, and the scion showed evident callus production compared with the rootstock 3 days after grafting. Consistently, transcriptome data revealed specific responses between the scion and rootstock in the expression of genes related to cambium development, the cell cycle, and sugar metabolism during both vascular reconnection and healing, indicating distinct mechanisms. Additionally, lower levels of sugars and significantly changed sugar enzyme activities at the graft junction were observed during vascular reconnection. Next, we found that the healing process of grafted etiolated seedlings was significantly delayed, and graft success, xylem reconnection, and the growth of grafted plants were enhanced by exogenous glucose. This demonstrates that graft union formation requires the correct sugar content. Furthermore, we also found that graft union formation was delayed with a lower energy charge by the target of rapamycin (TOR) inhibitor AZD-8055, and xylem reconnection and the growth of grafted plants were enhanced under AZD-8055 with exogenous glucose treatment. Taken together, our results reveal that sugars play a positive role in graft union formation by promoting the growth of cucumber/pumpkin and provide useful information for understanding graft union healing and the application of heterografting in the future.
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Affiliation(s)
- Li Miao
- Institute of Vegetables and Flowers, Chinese Academy of Agriculture Sciences, Beijing, 100081, China
| | - Qing Li
- Institute of Vegetables and Flowers, Chinese Academy of Agriculture Sciences, Beijing, 100081, China
| | - Tian-Shu Sun
- Institute of Vegetables and Flowers, Chinese Academy of Agriculture Sciences, Beijing, 100081, China
| | - Sen Chai
- College of Horticulture, Qingdao Agricultural University, Qingdao, 266109, China
| | - Changlin Wang
- Institute of Vegetables and Flowers, Chinese Academy of Agriculture Sciences, Beijing, 100081, China
| | - Longqiang Bai
- College of Horticulture, Shanxi Agricultural University, Taigu, Jinzhong, Shanxi, 030801, China
| | - Mintao Sun
- Institute of Vegetables and Flowers, Chinese Academy of Agriculture Sciences, Beijing, 100081, China
| | - Yansu Li
- Institute of Vegetables and Flowers, Chinese Academy of Agriculture Sciences, Beijing, 100081, China
| | - Xing Qin
- Institute of Vegetables and Flowers, Chinese Academy of Agriculture Sciences, Beijing, 100081, China
| | - Zhonghua Zhang
- College of Horticulture, Qingdao Agricultural University, Qingdao, 266109, China.
| | - Xianchang Yu
- Institute of Vegetables and Flowers, Chinese Academy of Agriculture Sciences, Beijing, 100081, China.
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Comprehensive evaluation of candidate reference genes for quantitative real-time PCR-based analysis in Caucasian clover. Sci Rep 2021; 11:3269. [PMID: 33558610 PMCID: PMC7870939 DOI: 10.1038/s41598-021-82633-2] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2020] [Accepted: 01/19/2021] [Indexed: 11/08/2022] Open
Abstract
The forage species Caucasian clover (Trifolium ambiguum M. Bieb.), a groundcover plant, is resistant to both cold and drought. However, reference genes for qRT-PCR-based analysis of Caucasian clover are lacking. In this study, 12 reference genes were selected on the basis of transcriptomic data. These genes were used to determine the most stably expressed genes in various organs of Caucasian clover under cold, salt and drought stress for qRT-PCR-based analysis. Reference gene stability was analyzed by geNorm, NormFinder, BestKeeper, the ∆Ct method and RefFinder. Under salt stress, RCD1 and PPIL3 were the most stable reference genes in the leaves, and NLI1 and RCD1 were the most stable references genes in the roots. Under low-temperature stress, APA and EFTu-GTP were the most stable reference genes in the leaves, and the RCD1 and NLI2 genes were highly stable in the roots. Under 10% PEG-6000 stress, NLI1 and NLI2 were highly stable in the leaves, and RCD1 and PPIL3 were the most stable in the roots. Overall, RCD1 and NLI2 were the most stable reference genes in organs under normal conditions and across all samples. The most and least stable reference genes were validated by assessing their appropriateness for normalization via WRKY genes.
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Liu X, Zhang Y, Huang K, Yin T, Li Q, Zou Q, Guo D, Zhang X. rpoB and efp are stable candidate reference genes for quantitative real-time PCR analysis in Saccharopolyspora spinosa. BIOTECHNOL BIOTEC EQ 2021. [DOI: 10.1080/13102818.2021.1899852] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022] Open
Affiliation(s)
- Xiaomeng Liu
- Beijing Key Laboratory of Nutrition & Health and Food Safety, Nutrition and Health Research Institute, COFCO, Beijing, PR China
| | - Yunpeng Zhang
- Beijing Key Laboratory of Nutrition & Health and Food Safety, Nutrition and Health Research Institute, COFCO, Beijing, PR China
| | - Kexue Huang
- Qilu Pharmaceutical (Inner Mongolia) Co., Ltd, Hohhot, Inner Mongolia, PR China
| | - Tie Yin
- Beijing Key Laboratory of Nutrition & Health and Food Safety, Nutrition and Health Research Institute, COFCO, Beijing, PR China
| | - Qi Li
- Beijing Key Laboratory of Nutrition & Health and Food Safety, Nutrition and Health Research Institute, COFCO, Beijing, PR China
| | - Qiulong Zou
- Beijing Key Laboratory of Nutrition & Health and Food Safety, Nutrition and Health Research Institute, COFCO, Beijing, PR China
| | - Dongsheng Guo
- School of Food Science and Pharmaceutical Engineering, Nanjing Normal University, Nanjing, Jiangsu Province, PR China
| | - Xiaolin Zhang
- Beijing Key Laboratory of Nutrition & Health and Food Safety, Nutrition and Health Research Institute, COFCO, Beijing, PR China
- School of Food Science and Pharmaceutical Engineering, Nanjing Normal University, Nanjing, Jiangsu Province, PR China
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10
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Li Z, Lu H, He Z, Wang C, Wang Y, Ji X. Selection of appropriate reference genes for quantitative real-time reverse transcription PCR in Betula platyphylla under salt and osmotic stress conditions. PLoS One 2019; 14:e0225926. [PMID: 31794584 PMCID: PMC6890252 DOI: 10.1371/journal.pone.0225926] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2019] [Accepted: 11/15/2019] [Indexed: 01/15/2023] Open
Abstract
Selecting appropriate reference genes is vital to normalize gene expression analysis in birch (Betula platyphylla) under different abiotic stress conditions using quantitative real-time reverse transcription PCR (qRT-PCR). In this study, 11 candidate birch reference genes (ACT, TUA, TUB, TEF, 18S rRNA, EF1α, GAPDH, UBC, YLS8, SAND, and CDPK) were selected to evaluate the stability of their expression in different tissues and under different abiotic stress conditions. Three statistical algorithms (GeNorm, NormFinder, and BestKeeper) were used to analyze the stability of the 11 candidate reference genes to identify the most appropriate one. The results indicated that EF-1α was the most stable reference gene in different birch tissues, ACT was the most stable reference gene for normal conditions, ACT and TEF were the most stable reference genes for salt stress treatment, TUB was the most stable reference gene for osmotic stress treatment, and ACT was the most appropriate choice in all samples of birch. In conclusion, the most appropriate reference genes varied among different experimental conditions. However, in this study, ACT was the optimum reference gene in all experimental groups, except in the different tissues group. GAPDH was the least stable candidate reference gene in all experimental conditions. In addition, three stress-induced genes (BpGRAS1, BpGRAS16, and BpGRAS19) were chosen to verify the stability of the selected reference genes in different tissues and under salt stress. This study laid the foundation for the selection of appropriate reference gene(s) for future gene expression pattern studies in birch.
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Affiliation(s)
- Ziyi Li
- College of Forestry, Shenyang Agricultural University, Shenyang, China
- State Key Laboratory of Tree Genetics and Breeding (Northeast Forestry University), Harbin, China
| | - Huijun Lu
- State Key Laboratory of Tree Genetics and Breeding (Northeast Forestry University), Harbin, China
| | - Zihang He
- State Key Laboratory of Tree Genetics and Breeding (Northeast Forestry University), Harbin, China
| | - Chao Wang
- State Key Laboratory of Tree Genetics and Breeding (Northeast Forestry University), Harbin, China
| | - Yucheng Wang
- College of Forestry, Shenyang Agricultural University, Shenyang, China
| | - Xiaoyu Ji
- College of Forestry, Shenyang Agricultural University, Shenyang, China
- * E-mail:
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Feng K, Liu JX, Xing GM, Sun S, Li S, Duan AQ, Wang F, Li MY, Xu ZS, Xiong AS. Selection of appropriate reference genes for RT-qPCR analysis under abiotic stress and hormone treatment in celery. PeerJ 2019; 7:e7925. [PMID: 31660275 PMCID: PMC6815649 DOI: 10.7717/peerj.7925] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2019] [Accepted: 09/20/2019] [Indexed: 12/30/2022] Open
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.
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Affiliation(s)
- Kai Feng
- State Key Laboratory of Crop Genetics and Germplasm Enhancement, Ministry of Agriculture and Rural Affairs Key Laboratory of Biology and Germplasm Enhancement of Horticultural Crops in East China, College of Horticulture, Nanjing Agricultural University, Nanjing, China
| | - Jie-xia Liu
- State Key Laboratory of Crop Genetics and Germplasm Enhancement, Ministry of Agriculture and Rural Affairs Key Laboratory of Biology and Germplasm Enhancement of Horticultural Crops in East China, College of Horticulture, Nanjing Agricultural University, Nanjing, China
| | - Guo-Ming Xing
- Collaborative Innovation Center for Improving Quality and Increase Profits of Protected Vegetables in Shanxi, Taigu, China
| | - Sheng Sun
- Collaborative Innovation Center for Improving Quality and Increase Profits of Protected Vegetables in Shanxi, Taigu, China
| | - Sen Li
- Collaborative Innovation Center for Improving Quality and Increase Profits of Protected Vegetables in Shanxi, Taigu, China
| | - Ao-Qi Duan
- State Key Laboratory of Crop Genetics and Germplasm Enhancement, Ministry of Agriculture and Rural Affairs Key Laboratory of Biology and Germplasm Enhancement of Horticultural Crops in East China, College of Horticulture, Nanjing Agricultural University, Nanjing, China
| | - Feng Wang
- State Key Laboratory of Crop Genetics and Germplasm Enhancement, Ministry of Agriculture and Rural Affairs Key Laboratory of Biology and Germplasm Enhancement of Horticultural Crops in East China, College of Horticulture, Nanjing Agricultural University, Nanjing, China
| | - Meng-Yao Li
- State Key Laboratory of Crop Genetics and Germplasm Enhancement, Ministry of Agriculture and Rural Affairs Key Laboratory of Biology and Germplasm Enhancement of Horticultural Crops in East China, College of Horticulture, Nanjing Agricultural University, Nanjing, China
| | - Zhi-Sheng Xu
- State Key Laboratory of Crop Genetics and Germplasm Enhancement, Ministry of Agriculture and Rural Affairs Key Laboratory of Biology and Germplasm Enhancement of Horticultural Crops in East China, College of Horticulture, Nanjing Agricultural University, Nanjing, China
| | - Ai-Sheng Xiong
- State Key Laboratory of Crop Genetics and Germplasm Enhancement, Ministry of Agriculture and Rural Affairs Key Laboratory of Biology and Germplasm Enhancement of Horticultural Crops in East China, College of Horticulture, Nanjing Agricultural University, Nanjing, China
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12
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Miao L, Di Q, Sun T, Li Y, Duan Y, Wang J, Yan Y, He C, Wang C, Yu X. Integrated Metabolome and Transcriptome Analysis Provide Insights into the Effects of Grafting on Fruit Flavor of Cucumber with Different Rootstocks. Int J Mol Sci 2019; 20:ijms20143592. [PMID: 31340498 PMCID: PMC6678626 DOI: 10.3390/ijms20143592] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2019] [Revised: 07/08/2019] [Accepted: 07/16/2019] [Indexed: 11/20/2022] Open
Abstract
Rootstocks frequently exert detrimental effects on the fruit quality of grafted cucumber (Cucumis sativus L.) plants. To understand and ultimately correct this deficiency, a transcriptomic and metabolomic comparative analysis was performed among cucumber fruits from non-grafted plants (NG), and fruits from plants grafted onto different rootstocks of No.96 and No.45 (Cucurbita moschata. Duch), known to confer a different aroma and taste. We found remarkable changes in the primary metabolites of sugars, organic acids, amino acids, and alcohols in the fruit of the grafted cucumber plants with different rootstocks, compared to the non-grafted ones, especially No.45. We identified 140, 131, and 244 differentially expressed genes (DEGs) in the comparisons of GNo.96 vs. NG, GNo.45 vs. NG, and GNo.45 vs. GNo.96. The identified DEGs have functions involved in many metabolic processes, such as starch and sucrose metabolism; the biosynthesis of diterpenoid, carotenoid, and zeatin compounds; and plant hormone signal transduction. Members of the HSF, AP2/ERF-ERF, HB-HD-ZIP, and MYB transcription factor families were triggered in the grafted cucumbers, especially in the cucumber grafted on No.96. Based on a correlation analysis of the relationships between the metabolites and genes, we screened 10 candidate genes likely to be involved in sugar metabolism (Fructose-6-phosphate and trehalose), linoleic acid, and amino-acid (isoleucine, proline, and valine) biosynthesis in grafted cucumbers, and then confirmed the gene expression patterns of these genes by qRT-PCR. The levels of TPS15 (Csa3G040850) were remarkably increased in cucumber fruit with No.96 rootstock compared with No.45, suggesting changes in the volatile chemical production. Together, the results of this study improve our understanding of flavor changes in grafted cucumbers, and identify the candidate genes involved in this process.
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Affiliation(s)
- Li Miao
- Institute of Vegetables and Flowers, Chinese Academy of Agriculture Sciences, Beijing 100081, China
| | - Qinghua Di
- Institute of Vegetables and Flowers, Chinese Academy of Agriculture Sciences, Beijing 100081, China
- Beijing Key Laboratory of Growth and Developmental Regulation for Protected Vegetable Crops, College of Horticulture, China Agricultural University, Beijing 100193, China
| | - Tianshu Sun
- Institute of Vegetables and Flowers, Chinese Academy of Agriculture Sciences, Beijing 100081, China
| | - Yansu Li
- Institute of Vegetables and Flowers, Chinese Academy of Agriculture Sciences, Beijing 100081, China
| | - Ying Duan
- Institute of Vegetables and Flowers, Chinese Academy of Agriculture Sciences, Beijing 100081, China
| | - Jun Wang
- Institute of Vegetables and Flowers, Chinese Academy of Agriculture Sciences, Beijing 100081, China
| | - Yan Yan
- Institute of Vegetables and Flowers, Chinese Academy of Agriculture Sciences, Beijing 100081, China
| | - Chaoxing He
- Institute of Vegetables and Flowers, Chinese Academy of Agriculture Sciences, Beijing 100081, China
| | - Changlin Wang
- Institute of Vegetables and Flowers, Chinese Academy of Agriculture Sciences, Beijing 100081, China.
| | - Xianchang Yu
- Institute of Vegetables and Flowers, Chinese Academy of Agriculture Sciences, Beijing 100081, China.
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Zhang J, Yang J, Yang Y, Luo J, Zheng X, Wen C, Xu Y. Transcription Factor CsWIN1 Regulates Pericarp Wax Biosynthesis in Cucumber Grafted on Pumpkin. FRONTIERS IN PLANT SCIENCE 2019; 10:1564. [PMID: 31850038 PMCID: PMC6895144 DOI: 10.3389/fpls.2019.01564] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/15/2019] [Accepted: 11/07/2019] [Indexed: 05/21/2023]
Abstract
Pericarp wax of cucumber is an important economic trait, determining sales and marketing. Grafting of cucumber onto pumpkin rootstock (Cucurbita moschata) is an effective way to produce glossy cucumber fruits. However, the molecular regulation mechanism of this phenomenon remains largely unknown. In the present study, transcriptome analyses, genome-wide DNA methylation sequencing, and wax metabolite analysis were performed on the pericarp of self-rooted versus grafted cucumber. We identified the AP2/ERF-type transcription factor CsWIN1 as methylated and significantly upregulated in grafted cucumber compared to self-rooted cucumber. The increased expression of CsWIN1 was also positively correlated with several key wax biosynthesis genes, including CsCER1, CsCER1-1, CsCER4, CsKCS1, and the wax transporter gene CsABC. The transcriptome expression level of these genes was validated through qRT-PCR profiles. Furthermore, wax metabolite analysis showed that more wax ester (C20 fatty acid composition), but fewer alkanes (C29 and C31) were deposited in grafted cucumber pericarp. The higher expression of CsWIN1 and wax biosynthesis genes was reflected in the glossier appearance of grafted pericarp, possibly the result of higher wax ester content and higher integration of small trichomes in the pericarp. This study demonstrates that grafting can affect the content and composition of pericarp wax in cucumber grafted on pumpkin, and a unique regulation model of CsWIN1 for wax biosynthesis may exist in cucumber.
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Affiliation(s)
- Jian Zhang
- Beijing Vegetable Research Center (BVRC), Beijing Academy of Agricultural and Forestry Sciences, National Engineering Research Center for Vegetables, Beijing, China
- Beijing Key Laboratory of Vegetable Germplasms Improvement, Beijing, China
| | - Jingjing Yang
- Beijing Vegetable Research Center (BVRC), Beijing Academy of Agricultural and Forestry Sciences, National Engineering Research Center for Vegetables, Beijing, China
- Beijing Key Laboratory of Vegetable Germplasms Improvement, Beijing, China
| | - Yang Yang
- Beijing Vegetable Research Center (BVRC), Beijing Academy of Agricultural and Forestry Sciences, National Engineering Research Center for Vegetables, Beijing, China
- Beijing Key Laboratory of Vegetable Germplasms Improvement, Beijing, China
| | - Jiang Luo
- Beijing Vegetable Research Center (BVRC), Beijing Academy of Agricultural and Forestry Sciences, National Engineering Research Center for Vegetables, Beijing, China
- Beijing Key Laboratory of Vegetable Germplasms Improvement, Beijing, China
| | - Xuyang Zheng
- Beijing Vegetable Research Center (BVRC), Beijing Academy of Agricultural and Forestry Sciences, National Engineering Research Center for Vegetables, Beijing, China
- Beijing Key Laboratory of Vegetable Germplasms Improvement, Beijing, China
| | - Changlong Wen
- Beijing Vegetable Research Center (BVRC), Beijing Academy of Agricultural and Forestry Sciences, National Engineering Research Center for Vegetables, Beijing, China
- Beijing Key Laboratory of Vegetable Germplasms Improvement, Beijing, China
- *Correspondence: Changlong Wen, ; Yong Xu,
| | - Yong Xu
- Beijing Vegetable Research Center (BVRC), Beijing Academy of Agricultural and Forestry Sciences, National Engineering Research Center for Vegetables, Beijing, China
- Beijing Key Laboratory of Vegetable Germplasms Improvement, Beijing, China
- *Correspondence: Changlong Wen, ; Yong Xu,
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