1
|
Božić M, Ignjatović Micić D, Delić N, Nikolić A. Maize miRNAs and their putative target genes involved in chilling stress response in 5-day old seedlings. BMC Genomics 2024; 25:479. [PMID: 38750515 PMCID: PMC11094857 DOI: 10.1186/s12864-024-10403-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2024] [Accepted: 05/09/2024] [Indexed: 05/19/2024] Open
Abstract
BACKGROUND In the context of early sowing of maize as a promising adaptation strategy that could significantly reduce the negative effects of climate change, an in-depth understanding of mechanisms underlying plant response to low-temperature stress is demanded. Although microRNAs (miRNAs) have been recognized as key regulators of plant stress response, research on their role in chilling tolerance of maize during early seedling stages is scarce. Therefore, it is of great significance to explore chilling-responsive miRNAs, reveal their expression patterns and associated target genes, as well as to examine the possible functions of the conserved and novel miRNAs. In this study, the role of miRNAs was examined in 5d-old maize seedlings of one tolerant and one sensitive inbred line exposed to chilling (10/8 °C) stress for 6 h and 24 h, by applying high throughput sequencing. RESULTS A total of 145 annotated known miRNAs belonging to 30 families and 876 potentially novel miRNAs were identified. Differential expression (DE) analysis between control and stress conditions identified 98 common miRNAs for both genotypes at one time point and eight miRNAs at both time points. Target prediction and enrichment analysis showed that the DE zma-miR396, zma-miR156, zma-miR319, and zma-miR159 miRNAs modulate growth and development. Furthermore, it was found that several other DE miRNAs were involved in abiotic stress response: antioxidative mechanisms (zma-miR398), signal transduction (zma-miR156, zma-miR167, zma-miR169) and regulation of water content (zma-miR164, zma-miR394, zma-miR396). The results underline the zma-miRNAs involvement in the modulation of their target genes expression as an important aspect of the plant's survival strategy and acclimation to chilling stress conditions. CONCLUSIONS To our understanding, this is the first study on miRNAs in 5-d old seedlings' response to chilling stress, providing data on the role of known and novel miRNAs post-transcriptional regulation of expressed genes and contributing a possible platform for further network and functional analysis.
Collapse
Affiliation(s)
- Manja Božić
- Laboratory for Molecular Genetics and Physiology, Research and Development Department, Maize Research Institute Zemun Polje, Belgrade, Serbia
| | - Dragana Ignjatović Micić
- Laboratory for Molecular Genetics and Physiology, Research and Development Department, Maize Research Institute Zemun Polje, Belgrade, Serbia.
| | - Nenad Delić
- Laboratory for Molecular Genetics and Physiology, Research and Development Department, Maize Research Institute Zemun Polje, Belgrade, Serbia
| | - Ana Nikolić
- Laboratory for Molecular Genetics and Physiology, Research and Development Department, Maize Research Institute Zemun Polje, Belgrade, Serbia
| |
Collapse
|
2
|
Zhang Y, Mo Y, Li J, Liu L, Gao Y, Zhang Y, Huang Y, Ren L, Zhu H, Jiang X, Ling Y. Divergence in regulatory mechanisms of GR-RBP genes in different plants under abiotic stress. Sci Rep 2024; 14:8743. [PMID: 38627506 PMCID: PMC11021534 DOI: 10.1038/s41598-024-59341-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2023] [Accepted: 04/09/2024] [Indexed: 04/19/2024] Open
Abstract
The IVa subfamily of glycine-rich proteins (GRPs) comprises a group of glycine-rich RNA binding proteins referred to as GR-RBPa here. Previous studies have demonstrated functions of GR-RBPa proteins in regulating stress response in plants. However, the mechanisms responsible for the differential regulatory functions of GR-RBPa proteins in different plant species have not been fully elucidated. In this study, we identified and comprehensively studied a total of 34 GR-RBPa proteins from five plant species. Our analysis revealed that GR-RBPa proteins were further classified into two branches, with proteins in branch I being relatively more conserved than those in branch II. When subjected to identical stresses, these genes exhibited intensive and differential expression regulation in different plant species, corresponding to the enrichment of cis-acting regulatory elements involving in environmental and internal signaling in these genes. Unexpectedly, all GR-RBPa genes in branch I underwent intensive alternative splicing (AS) regulation, while almost all genes in branch II were only constitutively spliced, despite having more introns. This study highlights the complex and divergent regulations of a group of conserved RNA binding proteins in different plants when exposed to identical stress conditions. These species-specific regulations may have implications for stress responses and adaptations in different plant species.
Collapse
Affiliation(s)
- Yingjie Zhang
- College of Coastal Agricultural Sciences, Guangdong Ocean University, Zhanjiang, 524088, People's Republic of China
| | - Yujian Mo
- College of Coastal Agricultural Sciences, Guangdong Ocean University, Zhanjiang, 524088, People's Republic of China
| | - Junyi Li
- College of Coastal Agricultural Sciences, Guangdong Ocean University, Zhanjiang, 524088, People's Republic of China
| | - Li Liu
- College of Coastal Agricultural Sciences, Guangdong Ocean University, Zhanjiang, 524088, People's Republic of China
| | - Yanhu Gao
- College of Coastal Agricultural Sciences, Guangdong Ocean University, Zhanjiang, 524088, People's Republic of China
| | - Yueqin Zhang
- College of Coastal Agricultural Sciences, Guangdong Ocean University, Zhanjiang, 524088, People's Republic of China
| | - Yongxiang Huang
- College of Coastal Agricultural Sciences, Guangdong Ocean University, Zhanjiang, 524088, People's Republic of China
- South China Branch of National Saline-Alkali Tolerant Rice Technology Innovation Center, Zhanjiang, 524088, People's Republic of China
| | - Lei Ren
- College of Coastal Agricultural Sciences, Guangdong Ocean University, Zhanjiang, 524088, People's Republic of China
- South China Branch of National Saline-Alkali Tolerant Rice Technology Innovation Center, Zhanjiang, 524088, People's Republic of China
| | - Hongbo Zhu
- College of Coastal Agricultural Sciences, Guangdong Ocean University, Zhanjiang, 524088, People's Republic of China
| | - Xingyu Jiang
- College of Coastal Agricultural Sciences, Guangdong Ocean University, Zhanjiang, 524088, People's Republic of China.
- South China Branch of National Saline-Alkali Tolerant Rice Technology Innovation Center, Zhanjiang, 524088, People's Republic of China.
| | - Yu Ling
- College of Coastal Agricultural Sciences, Guangdong Ocean University, Zhanjiang, 524088, People's Republic of China.
- South China Branch of National Saline-Alkali Tolerant Rice Technology Innovation Center, Zhanjiang, 524088, People's Republic of China.
| |
Collapse
|
3
|
Yu H, Liu B, Yang Q, Yang Q, Li W, Fu F. Maize ZmLAZ1-3 gene negatively regulates drought tolerance in transgenic Arabidopsis. BMC PLANT BIOLOGY 2024; 24:246. [PMID: 38575869 PMCID: PMC10996212 DOI: 10.1186/s12870-024-04923-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/16/2024] [Accepted: 03/18/2024] [Indexed: 04/06/2024]
Abstract
BACKGROUND Molecular mechanisms in response to drought stress are important for the genetic improvement of maize. In our previous study, nine ZmLAZ1 members were identified in the maize genome, but the function of ZmLAZ1 was largely unknown. RESULTS The ZmLAZ1-3 gene was cloned from B73, and its drought-tolerant function was elucidated by expression analysis in transgenic Arabidopsis. The expression of ZmLAZ1-3 was upregulated by drought stress in different maize inbred lines. The driving activity of the ZmLAZ1-3 promoter was induced by drought stress and related to the abiotic stress-responsive elements such as MYB, MBS, and MYC. The results of subcellular localization indicated that the ZmLAZ1-3 protein localized on the plasma membrane and chloroplast. The ectopic expression of the ZmLAZ1-3 gene in Arabidopsis significantly reduced germination ratio and root length, decreased biomass, and relative water content, but increased relative electrical conductivity and malondialdehyde content under drought stress. Moreover, transcriptomics analysis showed that the differentially expressed genes between the transgenic lines and wild-type were mainly associated with response to abiotic stress and biotic stimulus, and related to pathways of hormone signal transduction, phenylpropanoid biosynthesis, mitogen-activated protein kinase signaling, and plant-pathogen interaction. CONCLUSION The study suggests that the ZmLAZ1-3 gene is a negative regulator in regulating drought tolerance and can be used to improve maize drought tolerance via its silencing or knockout.
Collapse
Affiliation(s)
- Haoqiang Yu
- Maize Research Institute, Sichuan Agricultural University, Chengdu, 611130, People's Republic of China
| | - Bingliang Liu
- College of Food and Biological Engineering, Chengdu University, Chengdu, 610106, People's Republic of China
| | - Qinyu Yang
- Maize Research Institute, Sichuan Agricultural University, Chengdu, 611130, People's Republic of China
| | - Qingqing Yang
- Maize Research Institute, Sichuan Agricultural University, Chengdu, 611130, People's Republic of China
| | - Wanchen Li
- Maize Research Institute, Sichuan Agricultural University, Chengdu, 611130, People's Republic of China.
| | - Fengling Fu
- Maize Research Institute, Sichuan Agricultural University, Chengdu, 611130, People's Republic of China.
| |
Collapse
|
4
|
Naseema Rasheed R, Suhara Beevy S. Reliable reference gene selection for quantitative real-time PCR (qRT-PCR) in floral developmental phases of dioecious species Coccinia grandis. Gene 2024; 900:148143. [PMID: 38195051 DOI: 10.1016/j.gene.2024.148143] [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: 10/06/2023] [Revised: 01/03/2024] [Accepted: 01/04/2024] [Indexed: 01/11/2024]
Abstract
The flowering process is intricate and regulated by a combination of external and internal factors. Delving into gene expression research has the potential to enhance our comprehension of the molecular foundations underlying floral development. Because of its accuracy, specificity, reproducibility, and efficiency, qRT-PCR is now a biological research tool for studying expression pattern of desired genes. The gene expression investigations using qRT-PCR required a reference gene with relatively uniform expression levels in multiple biological samples, including different developmental stages, tissues, and experimental conditions. In this study, experimental sets offloral and floral organ development in the male and female plants of C. grandis, a dioecious Cucurbitaceae species, qRT-PCR profiling was performed using six reference genes as internal control with B-class floral identity gene, PISTILLATA (PI). To analyse the data, algorithms such as geNorm, NormFinder, RefFinder, and BestKeeper were used to pick out the best internal controls from a group of candidates. The optimal reference gene for qRT-PCR studies with floral samples has been recommended as β-actin combined with β-tubulin. This is the first report on the validation of candidate reference genes across flower developmental stages in the dioecious species C. grandis, which will provide basic data for research on the molecular mechanism underlying flower development in this species and lay the groundwork for similar studies in other related species.
Collapse
Affiliation(s)
| | - S Suhara Beevy
- Department of Botany, University of Kerala, Kariavattom Campus, Kerala, India
| |
Collapse
|
5
|
Protto V, Bauget F, Rishmawi L, Nacry P, Maurel C. Primary, seminal and lateral roots of maize show type-specific growth and hydraulic responses to water deficit. PLANT PHYSIOLOGY 2024; 194:2564-2579. [PMID: 38217868 PMCID: PMC10980523 DOI: 10.1093/plphys/kiad675] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/23/2023] [Revised: 11/07/2023] [Accepted: 11/27/2023] [Indexed: 01/15/2024]
Abstract
The water uptake capacity of a root system is determined by its architecture and hydraulic properties, which together shape the root hydraulic architecture. Here, we investigated root responses to water deficit (WD) in seedlings of a maize (Zea mays) hybrid line (B73H) grown in hydroponic conditions, taking into account the primary root (PR), the seminal roots (SR), and their respective lateral roots. WD was induced by various polyethylene glycol concentrations and resulted in dose-dependent inhibitions of axial and lateral root growth, lateral root formation, and hydraulic conductivity (Lpr), with slightly distinct sensitivities to WD between PR and SR. Inhibition of Lpr by WD showed a half-time of 5 to 6 min and was fully (SR) or partially (PR) reversible within 40 min. In the two root types, WD resulted in reduced aquaporin expression and activity, as monitored by mRNA abundance of 13 plasma membrane intrinsic protein (ZmPIP) isoforms and inhibition of Lpr by sodium azide, respectively. An enhanced suberization/lignification of the epi- and exodermis was observed under WD in axial roots and in lateral roots of the PR but not in those of SR. Inverse modeling revealed a steep increase in axial conductance in root tips of PR and SR grown under WD that may be due to the decreased growth rate of axial roots in these conditions. Overall, our work reveals that these root types show quantitative differences in their anatomical, architectural, and hydraulic responses to WD, in terms of sensitivity, amplitude and reversibility. This distinct functionalization may contribute to integrative acclimation responses of whole root systems to soil WD.
Collapse
Affiliation(s)
- Virginia Protto
- Institute for Plant Sciences of Montpellier (IPSiM), Univ Montpellier, CNRS, INRAE, Institut Agro, 2 place Viala, 34060 Montpellier, France
| | - Fabrice Bauget
- Institute for Plant Sciences of Montpellier (IPSiM), Univ Montpellier, CNRS, INRAE, Institut Agro, 2 place Viala, 34060 Montpellier, France
| | - Louai Rishmawi
- Institute for Plant Sciences of Montpellier (IPSiM), Univ Montpellier, CNRS, INRAE, Institut Agro, 2 place Viala, 34060 Montpellier, France
| | - Philippe Nacry
- Institute for Plant Sciences of Montpellier (IPSiM), Univ Montpellier, CNRS, INRAE, Institut Agro, 2 place Viala, 34060 Montpellier, France
| | - Christophe Maurel
- Institute for Plant Sciences of Montpellier (IPSiM), Univ Montpellier, CNRS, INRAE, Institut Agro, 2 place Viala, 34060 Montpellier, France
| |
Collapse
|
6
|
Guo W, Yang Y, Ma B, Wang W, Hu Z, Leng P. Selection and Validation of Reference Genes for Gene Expression Studies in Euonymus japonicus Based on RNA Sequencing. Genes (Basel) 2024; 15:131. [PMID: 38275612 PMCID: PMC10815735 DOI: 10.3390/genes15010131] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2023] [Revised: 01/13/2024] [Accepted: 01/19/2024] [Indexed: 01/27/2024] Open
Abstract
Euonymus japonicus is one of the most low-temperature-tolerant evergreen broad-leaved tree species in the world and is widely used in urban greening. However, there are very few molecular biology studies on its low-temperature tolerance mechanism. So far, no researcher has selected and reported on its reference genes. In this study, 21 candidate reference genes (12 traditional housekeeping genes and 9 other genes) were initially selected based on gene expression and coefficient of variation (CV) through RNA-Seq (unpublished data), and qRT-PCR was used to detect the expression levels of candidate reference genes in three different groups of samples (leaves under different temperature stresses, leaves of plants at different growth stages, and different organs). After further evaluating the expression stability of these genes using geNorm, NormFinder, Bestkeeper, and RefFind, the results show that the traditional housekeeping gene eIF5A and the new reference gene RTNLB1 have good stability in the three different groups of samples, so they are reference genes with universality. In addition, we used eIF5A and RTNLB1 as reference genes to calibrate the expression pattern of the target gene EjMAH1, which confirmed this view. This article is the first to select and report on the reference gene of E. japonicus, laying the foundation for its low-temperature tolerance mechanism and other molecular biology research.
Collapse
Affiliation(s)
- Wei Guo
- College of Landscape Architecture, Beijing University of Agriculture, Beijing 102206, China; (W.G.); (B.M.); (W.W.)
| | - Yihui Yang
- College of Landscape Architecture, Beijing University of Agriculture, Beijing 102206, China; (W.G.); (B.M.); (W.W.)
| | - Bo Ma
- College of Landscape Architecture, Beijing University of Agriculture, Beijing 102206, China; (W.G.); (B.M.); (W.W.)
| | - Wenbo Wang
- College of Landscape Architecture, Beijing University of Agriculture, Beijing 102206, China; (W.G.); (B.M.); (W.W.)
| | - Zenghui Hu
- Engineering Research Center for Ancient Tree Health and Ancient Tree Culture of National Forestry and Grassland Administration, Beijing 102206, China
| | - Pingsheng Leng
- College of Landscape Architecture, Beijing University of Agriculture, Beijing 102206, China; (W.G.); (B.M.); (W.W.)
| |
Collapse
|
7
|
Lambret‐Frotte J, Smith G, Langdale JA. GOLDEN2-like1 is sufficient but not necessary for chloroplast biogenesis in mesophyll cells of C 4 grasses. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2024; 117:416-431. [PMID: 37882077 PMCID: PMC10953395 DOI: 10.1111/tpj.16498] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/04/2023] [Revised: 09/25/2023] [Accepted: 09/29/2023] [Indexed: 10/27/2023]
Abstract
Chloroplasts are the site of photosynthesis. In land plants, chloroplast biogenesis is regulated by a family of transcription factors named GOLDEN2-like (GLK). In C4 grasses, it has been hypothesized that genome duplication events led to the sub-functionalization of GLK paralogs (GLK1 and GLK2) to control chloroplast biogenesis in two distinct cell types: mesophyll and bundle sheath cells. Although previous characterization of golden2 (g2) mutants in maize has demonstrated a role for GLK2 paralogs in regulating chloroplast biogenesis in bundle sheath cells, the function of GLK1 has remained elusive. Here we show that, contrary to expectations, GLK1 is not required for chloroplast biogenesis in mesophyll cells of maize. Comparisons between maize and Setaria viridis, which represent two independent C4 origins within the Poales, further show that the role of GLK paralogs in controlling chloroplast biogenesis in mesophyll and bundle sheath cells differs between species. Despite these differences, complementation analysis revealed that GLK1 and GLK2 genes from maize are both sufficient to restore functional chloroplast development in mesophyll and bundle sheath cells of S. viridis mutants. Collectively our results suggest an evolutionary trajectory in C4 grasses whereby both orthologs retained the ability to induce chloroplast biogenesis but GLK2 adopted a more prominent developmental role, particularly in relation to chloroplast activation in bundle sheath cells.
Collapse
Affiliation(s)
- Julia Lambret‐Frotte
- Department of BiologyUniversity of OxfordSouth Parks RoadOX1 3RBOxfordUK
- Present address:
NIAB, Park FarmVilla Road, ImpingtonCB24 9NZCambridgeUK
| | - Georgia Smith
- Department of BiologyUniversity of OxfordSouth Parks RoadOX1 3RBOxfordUK
| | - Jane A. Langdale
- Department of BiologyUniversity of OxfordSouth Parks RoadOX1 3RBOxfordUK
| |
Collapse
|
8
|
Dittiger LD, Chaudhary S, Furch ACU, Mithöfer A, Schirawski J. Plant Responses of Maize to Two formae speciales of Sporisorium reilianum Support Recent Fungal Host Jump. Int J Mol Sci 2023; 24:15604. [PMID: 37958588 PMCID: PMC10648682 DOI: 10.3390/ijms242115604] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2023] [Revised: 10/20/2023] [Accepted: 10/24/2023] [Indexed: 11/15/2023] Open
Abstract
Host jumps are a major factor for the emergence of new fungal pathogens. In the evolution of smut fungi, a putative host jump occurred in Sporisorium reilianum that today exists in two host-adapted formae speciales, the sorghum-pathogenic S. reilianum f. sp. reilianum and maize-pathogenic S. reilianum f. sp. zeae. To understand the molecular host-specific adaptation to maize, we compared the transcriptomes of maize leaves colonized by both formae speciales. We found that both varieties induce many common defense response-associated genes, indicating that both are recognized by the plant as pathogens. S. reilianum f. sp. reilianum additionally induced genes involved in systemic acquired resistance. In contrast, only S. reilianum f. sp. zeae induced expression of chorismate mutases that function in reducing the level of precursors for generation of the defense compound salicylic acid (SA), as well as oxylipin biosynthesis enzymes necessary for generation of the SA antagonist jasmonic acid (JA). In accordance, we found reduced SA levels as well as elevated JA and JA-Ile levels in maize leaves inoculated with the maize-adapted variety. These findings support a model of the emergence of the maize-pathogenic variety from a sorghum-specific ancestor following a recent host jump.
Collapse
Affiliation(s)
- Lukas Dorian Dittiger
- Department of Genetics, Matthias Schleiden Institute, Friedrich Schiller University Jena, Philosophenweg 12, 07743 Jena, Germany; (L.D.D.); (S.C.)
| | - Shivam Chaudhary
- Department of Genetics, Matthias Schleiden Institute, Friedrich Schiller University Jena, Philosophenweg 12, 07743 Jena, Germany; (L.D.D.); (S.C.)
| | - Alexandra Charlotte Ursula Furch
- Department of Plant Physiology, Matthias Schleiden Institute, Friedrich Schiller University Jena, Dornburgerstr. 159, 07743 Jena, Germany;
| | - Axel Mithöfer
- Research Group Plant Defense Physiology, Max Planck Institute for Chemical Ecology, Hans-Knöll-Straße 8, 07745 Jena, Germany;
| | - Jan Schirawski
- Department of Genetics, Matthias Schleiden Institute, Friedrich Schiller University Jena, Philosophenweg 12, 07743 Jena, Germany; (L.D.D.); (S.C.)
| |
Collapse
|
9
|
Jia X, Xiong Y, Xiong Y, Li D, Yu Q, Lei X, You M, Bai S, Zhang J, Ma X. Identification and Validation of Reference Genes for RT-qPCR Analysis in Reed Canary Grass during Abiotic Stress. Genes (Basel) 2023; 14:1790. [PMID: 37761930 PMCID: PMC10530813 DOI: 10.3390/genes14091790] [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: 08/24/2023] [Revised: 09/07/2023] [Accepted: 09/08/2023] [Indexed: 09/29/2023] Open
Abstract
Reed canary grass (Phalaris arundinacea L.) is known for its tolerance to drought, heavy metals, and waterlogging, making it a popular choice for forage production and wetland restoration in the Qinghai-Tibet Plateau (QTP). To accurately assess gene expression in reed canary grass under different abiotic stresses, suitable reference genes need to be identified and validated. Thirteen candidate reference gene sequences were selected and screened using RT-qPCR to detect their expression levels in reed canary grass leaves under drought, salt, cadmium, and waterlogging stresses. Four algorithms were used to assess the stability of the expression levels of the candidate reference genes. The most stably expressed genes were UBC and H3 under drought Cd, ETF and CYT under salt stress, and ETF and TUB under waterlogging stress. GAPDH was found to be less stable under abiotic stresses. PIP-1, PAL, NAC 90, and WRKY 72A were selected as response genes for quantitative expression assessment under drought, salt, Cd, and waterlogging stresses to confirm the accuracy of the selected stable reference genes. These results provide a theoretical reference for assessing gene expression in reed canary grass under abiotic stresses.
Collapse
Affiliation(s)
- Xuejie Jia
- College of Grassland Science and Technology, Sichuan Agricultural University, Chengdu 611130, China; (X.J.)
- Sichuan Academy of Grassland Science, Chengdu 610097, China; (D.L.)
| | - Yi Xiong
- College of Grassland Science and Technology, Sichuan Agricultural University, Chengdu 611130, China; (X.J.)
| | - Yanli Xiong
- College of Grassland Science and Technology, Sichuan Agricultural University, Chengdu 611130, China; (X.J.)
| | - Daxu Li
- Sichuan Academy of Grassland Science, Chengdu 610097, China; (D.L.)
| | - Qinqin Yu
- Sichuan Academy of Grassland Science, Chengdu 610097, China; (D.L.)
| | - Xiong Lei
- Sichuan Academy of Grassland Science, Chengdu 610097, China; (D.L.)
| | - Minghong You
- Sichuan Academy of Grassland Science, Chengdu 610097, China; (D.L.)
| | - Shiqie Bai
- School of Life Science and Engineering, Southwest University of Science and Technology, Mianyang 621002, China
| | - Jianbo Zhang
- Sichuan Academy of Grassland Science, Chengdu 610097, China; (D.L.)
| | - Xiao Ma
- College of Grassland Science and Technology, Sichuan Agricultural University, Chengdu 611130, China; (X.J.)
| |
Collapse
|
10
|
Du K, Zhao W, Lv Z, Liu L, Ali S, Chen B, Hu W, Zhou Z, Wang Y. Auxin and abscisic acid play important roles in promoting glucose metabolism of reactivated young kernels of maize (Zea mays L.). PHYSIOLOGIA PLANTARUM 2023; 175:e14019. [PMID: 37882255 DOI: 10.1111/ppl.14019] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/04/2023] [Revised: 08/09/2023] [Accepted: 08/24/2023] [Indexed: 10/27/2023]
Abstract
In maize, young kernels that are less competitive and have poor sink activity often abort. Studies have indicated that such poor competitiveness depends, in part, on the regulation by auxin (IAA) and abscisic acid (ABA). However, the mechanisms for such effects remain unclear. We used pollination-blocking and hand-pollination treatments accompanied by multi-omics and physiological tests, to identify underlying mechanism by which IAA and ABA, along with sugar signaling affect kernel development. Results showed that preventing pollination of the primary ears reactivated kernels in the secondary ears and altered both sugar metabolism and hormone signaling pathways. This was accompanied by increased enzyme activities in carbon metabolism and concentrations of glucose and starch, as well as increased levels of IAA and decreased levels of ABA in the reactivated kernels. Positive and negative correlations were observed between IAA, ABA contents and cell wall invertase (CWIN) activity, and glucose contents, respectively. In vitro culture revealed that the expression of genes involved in glucose utilization was upregulated by IAA, but downregulated by ABA. IAA could promote the expression of ABA signaling genes ZmPP2C9 and ZmPP2C13 but downregulated the expression of Zmnced5, an ABA biosynthesis gene, and ZmSnRK2.10, which is involved in ABA signal transduction. However, these genes showed opposite trends when IAA transport was inhibited. To summarize, we suggest a regulatory model for how IAA inhibits ABA metabolism by promoting the smooth utilization of glucose in reactivated young kernels. Our findings highlight the importance of IAA in ABA signaling by regulating glucose production and transport in maize.
Collapse
Affiliation(s)
- Kang Du
- College of Agriculture, Nanjing Agricultural University, Nanjing, China
- College of Agronomy and Biotechnology, Southwest University, Chongqing, China
| | - Wenqing Zhao
- College of Agriculture, Nanjing Agricultural University, Nanjing, China
- Jiangsu Collaborative Innovation Center for Modern Crop Production (JCIC-MCP), Nanjing Agricultural University, Nanjing, China
| | - Zhiwei Lv
- College of Agriculture, Nanjing Agricultural University, Nanjing, China
| | - Lin Liu
- College of Agriculture, Nanjing Agricultural University, Nanjing, China
| | - Saif Ali
- Department of Agronomy, University of Agriculture, Faisalabad, Pakistan
| | - Binglin Chen
- College of Agriculture, Nanjing Agricultural University, Nanjing, China
- Jiangsu Collaborative Innovation Center for Modern Crop Production (JCIC-MCP), Nanjing Agricultural University, Nanjing, China
| | - Wei Hu
- College of Agriculture, Nanjing Agricultural University, Nanjing, China
- Jiangsu Collaborative Innovation Center for Modern Crop Production (JCIC-MCP), Nanjing Agricultural University, Nanjing, China
| | - Zhiguo Zhou
- College of Agriculture, Nanjing Agricultural University, Nanjing, China
- Jiangsu Collaborative Innovation Center for Modern Crop Production (JCIC-MCP), Nanjing Agricultural University, Nanjing, China
| | - Youhua Wang
- College of Agriculture, Nanjing Agricultural University, Nanjing, China
- Jiangsu Collaborative Innovation Center for Modern Crop Production (JCIC-MCP), Nanjing Agricultural University, Nanjing, China
| |
Collapse
|
11
|
Hughes TE, Sedelnikova O, Thomas M, Langdale JA. Mutations in NAKED-ENDOSPERM IDD genes reveal functional interactions with SCARECROW during leaf patterning in C4 grasses. PLoS Genet 2023; 19:e1010715. [PMID: 37068119 PMCID: PMC10138192 DOI: 10.1371/journal.pgen.1010715] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2023] [Revised: 04/27/2023] [Accepted: 03/22/2023] [Indexed: 04/18/2023] Open
Abstract
Leaves comprise a number of different cell-types that are patterned in the context of either the epidermal or inner cell layers. In grass leaves, two distinct anatomies develop in the inner leaf tissues depending on whether the leaf carries out C3 or C4 photosynthesis. In both cases a series of parallel veins develops that extends from the leaf base to the tip but in ancestral C3 species veins are separated by a greater number of intervening mesophyll cells than in derived C4 species. We have previously demonstrated that the GRAS transcription factor SCARECROW (SCR) regulates the number of photosynthetic mesophyll cells that form between veins in the leaves of the C4 species maize, whereas it regulates the formation of stomata in the epidermal leaf layer in the C3 species rice. Here we show that SCR is required for inner leaf patterning in the C4 species Setaria viridis but in this species the presumed ancestral stomatal patterning role is also retained. Through a comparative mutant analysis between maize, setaria and rice we further demonstrate that loss of NAKED-ENDOSPERM (NKD) INDETERMINATE DOMAIN (IDD) protein function exacerbates loss of function scr phenotypes in the inner leaf tissues of maize and setaria but not rice. Specifically, in both setaria and maize, scr;nkd mutants exhibit an increased proportion of fused veins with no intervening mesophyll cells. Thus, combined action of SCR and NKD may control how many mesophyll cells are specified between veins in the leaves of C4 but not C3 grasses. Together our results provide insight into the evolution of cell patterning in grass leaves and demonstrate a novel patterning role for IDD genes in C4 leaves.
Collapse
Affiliation(s)
- Thomas E Hughes
- Department of Biology, University of Oxford, Oxford, England
| | | | - Mimi Thomas
- Department of Biology, University of Oxford, Oxford, England
| | - Jane A Langdale
- Department of Biology, University of Oxford, Oxford, England
| |
Collapse
|
12
|
Wang B, Yang R, Zhang Z, Huang S, Ji Z, Zheng W, Zhang H, Zhang Y, Feng F. Integration of miRNA and mRNA analysis reveals the role of ribosome in to anti-artificial aging in sweetcorn. Int J Biol Macromol 2023; 240:124434. [PMID: 37062384 DOI: 10.1016/j.ijbiomac.2023.124434] [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: 11/04/2022] [Revised: 03/03/2023] [Accepted: 03/31/2023] [Indexed: 04/18/2023]
Abstract
Sweetcorn is a kind of maize with high sugar content and has poor seed aging tolerance, which seriously limits its production. However, few studies have explored the artificial aging (AA) tolerance by miRNA-mRNA integration analysis in sweetcorn. Here, we characterized the physiological, biochemical and transcriptomic changes of two contrasting lines K62 and K107 treated with AA during time series. Both the germination indexes and antioxidant enzymes showed significant difference between two lines. The MDA content of AA-tolerant genotype K62 was significantly lower than that of K107 on the fourth and sixth day. Subsequently, 157 differentially expressed miRNAs (DEMIs) and 8878 differentially expressed mRNAs (DEMs) were identified by RNA-seq analysis under aging stress. The "ribosome" and "peroxisome" pathways were enriched to respond to aging stress, genes for both large units and small ribosomal subunits were significantly upregulated expressed and higher translation efficiency might exist in K62. Thirteen pairs of miRNA-target genes were obtained, and 8 miRNA-mRNA pairs might involve in ribosome protein and translation process. Our results elucidate the mechanism of sweetcorn response to AA at miRNA-mRNA level, and provide a new insight into sweetcorn AA response to stress.
Collapse
Affiliation(s)
- Bo Wang
- The Key Laboratory of Plant Molecular Breeding of Guangdong Province, College of Agriculture, South China Agricultural University, Guangzhou 510642, Guangdong, China
| | - Ruichun Yang
- The Key Laboratory of Plant Molecular Breeding of Guangdong Province, College of Agriculture, South China Agricultural University, Guangzhou 510642, Guangdong, China
| | - Zili Zhang
- Guangzhou Key Laboratory for Research and Development of Crop Germplasm Resources, Zhongkai University of Agriculture and Engineering, Guangzhou 510225, China
| | - Silin Huang
- The Key Laboratory of Plant Molecular Breeding of Guangdong Province, College of Agriculture, South China Agricultural University, Guangzhou 510642, Guangdong, China
| | - Zhaoqian Ji
- The Key Laboratory of Plant Molecular Breeding of Guangdong Province, College of Agriculture, South China Agricultural University, Guangzhou 510642, Guangdong, China
| | - Wenbo Zheng
- The Key Laboratory of Plant Molecular Breeding of Guangdong Province, College of Agriculture, South China Agricultural University, Guangzhou 510642, Guangdong, China
| | - Huaxing Zhang
- The Key Laboratory of Plant Molecular Breeding of Guangdong Province, College of Agriculture, South China Agricultural University, Guangzhou 510642, Guangdong, China
| | - Yafeng Zhang
- The Key Laboratory of Plant Molecular Breeding of Guangdong Province, College of Agriculture, South China Agricultural University, Guangzhou 510642, Guangdong, China
| | - Faqiang Feng
- The Key Laboratory of Plant Molecular Breeding of Guangdong Province, College of Agriculture, South China Agricultural University, Guangzhou 510642, Guangdong, China.
| |
Collapse
|
13
|
Paulsmeyer MN, Juvik JA. R3-MYB repressor Mybr97 is a candidate gene associated with the Anthocyanin3 locus and enhanced anthocyanin accumulation in maize. TAG. THEORETICAL AND APPLIED GENETICS. THEORETISCHE UND ANGEWANDTE GENETIK 2023; 136:55. [PMID: 36913001 DOI: 10.1007/s00122-023-04275-4] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/10/2022] [Accepted: 11/10/2022] [Indexed: 06/18/2023]
Abstract
Anthocyanin3 inhibits the anthocyanin and monolignol pathways in maize. Transposon-tagging, RNA-sequencing, and GST-pulldown assays determine Anthocyanin3 may be R3-MYB repressor gene Mybr97. Anthocyanins are colorful molecules receiving recent attention due to their numerous health benefits and applications as natural colorants and nutraceuticals. Purple corn is being investigated as a more economical source of anthocyanins. Anthocyanin3 (A3) is a known recessive intensifier of anthocyanin pigmentation in maize. In this study, anthocyanin content was elevated 100-fold in recessive a3 plants. Two approaches were used to discover candidates involved with the a3 intense purple plant phenotype. First, a large-scale transposon-tagging population was created with a Dissociation (Ds) insertion in the nearby Anthocyanin1 gene. A de novo a3-m1::Ds mutant was generated, and the transposon insertion was found to be located in the promoter of Mybr97, which has homology to R3-MYB repressor CAPRICE in Arabidopsis. Second, a bulked segregant RNA-sequencing population found expression differences between pools of green A3 plants and purple a3 plants. All characterized anthocyanin biosynthetic genes were upregulated in a3 plants along with several genes of the monolignol pathway. Mybr97 was highly downregulated in a3 plants, suggesting its role as a negative regulator of the anthocyanin pathway. Photosynthesis-related gene expression was reduced in a3 plants through an unknown mechanism. Numerous transcription factors and biosynthetic genes were also upregulated and need further investigation. Mybr97 may inhibit anthocyanin synthesis by associating with basic helix-loop helix transcription factors like Booster1. Overall, Mybr97 is the most likely candidate gene for the A3 locus. A3 has a profound effect on the maize plant and has many favorable implications for crop protection, human health, and natural colorant production.
Collapse
Affiliation(s)
- Michael N Paulsmeyer
- Vegetable Crops Research Unit, USDA-ARS, Department of Horticulture, University of Wisconsin at Madison, 1575 Linden Dr., Madison, WI, 53706, USA
| | - John A Juvik
- Department of Crop Sciences, University of Illinois at Urbana-Champaign, 1201 W. Gregory Dr., Urbana, IL, 61801, USA.
| |
Collapse
|
14
|
Zhang XH, Swait D, Jin XL, Vichyavichien P, Nifakos N, Kaplan N, Raymond L, Harlin JM. Evolutionary analysis of KED-rich proteins in plants. PLoS One 2023; 18:e0279772. [PMID: 36888590 PMCID: PMC9994729 DOI: 10.1371/journal.pone.0279772] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2022] [Accepted: 12/13/2022] [Indexed: 03/09/2023] Open
Abstract
During the course of evolution, organisms have developed genetic mechanisms in response to various environmental stresses including wounding from mechanical damage or herbivory-caused injury. A previous study of wounding response in the plant tobacco identified a unique wound-induced gene, aptly named KED due to its coding for a protein that has an unusually high content of amino acids lysine (K), glutamic acid (E) and aspartic acid (D). However, by far little is known about this intriguing gene. In this study, we investigated the evolutionary aspects of the KED-rich coding genes. We found that a consistent pattern of wound-induced KED gene expression is maintained across representative species of angiosperm and gymnosperm. KED genes can be identified in species from all groups of land plants (Embryophyta). All the KED proteins from vascular plants (Tracheophyta) including angiosperm, gymnosperm, fern and lycophyte share a conserved 19-amino acid domain near the C-terminus, whereas bryophytes (moss, liverwort and hornwort) possess KED-rich, multi-direct-repeat sequences that are distinct from the vascular plant KEDs. We detected KED-rich sequences in Charophyta species but not in Chlorophyta wherever genome sequences are available. Our studies suggest diverse and complex evolution pathways for land plant KED genes. Vascular plant KEDs exhibit high evolutionary conservation, implicating their shared function in response to wounding stress. The extraordinary enrichment of amino acids K, E and D in these groups of distinct and widely distributed proteins may reflect the structural and functional requirement for these three residues during some 600 million years of land plant evolution.
Collapse
Affiliation(s)
- Xing-Hai Zhang
- Department of Biological Sciences, Florida Atlantic University, Boca Raton, Florida, United States of America
- * E-mail:
| | - David Swait
- Department of Biological Sciences, Florida Atlantic University, Boca Raton, Florida, United States of America
| | - Xiao-Lu Jin
- Department of Biological Sciences, Florida Atlantic University, Boca Raton, Florida, United States of America
| | - Paveena Vichyavichien
- Department of Biological Sciences, Florida Atlantic University, Boca Raton, Florida, United States of America
| | - Nicholas Nifakos
- Department of Biological Sciences, Florida Atlantic University, Boca Raton, Florida, United States of America
| | - Noah Kaplan
- Department of Biological Sciences, Florida Atlantic University, Boca Raton, Florida, United States of America
| | - Lucwilerna Raymond
- Department of Biological Sciences, Florida Atlantic University, Boca Raton, Florida, United States of America
| | - John M. Harlin
- Penta 5, USA, Sarasota, Florida, United States of America
| |
Collapse
|
15
|
Álvarez-Urdiola R, Bustamante M, Ribes J, Riechmann JL. Gene Expression Analysis by Quantitative Real-Time PCR for Floral Tissues. Methods Mol Biol 2023; 2686:403-428. [PMID: 37540371 DOI: 10.1007/978-1-0716-3299-4_20] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/05/2023]
Abstract
Real-time, or quantitative, reverse transcription polymerase chain reaction (qRT-PCR) is a powerful method for rapid and reliable quantification of mRNA abundance. Although it has not featured prominently in flower development research in the past, the availability of novel techniques for the synchronized induction of flower development, or for the isolation of cell-specific mRNA populations, suggests that detailed quantitative analyses of gene expression over time and in specific tissues and cell types by qRT-PCR will become more widely used. In this chapter, we discuss specific considerations for studying gene expression by using qRT-PCR, such as the identification of suitable reference genes for the experimental set-up used. In addition, we provide protocols for performing qRT-PCR experiments in a multiwell plate format (with the LightCycler® 480 system, Roche) and with nanofluidic arrays (BioMark™ system, Fluidigm), which allow the automatic combination of sets of samples with sets of assays, and significantly reduce reaction volume and the number of liquid-handling steps performed during the experiment.
Collapse
Affiliation(s)
- Raquel Álvarez-Urdiola
- Centre for Research in Agricultural Genomics (CRAG) CSIC-IRTA-UAB-UB, Edifici CRAG, Campus UAB, Cerdanyola del Vallès, Barcelona, Spain
| | - Mariana Bustamante
- Centre for Research in Agricultural Genomics (CRAG) CSIC-IRTA-UAB-UB, Edifici CRAG, Campus UAB, Cerdanyola del Vallès, Barcelona, Spain
- Roche Pharma Research and Early Development, Roche Innovation Center Basel, F. Hoffmann-La Roche Ltd., Basel, Switzerland
| | - Joana Ribes
- Centre for Research in Agricultural Genomics (CRAG) CSIC-IRTA-UAB-UB, Edifici CRAG, Campus UAB, Cerdanyola del Vallès, Barcelona, Spain
| | - José Luis Riechmann
- Centre for Research in Agricultural Genomics (CRAG) CSIC-IRTA-UAB-UB, Edifici CRAG, Campus UAB, Cerdanyola del Vallès, Barcelona, Spain.
- Institució Catalana de Recerca i Estudis Avançats (ICREA), Barcelona, Spain.
| |
Collapse
|
16
|
Irineu LESDS, Soares CDP, Soares TS, de Almeida FA, Almeida-Silva F, Gazara RK, Meneses CHSG, Canellas LP, Silveira V, Venancio TM, Olivares FL. Multiomic Approaches Reveal Hormonal Modulation and Nitrogen Uptake and Assimilation in the Initial Growth of Maize Inoculated with Herbaspirillum seropedicae. PLANTS (BASEL, SWITZERLAND) 2022; 12:48. [PMID: 36616175 PMCID: PMC9824467 DOI: 10.3390/plants12010048] [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: 11/17/2022] [Revised: 12/16/2022] [Accepted: 12/20/2022] [Indexed: 06/17/2023]
Abstract
Herbaspirillum seropedicae is an endophytic bacterium that can fix nitrogen and synthesize phytohormones, which can lead to a plant growth-promoting effect when used as a microbial inoculant. Studies focused on mechanisms of action are crucial for a better understanding of the bacteria-plant interaction and optimization of plant growth-promoting response. This work aims to understand the underlined mechanisms responsible for the early stimulatory growth effects of H. seropedicae inoculation in maize. To perform these studies, we combined transcriptomic and proteomic approaches with physiological analysis. The results obtained eight days after inoculation (d.a.i) showed increased root biomass (233 and 253%) and shoot biomass (249 and 264%), respectively, for the fresh and dry mass of maize-inoculated seedlings and increased green content and development. Omics data analysis, before a positive biostimulation phenotype (5 d.a.i.) revealed that inoculation increases N-uptake and N-assimilation machinery through differentially expressed nitrate transporters and amino acid pathways, as well carbon/nitrogen metabolism integration by the tricarboxylic acid cycle and the polyamine pathway. Additionally, phytohormone levels of root and shoot tissues increased in bacterium-inoculated-maize plants, leading to feedback regulation by the ubiquitin-proteasome system. The early biostimulatory effect of H. seropedicae partially results from hormonal modulation coupled with efficient nutrient uptake-assimilation and a boost in primary anabolic metabolism of carbon-nitrogen integrative pathways.
Collapse
Affiliation(s)
- Luiz Eduardo Souza da Silva Irineu
- Laboratório de Biologia Celular e Tecidual, Centro de Biociências e Biotecnologia, Universidade Estadual do Norte Fluminense Darcy Ribeiro, Campos dos Goytacazes 28013-602, Rio de Janeiro, Brazil
| | | | - Tatiane Sanches Soares
- Laboratório de Biologia Celular e Tecidual, Centro de Biociências e Biotecnologia, Universidade Estadual do Norte Fluminense Darcy Ribeiro, Campos dos Goytacazes 28013-602, Rio de Janeiro, Brazil
| | - Felipe Astolpho de Almeida
- Institute de Química, Universidade de São Paulo, São Paulo 05508-900, São Paulo, Brazil
- Laboratório de Biotecnologia, Centro de Biociências e Biotecnologia, Universidade Estadual do Norte Fluminense Darcy Ribeiro, Campos dos Goytacazes 28013-602, Rio de Janeiro, Brazil
| | - Fabrício Almeida-Silva
- VIB-UGent Center for Plant Systems Biology, Ghent University, UGENT, 9000 Ghent, Belgium
- Laboratório de Química e Função de Proteínas e Peptídeos, Centro de Biociências e Biotecnologia, Universidade Estadual do Norte Fluminense Darcy Ribeiro, Campos dos Goytacazes 28013-602, Rio de Janeiro, Brazil
| | - Rajesh Kumar Gazara
- Laboratório de Química e Função de Proteínas e Peptídeos, Centro de Biociências e Biotecnologia, Universidade Estadual do Norte Fluminense Darcy Ribeiro, Campos dos Goytacazes 28013-602, Rio de Janeiro, Brazil
| | | | - Luciano Pasqualoto Canellas
- Núcleo de Desenvolvimento de Insumos Biológicos para a Agricultura, Universidade Estadual do Norte Fluminense Darcy Ribeiro, Campos dos Goytacazes 28013-602, Rio de Janeiro, Brazil
| | - Vanildo Silveira
- Laboratório de Biotecnologia, Centro de Biociências e Biotecnologia, Universidade Estadual do Norte Fluminense Darcy Ribeiro, Campos dos Goytacazes 28013-602, Rio de Janeiro, Brazil
| | - Thiago Motta Venancio
- Laboratório de Química e Função de Proteínas e Peptídeos, Centro de Biociências e Biotecnologia, Universidade Estadual do Norte Fluminense Darcy Ribeiro, Campos dos Goytacazes 28013-602, Rio de Janeiro, Brazil
| | - Fabio Lopes Olivares
- Laboratório de Biologia Celular e Tecidual, Centro de Biociências e Biotecnologia, Universidade Estadual do Norte Fluminense Darcy Ribeiro, Campos dos Goytacazes 28013-602, Rio de Janeiro, Brazil
- Núcleo de Desenvolvimento de Insumos Biológicos para a Agricultura, Universidade Estadual do Norte Fluminense Darcy Ribeiro, Campos dos Goytacazes 28013-602, Rio de Janeiro, Brazil
| |
Collapse
|
17
|
Leveraging orthology within maize and Arabidopsis QTL to identify genes affecting natural variation in gravitropism. Proc Natl Acad Sci U S A 2022; 119:e2212199119. [PMID: 36161933 PMCID: PMC9546580 DOI: 10.1073/pnas.2212199119] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Plants typically orient their organs with respect to the Earth's gravity field by a dynamic process called gravitropism. To discover conserved genetic elements affecting seedling root gravitropism, we measured the process in a set of Zea mays (maize) recombinant inbred lines with machine vision and compared the results with those obtained in a similar study of Arabidopsis thaliana. Each of the several quantitative trait loci that we mapped in both species spanned many hundreds of genes, too many to test individually for causality. We reasoned that orthologous genes may be responsible for natural variation in monocot and dicot root gravitropism. If so, pairs of orthologous genes affecting gravitropism may be present within the maize and Arabidopsis QTL intervals. A reciprocal comparison of sequences within the QTL intervals identified seven pairs of such one-to-one orthologs. Analysis of knockout mutants demonstrated a role in gravitropism for four of the seven: CCT2 functions in phosphatidylcholine biosynthesis, ATG5 functions in membrane remodeling during autophagy, UGP2 produces the substrate for cellulose and callose polymer extension, and FAMA is a transcription factor. Automated phenotyping enabled this discovery of four naturally varying components of a conserved process (gravitropism) by making it feasible to conduct the same large-scale experiment in two species.
Collapse
|
18
|
Evaluation and validation of reference genes in Cymbidium faberi for real-time quantitative PCR. Biotechniques 2022; 73:171-181. [PMID: 36178123 DOI: 10.2144/btn-2022-0025] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
For all organs at all Cymbidium faberi stages, ACT, UBQ3 and GAPDH can be selected as reference genes. For organs of the vegetative stage, UBQ2 and UBQ3 can be chosen for analysis of normalized gene expression. For the bud stage, ACT and UBQ3 can be used for analysis of gene expression. For the full blossom stage, ACT, UBQ3 and UBQ2 can be introduced into relative gene expression analysis. For vegetative organs, UBQ2 and ACT can be used as reference genes. For reproductive organs, ACT, UBQ3 and UBQ2 can be used as a reference for data processing. CfAG1 gene expression is more consistent when UBQ3, GAPDH and ACT are used as reference genes.
Collapse
|
19
|
Farooqi MQU, Nawaz G, Wani SH, Choudhary JR, Rana M, Sah RP, Afzal M, Zahra Z, Ganie SA, Razzaq A, Reyes VP, Mahmoud EA, Elansary HO, El-Abedin TKZ, Siddique KHM. Recent developments in multi-omics and breeding strategies for abiotic stress tolerance in maize ( Zea mays L.). FRONTIERS IN PLANT SCIENCE 2022; 13:965878. [PMID: 36212378 PMCID: PMC9538355 DOI: 10.3389/fpls.2022.965878] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/10/2022] [Accepted: 08/23/2022] [Indexed: 06/12/2023]
Abstract
High-throughput sequencing technologies (HSTs) have revolutionized crop breeding. The advent of these technologies has enabled the identification of beneficial quantitative trait loci (QTL), genes, and alleles for crop improvement. Climate change have made a significant effect on the global maize yield. To date, the well-known omic approaches such as genomics, transcriptomics, proteomics, and metabolomics are being incorporated in maize breeding studies. These approaches have identified novel biological markers that are being utilized for maize improvement against various abiotic stresses. This review discusses the current information on the morpho-physiological and molecular mechanism of abiotic stress tolerance in maize. The utilization of omics approaches to improve abiotic stress tolerance in maize is highlighted. As compared to single approach, the integration of multi-omics offers a great potential in addressing the challenges of abiotic stresses of maize productivity.
Collapse
Affiliation(s)
| | - Ghazala Nawaz
- Department of Botanical and Environmental Sciences, Kohat University of Science and Technology, Kohat, Pakistan
| | - Shabir Hussain Wani
- Mountain Research Centre for Field Crops, Sher-e-Kashmir University of Agricultural Sciences and Technology of Kashmir, Srinagar, India
| | - Jeet Ram Choudhary
- Division of Genetics, Indian Agricultural Research Institute, New Delhi, India
| | - Maneet Rana
- Division of Crop Improvement, ICAR-Indian Grassland and Fodder Research Institute, Jhansi, India
| | - Rameswar Prasad Sah
- Division of Crop Improvement, ICAR-National Rice Research Institute, Cuttack, India
| | - Muhammad Afzal
- College of Food and Agricultural Sciences, King Saud University, Riyadh, Saudi Arabia
| | - Zahra Zahra
- Department of Civil and Environmental Engineering, University of California, Irvine, Irvine, CA, United States
| | | | - Ali Razzaq
- Agronomy Department, University of Florida, Gainesville, FL, United States
| | | | - Eman A. Mahmoud
- Department of Food Industries, Faculty of Agriculture, Damietta University, Damietta, Egypt
| | - Hosam O. Elansary
- Plant Production Department, College of Food and Agriculture Sciences, King Saud University, Riyadh, Saudi Arabia
- Floriculture, Ornamental Horticulture, and Garden Design Department, Faculty of Agriculture (El-Shatby), Alexandria University, Alexandria, Egypt
- Department of Geography, Environmental Management, and Energy Studies, University of Johannesburg, Johannesburg, South Africa
| | - Tarek K. Zin El-Abedin
- Department of Agriculture & Biosystems Engineering, Faculty of Agriculture (El-Shatby), Alexandria University, Alexandria, Egypt
| | | |
Collapse
|
20
|
Li Z, Yun L, Ren X, Shi F, Mi F. Analysis of controlling genes for tiller growth of Psathyrostachys juncea based on transcriptome sequencing technology. BMC PLANT BIOLOGY 2022; 22:456. [PMID: 36151542 PMCID: PMC9502641 DOI: 10.1186/s12870-022-03837-w] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/16/2022] [Accepted: 09/07/2022] [Indexed: 06/16/2023]
Abstract
BACKGROUND Tillering is a complicated process in plant and is a significant trait that affects biomass and seed yield of bunch grass Psathyrostachys juncea, a typical perennial forage species. To clarify the regulatory mechanisms of tillering in P. juncea and to explore related candidate genes could be helpful to improve the seed and forage yield of perennial gramineous forages. We selected the tiller node tissues of P. juncea for transcriptome sequencing to determine the differentially expressed genes (DEG) between dense and sparse tillering genotypes. The metabolic pathway was studied, candidate genes were screened, and reference genes stability were evaluated. RESULTS The results showed that approximately 5466 DEGs were identified between the two genotypes with dense and sparse tillers of P. juncea, which significantly differed in tiller number. Tillering regulation pathways analysis suggested that DEGs closely related to the biosynthesis of three plant hormones, namely auxin (IAA), cytokinin (CTK), and strigolactones (SLs), while "biosynthesis of lignin" and "nitrogen metabolism" have remarkable differences between the dense and sparse tillering genotypes. Meanwhile, the reference gene Actin1, having the best stability, was screened from twelve genes with highest expression level and was used in verification of ten tillering related candidate genes. CONCLUSIONS The tillering mechanism of perennial grass P. juncea was expounded by transcriptome analysis of tiller node tissues. We demonstrated that dense-tillering genotypes may be distinguished by their low expression patterns of genes involved in SL, IAA, and high expression patterns of genes involved in CTK biosynthesis at the tillering stage, and nitrogen metabolism and lignin biosynthesis can also affect the number of tillers. Furthermore, the expression level of ten tillering related candidate genes were verified using Actin1 as reference gene. These candidate genes provide valuable breeding resources for marker assisted selection and yield traits improvement of P. juncea.
Collapse
Affiliation(s)
- Zhen Li
- College of Grassland, Resources and Environment, Inner Mongolia Agricultural University, Hohhot, 010018, China
| | - Lan Yun
- College of Grassland, Resources and Environment, Inner Mongolia Agricultural University, Hohhot, 010018, China.
- Key Laboratory of Grassland Resources of the Ministry of Education and Key Laboratory of Forage Cultivation, Processing and High Efficient Utilization of the Ministry of Agriculture, Hohhot, 010018, China.
| | - Xiaomin Ren
- College of Grassland, Resources and Environment, Inner Mongolia Agricultural University, Hohhot, 010018, China
| | - Fengling Shi
- College of Grassland, Resources and Environment, Inner Mongolia Agricultural University, Hohhot, 010018, China
| | - Fugui Mi
- College of Grassland, Resources and Environment, Inner Mongolia Agricultural University, Hohhot, 010018, China
| |
Collapse
|
21
|
Wu H, Li G, Zhan J, Zhang S, Beall BD, Yadegari R, Becraft PW. Rearrangement with the nkd2 promoter contributed to allelic diversity of the r1 gene in maize (Zea mays). THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2022; 111:1701-1716. [PMID: 35876146 PMCID: PMC9546038 DOI: 10.1111/tpj.15918] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/06/2022] [Revised: 06/13/2022] [Accepted: 07/15/2022] [Indexed: 06/15/2023]
Abstract
The maize red1 (r1) locus regulates anthocyanin accumulation and is a classic model for allelic diversity; changes in regulatory regions are responsible for most of the variation in gene expression patterns. Here, an intrachromosomal rearrangement between the distal upstream region of r1 and the region of naked endosperm 2 (nkd2) upstream to the third exon generated a nkd2 null allele lacking the first three exons, and the R1-st (stippled) allele with a novel r1 5' promoter region homologous to 5' regions from nkd2-B73. R1-sc:124 (an R1-st derivative) shows increased and earlier expression than a standard R1-g allele, as well as ectopic expression in the starchy endosperm compartment. Laser capture microdissection and RNA sequencing indicated that ectopic R1-sc:124 expression impacted expression of genes associated with RNA modification. The expression of R1-sc:124 resembled nkd2-W22 expression, suggesting that nkd2 regulatory sequences may influence the expression of R1-sc:124. The r1-sc:m3 allele is derived from R1-sc:124 by an insertion of a Ds6 transposon in intron 4. This insertion blocks anthocyanin regulation by causing mis-splicing that eliminates exon 5 from the mRNA. This allele serves as an important launch site for Ac/Ds mutagenesis studies, and two Ds6 insertions believed to be associated with nkd2 mutant alleles were actually located in the r1 5' region. Among annotated genomes of teosinte and maize varieties, the nkd2 and r1 loci showed conserved overall gene structures, similar to the B73 reference genome, suggesting that the nkd2-r1 rearrangement may be a recent event.
Collapse
Affiliation(s)
- Hao Wu
- Genetics, Development and Cell Biology DepartmentIowa State UniversityAmesIowaUSA
- Present address:
School of Integrative Plant ScienceCornell UniversityIthacaNew York14853USA
| | - Guosheng Li
- School of Plant SciencesUniversity of ArizonaTucsonArizona85721USA
| | - Junpeng Zhan
- School of Plant SciencesUniversity of ArizonaTucsonArizona85721USA
- Present address:
Donald Danforth Plant Science CenterSt. LouisMissouri63132USA
| | - Shanshan Zhang
- School of Plant SciencesUniversity of ArizonaTucsonArizona85721USA
| | - Brandon D. Beall
- Genetics, Development and Cell Biology DepartmentIowa State UniversityAmesIowaUSA
- Agronomy DepartmentIowa State UniversityAmesIowa50011USA
| | - Ramin Yadegari
- School of Plant SciencesUniversity of ArizonaTucsonArizona85721USA
| | - Philip W. Becraft
- Genetics, Development and Cell Biology DepartmentIowa State UniversityAmesIowaUSA
- Agronomy DepartmentIowa State UniversityAmesIowa50011USA
| |
Collapse
|
22
|
Zhou H, Yang X, Yu J, Xu J, Zhang R, Zhang T, Wang X, Ma J. Reference gene identification for normalisation of RT-qPCR analysis in plasma samples of the rat middle cerebral artery occlusion model. Vet Med Sci 2022; 8:2076-2085. [PMID: 35894780 PMCID: PMC9514484 DOI: 10.1002/vms3.879] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022] Open
Abstract
OBJECTIVE In quantitative reverse transcription-polymerase chain reaction (RT-qPCR) studies, the selection and validation of reference genes are crucial for the accurate analysis of MicroRNAs (miRNAs) expression. In this work, the optimal reference genes for RT-qPCR normalisation in plasma samples of rat middle cerebral artery occlusion (MCAO) models were identified. METHODS Six rat MCAO models were established. Blood samples were collected before modelling and approximately 16-24 h after modelling. Two commonly used reference genes (U6 and 5S) and three miRNAs (miR-24, miR-122 and miR-9a) were selected as candidate reference genes, and the expression of these genes was detected with RT-qPCR. The acquired data were analysed using geNorm, Normfinder, BestKeeper, RefFinder and comparative delta threshold cycle statistical models. RESULTS The analysed results consistently showed that miR-24 was the most stably expressed reference gene. The 'optimal combination' calculated by geNorm was miR-24, U6 and5S. The expression level of the target gene miR124 was similar when the most stable reference gene miR-24 or the 'optimal combination' was used as a reference gene. However, compared with miR24 or the 'optimal combination', the less stable reference genes influenced the fold change and the data accuracy with a large standard deviation. CONCLUSION These results confirmed the importance of selecting suitable reference genes for normalisation to obtain reliable results in RT-qPCR studies and demonstrated that the identified reference gene miR-24 or the 'optimal combination' could be used as an internal control for gene expression analysis in the rat MCAO model.
Collapse
Affiliation(s)
- Hui Zhou
- Shanghai Innostar Bio‐tech Co. Ltd.China State Institute of Pharmaceutical IndustryShanghaiPeople's Republic of China
| | - Xin Yang
- Shanghai Innostar Bio‐tech Co. Ltd.China State Institute of Pharmaceutical IndustryShanghaiPeople's Republic of China
| | - Jiayi Yu
- Shanghai Innostar Bio‐tech Co. Ltd.China State Institute of Pharmaceutical IndustryShanghaiPeople's Republic of China
| | - Jingyi Xu
- Shanghai Innostar Bio‐tech Co. Ltd.China State Institute of Pharmaceutical IndustryShanghaiPeople's Republic of China
| | - Ruiwen Zhang
- Shanghai Innostar Bio‐tech Co. Ltd.China State Institute of Pharmaceutical IndustryShanghaiPeople's Republic of China
| | - Ting Zhang
- Shanghai Innostar Bio‐tech Co. Ltd.China State Institute of Pharmaceutical IndustryShanghaiPeople's Republic of China
| | - Xijie Wang
- Shanghai Innostar Bio‐tech Co. Ltd.China State Institute of Pharmaceutical IndustryShanghaiPeople's Republic of China
| | - Jing Ma
- Shanghai Innostar Bio‐tech Co. Ltd.China State Institute of Pharmaceutical IndustryShanghaiPeople's Republic of China
| |
Collapse
|
23
|
Pipatsitee P, Theerawitaya C, Tiasarum R, Samphumphuang T, Singh HP, Datta A, Cha-Um S. Physio-morphological traits and osmoregulation strategies of hybrid maize (Zea mays) at the seedling stage in response to water-deficit stress. PROTOPLASMA 2022; 259:869-883. [PMID: 34581924 DOI: 10.1007/s00709-021-01707-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/29/2021] [Accepted: 09/16/2021] [Indexed: 05/27/2023]
Abstract
Drought has been identified as a major factor restricting maize productivity worldwide, especially in the rainfed areas. The objective of the present study was to investigate the physiological adaptation strategies and sugar-related gene expression levels in three maize (Zea mays L.) genotypes with different drought tolerance abilities (Suwan4452, drought tolerant as a positive check; S7328, drought susceptible as a negative check; Pac339, drought susceptible) at the seedling stage. Ten-day old seedlings of maize genotypes were subjected to (i) well-watered (WW) or control and (ii) water-deficit (WD) conditions. Leaf osmotic potential of cv. S7328 under WD was significantly decreased by 1.35-1.45 folds compared with cv. Pac339 under WW, whereas it was retained in cv. Suwan4452, which utilized total soluble sugars as the major osmolytes for maintaining leaf greenness, Fv/Fm, ΦPSII, and stomatal function (Pn, net photosynthetic rate; gs, stomatal conductance; and E, transpiration rate). Interestingly, sucrose degradation (65% over the control) in cv. Pac339 under WD was evident in relation to the downregulation of the ZmSPS1 level, whereas glucose enrichment (1.65 folds over the control) was observed in relation to the upregulation of ZmSPS1 and ZmSUS1. Moreover, CWSI (crop water stress index), calculated from leaf temperature of stressed plants, was negatively correlated with E, gs, and Pn. Overall, growth characteristics, aboveground and belowground parts, in the drought-susceptible cv. Pac339 and cv. S7328, were significantly decreased (> 25% over the control), whereas these parameters in the drought-tolerant cv. Suwan4452 were unaffected. The study validates the use of leaf temperature, CWSI, Pn, gs, and E as sensitive parameters and overall growth characters as effective indices for drought tolerance screening in maize genotypes at the seedling stage. However, further experiments are required to validate the results observed in this study under field conditions.
Collapse
Affiliation(s)
- Piyanan Pipatsitee
- National Center for Genetic Engineering and Biotechnology (BIOTEC), National Science and Technology Development Agency (NSTDA), 113 Thailand Science Park, Paholyothin Road, Khlong Nueng, Khlong Luang, 12120, Pathum Thani, Thailand
| | - Cattarin Theerawitaya
- National Center for Genetic Engineering and Biotechnology (BIOTEC), National Science and Technology Development Agency (NSTDA), 113 Thailand Science Park, Paholyothin Road, Khlong Nueng, Khlong Luang, 12120, Pathum Thani, Thailand
| | - Rujira Tiasarum
- National Center for Genetic Engineering and Biotechnology (BIOTEC), National Science and Technology Development Agency (NSTDA), 113 Thailand Science Park, Paholyothin Road, Khlong Nueng, Khlong Luang, 12120, Pathum Thani, Thailand
| | - Thapanee Samphumphuang
- National Center for Genetic Engineering and Biotechnology (BIOTEC), National Science and Technology Development Agency (NSTDA), 113 Thailand Science Park, Paholyothin Road, Khlong Nueng, Khlong Luang, 12120, Pathum Thani, Thailand
| | - Harminder Pal Singh
- Department of Environment Studies, Faculty of Science, Panjab University, Chandigarh, 160014, India
| | - Avishek Datta
- Agricultural Systems and Engineering, Department of Food, Agriculture and Bioresources, School of Environment, Resources and Development, Asian Institute of Technology, Khlong Luang, 12120, Pathum Thani, Thailand
| | - Suriyan Cha-Um
- National Center for Genetic Engineering and Biotechnology (BIOTEC), National Science and Technology Development Agency (NSTDA), 113 Thailand Science Park, Paholyothin Road, Khlong Nueng, Khlong Luang, 12120, Pathum Thani, Thailand.
| |
Collapse
|
24
|
Paciorek T, Chiapelli BJ, Wang JY, Paciorek M, Yang H, Sant A, Val DL, Boddu J, Liu K, Gu C, Brzostowski LF, Wang H, Allen EM, Dietrich CR, Gillespie KM, Edwards J, Goldshmidt A, Neelam A, Slewinski TL. Targeted suppression of gibberellin biosynthetic genes ZmGA20ox3 and ZmGA20ox5 produces a short stature maize ideotype. PLANT BIOTECHNOLOGY JOURNAL 2022; 20:1140-1153. [PMID: 35244326 PMCID: PMC9129074 DOI: 10.1111/pbi.13797] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/03/2021] [Revised: 01/11/2022] [Accepted: 02/15/2022] [Indexed: 06/12/2023]
Abstract
Maize is one of the world's most widely cultivated crops. As future demands for maize will continue to rise, fields will face ever more frequent and extreme weather patterns that directly affect crop productivity. Development of environmentally resilient crops with improved standability in the field, like wheat and rice, was enabled by shifting the architecture of plants to a short stature ideotype. However, such architectural change has not been implemented in maize due to the unique interactions between gibberellin (GA) and floral morphology which limited the use of the same type of mutations as in rice and wheat. Here, we report the development of a short stature maize ideotype in commercial hybrid germplasm, which was generated by targeted suppression of the biosynthetic pathway for GA. To accomplish this, we utilized a dominant, miRNA-based construct expressed in a hemizygous state to selectively reduce expression of the ZmGA20ox3 and ZmGA20ox5 genes that control GA biosynthesis primarily in vegetative tissues. Suppression of both genes resulted in the reduction of GA levels leading to inhibition of cell elongation in internodal tissues, which reduced plant height. Expression of the miRNA did not alter GA levels in reproductive tissues, and thus, the reproductive potential of the plants remained unchanged. As a result, we developed a dominant, short-stature maize ideotype that is conducive for the commercial production of hybrid maize. We expect that the new maize ideotype would enable more efficient and more sustainable maize farming for a growing world population.
Collapse
Affiliation(s)
| | | | | | | | | | | | | | | | - Kang Liu
- Bayer Crop ScienceChesterfieldMOUSA
| | - Chiyu Gu
- Bayer Crop ScienceChesterfieldMOUSA
| | | | | | | | | | | | | | - Alexander Goldshmidt
- Bayer Crop ScienceChesterfieldMOUSA
- Present address:
Department of Field Crops ScienceInstitute of Plant ScienceAgricultural Research OrganizationThe Volcani CenterP.O. Box 15159Rishon Lezion7528809Israel
| | | | | |
Collapse
|
25
|
Juprasong Y, Songnuan W. Plant Stress Scenarios Differentially Affect Expression and IgE Reactivity of Grass Group-1 Allergen (β-Expansin) in Maize and Rice Pollen. FRONTIERS IN ALLERGY 2022; 3:807387. [PMID: 35386660 PMCID: PMC8974862 DOI: 10.3389/falgy.2022.807387] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2021] [Accepted: 01/17/2022] [Indexed: 11/26/2022] Open
Abstract
Grass pollen is among the most common outdoor aeroallergens eliciting pollen allergies throughout the world. Grass group-1 allergen or β-expansin is recognized as a major pollen allergen, particularly in the grass family Poaceae. Expression of β-expansin has been shown to be dynamic and can be influenced by environmental stresses. This study evaluated the relative expression of β-expansin and IgE-binding ability of crude pollen extract protein of rice and maize under three different stress conditions: flood, salt, and drought. After 1 week of treatments, anthers containing pollen were collected followed by RNA extraction and cDNA synthesis. To evaluate relative expression, qRT-PCR was performed using specific primers for β-expansin and reference genes. Physiological characteristics of treated and untreated maize and rice: plant height; fresh weight of anthers; number of inflorescences, anthers, and pollen grains were also recorded. To assess IgE-binding ability of proteins in rice pollen extracts, soluble crude proteins were extracted and IgE immunoblot and ELISA were performed using serum samples from grass-allergic subjects and healthy control donors. Results showed that plant height, fresh weight of anthers, number of inflorescences, anthers, and pollen grains of both maize and rice decreased significantly under drought stress conditions, but not in other conditions. Expression of β-expansin in pollen of rice showed an apparent increase in all stress treatments relative to control samples. In contrast, a significant decrease of β-expansin expression was detected in maize pollen under all stress-treated conditions. IgE-reactive protein bands from rice pollen extract proteins were ~30 kDa, as expected of the grass-group 1 protein. The intensity of IgE-reactive protein bands and the level of IgE to rice pollen proteins showed significant differences among stress conditions. In conclusion, environmental stresses—flood, salt, and drought, can elicit a change of β-expansin expression and IgE reactivity to grass group-1 pollen allergens. Changes in expression level of this gene likely reflected its importance during stress. However, the response is highly dependent on different schemes employed by each plant species.
Collapse
Affiliation(s)
- Yotin Juprasong
- Graduate Program in Toxicology, Faculty of Science, Mahidol University, Bangkok, Thailand
- Center of Excellence on Environmental Health and Toxicology, Faculty of Science, Mahidol University, Bangkok, Thailand
- Systems Biology of Diseases Research Unit, Faculty of Science, Mahidol University, Bangkok, Thailand
| | - Wisuwat Songnuan
- Center of Excellence on Environmental Health and Toxicology, Faculty of Science, Mahidol University, Bangkok, Thailand
- Systems Biology of Diseases Research Unit, Faculty of Science, Mahidol University, Bangkok, Thailand
- Department of Plant Science, Faculty of Science, Mahidol University, Bangkok, Thailand
- *Correspondence: Wisuwat Songnuan
| |
Collapse
|
26
|
Wang Y, He J, Ye H, Ding M, Xu F, Wu R, Zhao F, Zhao G. Transcriptome Analysis Revealed the Key Genes and Pathways Involved in Seed Germination of Maize Tolerant to Deep-Sowing. PLANTS 2022; 11:plants11030359. [PMID: 35161340 PMCID: PMC8838884 DOI: 10.3390/plants11030359] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/22/2021] [Revised: 01/17/2022] [Accepted: 01/26/2022] [Indexed: 11/21/2022]
Abstract
To improve our understanding of the mechanism of maize seed germination under deep sowing, transcriptome sequencing and physiological metabolism analyses were performed using B73 embryos separated from ungerminated seeds (UG) or seeds germinated for 2 d at a depth of 2 cm (normal sowing, NS) or 20 cm (deep sowing, DS). Gene ontology (GO) analysis indicated that “response to oxidative stress” and “monolayer-surrounded lipid storage body” were the most significant GO terms in up- and down-regulated differentially expressed genes (DEGs) of DS. Kyoto Encyclopedia of Genes and Genomes (KEGG) analysis suggested that “phenylpropanoid biosynthesis” and “starch and sucrose metabolism” were critical processes in maize seed germination under deep-sowing conditions. Consistent with DEGs, the activities of superoxide dismutase, catalase, peroxidases and α-amylase, as well as the contents of gibberellin 4, indole acetic acid, zeatin and abscisic acid were significantly increased, while the jasmonic-acid level was dramatically reduced under deep-sowing stress. The expressions of six candidate genes were more significantly upregulated in B73 (deep-sowing-tolerant) than in Mo17 (deep-sowing-sensitive) at 20 cm sowing depth. These findings enrich our knowledge of the key biochemical pathways and genes regulating maize seed germination under deep-sowing conditions, which may help in the breeding of varieties tolerant to deep sowing.
Collapse
Affiliation(s)
- Yang Wang
- The Key Laboratory of Quality Improvement of Agricultural Products of Zhejiang Province, College of Advanced Agricultural Science, Zhejiang Agriculture and Forestry University, Hangzhou 311300, China; (Y.W.); (J.H.); (H.Y.); (M.D.); (F.X.); (R.W.)
| | - Jinna He
- The Key Laboratory of Quality Improvement of Agricultural Products of Zhejiang Province, College of Advanced Agricultural Science, Zhejiang Agriculture and Forestry University, Hangzhou 311300, China; (Y.W.); (J.H.); (H.Y.); (M.D.); (F.X.); (R.W.)
| | - Haotian Ye
- The Key Laboratory of Quality Improvement of Agricultural Products of Zhejiang Province, College of Advanced Agricultural Science, Zhejiang Agriculture and Forestry University, Hangzhou 311300, China; (Y.W.); (J.H.); (H.Y.); (M.D.); (F.X.); (R.W.)
| | - Mingquan Ding
- The Key Laboratory of Quality Improvement of Agricultural Products of Zhejiang Province, College of Advanced Agricultural Science, Zhejiang Agriculture and Forestry University, Hangzhou 311300, China; (Y.W.); (J.H.); (H.Y.); (M.D.); (F.X.); (R.W.)
| | - Feiwang Xu
- The Key Laboratory of Quality Improvement of Agricultural Products of Zhejiang Province, College of Advanced Agricultural Science, Zhejiang Agriculture and Forestry University, Hangzhou 311300, China; (Y.W.); (J.H.); (H.Y.); (M.D.); (F.X.); (R.W.)
| | - Rong Wu
- The Key Laboratory of Quality Improvement of Agricultural Products of Zhejiang Province, College of Advanced Agricultural Science, Zhejiang Agriculture and Forestry University, Hangzhou 311300, China; (Y.W.); (J.H.); (H.Y.); (M.D.); (F.X.); (R.W.)
| | - Fucheng Zhao
- Institute of Maize and Featured Upland Crops, Zhejiang Academy of Agricultural Sciences, Dongyang 322100, China
- Correspondence: (F.Z.); (G.Z.)
| | - Guangwu Zhao
- The Key Laboratory of Quality Improvement of Agricultural Products of Zhejiang Province, College of Advanced Agricultural Science, Zhejiang Agriculture and Forestry University, Hangzhou 311300, China; (Y.W.); (J.H.); (H.Y.); (M.D.); (F.X.); (R.W.)
- Correspondence: (F.Z.); (G.Z.)
| |
Collapse
|
27
|
Würschum T, Weiß TM, Renner J, Friedrich Utz H, Gierl A, Jonczyk R, Römisch-Margl L, Schipprack W, Schön CC, Schrag TA, Leiser WL, Melchinger AE. High-resolution association mapping with libraries of immortalized lines from ancestral landraces. TAG. THEORETICAL AND APPLIED GENETICS. THEORETISCHE UND ANGEWANDTE GENETIK 2022; 135:243-256. [PMID: 34668978 PMCID: PMC8741726 DOI: 10.1007/s00122-021-03963-3] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/02/2021] [Accepted: 09/29/2021] [Indexed: 05/30/2023]
Abstract
Association mapping with immortalized lines of landraces offers several advantages including a high mapping resolution, as demonstrated here in maize by identifying the causal variants underlying QTL for oil content and the metabolite allantoin. Landraces are traditional varieties of crops that present a valuable yet largely untapped reservoir of genetic variation to meet future challenges of agriculture. Here, we performed association mapping in a panel comprising 358 immortalized maize lines from six European Flint landraces. Linkage disequilibrium decayed much faster in the landraces than in the elite lines included for comparison, permitting a high mapping resolution. We demonstrate this by fine-mapping a quantitative trait locus (QTL) for oil content down to the phenylalanine insertion F469 in DGAT1-2 as the causal variant. For the metabolite allantoin, related to abiotic stress response, we identified promoter polymorphisms and differential expression of an allantoinase as putative cause of variation. Our results demonstrate the power of this approach to dissect QTL potentially down to the causal variants, toward the utilization of natural or engineered alleles in breeding. Moreover, we provide guidelines for studies using ancestral landraces for crop genetic research and breeding.
Collapse
Affiliation(s)
- Tobias Würschum
- Institute of Plant Breeding, Seed Science and Population Genetics, University of Hohenheim, 70599, Stuttgart, Germany.
| | - Thea M Weiß
- Institute of Plant Breeding, Seed Science and Population Genetics, University of Hohenheim, 70599, Stuttgart, Germany
- State Plant Breeding Institute, University of Hohenheim, 70599, Stuttgart, Germany
| | - Juliane Renner
- Institute of Plant Breeding, Seed Science and Population Genetics, University of Hohenheim, 70599, Stuttgart, Germany
| | - H Friedrich Utz
- Institute of Plant Breeding, Seed Science and Population Genetics, University of Hohenheim, 70599, Stuttgart, Germany
| | - Alfons Gierl
- Genetics, Technical University of Munich, Wissenschaftszentrum Weihenstephan, 85354, Freising, Germany
| | - Rafal Jonczyk
- Genetics, Technical University of Munich, Wissenschaftszentrum Weihenstephan, 85354, Freising, Germany
| | - Lilla Römisch-Margl
- Genetics, Technical University of Munich, Wissenschaftszentrum Weihenstephan, 85354, Freising, Germany
| | - Wolfgang Schipprack
- Institute of Plant Breeding, Seed Science and Population Genetics, University of Hohenheim, 70599, Stuttgart, Germany
| | - Chris-Carolin Schön
- Plant Breeding, TUM School of Life Sciences, Technical University of Munich, 85354, Freising, Germany
| | - Tobias A Schrag
- Institute of Plant Breeding, Seed Science and Population Genetics, University of Hohenheim, 70599, Stuttgart, Germany
| | - Willmar L Leiser
- State Plant Breeding Institute, University of Hohenheim, 70599, Stuttgart, Germany
| | - Albrecht E Melchinger
- Institute of Plant Breeding, Seed Science and Population Genetics, University of Hohenheim, 70599, Stuttgart, Germany.
| |
Collapse
|
28
|
Reed H, Mueller B, Groves CL, Smith DL. Presence and Correlation of Fusarium graminearum and Deoxynivalenol Accumulation in Silage Corn Plant Parts. PLANT DISEASE 2022; 106:87-92. [PMID: 34491093 DOI: 10.1094/pdis-03-21-0641-re] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
Corn silage, made from Zea mays, is a high-energy feed that is important for feeding dairy cows. Plant diseases, such as those caused by Fusarium graminearum, can decrease silage corn yields and quality. F. graminearum (teleomorph Gibberella zeae) is an ascomycete fungus that causes Gibberella ear and stalk rot in corn. F. graminearum produces deoxynivalenol (DON), a secondary metabolite toxic to humans and animals. An understanding of the distribution of DON and F. graminearum throughout the corn plant is important for determining the quality of corn silage. A partitioned sample experiment that included two brown midrib silage hybrids and three fungicide treatments was conducted in research plots located in Arlington, WI, U.S.A., in 2018 and 2019. At harvest, stalk and ear parts were physically separated, dried, and ground for analysis. DON concentration (in parts per million) was determined using an enzyme-linked immunosorbent assay, and F. graminearum DNA concentration (in picograms per nanogram) was determined using quantitative PCR. DON and F. graminearum DNA were detected in all samples, demonstrating accumulation of the fungus in stalks and ears of the plant. In 2018, DON contamination was as high as 30 ppm and varied drastically between stalks and ears. In 2019, DON concentrations were much lower (<5 ppm), but were consistently higher in stalk samples than ear samples. Across all samples, DON concentrations and F. graminearum accumulation were highly correlated within the separated stalk (r = 0.78) and ear portions (r = 0.87) but were not correlated between ears and stalks. Depending on the weather and planting conditions in a given year, stalk infections or ear infections may occur by F. graminearum, leading to subsequent DON increases in those respective parts that are independent of each other.
Collapse
Affiliation(s)
- Hannah Reed
- Department of Plant Pathology, University of Wisconsin-Madison, Madison, WI 53706
| | - Brian Mueller
- Department of Plant Pathology, University of Wisconsin-Madison, Madison, WI 53706
| | - Carol L Groves
- Department of Plant Pathology, University of Wisconsin-Madison, Madison, WI 53706
| | - Damon L Smith
- Department of Plant Pathology, University of Wisconsin-Madison, Madison, WI 53706
| |
Collapse
|
29
|
Selection and validation of reference genes for normalization of qRT-PCR data to study the cannabinoid pathway genes in industrial hemp. PLoS One 2021; 16:e0260660. [PMID: 34928958 PMCID: PMC8687539 DOI: 10.1371/journal.pone.0260660] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2021] [Accepted: 11/13/2021] [Indexed: 11/19/2022] Open
Abstract
There has been significant interest in researching the pharmaceutical applications of Industrial hemp since its legalization three years ago. The crop is mostly dioecious and known for its production of phytocannabinoids, flavonoids, and terpenes. Although many scientific reports have showed gene expression analysis of hemp through OMICs approaches, unreliable reference genes for normalization of qRT-PCR data make it difficult to validate the OMICs data. Four software packages: geNorm, NormFinder, BestKeeper, and RefFinder were used to evaluate the differential gene expression patterns of 13 candidate reference genes under osmotic, heavy metal, hormonal, and UV stresses. EF-1α ranked as the most stable reference gene across all stresses, TUB was the most stable under osmotic stress, and TATA was the most stable under both heavy metal stress and hormonal stimuli. The expression patterns of two cannabinoid pathway genes, AAE1 and CBDAS, were used to validate the reliability of the selected reference genes. This work provides useful information for gene expression characterization in hemp and future research in the synthesis, transport, and accumulation of secondary metabolites.
Collapse
|
30
|
Tran TM, Ameye M, Devlieghere F, De Saeger S, Eeckhout M, Audenaert K. Streptomyces Strains Promote Plant Growth and Induce Resistance Against Fusarium verticillioides via Transient Regulation of Auxin Signaling and Archetypal Defense Pathways in Maize Plants. FRONTIERS IN PLANT SCIENCE 2021; 12:755733. [PMID: 34899781 PMCID: PMC8655691 DOI: 10.3389/fpls.2021.755733] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/20/2021] [Accepted: 11/01/2021] [Indexed: 06/14/2023]
Abstract
Driven by climate change, Fusarium ear rot (FER) caused by Fusarium verticillioides occurs frequently in maize worldwide. In parallel, legislative regulations and increasing environmental awareness have spurred research on alternative FER biocontrol strategies. A promising group of bacterial control agents is Streptomyces species due to their metabolic versatility. However, insights into the molecular modes of action of these biocontrol agents are often lacking. This study aims at unraveling the biocontrol efficacy of Streptomyces rhizobacterial strains against F. verticillioides. We first assessed the direct antagonism of four Streptomyces strains ST02, ST03, ST07, and ST08. Then, a profile of 16 genes associated with intrinsic plant defense signaling was assessed in maize plants. Both in vitro and in vivo data showed that the biocontrol strain ST03 perfectly suppressed the growth of F. verticillioides. High inhibition efficacy was also observed for extracellular compounds in the supernatant secreted by this strain. Especially, for maize cobs, the biocontrol strain ST03 not only inhibited the proliferation of F. verticillioides but also significantly repressed fungal fumonisin production 7 days after inoculation. On maize plants, the direct antagonism was confirmed by a significant reduction of the fungal DNA level in soils when co-applied with F. verticillioides and strain ST03. In terms of its action on plants, strain ST03 induced downregulation of auxin responsive genes (AUX1, ARF1, and ARF2) and gibberellic acid (GA)-related gene AN1 even in the absence of F. verticillioides at early time points. In leaves, the biocontrol strain induced the expression of genes related to salicylic acid (SA), and 2,4-dihydroxy-7-methoxy-1,4-benzoxazin-3-one (DIMBOA)-mediated pathways, and pathogenesis-related proteins in the presence or absence of the pathogen. Interestingly, the biocontrol strain significantly promoted plant growth even in the presence of F. verticillioides. All of which demonstrated that the Streptomyces strain ST03 is a promising FER biocontrol and a growth-promoting candidate.
Collapse
Affiliation(s)
- Trang Minh Tran
- Laboratory of Applied Mycology and Phenomics, Department of Plants and Crops, Faculty Bioscience Engineering, Ghent University, Ghent, Belgium
- Laboratory of Applied Mycology, Department of Food Technology, Safety and Health, Faculty of Bioscience Engineering, Ghent University, Ghent, Belgium
| | - Maarten Ameye
- Laboratory of Applied Mycology and Phenomics, Department of Plants and Crops, Faculty Bioscience Engineering, Ghent University, Ghent, Belgium
| | - Frank Devlieghere
- Research Unit Food Microbiology and Food Preservation, Department of Food Technology, Safety and Health, Faculty of Bioscience Engineering, Ghent University, Ghent, Belgium
| | - Sarah De Saeger
- Center of Excellence in Mycotoxicology and Public Health, Department of Bioanalysis, Faculty of Pharmaceutical Sciences, Ghent University, Ghent, Belgium
| | - Mia Eeckhout
- Laboratory of Applied Mycology, Department of Food Technology, Safety and Health, Faculty of Bioscience Engineering, Ghent University, Ghent, Belgium
- Research Unit of Cereal and Feed Technology, Department of Food Technology, Safety and Health, Faculty of Bioscience Engineering, Ghent University, Ghent, Belgium
| | - Kris Audenaert
- Laboratory of Applied Mycology and Phenomics, Department of Plants and Crops, Faculty Bioscience Engineering, Ghent University, Ghent, Belgium
| |
Collapse
|
31
|
Cao Y, Li B, Chen N, Yang D, Li L, Liu T. Evaluation of Reference Genes for Quantitative Reverse Transcription Polymerase Chain Reaction in Bactrocera dorsalis (Diptera: Tephritidae) Subjected to Various Phytosanitary Treatments. INSECTS 2021; 12:insects12100945. [PMID: 34680714 PMCID: PMC8537244 DOI: 10.3390/insects12100945] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/29/2021] [Revised: 10/07/2021] [Accepted: 10/09/2021] [Indexed: 11/16/2022]
Abstract
Simple Summary In this study, seven internal reference genes (G6PDH, GAPDH, RPL-32, Rpl-13, Rps-3, α-tub, and 18S) of Bactroceradorsalis under different quarantine treatments (heat treatment, cold treatment, methyl bromide fumigation, and irradiation) were screened. Finally, the most stable internal reference gene was selected, which laid a foundation for the further study of its resistance mechanisms to some abiotic stresses. Abstract Bactrocera dorsalis is a major pest that causes serious damage to many fruits. Although phytosanitary treatment methods have been developed for Bactrocera control, there is a lack of information related to the gene expression pattern of B. dorsalis subjected to phytosanitary treatment conditions. Prior to quantitative reverse transcription polymerase chain reaction analysis of the most stable reference genes in B. dorsalis (Diptera: Tephritidae), B. dorsalis third-instar larvae were exposed to various phytosanitary treatments; seven candidate reference genes (18S, G6PDH, GAPDH, RPL-13, RPL-32, RPS-3, and α-Tub) were amplified and their expression stabilities were evaluated using geNorm, NormFinder, BestKeeper, and RefFinder algorithms. Different reference genes were found under different stress conditions. G6PDH was the most stable gene after heat treatment. After cold treatment, α-Tub exhibited the highest expression stability. G6PDH expression stability was the highest after fumigation with methyl bromide. RPL-32 showed the highest expression stability after irradiation treatment. Collectively, RefFinder analysis results revealed G6PDH and RPL-32 as the most suitable genes for analyzing phytosanitary treatment in B. dorsalis. This study provides an experimental basis for further gene expression analyses in B. dorsalis subjected to various phytosanitary treatments, which can aid in the development of novel phytosanitary treatments against insect pests.
Collapse
Affiliation(s)
- Yue Cao
- Institute of Equipment Technology, Chinese Academy of Inspection and Quarantine, Beijing 100123, China; (Y.C.); (B.L.); (N.C.)
- Department of Entomology, China Agricultural University, Beijing 100193, China;
| | - Baishu Li
- Institute of Equipment Technology, Chinese Academy of Inspection and Quarantine, Beijing 100123, China; (Y.C.); (B.L.); (N.C.)
| | - Naizhong Chen
- Institute of Equipment Technology, Chinese Academy of Inspection and Quarantine, Beijing 100123, China; (Y.C.); (B.L.); (N.C.)
| | - Ding Yang
- Department of Entomology, China Agricultural University, Beijing 100193, China;
| | - Li Li
- Institute of Equipment Technology, Chinese Academy of Inspection and Quarantine, Beijing 100123, China; (Y.C.); (B.L.); (N.C.)
- Correspondence: (L.L.); (T.L.)
| | - Tao Liu
- Institute of Equipment Technology, Chinese Academy of Inspection and Quarantine, Beijing 100123, China; (Y.C.); (B.L.); (N.C.)
- Department of Entomology, China Agricultural University, Beijing 100193, China;
- Correspondence: (L.L.); (T.L.)
| |
Collapse
|
32
|
Wei S, Xia R, Chen C, Shang X, Ge F, Wei H, Chen H, Wu Y, Xie Q. ZmbHLH124 identified in maize recombinant inbred lines contributes to drought tolerance in crops. PLANT BIOTECHNOLOGY JOURNAL 2021; 19:2069-2081. [PMID: 34031958 PMCID: PMC8486247 DOI: 10.1111/pbi.13637] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/04/2020] [Revised: 03/28/2021] [Accepted: 05/14/2021] [Indexed: 06/12/2023]
Abstract
Due to climate change, drought has become a severe abiotic stress that affects the global production of all crops. Elucidation of the complex physiological mechanisms underlying drought tolerance in crops will support the cultivation of new drought-tolerant crop varieties. Here, two drought-tolerant lines, RIL70 and RIL73, and two drought-sensitive lines, RIL44 and RIL93, from recombinant inbred lines (RIL) generated from maize drought-tolerant line PH4CV and drought-sensitive line F9721, were selected for a comparative RNA-seq study. Through transcriptome analyses, we found that gene expression differences existed between drought-tolerant and -sensitive lines, but also differences between the drought-tolerant lines, RIL70 and RIL73. ZmbHLH124 in RIL73, named as ZmbHLH124T-ORG which origins from PH4CV and encodes a bHLH type transcription factor, was specifically up-regulated during drought stress. In addition, we identified a substitution in ZmbHLH124 that produced an early stop codon in sensitive lines (ZmbHLH124S-ORG ). Overexpression of ZmbHLH124T-ORG , but not ZmbHLH124S-ORG , in maize and rice enhanced plant drought tolerance and up-regulated the expression of drought-responsive genes. Moreover, we found that ZmbHLH124T-ORG could directly bind the cis-acting elements in ZmDREB2A promoter to enhance its expression. Taken together, this work identified a valuable genetic locus and provided a new strategy for breeding drought-tolerant crops.
Collapse
Affiliation(s)
- Shaowei Wei
- State Key Laboratory of Plant GenomicsInstitute of Genetics and Developmental BiologyThe Innovative Academy of Seed DesignChinese Academy of SciencesBeijingChina
- University of Chinese Academy of SciencesBeijingChina
| | - Ran Xia
- State Key Laboratory of Plant GenomicsInstitute of Genetics and Developmental BiologyThe Innovative Academy of Seed DesignChinese Academy of SciencesBeijingChina
| | - Chengxuan Chen
- State Key Laboratory of Plant GenomicsInstitute of Genetics and Developmental BiologyThe Innovative Academy of Seed DesignChinese Academy of SciencesBeijingChina
- University of Chinese Academy of SciencesBeijingChina
| | - Xiaoling Shang
- State Key Laboratory of Plant GenomicsInstitute of Genetics and Developmental BiologyThe Innovative Academy of Seed DesignChinese Academy of SciencesBeijingChina
| | - Fengyong Ge
- State Key Laboratory of Plant GenomicsInstitute of Genetics and Developmental BiologyThe Innovative Academy of Seed DesignChinese Academy of SciencesBeijingChina
- University of Chinese Academy of SciencesBeijingChina
| | - Huimin Wei
- State Key Laboratory of Plant GenomicsInstitute of Genetics and Developmental BiologyThe Innovative Academy of Seed DesignChinese Academy of SciencesBeijingChina
- University of Chinese Academy of SciencesBeijingChina
| | - Huabang Chen
- State Key Laboratory of Plant GenomicsInstitute of Genetics and Developmental BiologyThe Innovative Academy of Seed DesignChinese Academy of SciencesBeijingChina
- University of Chinese Academy of SciencesBeijingChina
| | - Yaorong Wu
- State Key Laboratory of Plant GenomicsInstitute of Genetics and Developmental BiologyThe Innovative Academy of Seed DesignChinese Academy of SciencesBeijingChina
| | - Qi Xie
- State Key Laboratory of Plant GenomicsInstitute of Genetics and Developmental BiologyThe Innovative Academy of Seed DesignChinese Academy of SciencesBeijingChina
- University of Chinese Academy of SciencesBeijingChina
| |
Collapse
|
33
|
Evaluation of Angelica decursiva reference genes under various stimuli for RT-qPCR data normalization. Sci Rep 2021; 11:18993. [PMID: 34556773 PMCID: PMC8460625 DOI: 10.1038/s41598-021-98434-6] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2020] [Accepted: 08/17/2021] [Indexed: 11/23/2022] Open
Abstract
Angelica decursiva is one of the lending traditional Chinese medicinal plants producing coumarins. Notably, several studies have focused on the biosynthesis and not the RT-qPCR (quantitative real-time reverse transcription polymerase chain reaction) study of coumarins. This RT-qPCR technique has been extensively used to investigate gene expression levels in plants and the selection of reference genes which plays a crucial role in standardizing the data form the RT-qPCR analysis. In our study, 11 candidate reference genes were selected from the existing transcriptome data of Angelica decursiva. Here, four different types of statistical algorithms (geNorm, NormFinder, BestKeeper, and Delta Ct) were used to calculate and evaluate the stability of gene expression under different external treatments. Subsequently, RefFinder analysis was used to determine the geometric average of each candidate gene ranking, and to perform comprehensive index ranking. The obtained results showed that among all the 11 candidate reference genes, SAND family protein (SAND), protein phosphatase 2A gene (PP2A), and polypyrimidine tract-binding protein (PTBP) were the most stable reference genes, where Nuclear cap binding protein 2 (NCBP2), TIP41-like protein (TIP41), and Beta-6-tubulin (TUBA) were the least stable genes. To the best of our knowledge, this work is the first to evaluate the stability of reference genes in the Angelica decursiva which has provided an important foundation on the use of RT-qPCR for an accurate and far-reaching gene expression analysis in this medicinal plant.
Collapse
|
34
|
Tran TM, Ameye M, Landschoot S, Devlieghere F, De Saeger S, Eeckhout M, Audenaert K. Molecular Insights into Defense Responses of Vietnamese Maize Varieties to Fusarium verticillioides Isolates. J Fungi (Basel) 2021; 7:jof7090724. [PMID: 34575762 PMCID: PMC8469167 DOI: 10.3390/jof7090724] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2021] [Revised: 08/30/2021] [Accepted: 09/01/2021] [Indexed: 12/21/2022] Open
Abstract
Fusarium ear rot (FER) caused by Fusarium verticillioides is one of the main fungal diseases in maize worldwide. To develop a pathogen-tailored FER resistant maize line for local implementation, insights into the virulence variability of a residing F. verticillioides population are crucial for developing customized maize varieties, but remain unexplored. Moreover, little information is currently available on the involvement of the archetypal defense pathways in the F. verticillioides-maize interaction using local isolates and germplasm, respectively. Therefore, this study aims to fill these knowledge gaps. We used a collection of 12 F. verticillioides isolates randomly gathered from diseased maize fields in the Vietnamese central highlands. To assess the plant's defense responses against the pathogens, two of the most important maize hybrid genotypes grown in this agro-ecological zone, lines CP888 and Bt/GT NK7328, were used. Based on two assays, a germination and an in-planta assay, we found that line CP888 was more susceptible to the F. verticillioides isolates when compared to line Bt/GT NK7328. Using the most aggressive isolate, we monitored disease severity and gene expression profiles related to biosynthesis pathways of salicylic acid (SA), jasmonic acid (JA), abscisic acid (ABA), benzoxazinoids (BXs), and pathogenesis-related proteins (PRs). As a result, a stronger induction of SA, JA, ABA, BXs, and PRs synthesizing genes might be linked to the higher resistance of line Bt/GT NK7328 compared to the susceptible line CP888. All these findings could supply valuable knowledge in the selection of suitable FER resistant lines against the local F. verticllioides population and in the development of new FER resistant germplasms.
Collapse
Affiliation(s)
- Trang Minh Tran
- Laboratory of Applied Mycology and Phenomics, Department of Plants and Crops, Faculty Bioscience Engineering, Ghent University, 9000 Ghent, Belgium; (M.A.); (S.L.)
- Laboratory of Applied Mycology, Department of Food Technology, Safety and Health, Faculty of Bioscience Engineering, Ghent University, 9000 Ghent, Belgium;
- Correspondence: (T.M.T.); (K.A.)
| | - Maarten Ameye
- Laboratory of Applied Mycology and Phenomics, Department of Plants and Crops, Faculty Bioscience Engineering, Ghent University, 9000 Ghent, Belgium; (M.A.); (S.L.)
| | - Sofie Landschoot
- Laboratory of Applied Mycology and Phenomics, Department of Plants and Crops, Faculty Bioscience Engineering, Ghent University, 9000 Ghent, Belgium; (M.A.); (S.L.)
| | - Frank Devlieghere
- Research Unit Food Microbiology and Food Preservation, Department of Food Technology, Safety and Health, Faculty of Bioscience Engineering, Ghent University, 9000 Ghent, Belgium;
| | - Sarah De Saeger
- Center of Excellence in Mycotoxicology and Public Health, Department of Bioanalysis, Faculty of Pharmaceutical Sciences, Ghent University, 9000 Ghent, Belgium;
| | - Mia Eeckhout
- Laboratory of Applied Mycology, Department of Food Technology, Safety and Health, Faculty of Bioscience Engineering, Ghent University, 9000 Ghent, Belgium;
- Research Unit of Cereal and Feed Technology, Department of Food Technology, Safety and Health, Faculty of Bioscience Engineering, Ghent University, 9000 Ghent, Belgium
| | - Kris Audenaert
- Laboratory of Applied Mycology and Phenomics, Department of Plants and Crops, Faculty Bioscience Engineering, Ghent University, 9000 Ghent, Belgium; (M.A.); (S.L.)
- Correspondence: (T.M.T.); (K.A.)
| |
Collapse
|
35
|
A Rapid Pipeline for Pollen- and Anther-Specific Gene Discovery Based on Transcriptome Profiling Analysis of Maize Tissues. Int J Mol Sci 2021; 22:ijms22136877. [PMID: 34206810 PMCID: PMC8267723 DOI: 10.3390/ijms22136877] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2021] [Revised: 06/11/2021] [Accepted: 06/16/2021] [Indexed: 11/16/2022] Open
Abstract
Recently, crop breeders have widely adopted a new biotechnology-based process, termed Seed Production Technology (SPT), to produce hybrid varieties. The SPT does not produce nuclear male-sterile lines, and instead utilizes transgenic SPT maintainer lines to pollinate male-sterile plants for propagation of nuclear-recessive male-sterile lines. A late-stage pollen-specific promoter is an essential component of the pollen-inactivating cassette used by the SPT maintainers. While a number of plant pollen-specific promoters have been reported so far, their usefulness in SPT has remained limited. To increase the repertoire of pollen-specific promoters for the maize community, we conducted a comprehensive comparative analysis of transcriptome profiles of mature pollen and mature anthers against other tissue types. We found that maize pollen has much less expressed genes (>1 FPKM) than other tissue types, but the pollen grain has a large set of distinct genes, called pollen-specific genes, which are exclusively or much higher (100 folds) expressed in pollen than other tissue types. Utilizing transcript abundance and correlation coefficient analysis, 1215 mature pollen-specific (MPS) genes and 1009 mature anther-specific (MAS) genes were identified in B73 transcriptome. These two gene sets had similar GO term and KEGG pathway enrichment patterns, indicating that their members share similar functions in the maize reproductive process. Of the genes, 623 were shared between the two sets, called mature anther- and pollen-specific (MAPS) genes, which represent the late-stage pollen-specific genes of the maize genome. Functional annotation analysis of MAPS showed that 447 MAPS genes (71.7% of MAPS) belonged to genes encoding pollen allergen protein. Their 2-kb promoters were analyzed for cis-element enrichment and six well-known pollen-specific cis-elements (AGAAA, TCCACCA, TGTGGTT, [TA]AAAG, AAATGA, and TTTCT) were found highly enriched in the promoters of MAPS. Interestingly, JA-responsive cis-element GCC box (GCCGCC) and ABA-responsive cis-element-coupling element1 (ABRE-CE1, CCACC) were also found enriched in the MAPS promoters, indicating that JA and ABA signaling likely regulate pollen-specific MAPS expression. This study describes a robust and straightforward pipeline to discover pollen-specific promotes from publicly available data while providing maize breeders and the maize industry a number of late-stage (mature) pollen-specific promoters for use in SPT for hybrid breeding and seed production.
Collapse
|
36
|
Dong H, Li H, Xue Y, Su S, Li S, Shan X, Liu H, Jiang N, Wu X, Zhang Z, Yuan Y. E183K Mutation in Chalcone Synthase C2 Causes Protein Aggregation and Maize Colorless. FRONTIERS IN PLANT SCIENCE 2021; 12:679654. [PMID: 34249050 PMCID: PMC8261305 DOI: 10.3389/fpls.2021.679654] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/12/2021] [Accepted: 05/12/2021] [Indexed: 06/13/2023]
Abstract
Flavonoids give plants their rich colors and play roles in a number of physiological processes. In this study, we identified a novel colorless maize mutant showing reduced pigmentation throughout the whole life cycle by EMS mutagenesis. E183K mutation in maize chalcone synthase C2 (ZmC2) was mapped using MutMap strategy as the causal for colorless, which was further validated by transformation in Arabidopsis. We evaluated transcriptomic and metabolic changes in maize first sheaths caused by the mutation. The downstream biosynthesis was blocked while very few genes changed their expression pattern. ZmC2-E183 site is highly conserved in chalcone synthase among Plantae kingdom and within species' different varieties. Through prokaryotic expression, transient expression in maize leaf protoplasts and stable expression in Arabidopsis, we observed that E183K and other mutations on E183 could cause almost complete protein aggregation of chalcone synthase. Our findings will benefit the characterization of flavonoid biosynthesis and contribute to the body of knowledge on protein aggregation in plants.
Collapse
Affiliation(s)
- Haixiao Dong
- College of Plant Science, Jilin University, Changchun, China
| | - He Li
- College of Plant Science, Jilin University, Changchun, China
| | - Yingjie Xue
- College of Plant Science, Jilin University, Changchun, China
| | - Shengzhong Su
- College of Plant Science, Jilin University, Changchun, China
| | - Shipeng Li
- College of Plant Science, Jilin University, Changchun, China
| | - Xiaohui Shan
- College of Plant Science, Jilin University, Changchun, China
| | - Hongkui Liu
- College of Plant Science, Jilin University, Changchun, China
| | - Nan Jiang
- College of Plant Science, Jilin University, Changchun, China
| | - Xuyang Wu
- College of Plant Science, Jilin University, Changchun, China
| | - Zhiwu Zhang
- Department of Crop and Soil Sciences, Washington State University, Pullman, WA, United States
| | - Yaping Yuan
- College of Plant Science, Jilin University, Changchun, China
| |
Collapse
|
37
|
Xu L, Dong Z, Chiniquy D, Pierroz G, Deng S, Gao C, Diamond S, Simmons T, Wipf HML, Caddell D, Varoquaux N, Madera MA, Hutmacher R, Deutschbauer A, Dahlberg JA, Guerinot ML, Purdom E, Banfield JF, Taylor JW, Lemaux PG, Coleman-Derr D. Genome-resolved metagenomics reveals role of iron metabolism in drought-induced rhizosphere microbiome dynamics. Nat Commun 2021; 12:3209. [PMID: 34050180 PMCID: PMC8163885 DOI: 10.1038/s41467-021-23553-7] [Citation(s) in RCA: 56] [Impact Index Per Article: 18.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2020] [Accepted: 04/27/2021] [Indexed: 02/04/2023] Open
Abstract
Recent studies have demonstrated that drought leads to dramatic, highly conserved shifts in the root microbiome. At present, the molecular mechanisms underlying these responses remain largely uncharacterized. Here we employ genome-resolved metagenomics and comparative genomics to demonstrate that carbohydrate and secondary metabolite transport functionalities are overrepresented within drought-enriched taxa. These data also reveal that bacterial iron transport and metabolism functionality is highly correlated with drought enrichment. Using time-series root RNA-Seq data, we demonstrate that iron homeostasis within the root is impacted by drought stress, and that loss of a plant phytosiderophore iron transporter impacts microbial community composition, leading to significant increases in the drought-enriched lineage, Actinobacteria. Finally, we show that exogenous application of iron disrupts the drought-induced enrichment of Actinobacteria, as well as their improvement in host phenotype during drought stress. Collectively, our findings implicate iron metabolism in the root microbiome's response to drought and may inform efforts to improve plant drought tolerance to increase food security.
Collapse
Affiliation(s)
- Ling Xu
- grid.47840.3f0000 0001 2181 7878Department of Plant and Microbial Biology, University of California, Berkeley, CA USA ,grid.22935.3f0000 0004 0530 8290State Key Laboratory of Plant Physiology and Biochemistry, Department of Microbiology and Immunology, College of Biological Sciences, China Agricultural University, Beijing, China
| | - Zhaobin Dong
- grid.47840.3f0000 0001 2181 7878Department of Plant and Microbial Biology, University of California, Berkeley, CA USA
| | - Dawn Chiniquy
- grid.184769.50000 0001 2231 4551Department of Energy, Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, CA USA
| | - Grady Pierroz
- grid.47840.3f0000 0001 2181 7878Department of Plant and Microbial Biology, University of California, Berkeley, CA USA
| | - Siwen Deng
- grid.47840.3f0000 0001 2181 7878Department of Plant and Microbial Biology, University of California, Berkeley, CA USA
| | - Cheng Gao
- grid.47840.3f0000 0001 2181 7878Department of Plant and Microbial Biology, University of California, Berkeley, CA USA
| | - Spencer Diamond
- grid.47840.3f0000 0001 2181 7878Department of Earth and Planetary Science, University of California, Berkeley, CA USA
| | - Tuesday Simmons
- grid.47840.3f0000 0001 2181 7878Department of Plant and Microbial Biology, University of California, Berkeley, CA USA
| | - Heidi M.-L. Wipf
- grid.47840.3f0000 0001 2181 7878Department of Plant and Microbial Biology, University of California, Berkeley, CA USA
| | - Daniel Caddell
- grid.507310.0Plant Gene Expression Center, USDA-ARS, Albany, CA USA
| | - Nelle Varoquaux
- grid.463716.10000 0004 4687 1979CNRS, University Grenoble Alpes, TIMC-IMAG, Grenoble, France
| | - Mary A. Madera
- grid.47840.3f0000 0001 2181 7878Department of Plant and Microbial Biology, University of California, Berkeley, CA USA
| | - Robert Hutmacher
- grid.27860.3b0000 0004 1936 9684Westside Research & Extension Center, UC Department of Plant Sciences, University of California, Davis, CA USA
| | - Adam Deutschbauer
- grid.184769.50000 0001 2231 4551Department of Energy, Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, CA USA
| | | | - Mary Lou Guerinot
- grid.254880.30000 0001 2179 2404Department of Biological Scienes, Dartmouth College, Hanover, NH USA
| | - Elizabeth Purdom
- grid.47840.3f0000 0001 2181 7878Department of Statistics, University of California, Berkeley, CA USA
| | - Jillian F. Banfield
- grid.47840.3f0000 0001 2181 7878Department of Earth and Planetary Science, University of California, Berkeley, CA USA
| | - John W. Taylor
- grid.47840.3f0000 0001 2181 7878Department of Plant and Microbial Biology, University of California, Berkeley, CA USA
| | - Peggy G. Lemaux
- grid.47840.3f0000 0001 2181 7878Department of Plant and Microbial Biology, University of California, Berkeley, CA USA
| | - Devin Coleman-Derr
- grid.47840.3f0000 0001 2181 7878Department of Plant and Microbial Biology, University of California, Berkeley, CA USA ,grid.507310.0Plant Gene Expression Center, USDA-ARS, Albany, CA USA
| |
Collapse
|
38
|
Reference Gene Selection for RT-qPCR Analysis in Maize Kernels Inoculated with Aspergillus flavus. Toxins (Basel) 2021; 13:toxins13060386. [PMID: 34071223 PMCID: PMC8229600 DOI: 10.3390/toxins13060386] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2021] [Revised: 05/18/2021] [Accepted: 05/25/2021] [Indexed: 11/22/2022] Open
Abstract
Resistance against infection by the fungus Aspergillus flavus Link in commercial maize (Zea mays L.) is the topic of many studies, but few studies have investigated the effects of A. flavus infection on gene expression levels in ear kernels. A crucial component of gene expression profiling by RT-qPCR is having a reliable set of reference genes that show relatively constant expression across the treatments and phenotypes under study. Currently, however, there is no published information on reference genes suitable for measuring changes in kernel gene expression levels after infection with A. flavus. Thus, in this study, six candidate reference genes (ACT1, β-Tub2, eIF4A2, TATA, EFIα, and GAPDH) were evaluated and ranked according to their expression stability. The genes were amplified from first-strand cDNA samples synthesized from kernels of two susceptible and two resistant maize lines that were either inoculated with A. flavus or water or not inoculated. Three software packages were used to calculate and rank the stability of expression for these genesgeNorm, NormFinder, and BestKeeper. The analysis revealed that the most stable genes to normalize expression levels from maize kernels responding to A. flavus inoculation and wounding were ACT1, EFIα, and eIF4A2.
Collapse
|
39
|
Doddaraju P, Kumar P, Dashyal MS, Girigowda M. Identification of suitable reference genes for expression studies in pomegranate under different biotic and abiotic stress conditions. Mol Biol Rep 2021; 48:3935-3943. [PMID: 34028653 DOI: 10.1007/s11033-021-06389-8] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2021] [Accepted: 04/29/2021] [Indexed: 10/21/2022]
Abstract
Pomegranate (Punica granatum L.) is an important economic fruit crop, facing many biotic and abiotic challenges during cultivation. Several research programs are in progress to understand both biotic and abiotic stress factors and mitigate these challenges using gene expression studies based on the qPCR approach. However, research publications are not available yet to select the standard reference gene for normalizing target gene expression values in pomegranate. The most suitable candidate reference gene is required to ensure precise and reliable results for qPCR analysis. Eight candidate reference genes' stability was evaluated under different stress conditions using different algorithms such as ∆Ct, geNorm, BestKeeper, NormFinder, and RefFinder. The various algorithms revealed that EFA1 and 18S rRNA were common and most stable reference genes (RGs) under abiotic and wilt stress. Whereas comprehensive ranking by RefFinder showed GAPDH and CYPF were the most stable RGs under combined biotic (pooled samples of all biotic stress) and bacterial blight samples. For normalizing target gene expression under wilt, nematode, bacterial blight, and abiotic stress conditions both GAPDH and CYPFreference genes are adequate for qPCR. The above data provide comprehensive details for the selection of a candidate reference gene in various stresses in pomegranate.
Collapse
Affiliation(s)
- Pushpa Doddaraju
- Bio-Control Lab, Directorate of Research, University of Horticultural Sciences, Bagalkot, Karnataka, India
| | - Pavan Kumar
- Bio-Control Lab, Directorate of Research, University of Horticultural Sciences, Bagalkot, Karnataka, India
| | - Mahesh S Dashyal
- Bio-Control Lab, Directorate of Research, University of Horticultural Sciences, Bagalkot, Karnataka, India
| | - Manjunath Girigowda
- Bio-Control Lab, Directorate of Research, University of Horticultural Sciences, Bagalkot, Karnataka, India.
| |
Collapse
|
40
|
Sanclemente MA, Ma F, Liu P, Della Porta A, Singh J, Wu S, Colquhoun T, Johnson T, Guan JC, Koch KE. Sugar modulation of anaerobic-response networks in maize root tips. PLANT PHYSIOLOGY 2021; 185:295-317. [PMID: 33721892 PMCID: PMC8133576 DOI: 10.1093/plphys/kiaa029] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/07/2020] [Accepted: 10/28/2020] [Indexed: 05/11/2023]
Abstract
Sugar supply is a key component of hypoxia tolerance and acclimation in plants. However, a striking gap remains in our understanding of mechanisms governing sugar impacts on low-oxygen responses. Here, we used a maize (Zea mays) root-tip system for precise control of sugar and oxygen levels. We compared responses to oxygen (21 and 0.2%) in the presence of abundant versus limited glucose supplies (2.0 and 0.2%). Low-oxygen reconfigured the transcriptome with glucose deprivation enhancing the speed and magnitude of gene induction for core anaerobic proteins (ANPs). Sugar supply also altered profiles of hypoxia-responsive genes carrying G4 motifs (sources of regulatory quadruplex structures), revealing a fast, sugar-independent class followed more slowly by feast-or-famine-regulated G4 genes. Metabolite analysis showed that endogenous sugar levels were maintained by exogenous glucose under aerobic conditions and demonstrated a prominent capacity for sucrose re-synthesis that was undetectable under hypoxia. Glucose abundance had distinctive impacts on co-expression networks associated with ANPs, altering network partners and aiding persistence of interacting networks under prolonged hypoxia. Among the ANP networks, two highly interconnected clusters of genes formed around Pyruvate decarboxylase 3 and Glyceraldehyde-3-phosphate dehydrogenase 4. Genes in these clusters shared a small set of cis-regulatory elements, two of which typified glucose induction. Collective results demonstrate specific, previously unrecognized roles of sugars in low-oxygen responses, extending from accelerated onset of initial adaptive phases by starvation stress to maintenance and modulation of co-expression relationships by carbohydrate availability.
Collapse
Affiliation(s)
- Maria-Angelica Sanclemente
- Plant Molecular and Cellular Biology, University of Florida, Gainesville, Florida 32611, USA
- Horticultural Sciences, University of Florida, Gainesville, Florida 32611, USA
- Plant Ecophysiology, Institute of Environmental Biology, Utrecht University, Utrecht 3584CH, The Netherlands
- Author for communication:
| | - Fangfang Ma
- Plant Molecular and Cellular Biology, University of Florida, Gainesville, Florida 32611, USA
- Horticultural Sciences, University of Florida, Gainesville, Florida 32611, USA
- Horticultural Sciences, Shandong Agricultural University, Taian, Shandong, China
| | - Peng Liu
- Plant Molecular and Cellular Biology, University of Florida, Gainesville, Florida 32611, USA
- Horticultural Sciences, University of Florida, Gainesville, Florida 32611, USA
- Donald Danforth Plant Science Center, St. Louis, Missouri 63132, USA
| | - Adriana Della Porta
- Plant Molecular and Cellular Biology, University of Florida, Gainesville, Florida 32611, USA
| | - Jugpreet Singh
- Plant Molecular and Cellular Biology, University of Florida, Gainesville, Florida 32611, USA
- Horticultural Sciences, University of Florida, Gainesville, Florida 32611, USA
| | - Shan Wu
- Plant Molecular and Cellular Biology, University of Florida, Gainesville, Florida 32611, USA
| | - Thomas Colquhoun
- Plant Molecular and Cellular Biology, University of Florida, Gainesville, Florida 32611, USA
- Environmental Horticulture, University of Florida, Gainesville, Florida, USA
| | - Timothy Johnson
- Plant Molecular and Cellular Biology, University of Florida, Gainesville, Florida 32611, USA
- Environmental Horticulture, University of Florida, Gainesville, Florida, USA
| | - Jiahn-Chou Guan
- Horticultural Sciences, University of Florida, Gainesville, Florida 32611, USA
| | - Karen E Koch
- Plant Molecular and Cellular Biology, University of Florida, Gainesville, Florida 32611, USA
- Horticultural Sciences, University of Florida, Gainesville, Florida 32611, USA
| |
Collapse
|
41
|
Maldonado-Taipe N, Patirange DSR, Schmöckel SM, Jung C, Emrani N. Validation of suitable genes for normalization of diurnal gene expression studies in Chenopodium quinoa. PLoS One 2021; 16:e0233821. [PMID: 33705394 PMCID: PMC7951847 DOI: 10.1371/journal.pone.0233821] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2020] [Accepted: 02/18/2021] [Indexed: 11/18/2022] Open
Abstract
Quinoa depicts high nutritional quality and abiotic stress resistance, attracting strong interest in the last years. To unravel the function of candidate genes for agronomically relevant traits, studying their transcriptional activities by RT-qPCR is an important experimental approach. The accuracy of such experiments strongly depends on precise data normalization. To date, validation of potential candidate genes for normalization of diurnal expression studies has not been performed in C. quinoa. We selected eight candidate genes based on transcriptome data and literature survey, including conventionally used reference genes. We used three statistical algorithms (BestKeeper, geNorm and NormFinder) to test their stability and added further validation by a simulation-based strategy. We demonstrated that using different reference genes, including those top ranked by stability, causes significant differences among the resulting diurnal expression patterns. Our results show that isocitrate dehydrogenase enzyme (IDH-A) and polypyrimidine tract-binding protein (PTB) are suitable genes to normalize diurnal expression data of two different quinoa accessions. Moreover, we validated our reference genes by normalizing two known diurnally regulated genes, BTC1 and BBX19. The validated reference genes obtained in this study will improve the accuracy of RT-qPCR data normalization and facilitate gene expression studies in quinoa.
Collapse
Affiliation(s)
| | | | - Sandra M. Schmöckel
- King Abdullah University of Science and Technology (KAUST), Biological and Environmental Sciences & Engineering Division (BESE), Thuwal, Saudi Arabia
- Institute of Crop Science, University of Hohenheim, Stuttgart, Germany
| | - Christian Jung
- Plant Breeding Institute, Christian-Albrechts-University of Kiel, Kiel, Germany
| | - Nazgol Emrani
- Plant Breeding Institute, Christian-Albrechts-University of Kiel, Kiel, Germany
- * E-mail:
| |
Collapse
|
42
|
Zhu J, Li W, Zhou Y, Pei L, Liu J, Xia X, Che R, Li H. Molecular characterization, expression and functional analysis of acyl-CoA-binding protein gene family in maize (Zea mays). BMC PLANT BIOLOGY 2021; 21:94. [PMID: 33588749 PMCID: PMC7883581 DOI: 10.1186/s12870-021-02863-4] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/09/2019] [Accepted: 02/01/2021] [Indexed: 05/08/2023]
Abstract
BACKGROUND Acyl-CoA-binding proteins (ACBPs) possess a conserved acyl-CoA-binding (ACB) domain that facilitates binding to acyl-CoA esters and trafficking in eukaryotic cells. Although the various functions of ACBP have been characterized in several plant species, their structure, molecular evolution, expression profile, and function have not been fully elucidated in Zea mays L. RESULTS Genome-wide analysis identified nine ZmACBP genes in Z. mays, which could be divided into four distinct classes (class I, class II, class III, and class IV) via construction of a phylogenetic tree that included 48 ACBP genes from six different plant species. Transient expression of a ZmACBP-GFP fusion protein in tobacco (Nicotiana tabacum) epidermal cells revealed that ZmACBPs localized to multiple different locations. Analyses of expression profiles revealed that ZmACBPs exhibited temporal and spatial expression changes during abiotic and biotic stresses. Eight of the nine ZmACBP genes were also found to have significant association with agronomic traits in a panel of 500 maize inbred lines. The heterologous constitutive expression of ZmACBP1 and ZmACBP3 in Arabidopsis enhanced the resistance of these plants to salinity and drought stress, possibly through alterations in the level of lipid metabolic and stress-responsive genes. CONCLUSION The ACBP gene family was highly conserved across different plant species. ZmACBP genes had clear tissue and organ expression specificity and were responsive to both biotic and abiotic stresses, suggesting their roles in plant growth and stress resistance.
Collapse
Affiliation(s)
- Jiantang Zhu
- School of Biological Science and Technology, University of Jinan, Jinan, 250022 China
| | - Weijun Li
- School of Biological Science and Technology, University of Jinan, Jinan, 250022 China
| | - Yuanyuan Zhou
- School of Biological Science and Technology, University of Jinan, Jinan, 250022 China
| | - Laming Pei
- School of Biological Science and Technology, University of Jinan, Jinan, 250022 China
| | - Jiajia Liu
- School of Biological Science and Technology, University of Jinan, Jinan, 250022 China
| | - Xinyao Xia
- School of Biological Science and Technology, University of Jinan, Jinan, 250022 China
| | - Ronghui Che
- School of Biological Science and Technology, University of Jinan, Jinan, 250022 China
| | - Hui Li
- School of Biological Science and Technology, University of Jinan, Jinan, 250022 China
| |
Collapse
|
43
|
Zhu J, Zhou Y, Li J, Li H. Genome-Wide Investigation of the Phospholipase C Gene Family in Zea mays. Front Genet 2021; 11:611414. [PMID: 33510773 PMCID: PMC7835795 DOI: 10.3389/fgene.2020.611414] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2020] [Accepted: 11/26/2020] [Indexed: 11/13/2022] Open
Abstract
Phospholipase C (PLC) is one of the main hydrolytic enzymes in the metabolism of phosphoinositide and plays an important role in a variety of signal transduction processes responding to plant growth, development, and stress. Although the characteristics of many plant PLCs have been studied, PLC genes of maize have not been comprehensively identified. According to the study, five phosphatidylinositol-specific PLC (PI-PLC) and six non-specific PLC (NPC) genes were identified in maize. The PI-PLC and NPC genes of maize are conserved compared with homologous genes in other plants, especially in evolutionary relationship, protein sequences, conserved motifs, and gene structures. Transient expression of ZmPLC-GFP fusion protein in Arabidopsis protoplast cells showed that ZmPLCs are multi-localization. Analyses of transcription levels showed that ZmPLCs were significantly different under various different tissues and abiotic stresses. Association analysis shown that some ZmPLCs significantly associated with agronomic traits in 508 maize inbred lines. These results contribute to study the function of ZmPLCs and to provide good candidate targets for the yield and quality of superior maize cultivars.
Collapse
Affiliation(s)
- Jiantang Zhu
- School of Biological Science and Technology, University of Jinan, Jinan, China
| | - Yuanyuan Zhou
- School of Biological Science and Technology, University of Jinan, Jinan, China
| | - Jiale Li
- School of Biological Science and Technology, University of Jinan, Jinan, China
| | - Hui Li
- School of Biological Science and Technology, University of Jinan, Jinan, China
| |
Collapse
|
44
|
Hughes TE, Langdale JA. SCARECROW gene function is required for photosynthetic development in maize. PLANT DIRECT 2020; 4:e00264. [PMID: 32999956 PMCID: PMC7507539 DOI: 10.1002/pld3.264] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/02/2020] [Revised: 07/30/2020] [Accepted: 08/03/2020] [Indexed: 05/31/2023]
Abstract
C4 photosynthesis in grasses relies on a specialized leaf anatomy. In maize, this "Kranz" leaf anatomy is patterned in part by the duplicated SCARECROW (SCR) genes ZmSCR1 and ZmSCR1h. Here we show that in addition to patterning defects, chlorophyll content and levels of transcripts encoding Golden2-like regulators of chloroplast development are significantly lower in Zmscr1; Zmscr1h mutants than in wild-type. These perturbations are not associated with changes in chloroplast number, size, or ultrastructure. However, the maximum rates of carboxylation by ribulose bisphosphate carboxylase/oxygenase (RuBisCO, V cmax) and phosphoenolpyruvate carboxylase (PEPC, V pmax) are both reduced, leading to perturbed plant growth. The CO2 compensation point and 13C‰ of Zmscr1;Zmscr1h plants are both normal, indicating that a canonical C4 cycle is operating, albeit at reduced overall capacity. Taken together, our results reveal that the maize SCR genes, either directly or indirectly, play a role in photosynthetic development. SIGNIFICANCE STATEMENT SCARECROW (SCR) is one of the best studied plant developmental regulators, however, its role in downstream plant physiology is less well-understood. Here, we have demonstrated that SCR is required to establish and/or maintain photosynthetic capacity in maize leaves.
Collapse
Affiliation(s)
- Thomas E. Hughes
- Department of Plant SciencesUniversity of OxfordOxfordUnited Kingdom
| | - Jane A. Langdale
- Department of Plant SciencesUniversity of OxfordOxfordUnited Kingdom
| |
Collapse
|
45
|
Maize adaptation across temperate climates was obtained via expression of two florigen genes. PLoS Genet 2020; 16:e1008882. [PMID: 32673315 DOI: 10.1371/journal.pgen.1008882] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2019] [Revised: 07/28/2020] [Accepted: 05/22/2020] [Indexed: 11/19/2022] Open
Abstract
Expansion of the maize growing area was central for food security in temperate regions. In addition to the suppression of the short-day requirement for floral induction, it required breeding for a large range of flowering time that compensates the effect of South-North gradients of temperatures. Here we show the role of a novel florigen gene, ZCN12, in the latter adaptation in cooperation with ZCN8. Strong eQTLs of ZCN8 and ZCN12, measured in 327 maize lines, accounted for most of the genetic variance of flowering time in platform and field experiments. ZCN12 had a strong effect on flowering time of transgenic Arabidopsis thaliana plants; a path analysis showed that it directly affected maize flowering time together with ZCN8. The allelic composition at ZCN QTLs showed clear signs of selection by breeders. This suggests that florigens played a central role in ensuring a large range of flowering time, necessary for adaptation to temperate areas.
Collapse
|
46
|
López-Castillo LM, González-Leyzaola A, Diaz-Flores-Rivera MF, Winkler R, Wielsch N, García-Lara S. Modulation of Aleurone Peroxidases in Kernels of Insect-Resistant Maize ( Zea mays L.; Pob84-C3R) After Mechanical and Insect Damage. FRONTIERS IN PLANT SCIENCE 2020; 11:781. [PMID: 32595673 PMCID: PMC7300834 DOI: 10.3389/fpls.2020.00781] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/14/2019] [Accepted: 05/15/2020] [Indexed: 06/11/2023]
Abstract
Peroxidases (PODs) have many biological functions during the plant life cycle. In maize kernels, endosperm PODs have been identified as biochemical contributors to resistance against Sitophilus zeamais, but their identities have not been determined. In this study, we identified these PODs and determined whether their contributions are basal or inducible. Semi-purification and LC-MS/MS analyses showed that the protein ZmPrx35 is the predominant soluble endosperm POD from kernels of Pob84-C3R. Subsequent time-course analyses after mechanical damage showed that POD activity was regulated in a fluctuating kinetics pattern and that zmprx35 mRNA expression levels reflected this pattern. After 48 h of infestation with S. zeamais or Prostephanus truncatus, soluble endosperm POD activities were 1.38- or 0.85-fold, respectively. Under the same conditions, zmprx35 expression was induced 1.61-fold (S. zeamais infestation) and 1.17-fold (P. truncatus infestation). These findings suggest that ZmPrx35 contributes to the protective responses of aleurone cells against wounding and pest attacks, which could be enhanced/repressed by insect factors. Our data also provide evidence that the mechanisms of resistance of maize Pob84-C3R kernels toward the insect pests S. zeamais and P. truncatus are independent.
Collapse
Affiliation(s)
| | | | | | - Robert Winkler
- Department of Biotechnology and Biochemistry, CINVESTAV Unidad Irapuato, Guanajuato, Mexico
- Mass Spectrometry Group, Max Planck Institute for Chemical Ecology, Jena, Germany
| | - Natalie Wielsch
- Mass Spectrometry Group, Max Planck Institute for Chemical Ecology, Jena, Germany
| | | |
Collapse
|
47
|
Wang HC, Sayyed A, Liu XY, Yang YZ, Sun F, Wang Y, Wang M, Tan BC. SMALL KERNEL4 is required for mitochondrial cox1 transcript editing and seed development in maize. JOURNAL OF INTEGRATIVE PLANT BIOLOGY 2020; 62:777-792. [PMID: 31332949 DOI: 10.1111/jipb.12856] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/10/2019] [Accepted: 07/04/2019] [Indexed: 06/10/2023]
Abstract
In land plants, cytidine-to-uridine (C-to-U) editing of organellar transcripts is an important post-transcriptional process, which is considered to remediate DNA genetic mutations to restore the coding of functional proteins. Pentatricopeptide repeat (PPR) proteins have key roles in C-to-U editing. Owing to its large number, however, the biological functions of many PPR proteins remain to be identified. Through characterizing a small kernel4 (smk4) mutant, here we report the function of Smk4 and its role in maize growth and development. Null mutation of Smk4 slows plant growth and development, causing small plants, delayed flowering time, and small kernels. Cloning revealed that Smk4 encodes a new E-subclass PPR protein, and localization indicated that SMK4 is exclusively localized in mitochondria. Loss of Smk4 function abolishes C-to-U editing at position 1489 of the cytochrome c oxidase1 (cox1) transcript, causing an amino acid change from serine to proline at 497 in Cox1. Cox1 is a core component of mitochondrial complex IV. Indeed, complex IV activity is reduced in the smk4, along with drastically elevated expression of alternative oxidases (AOX). These results indicate that SMK4 functions in the C-to-U editing of cox1-1489, and this editing is crucial for mitochondrial complex IV activity, plant growth, and kernel development in maize.
Collapse
Affiliation(s)
- Hong-Chun Wang
- Key Laboratory of Plant Development and Environment Adaptation Biology, Ministry of Education, School of Life Sciences, Shandong University, Qingdao, 266237, China
| | - Aqib Sayyed
- Key Laboratory of Plant Development and Environment Adaptation Biology, Ministry of Education, School of Life Sciences, Shandong University, Qingdao, 266237, China
| | - Xin-Yuan Liu
- Key Laboratory of Plant Development and Environment Adaptation Biology, Ministry of Education, School of Life Sciences, Shandong University, Qingdao, 266237, China
| | - Yan-Zhuo Yang
- Key Laboratory of Plant Development and Environment Adaptation Biology, Ministry of Education, School of Life Sciences, Shandong University, Qingdao, 266237, China
| | - Feng Sun
- Key Laboratory of Plant Development and Environment Adaptation Biology, Ministry of Education, School of Life Sciences, Shandong University, Qingdao, 266237, China
| | - Yong Wang
- Key Laboratory of Plant Development and Environment Adaptation Biology, Ministry of Education, School of Life Sciences, Shandong University, Qingdao, 266237, China
| | - Miaodi Wang
- Key Laboratory of Plant Development and Environment Adaptation Biology, Ministry of Education, School of Life Sciences, Shandong University, Qingdao, 266237, China
| | - Bao-Cai Tan
- Key Laboratory of Plant Development and Environment Adaptation Biology, Ministry of Education, School of Life Sciences, Shandong University, Qingdao, 266237, China
| |
Collapse
|
48
|
Zhao J, Zhou M, Meng Y. Identification and Validation of Reference Genes for RT-qPCR Analysis in Switchgrass under Heavy Metal Stresses. Genes (Basel) 2020; 11:E502. [PMID: 32375288 PMCID: PMC7291066 DOI: 10.3390/genes11050502] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2020] [Revised: 04/30/2020] [Accepted: 05/01/2020] [Indexed: 11/22/2022] Open
Abstract
Switchgrass (Panicum Virgatum L.) has been recognized as the new energy plant, which makes it ideal for the development of phytoremediation on heavy metal contamination in soils with great potential. This study aimed to screen the best internal reference genes for the real-time quantitative PCR (RT-qPCR) in leaves and roots of switchgrass for investigating its response to various heavy metals, such as cadmium (Cd), lead (Pb), mercury (Hg), chromium (Cr), and arsenic (As). The stability of fourteen candidate reference genes was evaluated by BestKeeper, GeNorm, NormFinder, and RefFinder software. Our results identified U2AF as the best reference gene in Cd, Hg, Cr, and As treated leaves as well as in Hg, Pb, As, and Cr stressed root tissues. In Pb treated leaf tissues, 18S rRNA was demonstrated to be the best reference gene. CYP5 was determined to be the optimal reference gene in Cd treated root tissues. The least stable reference gene was identified to be CYP2 in all tested samples except for root tissues stressed by Pb. To further validate the initial screening results, we used the different sets of combinatory internal reference genes to analyze the expression of two metal transport associated genes (PvZIP4 and PvPDB8) in young leaves and roots of switchgrass. Our results demonstrated that the relative expression of the target genes consistently changed during the treatment when CYP5/UBQ1, U2AF/ACT12, eEF1a/U2AF, or 18S rRNA/ACT12 were combined as the internal reference genes. However, the time-dependent change pattern of the target genes was significantly altered when CYP2 was used as the internal reference gene. Therefore, the selection of the internal reference genes appropriate for specific experimental conditions is critical to ensure the accuracy and reliability of RT-qPCR. Our findings established a solid foundation to further study the gene regulatory network of switchgrass in response to heavy metal stress.
Collapse
Affiliation(s)
- Junming Zhao
- Department of Grassland Science, Sichuan Agricultural University, Chengdu 611130, China;
| | - Man Zhou
- Zonation Fringe Technology Co., Metro Vancouver, BC V5C 2A0, Canada;
| | - Yu Meng
- College of Science and Technology, Wenzhou-Kean University, Wenzhou 325060, China
| |
Collapse
|
49
|
Selection and Validation of Reference Genes for the qRT-PCR Assays of Populus ussuriensis Gene Expression under Abiotic Stresses and Related ABA Treatment. FORESTS 2020. [DOI: 10.3390/f11040476] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
Abstract
Populus ussuriensis Kom. is one of the most important tree species for forest renewal in the eastern mountainous areas of Northeast China due to its fast growth, high yield, and significant commercial and ecological value. The selection of optimal reference genes for the normalization of qRT-PCR data is essential for the analysis of relative gene expression. In this study, fourteen genes were selected and assessed for their expression stability during abiotic stress (drought, high salinity, and cold stress) and after the treatment with the drought-related hormone ABA. Three algorithms were used, geNorm, NormFinder, and BestKeeper, and a comprehensive ranking of candidate reference genes was produced based on their output. The most appropriate reference genes were UBQ10 and RPL24 for drought and ABA treatment, UBQ10 and TUB3 for cold stress, and UBQ10 and 60S rRNA for high salinity. Overall, UBQ10 was the most stable reference gene for use as an internal control, whereas PP2A was the least stable. The expression of two target genes (P5CS2 and GI) was used to further verify that the selected reference genes were suitable for gene expression normalization. This work comprehensively assesses the stability of reference genes in Populus ussuriensis and identifies suitable reference genes for normalization during qRT-PCR analysis.
Collapse
|
50
|
Zhong M, Yang X, Hu Y, Huang L, Peng Y, Li Z, Liu Q, Wang X, Zhang X, Nie G. Identification of candidate reference genes for quantitative RT-PCR in Miscanthus sinensis subjected to various abiotic stresses. Mol Biol Rep 2020; 47:2913-2927. [PMID: 32222917 DOI: 10.1007/s11033-020-05392-9] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2019] [Accepted: 03/24/2020] [Indexed: 12/22/2022]
Abstract
Quantitative real-time PCR (qRT-PCR) has been widely used for studying gene expression at the transcript level. Its accuracy usually relies on the reference genes that are utilized for data normalization. Miscanthus sinensis, a perennial C4 grass with high biomass and strong resistance to adversities, is often utilized as a high value energy crop. However, no reliable reference genes have been investigated for normalizing gene expression for this species. In this study, 12 candidate reference genes were selected to identify their stability under five different abiotic stress treatments (drought, salt, cadmium, chromium and arsenic) by using geNorm, NormFinder, BestKeeper and RefFinder softwares. The results showed that 18S rRNA and Unigene33312 were the best reference genes under drought treatments. Unigene33312 and Unigene33024 were found to be the most stably expressed genes under salt stress and Cd stress. Moreover, Unigene33024 and PP2A were the most suitable reference genes under Cr stress and Unigene33024 and Sb09g019750 were deemed more suitable reference genes under As stress. In total, considering all the samples, Unigene33024 and PP2A were the most stable genes while ACTIN and Unigene26576 were the least stable reference genes for internal control. The expression patterns of two target genes (Cu/Zn SOD and CAT) were used to further verify those selected reference genes under different conditions. The results showed that the most and the least stable reference genes had clearly different expression patterns. This work comprehensively estimated the stability of reference genes in M. sinensis which may give insight to the reference genes selection in other tissues as well as other related varieties. These suggested reference genes would assist in further putative gene expression validation in M. sinensis.
Collapse
Affiliation(s)
- Minyi Zhong
- Department of Grassland Science, Animal Science and Technology College, Sichuan Agricultural University, Chengdu, 611130, Sichuan, China
| | - Xinying Yang
- Department of Grassland Science, Animal Science and Technology College, Sichuan Agricultural University, Chengdu, 611130, Sichuan, China
| | - Yiyue Hu
- Department of Grassland Science, Animal Science and Technology College, Sichuan Agricultural University, Chengdu, 611130, Sichuan, China
| | - Linkai Huang
- Department of Grassland Science, Animal Science and Technology College, Sichuan Agricultural University, Chengdu, 611130, Sichuan, China
| | - Yan Peng
- Department of Grassland Science, Animal Science and Technology College, Sichuan Agricultural University, Chengdu, 611130, Sichuan, China
| | - Zhou Li
- Department of Grassland Science, Animal Science and Technology College, Sichuan Agricultural University, Chengdu, 611130, Sichuan, China
| | - Qiuxu Liu
- Department of Grassland Science, Animal Science and Technology College, Sichuan Agricultural University, Chengdu, 611130, Sichuan, China
| | - Xia Wang
- Department of Grassland Science, Animal Science and Technology College, Sichuan Agricultural University, Chengdu, 611130, Sichuan, China
| | - Xinquan Zhang
- Department of Grassland Science, Animal Science and Technology College, Sichuan Agricultural University, Chengdu, 611130, Sichuan, China.
| | - Gang Nie
- Department of Grassland Science, Animal Science and Technology College, Sichuan Agricultural University, Chengdu, 611130, Sichuan, China.
| |
Collapse
|