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Singh J, Khanna NN, Rout RK, Singh N, Laird JR, Singh IM, Kalra MK, Mantella LE, Johri AM, Isenovic ER, Fouda MM, Saba L, Fatemi M, Suri JS. GeneAI 3.0: powerful, novel, generalized hybrid and ensemble deep learning frameworks for miRNA species classification of stationary patterns from nucleotides. Sci Rep 2024; 14:7154. [PMID: 38531923 DOI: 10.1038/s41598-024-56786-9] [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: 07/11/2023] [Accepted: 03/11/2024] [Indexed: 03/28/2024] Open
Abstract
Due to the intricate relationship between the small non-coding ribonucleic acid (miRNA) sequences, the classification of miRNA species, namely Human, Gorilla, Rat, and Mouse is challenging. Previous methods are not robust and accurate. In this study, we present AtheroPoint's GeneAI 3.0, a powerful, novel, and generalized method for extracting features from the fixed patterns of purines and pyrimidines in each miRNA sequence in ensemble paradigms in machine learning (EML) and convolutional neural network (CNN)-based deep learning (EDL) frameworks. GeneAI 3.0 utilized five conventional (Entropy, Dissimilarity, Energy, Homogeneity, and Contrast), and three contemporary (Shannon entropy, Hurst exponent, Fractal dimension) features, to generate a composite feature set from given miRNA sequences which were then passed into our ML and DL classification framework. A set of 11 new classifiers was designed consisting of 5 EML and 6 EDL for binary/multiclass classification. It was benchmarked against 9 solo ML (SML), 6 solo DL (SDL), 12 hybrid DL (HDL) models, resulting in a total of 11 + 27 = 38 models were designed. Four hypotheses were formulated and validated using explainable AI (XAI) as well as reliability/statistical tests. The order of the mean performance using accuracy (ACC)/area-under-the-curve (AUC) of the 24 DL classifiers was: EDL > HDL > SDL. The mean performance of EDL models with CNN layers was superior to that without CNN layers by 0.73%/0.92%. Mean performance of EML models was superior to SML models with improvements of ACC/AUC by 6.24%/6.46%. EDL models performed significantly better than EML models, with a mean increase in ACC/AUC of 7.09%/6.96%. The GeneAI 3.0 tool produced expected XAI feature plots, and the statistical tests showed significant p-values. Ensemble models with composite features are highly effective and generalized models for effectively classifying miRNA sequences.
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Affiliation(s)
- Jaskaran Singh
- Department of Computer Science, Graphic Era Deemed to be University, Dehradun, Uttarakhand, India
| | - Narendra N Khanna
- Department of Cardiology, Indraprastha APOLLO Hospitals, New Delhi, India
| | - Ranjeet K Rout
- Department of Computer Science and Engineering, NIT Srinagar, Hazratbal, Srinagar, India
| | - Narpinder Singh
- Department of Food Science, Graphic Era Deemed to be University, Dehradun, Uttarakhand, India
| | - John R Laird
- Heart and Vascular Institute, Adventist Health St. Helena, St Helena, CA, USA
| | - Inder M Singh
- Advanced Cardiac and Vascular Institute, Sacramento, CA, USA
| | - Mannudeep K Kalra
- Department of Radiology, Massachusetts General Hospital, Boston, MA, 02115, USA
| | - Laura E Mantella
- Department of Biomedical and Molecular Sciences, Queen's University, Kingston, ON, Canada
| | - Amer M Johri
- Department of Biomedical and Molecular Sciences, Queen's University, Kingston, ON, Canada
| | - Esma R Isenovic
- Laboratory for Molecular Genetics and Radiobiology, University of Belgrade, Belgrade, Serbia
| | - Mostafa M Fouda
- Department of Electrical and Computer Engineering, Idaho State University, Pocatello, ID, 83209, USA
| | - Luca Saba
- Department of Neurology, University of Cagliari, Cagliari, Italy
| | - Mostafa Fatemi
- Department of Physiology and Biomedical Engineering, Mayo Clinic, Rochester, MN, 55905, USA
| | - Jasjit S Suri
- Stroke Monitoring and Diagnostic Division, AtheroPoint LLC, Roseville, CA, 95661, USA.
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Ahmad S, Lu C, Gao J, Wei Y, Xie Q, Jin J, Zhu G, Yang F. The Integrated mRNA and miRNA Approach Reveals Potential Regulators of Flowering Time in Arundina graminifolia. Int J Mol Sci 2023; 24:ijms24021699. [PMID: 36675213 PMCID: PMC9865619 DOI: 10.3390/ijms24021699] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2022] [Revised: 01/10/2023] [Accepted: 01/12/2023] [Indexed: 01/18/2023] Open
Abstract
Orchids are among the most precious flowers in the world. Regulation of flowering time is one of the most important targets to enhance their ornamental value. The beauty of Arundina graminifolia is its year-round flowering, although the molecular mechanism of this flowering ability remains masked. Therefore, we performed a comprehensive assessment to integrate transcriptome and miRNA sequencing to disentangle the genetic regulation of flowering in this valuable species. Clustering analyses provided a set of molecular regulators of floral transition and floral morphogenesis. We mined candidate floral homeotic genes, including FCA, FPA, GI, FT, FLC, AP2, SOC1, SVP, GI, TCP, and CO, which were targeted by a variety of miRNAs. MiR11091 targeted the highest number of genes, including candidate regulators of phase transition and hormonal control. The conserved miR156-miR172 pathway of floral time regulation was evident in our data, and we found important targets of these miRNAs in the transcriptome. Moreover, endogenous hormone levels were determined to decipher the hormonal control of floral buds in A. graminifolia. The qRT-PCR analysis of floral and hormonal integrators validated the transcriptome expression. Therefore, miRNA-mediated mining of candidate genes with hormonal regulation forms the basis for comprehending the complex regulatory network of perpetual flowering in precious orchids. The findings of this study can do a great deal to broaden the breeding programs for flowering time manipulation of orchids.
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Affiliation(s)
- Sagheer Ahmad
- Guangdong Key Laboratory of Ornamental Plant Germplasm Innovation and Utilization, Environmental Horticulture Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou 510640, China
| | - Chuqiao Lu
- Guangdong Key Laboratory of Ornamental Plant Germplasm Innovation and Utilization, Environmental Horticulture Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou 510640, China
| | - Jie Gao
- Guangdong Key Laboratory of Ornamental Plant Germplasm Innovation and Utilization, Environmental Horticulture Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou 510640, China
| | - Yonglu Wei
- Guangdong Key Laboratory of Ornamental Plant Germplasm Innovation and Utilization, Environmental Horticulture Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou 510640, China
| | - Qi Xie
- Guangdong Key Laboratory of Ornamental Plant Germplasm Innovation and Utilization, Environmental Horticulture Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou 510640, China
| | - Jianpeng Jin
- Guangdong Key Laboratory of Ornamental Plant Germplasm Innovation and Utilization, Environmental Horticulture Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou 510640, China
| | - Genfa Zhu
- Guangdong Key Laboratory of Ornamental Plant Germplasm Innovation and Utilization, Environmental Horticulture Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou 510640, China
- Guangdong Laboratory of Lingnan Modern Agriculture, Guangzhou 510640, China
| | - Fengxi Yang
- Guangdong Key Laboratory of Ornamental Plant Germplasm Innovation and Utilization, Environmental Horticulture Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou 510640, China
- Guangdong Laboratory of Lingnan Modern Agriculture, Guangzhou 510640, China
- Correspondence: ; Tel.: +86-020-8516-1014
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Ahmad S, Yang K, Chen G, Huang J, Hao Y, Tu S, Zhou Y, Zhao K, Chen J, Shi X, Lan S, Liu Z, Peng D. Transcriptome mining of hormonal and floral integrators in the leafless flowers of three cymbidium orchids. FRONTIERS IN PLANT SCIENCE 2022; 13:1043099. [PMID: 36311107 PMCID: PMC9608508 DOI: 10.3389/fpls.2022.1043099] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/13/2022] [Accepted: 09/26/2022] [Indexed: 06/16/2023]
Abstract
Flowering is the most studied ornamental trait in orchids where long vegetative phase may span up to three years. Cymbidium orchids produce beautiful flowers with astonishing shapes and pleasant scent. However, an unusually long vegetative phase is a major drawback to their ornamental value. We observed that under certain culture conditions, three cymbidium species (Cymbidium ensifolium, C. goeringii and C. sinense) skipped vegetative growth phase and directly flowered within six months, that could be a breakthrough for future orchids with limited vegetative growth. Hormonal and floral regulators could be the key factors arresting vegetative phase. Therefore, transcriptomic analyses were performed for leafless flowers and normal vegetative leaves to ascertain differentially expressed genes (DEGs) related to hormones (auxin, cytokinin, gibberellin, abscisic acid and ethylene), floral integrators and MADS-box genes. A significant difference of cytokinin and floral regulators was observed among three species as compared to other hormones. The MADS-box genes were significantly expressed in the leafless flowers of C. sinense as compared to other species. Among the key floral regulators, CONSTANS and AGAMOUS-like genes showed the most differential expression in the leafless flowers as compared to leaves where the expression was negligible. However, CONSTANS also showed downregulation. Auxin efflux carriers were mainly downregulated in the leafless flowers of C. ensifolium and C. sinense, while they were upregulated in C. goeringii. Moreover, gibberellin and cytokinin genes were also downregulated in C. ensifolium and C. sinense flowers, while they were upregulated in C. goeringii, suggesting that species may vary in their responses. The data mining thus, outsources the valuable information to direct future research on orchids at industrial levels.
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Affiliation(s)
- Sagheer Ahmad
- Key Laboratory of National Forestry and Grassland Administration for Orchid Conservation and Utilization at College of Landscape Architecture and Art, Fujian Agriculture and Forestry University, Fuzhou, China
| | - Kang Yang
- Key Laboratory of National Forestry and Grassland Administration for Orchid Conservation and Utilization at College of Landscape Architecture and Art, Fujian Agriculture and Forestry University, Fuzhou, China
| | - Guizhen Chen
- Key Laboratory of National Forestry and Grassland Administration for Orchid Conservation and Utilization at College of Landscape Architecture and Art, Fujian Agriculture and Forestry University, Fuzhou, China
| | - Jie Huang
- Key Laboratory of National Forestry and Grassland Administration for Orchid Conservation and Utilization at College of Landscape Architecture and Art, Fujian Agriculture and Forestry University, Fuzhou, China
| | - Yang Hao
- Key Laboratory of National Forestry and Grassland Administration for Orchid Conservation and Utilization at College of Landscape Architecture and Art, Fujian Agriculture and Forestry University, Fuzhou, China
| | - Song Tu
- Key Laboratory of National Forestry and Grassland Administration for Orchid Conservation and Utilization at College of Landscape Architecture and Art, Fujian Agriculture and Forestry University, Fuzhou, China
| | - Yuzhen Zhou
- Key Laboratory of National Forestry and Grassland Administration for Orchid Conservation and Utilization at College of Landscape Architecture and Art, Fujian Agriculture and Forestry University, Fuzhou, China
| | - Kai Zhao
- Key Laboratory of National Forestry and Grassland Administration for Orchid Conservation and Utilization at College of Landscape Architecture and Art, Fujian Agriculture and Forestry University, Fuzhou, China
- College of Life Sciences, Fujian Normal University, Fuzhou, China
| | - Jinliao Chen
- Key Laboratory of National Forestry and Grassland Administration for Orchid Conservation and Utilization at College of Landscape Architecture and Art, Fujian Agriculture and Forestry University, Fuzhou, China
| | - Xiaoling Shi
- Key Laboratory of National Forestry and Grassland Administration for Orchid Conservation and Utilization at College of Landscape Architecture and Art, Fujian Agriculture and Forestry University, Fuzhou, China
| | - Siren Lan
- Key Laboratory of National Forestry and Grassland Administration for Orchid Conservation and Utilization at College of Landscape Architecture and Art, Fujian Agriculture and Forestry University, Fuzhou, China
| | - Zhongjian Liu
- Key Laboratory of National Forestry and Grassland Administration for Orchid Conservation and Utilization at College of Landscape Architecture and Art, Fujian Agriculture and Forestry University, Fuzhou, China
| | - Donghui Peng
- Key Laboratory of National Forestry and Grassland Administration for Orchid Conservation and Utilization at College of Landscape Architecture and Art, Fujian Agriculture and Forestry University, Fuzhou, China
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Zhang D, Zhao XW, Li YY, Ke SJ, Yin WL, Lan S, Liu ZJ. Advances and prospects of orchid research and industrialization. HORTICULTURE RESEARCH 2022; 9:uhac220. [PMID: 36479582 PMCID: PMC9720451 DOI: 10.1093/hr/uhac220] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/14/2022] [Accepted: 09/22/2022] [Indexed: 06/17/2023]
Abstract
Orchidaceae is one of the largest, most diverse families in angiosperms with significant ecological and economical values. Orchids have long fascinated scientists by their complex life histories, exquisite floral morphology and pollination syndromes that exhibit exclusive specializations, more than any other plants on Earth. These intrinsic factors together with human influences also make it a keystone group in biodiversity conservation. The advent of sequencing technologies and transgenic techniques represents a quantum leap in orchid research, enabling molecular approaches to be employed to resolve the historically interesting puzzles in orchid basic and applied biology. To date, 16 different orchid genomes covering four subfamilies (Apostasioideae, Vanilloideae, Epidendroideae, and Orchidoideae) have been released. These genome projects have given rise to massive data that greatly empowers the studies pertaining to key innovations and evolutionary mechanisms for the breadth of orchid species. The extensive exploration of transcriptomics, comparative genomics, and recent advances in gene engineering have linked important traits of orchids with a multiplicity of gene families and their regulating networks, providing great potential for genetic enhancement and improvement. In this review, we summarize the progress and achievement in fundamental research and industrialized application of orchids with a particular focus on molecular tools, and make future prospects of orchid molecular breeding and post-genomic research, providing a comprehensive assemblage of state of the art knowledge in orchid research and industrialization.
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Affiliation(s)
- Diyang Zhang
- Key Laboratory of National Forestry and Grassland Administration for Orchid Conservation and Utilization at College of Landscape Architecture, Fujian Agriculture and Forestry University, Fuzhou 350002, China
| | - Xue-Wei Zhao
- Key Laboratory of National Forestry and Grassland Administration for Orchid Conservation and Utilization at College of Landscape Architecture, Fujian Agriculture and Forestry University, Fuzhou 350002, China
- College of Forestry, Fujian Agriculture and Forestry University, Fuzhou 350002, China
| | - Yuan-Yuan Li
- Key Laboratory of National Forestry and Grassland Administration for Orchid Conservation and Utilization at College of Landscape Architecture, Fujian Agriculture and Forestry University, Fuzhou 350002, China
| | - Shi-Jie Ke
- Key Laboratory of National Forestry and Grassland Administration for Orchid Conservation and Utilization at College of Landscape Architecture, Fujian Agriculture and Forestry University, Fuzhou 350002, China
- College of Forestry, Fujian Agriculture and Forestry University, Fuzhou 350002, China
| | - Wei-Lun Yin
- College of Biological Sciences and Technology, Beijing Forestry University, Beijing 100083, China
| | - Siren Lan
- Key Laboratory of National Forestry and Grassland Administration for Orchid Conservation and Utilization at College of Landscape Architecture, Fujian Agriculture and Forestry University, Fuzhou 350002, China
| | - Zhong-Jian Liu
- Key Laboratory of National Forestry and Grassland Administration for Orchid Conservation and Utilization at College of Landscape Architecture, Fujian Agriculture and Forestry University, Fuzhou 350002, China
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The Genetic and Hormonal Inducers of Continuous Flowering in Orchids: An Emerging View. Cells 2022; 11:cells11040657. [PMID: 35203310 PMCID: PMC8870070 DOI: 10.3390/cells11040657] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2022] [Revised: 02/09/2022] [Accepted: 02/11/2022] [Indexed: 02/07/2023] Open
Abstract
Orchids are the flowers of magnetic beauty. Vivid and attractive flowers with magnificent shapes make them the king of the floriculture industry. However, the long-awaited flowering is a drawback to their market success, and therefore, flowering time regulation is the key to studies about orchid flower development. Although there are some rare orchids with a continuous flowering pattern, the molecular regulatory mechanisms are yet to be elucidated to find applicable solutions to other orchid species. Multiple regulatory pathways, such as photoperiod, vernalization, circadian clock, temperature and hormonal pathways are thought to signalize flower timing using a group of floral integrators. This mini review, thus, organizes the current knowledge of floral time regulators to suggest future perspectives on the continuous flowering mechanism that may help to plan functional studies to induce flowering revolution in precious orchid species.
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Ahmad S, Lu C, Gao J, Ren R, Wei Y, Wu J, Jin J, Zheng C, Zhu G, Yang F. Genetic insights into the regulatory pathways for continuous flowering in a unique orchid Arundina graminifolia. BMC PLANT BIOLOGY 2021; 21:587. [PMID: 34893019 PMCID: PMC8662845 DOI: 10.1186/s12870-021-03350-6] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/26/2021] [Accepted: 11/17/2021] [Indexed: 05/07/2023]
Abstract
BACKGROUND Manipulation of flowering time and frequency of blooming is key to enhancing the ornamental value of orchids. Arundina graminifolia is a unique orchid that flowers year round, although the molecular basis of this flowering pattern remains poorly understood. RESULTS We compared the A. graminifolia transcriptome across tissue types and floral developmental stages to elucidate important genetic regulators of flowering and hormones. Clustering analyses identified modules specific to floral transition and floral morphogenesis, providing a set of candidate regulators for the floral initiation and timing. Among candidate floral homeotic genes, the expression of two FT genes was positively correlated with flower development. Assessment of the endogenous hormone levels and qRT-PCR analysis of 32 pathway-responsive genes supported a role for the regulatory networks in floral bud control in A. graminifolia. Moreover, WGCNA showed that flowering control can be delineated by modules of coexpressed genes; especially, MEgreen presented group of genes specific to flowering. CONCLUSIONS Candidate gene selection coupled with hormonal regulators brings a robust source to understand the intricate molecular regulation of flowering in precious orchids.
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Affiliation(s)
- Sagheer Ahmad
- Guangdong Key Laboratory of Ornamental Plant Germplasm Innovation and Utilization, Environmental Horticulture Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou, 510640 People’s Republic of China
| | - Chuqiao Lu
- Guangdong Key Laboratory of Ornamental Plant Germplasm Innovation and Utilization, Environmental Horticulture Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou, 510640 People’s Republic of China
| | - Jie Gao
- Guangdong Key Laboratory of Ornamental Plant Germplasm Innovation and Utilization, Environmental Horticulture Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou, 510640 People’s Republic of China
| | - Rui Ren
- Guangdong Key Laboratory of Ornamental Plant Germplasm Innovation and Utilization, Environmental Horticulture Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou, 510640 People’s Republic of China
| | - Yonglu Wei
- Guangdong Key Laboratory of Ornamental Plant Germplasm Innovation and Utilization, Environmental Horticulture Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou, 510640 People’s Republic of China
| | - Jieqiu Wu
- Guangdong Key Laboratory of Ornamental Plant Germplasm Innovation and Utilization, Environmental Horticulture Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou, 510640 People’s Republic of China
| | - Jianpeng Jin
- Guangdong Key Laboratory of Ornamental Plant Germplasm Innovation and Utilization, Environmental Horticulture Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou, 510640 People’s Republic of China
| | - Chuanyuan Zheng
- Guangdong Key Laboratory of Ornamental Plant Germplasm Innovation and Utilization, Environmental Horticulture Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou, 510640 People’s Republic of China
| | - Genfa Zhu
- Guangdong Key Laboratory of Ornamental Plant Germplasm Innovation and Utilization, Environmental Horticulture Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou, 510640 People’s Republic of China
| | - Fengxi Yang
- Guangdong Key Laboratory of Ornamental Plant Germplasm Innovation and Utilization, Environmental Horticulture Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou, 510640 People’s Republic of China
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Wang C, Tian M, Zhang Y. Characterization of microRNAs involved in asymbiotic germination of Bletilla striata (Orchidaceae) seeds. PLANT PHYSIOLOGY AND BIOCHEMISTRY : PPB 2021; 167:163-173. [PMID: 34358730 DOI: 10.1016/j.plaphy.2021.07.032] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/05/2021] [Revised: 07/22/2021] [Accepted: 07/26/2021] [Indexed: 06/13/2023]
Abstract
Orchids are distributed worldwide, and some species have considerable economic value. Orchid seeds are minute in size, simple in structure, and deficient in nutrient reserves. Asymbiotic seed germination is an important propagation strategy for orchids. MicroRNAs (miRNAs) play an essential role in seed germination. However, few studies have examined miRNAs involved in seed germination in orchids. Here, we conducted comparative small RNA sequencing at five stages to characterize the miRNAs involved in asymbiotic seed germination in Bletilla striata. A total of 253 known and 125 novel miRNAs were identified. Of them, 71 known and 29 novel miRNAs showed distinct expression among the five stages. Quantitative PCR revealed negative correlations of expression between differentially expressed miRNAs (DE miRNAs) and their targets. Function annotation and enrichment analyses of the targets of DE miRNAs between adjacent stages indicate that miRNA-target regulations are involved in many important processes during germination, such as signaling, biosynthesis, and transport of plant hormones. Twenty-two miRNAs were inferred to participate in plant hormone-related processes. The contents of abscisic acid, gibberellin A3, indole-3-acetic acid, jasmonic acid, trans zeatin riboside, and N6-(Δ2-isopentenyl) adenine varied significantly among the five stages. Nine tested plant hormone-related miRNAs and their targets exhibited significant correlations with at least one plant hormone. 5'-RLM-RACE validated that a transcript encoding auxin response factor was cleaved by Bst-miR160e as predicted. For the first time, we characterized miRNAs associated with the asymbiotic seed germination of an orchid species, which will help understand the miRNA-mediated regulatory mechanism of seed germination in orchids.
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Affiliation(s)
- Caixia Wang
- Research Institute of Subtropical Forestry, Chinese Academy of Forestry, Hangzhou, 311400, China.
| | - Min Tian
- Research Institute of Subtropical Forestry, Chinese Academy of Forestry, Hangzhou, 311400, China
| | - Ying Zhang
- Research Institute of Subtropical Forestry, Chinese Academy of Forestry, Hangzhou, 311400, China
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Yang F, Lu C, Wei Y, Wu J, Ren R, Gao J, Ahmad S, Jin J, Xv Y, Liang G, Zhu G. Organ-Specific Gene Expression Reveals the Role of the Cymbidium ensifolium-miR396 /Growth-Regulating Factors Module in Flower Development of the Orchid Plant Cymbidium ensifolium. FRONTIERS IN PLANT SCIENCE 2021; 12:799778. [PMID: 35154190 PMCID: PMC8829051 DOI: 10.3389/fpls.2021.799778] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/22/2021] [Accepted: 12/27/2021] [Indexed: 05/17/2023]
Abstract
Orchids are some of the most popular ornamental plants worldwide. Orchid floral morphology has increasingly attracted horticultural and commercial attention. Although multiple genes have been shown to be involved in the formation of the orchid flower, the underlying multi-level regulatory networks are largely unknown. In this study, we analyzed the ontogeny of flower development in Cymbidium ensifolium, a traditional orchid in the tropical and subtropical regions of Asia, by performing deep sequencing of the transcriptome of individual flower organs to discover organ-specific genes potentially involved in their growth. We identified 3,017 differentially-expressed genes (DEGs) during the development of various flower organs, and observed over-representation of GROWTH-REGULATING FACTORS (GRFs) specific to flower column (gynostemium). Eleven C. ensifolium GRFs (CeGRFs) from our transcriptome data clustered into five phylogenetic subgroups. Ten of these GRFs shared a region complementary to C. ensifolium microRNA396 (Ce-miR396), and degradome sequencing confirmed the cleavage of transcripts derived from seven CeGRFs. We cloned Ce-miR396 and used a protoplast-based transient expression system to overexpress it in Cymbidium protoplasts. We observed a significant decrease in the transcripts of several CeGRFs in flowers and leaves, indicating a potential role for miR396-GRF module in organ development through the cleavage of distinct CeGRFs. Temporal and spatial expression analysis indicated that most CeGRF transcripts accumulated in flower buds and column tissues, where Ce-miR396 expression was the lowest. Expression dynamics in wild type and floral-defective mutants further confirmed a strong correlation between Ce-miR396, CeGRFs, and flower organ development and column specification. Moreover, overexpression of Ce-miR396 in Nicotiana tabacum resulted in curved pistils and reduced fertility, implying that the conserved role of Ce-miR396 in floral development. These results provide tools to better understand the biological roles of GRFs in orchid development, and open new avenues for the diversification of orchid floral patterns.
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Affiliation(s)
- Fengxi Yang
- Guangdong Key Laboratory of Ornamental Plant Germplasm Innovation and Utilization, Environmental Horticulture Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou, China
| | - Chuqiao Lu
- Guangdong Key Laboratory of Ornamental Plant Germplasm Innovation and Utilization, Environmental Horticulture Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou, China
| | - Yonglu Wei
- Guangdong Key Laboratory of Ornamental Plant Germplasm Innovation and Utilization, Environmental Horticulture Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou, China
| | - Jieqiu Wu
- Guangdong Key Laboratory of Ornamental Plant Germplasm Innovation and Utilization, Environmental Horticulture Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou, China
| | - Rui Ren
- Guangdong Key Laboratory of Ornamental Plant Germplasm Innovation and Utilization, Environmental Horticulture Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou, China
| | - Jie Gao
- Guangdong Key Laboratory of Ornamental Plant Germplasm Innovation and Utilization, Environmental Horticulture Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou, China
| | - Sagheer Ahmad
- Guangdong Key Laboratory of Ornamental Plant Germplasm Innovation and Utilization, Environmental Horticulture Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou, China
| | - Jianpeng Jin
- Guangdong Key Laboratory of Ornamental Plant Germplasm Innovation and Utilization, Environmental Horticulture Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou, China
| | - Yechun Xv
- Guangdong Key Laboratory of Ornamental Plant Germplasm Innovation and Utilization, Environmental Horticulture Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou, China
- Yechun Xv,
| | - Gang Liang
- CAS Key Laboratory of Tropical Plant Resources and Sustainable Use, Xishuangbanna Tropical Botanical Garden, Kunming, China
| | - Genfa Zhu
- Guangdong Key Laboratory of Ornamental Plant Germplasm Innovation and Utilization, Environmental Horticulture Research Institute, Guangdong Academy of Agricultural Sciences, Guangzhou, China
- *Correspondence: Genfa Zhu,
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Dirks-Mulder A, Ahmed I, uit het Broek M, Krol L, Menger N, Snier J, van Winzum A, de Wolf A, van't Wout M, Zeegers JJ, Butôt R, Heijungs R, van Heuven BJ, Kruizinga J, Langelaan R, Smets EF, Star W, Bemer M, Gravendeel B. Morphological and Molecular Characterization of Orchid Fruit Development. FRONTIERS IN PLANT SCIENCE 2019; 10:137. [PMID: 30838009 PMCID: PMC6390509 DOI: 10.3389/fpls.2019.00137] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/07/2018] [Accepted: 01/28/2019] [Indexed: 05/28/2023]
Abstract
Efficient seed dispersal in flowering plants is enabled by the development of fruits, which can be either dehiscent or indehiscent. Dehiscent fruits open at maturity to shatter the seeds, while indehiscent fruits do not open and the seeds are dispersed in various ways. The diversity in fruit morphology and seed shattering mechanisms is enormous within the flowering plants. How these different fruit types develop and which molecular networks are driving fruit diversification is still largely unknown, despite progress in eudicot model species. The orchid family, known for its astonishing floral diversity, displays a huge variation in fruit dehiscence types, which have been poorly investigated. We undertook a combined approach to understand fruit morphology and dehiscence in different orchid species to get more insight into the molecular network that underlies orchid fruit development. We describe fruit development in detail for the epiphytic orchid species Erycina pusilla and compare it to two terrestrial orchid species: Cynorkis fastigiata and Epipactis helleborine. Our anatomical analysis provides further evidence for the split carpel model, which explains the presence of three fertile and three sterile valves in most orchid species. Interesting differences were observed in the lignification patterns of the dehiscence zones. While C. fastigiata and E. helleborine develop a lignified layer at the valve boundaries, E. pusilla fruits did not lignify at these boundaries, but formed a cuticle-like layer instead. We characterized orthologs of fruit-associated MADS-domain transcription factors and of the Arabidopsis dehiscence-related genes INDEHISCENT (IND)/HECATE 3 (HEC3), REPLUMLESS (RPL) and SPATULA (SPT)/ALCATRAZ (ALC) in E. pusilla, and found that the key players of the eudicot fruit regulatory network appear well-conserved in monocots. Protein-protein interaction studies revealed that MADS-domain complexes comprised of FRUITFULL (FUL), SEPALLATA (SEP) and AGAMOUS (AG) /SHATTERPROOF (SHP) orthologs can also be formed in E. pusilla, and that the expression of HEC3, RPL, and SPT can be associated with dehiscence zone development similar to Arabidopsis. Our expression analysis also indicates differences, however, which may underlie fruit divergence.
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Affiliation(s)
- Anita Dirks-Mulder
- Endless Forms Group, Naturalis Biodiversity Center, Leiden, Netherlands
- Faculty of Science and Technology, University of Applied Sciences Leiden, Leiden, Netherlands
| | - Israa Ahmed
- Faculty of Science and Technology, University of Applied Sciences Leiden, Leiden, Netherlands
| | - Mark uit het Broek
- Faculty of Science and Technology, University of Applied Sciences Leiden, Leiden, Netherlands
| | - Louie Krol
- Faculty of Science and Technology, University of Applied Sciences Leiden, Leiden, Netherlands
| | - Nino Menger
- Faculty of Science and Technology, University of Applied Sciences Leiden, Leiden, Netherlands
| | - Jasmijn Snier
- Faculty of Science and Technology, University of Applied Sciences Leiden, Leiden, Netherlands
| | - Anne van Winzum
- Faculty of Science and Technology, University of Applied Sciences Leiden, Leiden, Netherlands
| | - Anneke de Wolf
- Faculty of Science and Technology, University of Applied Sciences Leiden, Leiden, Netherlands
| | - Martijn van't Wout
- Faculty of Science and Technology, University of Applied Sciences Leiden, Leiden, Netherlands
| | - Jamie J. Zeegers
- Faculty of Science and Technology, University of Applied Sciences Leiden, Leiden, Netherlands
| | - Roland Butôt
- Endless Forms Group, Naturalis Biodiversity Center, Leiden, Netherlands
| | - Reinout Heijungs
- Department of Econometrics and Operations Research, School of Business and Economics, Vrije Universiteit Amsterdam, Amsterdam, Netherlands
- Institute of Environmental Sciences (CML), Leiden University, Leiden, Netherlands
| | | | - Jaco Kruizinga
- Hortus botanicus, Leiden University, Leiden, Netherlands
| | - Rob Langelaan
- Endless Forms Group, Naturalis Biodiversity Center, Leiden, Netherlands
| | - Erik F. Smets
- Endless Forms Group, Naturalis Biodiversity Center, Leiden, Netherlands
- Institute of Biology Leiden, Leiden University, Leiden, Netherlands
- Ecology, Evolution and Biodiversity Conservation Cluster, KU Leuven, Leuven, Belgium
| | - Wim Star
- Endless Forms Group, Naturalis Biodiversity Center, Leiden, Netherlands
| | - Marian Bemer
- Department of Plant Sciences, Laboratory of Molecular Biology, Wageningen, Netherlands
| | - Barbara Gravendeel
- Endless Forms Group, Naturalis Biodiversity Center, Leiden, Netherlands
- Faculty of Science and Technology, University of Applied Sciences Leiden, Leiden, Netherlands
- Institute of Biology Leiden, Leiden University, Leiden, Netherlands
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Xiang L, Chen Y, Chen L, Fu X, Zhao K, Zhang J, Sun C. B and E MADS-box genes determine the perianth formation in Cymbidium goeringii Rchb.f. PHYSIOLOGIA PLANTARUM 2018; 162:353-369. [PMID: 28967227 DOI: 10.1111/ppl.12647] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/22/2017] [Revised: 09/25/2017] [Accepted: 09/26/2017] [Indexed: 05/09/2023]
Abstract
Cymbidium goeringii Rchb.f. is an important ornamental plant with a striking well-differentiated lip. Its complex floral architecture presents an exciting opportunity to examine perianth development. In flowering plants, class A, B and E floral homeotic genes play key roles in the specification of perianth identity. In this study, we used a cDNA library of wild-type C. goeringii flower buds for transcriptome sequencing. Eighteen candidate class A, B and E genes (including AP1/FUL-, AP2-, DEF-, GLO-, SEP- and AGL6-like genes) were identified. Quantitative real time polymerase chain reaction (qRT-PCR) results showed that CgDEF1, CgSEP2 and CgAGL6-1 were strongly detected only in the sepals and petals and were significantly downregulated in the lips. CgDEF3, CgDEF4 and CgAGL6-3 were highly expressed in the lips and lip-like petals but were only minimally detected in the sepals. Yeast two-hybrid analysis indicated that CgDEF1 and CgGLO formed a heterodimer. CgAGL6-1/CgSEP2 and CgDEF1 formed higher-order protein complexes with the assistance of the CgGLO protein, and both CgAGL6-1 and CgSEP2 formed a heterodimer. CgDEF3/CgDEF4 could interact independently with CgGLO and CgAGL6-3, respectively, while CgDEF3 and CgDEF4 also formed heterodimers with the assistance of the CgGLO. Based on a comprehensive analysis relating these gene expression patterns to protein interaction profiles, the mechanism of sepal/petal/lip determination was studied in C. goeringii. Furthermore, a hypothesis explaining the sepal/petal/lip determination of C. goeringii is proposed. The lip-quartet (CgDEF3/CgDEF4/CgAGL6-3/CgGLO) promoted lip formation, whereas the sepal/petal-quartet (CgDEF1/CgAGL6-1/CgSEP2/CgGLO) promoted sepal/petal formation. These results enrich the current knowledge regarding the mechanism and pathways of perianth formation in orchids.
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Affiliation(s)
- Lin Xiang
- Key Laboratory of Horticultural Plant Biology (Ministry of Education), College of Horticulture and Forestry Sciences, Huazhong Agricultural University, Wuhan, China
| | - Yue Chen
- Institute of Horticulture, Zhejiang Academy of Agricultural Sciences, Hangzhou, China
| | - Liping Chen
- Institute of Horticulture, Zhejiang Academy of Agricultural Sciences, Hangzhou, China
| | - Xiaopeng Fu
- Key Laboratory of Horticultural Plant Biology (Ministry of Education), College of Horticulture and Forestry Sciences, Huazhong Agricultural University, Wuhan, China
| | - Kaige Zhao
- Key Laboratory of Horticultural Plant Biology (Ministry of Education), College of Horticulture and Forestry Sciences, Huazhong Agricultural University, Wuhan, China
| | - Jie Zhang
- Key Laboratory of Horticultural Plant Biology (Ministry of Education), College of Horticulture and Forestry Sciences, Huazhong Agricultural University, Wuhan, China
| | - Chongbo Sun
- Institute of Horticulture, Zhejiang Academy of Agricultural Sciences, Hangzhou, China
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Tsai WC, Dievart A, Hsu CC, Hsiao YY, Chiou SY, Huang H, Chen HH. Post genomics era for orchid research. BOTANICAL STUDIES 2017; 58:61. [PMID: 29234904 PMCID: PMC5727007 DOI: 10.1186/s40529-017-0213-7] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/08/2017] [Accepted: 12/01/2017] [Indexed: 05/05/2023]
Abstract
Among 300,000 species in angiosperms, Orchidaceae containing 30,000 species is one of the largest families. Almost every habitats on earth have orchid plants successfully colonized, and it indicates that orchids are among the plants with significant ecological and evolutionary importance. So far, four orchid genomes have been sequenced, including Phalaenopsis equestris, Dendrobium catenatum, Dendrobium officinale, and Apostaceae shengen. Here, we review the current progress and the direction of orchid research in the post genomics era. These include the orchid genome evolution, genome mapping (genome-wide association analysis, genetic map, physical map), comparative genomics (especially receptor-like kinase and terpene synthase), secondary metabolomics, and genome editing.
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Affiliation(s)
- Wen-Chieh Tsai
- Institute of Tropical Plant Sciences, National Cheng Kung University, Tainan, 701 Taiwan
- Orchid Research and Development Center, National Cheng Kung University, Tainan, 701 Taiwan
- Department of Life Sciences, National Cheng Kung University, Tainan, 701 Taiwan
| | - Anne Dievart
- CIRAD, UMR AGAP, TA A 108/03, Avenue Agropolis, 34398 Montpellier, France
- Present Address: School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, 800 Dongchuan Road, Life Sciences Building, Room 3-117, Shanghai, 200240 People’s Republic of China
| | - Chia-Chi Hsu
- Department of Life Sciences, National Cheng Kung University, Tainan, 701 Taiwan
| | - Yu-Yun Hsiao
- Orchid Research and Development Center, National Cheng Kung University, Tainan, 701 Taiwan
- Department of Life Sciences, National Cheng Kung University, Tainan, 701 Taiwan
| | - Shang-Yi Chiou
- Department of Life Sciences, National Cheng Kung University, Tainan, 701 Taiwan
| | - Hsin Huang
- Department of Life Sciences, National Cheng Kung University, Tainan, 701 Taiwan
| | - Hong-Hwa Chen
- Institute of Tropical Plant Sciences, National Cheng Kung University, Tainan, 701 Taiwan
- Orchid Research and Development Center, National Cheng Kung University, Tainan, 701 Taiwan
- Department of Life Sciences, National Cheng Kung University, Tainan, 701 Taiwan
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Integrated mRNA and microRNA transcriptome variations in the multi-tepal mutant provide insights into the floral patterning of the orchid Cymbidium goeringii. BMC Genomics 2017; 18:367. [PMID: 28490318 PMCID: PMC5426072 DOI: 10.1186/s12864-017-3756-9] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2016] [Accepted: 05/03/2017] [Indexed: 01/07/2023] Open
Abstract
Background Cymbidium goeringii is a very famous traditional orchid plant in China, which is well known for its spectacular and diverse flower morphology. In particular, the multi-tepal mutants have considerable ecological and cultural value. However, the current understanding of the molecular mechanisms of floral patterning and multi-tepal development is limited. In this study, we performed expression profiling of both microRNA (miRNA) and mRNA from wild-type and typical multi-tepal-mutant flowers of C. goeringii for the first time, to identify the genes and pathways regulating floral morphogenesis in C. goeringii. Results Total clean reads of 98,988,774 and 100,188,534 bp were obtained from the wild-type and mutant library, respectively, and de novo assembled into 98,446 unigenes, with an average length of 989 bp. Among them, 18,489 were identified as differentially expressed genes between the two libraries according to comparative transcript profiling. The majority of the gene ontology terms and Kyoto Encyclopedia of Genes and Genomes pathway enrichment responses were for membrane-building and ploidy-related processes, consistent with the excessive floral organs and altered cell size observed in the mutant. There were 29 MADS-box genes, as well as a large number of floral-related regulators and hormone-responsive genes, considered as candidates regulating floral patterning of C. goeringii. Small RNA sequencing revealed 132 conserved miRNA families expressed in flowers of C. goeringii, and 11 miRNAs corresponding to 455 putative target genes were considered to be responsible for multi-tepal development. Importantly, integrated analysis of mRNA and miRNA sequencing data showed two transcription factor/microRNA-based genetic pathways contributing to the multi-tepal trait: well-known floral-related miR156/SPL and miR167/ARF regulatory modes involved in reproductive organ development; and the miR319/TCP4–miR396/GRF regulatory cascade probably regulating cell proliferation of the multi-tepal development. Conclusions Integrated mRNA and miRNA profiling data provided comprehensive gene expression information on the wild-type and multi-tepal mutant at the transcriptional level that could facilitate our understanding of the molecular mechanisms of floral patterning of C. goeringii. These data could also be used as an important resource for investigating the genetics of floral morphogenesis and various biological mechanisms of orchid plants. Electronic supplementary material The online version of this article (doi:10.1186/s12864-017-3756-9) contains supplementary material, which is available to authorized users.
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13
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Zhai X, Niu S, Ren Y, Fan G. Discovery and profiling of microRNAs and their targets in Paulownia ‘Yuza 1’ plants via high-throughput sequencing and degradome analysis. Genes Genomics 2016. [DOI: 10.1007/s13258-016-0420-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
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Lin CS, Hsu CT, Liao DC, Chang WJ, Chou ML, Huang YT, Chen JJW, Ko SS, Chan MT, Shih MC. Transcriptome-wide analysis of the MADS-box gene family in the orchid Erycina pusilla. PLANT BIOTECHNOLOGY JOURNAL 2016; 14:284-98. [PMID: 25917508 DOI: 10.1111/pbi.12383] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/21/2015] [Revised: 03/05/2015] [Accepted: 03/18/2015] [Indexed: 05/04/2023]
Abstract
Orchids exhibit a range of unique flower shapes and are a valuable ornamental crop. MADS-box transcription factors are key regulatory components in flower initiation and development. Changing the flower shape and flowering time can increase the value of the orchid in the ornamental horticulture industry. In this study, 28 MADS-box genes were identified from the transcriptome database of the model orchid Erycina pusilla. The full-length genomic sequences of these MADS-box genes were obtained from BAC clones. Of these, 27 were MIKC-type EpMADS (two truncated forms) and one was a type I EpMADS. Eleven EpMADS genes contained introns longer than 10 kb. Phylogenetic analysis classified the 24 MIKC(c) genes into nine subfamilies. Three specific protein motifs, AG, FUL and SVP, were identified and used to classify three subfamilies. The expression profile of each EpMADS gene correlated with its putative function. The phylogenetic analysis was highly correlated with the protein domain identification and gene expression results. Spatial expression of EpMADS6, EpMADS12 and EpMADS15 was strongly detected in the inflorescence meristem, floral bud and seed via in situ hybridization. The subcellular localization of the 28 EpMADS proteins was also investigated. Although EpMADS27 lacks a complete MADS-box domain, EpMADS27-YFP was localized in the nucleus. This characterization of the orchid MADS-box family genes provides useful information for both orchid breeding and studies of flowering and evolution.
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Affiliation(s)
- Choun-Sea Lin
- Agricultural Biotechnology Research Center, Academia Sinica, Taipei, Taiwan
| | - Chen-Tran Hsu
- Agricultural Biotechnology Research Center, Academia Sinica, Taipei, Taiwan
| | - De-Chih Liao
- Agricultural Biotechnology Research Center, Academia Sinica, Taipei, Taiwan
| | - Wan-Jung Chang
- Agricultural Biotechnology Research Center, Academia Sinica, Taipei, Taiwan
| | - Ming-Lun Chou
- Department of Life Sciences, Tzu Chi University, Hualien, Taiwan
| | - Yao-Ting Huang
- Department of Computer Science and Information Engineering, National Chung Cheng University, Chia-yi, Taiwan
| | - Jeremy J W Chen
- Institute of Biomedical Sciences, National Chung Hsing University, Taichung, Taiwan
| | - Swee-Suak Ko
- Agricultural Biotechnology Research Center, Academia Sinica, Taipei, Taiwan
- Biotechnology Center in Southern Taiwan, Academia Sinica, Tainan, Taiwan
| | - Ming-Tsair Chan
- Agricultural Biotechnology Research Center, Academia Sinica, Taipei, Taiwan
- Biotechnology Center in Southern Taiwan, Academia Sinica, Tainan, Taiwan
| | - Ming-Che Shih
- Agricultural Biotechnology Research Center, Academia Sinica, Taipei, Taiwan
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Li X, Jin F, Jin L, Jackson A, Ma X, Shu X, Wu D, Jin G. Characterization and comparative profiling of the small RNA transcriptomes in two phases of flowering in Cymbidium ensifolium. BMC Genomics 2015; 16:622. [PMID: 26289943 PMCID: PMC4546042 DOI: 10.1186/s12864-015-1764-1] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2015] [Accepted: 07/10/2015] [Indexed: 01/05/2023] Open
Abstract
Background Cymbidium ensifolium is one of the most important ornamental flowers in China, with an elegant shape, beautiful appearance, and a fragrant aroma. Its unique flower shape has long attracted scientists. MicroRNAs (miRNAs) are critical regulators in plant development and physiology, including floral development. However, to date, few studies have examined miRNAs in C. ensifolium. Results In this study, we employed Solexa technology to sequence four small RNA libraries from two flowering phases to identify miRNAs related to floral development. We identified 48 mature conserved miRNA and 71 precursors. These conserved miRNA belonged to 20 families. We also identified 45 novel miRNA which includes 21 putative novel miRNAs*, and 28 hairpin forming precursors. Two trans-acting small interfering RNAs (ta-siRNAs) were identified, one of which was homologous to TAS3a1. TAS3a1 belongs to the TAS3 family, which has been previously reported to target auxin response factors (ARF) and be involved in plant growth and floral development. Moreover, we built a C. ensifolium transctriptome database to identify genes targeted by miRNA, which resulted in 790 transcriptomic target unigenes. The target unigenes were annotated with information from the non-redundant (Nr), gene ontology database (GO), eukaryotic orthologous groups (KOGs) and Kyoto encyclopedia of genes and genomes (KEGG) database. The unigenes included MADS-box transcription factors targeted by miR156, miR172 and miR5179, and various hormone responding factors targeted by miR159. The MADS-box transcription factors are well known to determine the identity of flower organs and hormone responding factors involved in floral development. In expression analysis, three novel and four conserved miRNA were differentially expressed between two phases of flowering. The results were confirmed by RNA-seq and qRT-PCR. The differential expression of two miRNA, miR160 and miR396, targeted ARFs and growth regulating factor (GRF), respectively. However, most of these small RNA were clustered in the uncharacterized group, which suggests there may be many novel small non-coding RNAs yet to be discovered. Conclusion Our study provides a diverse set of miRNAs related to cymbidium floral development and serves as a useful resource for investigating miRNA-mediated regulatory mechanisms of floral development. Electronic supplementary material The online version of this article (doi:10.1186/s12864-015-1764-1) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Xiaobai Li
- Zhejiang Academy of Agricultural Sciences, Shiqiao Road 139, Hangzhou, 310021, People's Republic of China. .,International Atomic Energy Agency Collaborating Center, Zhejiang University, Hangzhou, 310029, Peoples Republic of China.
| | - Feng Jin
- Hubei University, College of Life Sciences, Wuhan, 430062, People's Republic of China.
| | - Liang Jin
- Zhejiang Academy of Agricultural Sciences, Shiqiao Road 139, Hangzhou, 310021, People's Republic of China.
| | - Aaron Jackson
- USDA-ARS, Dale Bumpers National Rice Research Center, Stuttgart, Arkansas, 72160, USA.
| | - Xiang Ma
- Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, Shanghai, 200031, People's Republic of China.
| | - Xiaoli Shu
- International Atomic Energy Agency Collaborating Center, Zhejiang University, Hangzhou, 310029, Peoples Republic of China.
| | - Dianxing Wu
- International Atomic Energy Agency Collaborating Center, Zhejiang University, Hangzhou, 310029, Peoples Republic of China.
| | - Guoqiang Jin
- Agricultural Bureau of Yuhang District, Yuhang, Hangzhou, Peoples Republic of China.
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De Paolo S, Salvemini M, Gaudio L, Aceto S. De novo transcriptome assembly from inflorescence of Orchis italica: analysis of coding and non-coding transcripts. PLoS One 2014; 9:e102155. [PMID: 25025767 PMCID: PMC4099010 DOI: 10.1371/journal.pone.0102155] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2014] [Accepted: 06/16/2014] [Indexed: 01/09/2023] Open
Abstract
The floral transcriptome of Orchis italica, a wild orchid species, was obtained using Illumina RNA-seq technology and specific de novo assembly and analysis tools. More than 100 million raw reads were processed resulting in 132,565 assembled transcripts and 86,079 unigenes with an average length of 606 bp and N50 of 956 bp. Functional annotation assigned 38,984 of the unigenes to records present in the NCBI non-redundant protein database, 32,161 of them to Gene Ontology terms, 15,775 of them to Eukaryotic Orthologous Groups (KOG) and 7,143 of them to Kyoto Encyclopedia of Genes and Genomes (KEGG) pathways. The in silico expression analysis based on the Fragments Per Kilobase of transcript per Million mapped reads (FPKM) was confirmed by real-time RT-PCR experiments on 10 selected unigenes, which showed high and statistically significant positive correlation with the RNA-seq based expression data. The prediction of putative long non-coding RNAs was assessed using two different software packages, CPC and Portrait, resulting in 7,779 unannotated unigenes that matched the threshold values for both of the analyses. Among the predicted long non-coding RNAs, one is the homologue of TAS3, a long non-coding RNA precursor of trans-acting small interfering RNAs (ta-siRNAs). The differential expression pattern observed for the selected putative long non-coding RNAs suggests their possible functional role in different floral tissues.
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Affiliation(s)
- Sofia De Paolo
- Department of Biology, University of Naples Federico II, Napoli, Italy
| | - Marco Salvemini
- Department of Biology, University of Naples Federico II, Napoli, Italy
| | - Luciano Gaudio
- Department of Biology, University of Naples Federico II, Napoli, Italy
| | - Serena Aceto
- Department of Biology, University of Naples Federico II, Napoli, Italy
- * E-mail:
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Shih MC, Chou ML, Yue JJ, Hsu CT, Chang WJ, Ko SS, Liao DC, Huang YT, Chen JJW, Yuan JL, Gu XP, Lin CS. BeMADS1 is a key to delivery MADSs into nucleus in reproductive tissues-De novo characterization of Bambusa edulis transcriptome and study of MADS genes in bamboo floral development. BMC PLANT BIOLOGY 2014; 14:179. [PMID: 24989161 PMCID: PMC4087239 DOI: 10.1186/1471-2229-14-179] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/25/2014] [Accepted: 06/19/2014] [Indexed: 05/09/2023]
Abstract
BACKGROUND The bamboo Bambusa edulis has a long juvenile phase in situ, but can be induced to flower during in vitro tissue culture, providing a readily available source of material for studies on reproductive biology and flowering. In this report, in vitro-derived reproductive and vegetative materials of B. edulis were harvested and used to generate transcriptome databases by use of two sequencing platforms: Illumina and 454. Combination of the two datasets resulted in high transcriptome quality and increased length of the sequence reads. In plants, many MADS genes control flower development, and the ABCDE model has been developed to explain how the genes function together to create the different whorls within a flower. RESULTS As a case study, published floral development-related OsMADS proteins from rice were used to search the B. edulis transcriptome datasets, identifying 16 B. edulis MADS (BeMADS). The BeMADS gene expression levels were determined qRT-PCR and in situ hybridization. Most BeMADS genes were highly expressed in flowers, with the exception of BeMADS34. The expression patterns of these genes were most similar to the rice homologs, except BeMADS18 and BeMADS34, and were highly similar to the floral development ABCDE model in rice. Transient expression of MADS-GFP proteins showed that only BeMADS1 entered leaf nucleus. BeMADS18, BeMADS4, and BeMADS1 were located in the lemma nucleus. When co-transformed with BeMADS1, BeMADS15, 16, 13, 21, 6, and 7 translocated to nucleus in lemmas, indicating that BeMADS1 is a key factor for subcellular localization of other BeMADS. CONCLUSION Our study provides abundant B. edulis transcriptome data and offers comprehensive sequence resources. The results, molecular materials and overall strategy reported here can be used for future gene identification and for further reproductive studies in the economically important crop of bamboo.
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Affiliation(s)
- Ming-Che Shih
- Agricultural Biotechnology Research Center, Academia Sinica, Taipei, Taiwan
| | - Ming-Lun Chou
- Department of Life Sciences, Tzu Chi University, Hualien, Taiwan
| | - Jin-Jun Yue
- Research Institute of Subtropical Forestry, Chinese Academy of Forestry, Fuyang, China
| | - Cheng-Tran Hsu
- Agricultural Biotechnology Research Center, Academia Sinica, Taipei, Taiwan
| | - Wan-Jung Chang
- Agricultural Biotechnology Research Center, Academia Sinica, Taipei, Taiwan
| | - Swee-Suak Ko
- Agricultural Biotechnology Research Center, Academia Sinica, Taipei, Taiwan
- Biotechnology Center in Southern Taiwan, Academia Sinica, Tainan, Taiwan
| | - De-Chih Liao
- Agricultural Biotechnology Research Center, Academia Sinica, Taipei, Taiwan
| | - Yao-Ting Huang
- Department of Computer Science and Information Engineering, National Chung Cheng University, Chia-yi, Taiwan
| | - Jeremy JW Chen
- Institute of Biomedical Sciences, National Chung-Hsing University, Taichung, Taiwan
| | - Jin-Ling Yuan
- Research Institute of Subtropical Forestry, Chinese Academy of Forestry, Fuyang, China
| | - Xiao-Ping Gu
- Research Institute of Subtropical Forestry, Chinese Academy of Forestry, Fuyang, China
| | - Choun-Sea Lin
- Agricultural Biotechnology Research Center, Academia Sinica, Taipei, Taiwan
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The analysis of the inflorescence miRNome of the orchid Orchis italica reveals a DEF-like MADS-box gene as a new miRNA target. PLoS One 2014; 9:e97839. [PMID: 24832004 PMCID: PMC4022656 DOI: 10.1371/journal.pone.0097839] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2013] [Accepted: 04/25/2014] [Indexed: 01/08/2023] Open
Abstract
Plant microRNAs (miRNAs) are small, regulatory non-coding RNAs involved in a wide range of biological processes, from organ development to response to stimuli. In recent years, an increasing number of studies on model plant species have highlighted the evolutionary conservation of a high number of miRNA families and the existence of taxon-specific ones. However, few studies have examined miRNAs in non-model species such as orchids, which are characterized by highly diversified floral structures and pollination strategies. Therefore, we analysed a small RNA library of inflorescence tissue of the Mediterranean orchid Orchis italica to increase the knowledge on miRNAs in a non-model plant species. The high-throughput sequencing and analysis of a small RNA library of inflorescence of O. italica revealed 23 conserved and 161 putative novel miRNA families. Among the putative miRNA targets, experimental validation demonstrated that a DEF-like MADS-box transcript is cleaved by the homolog of miR5179 of O. italica. The presence of conserved miRNA families in the inflorescence of O. italica indicates that the basic developmental flower regulatory mechanisms mediated by miRNAs are maintained through evolution. Because, according to the "orchid code" theory, DEF-like genes exert a key function in the diversification of tepals and lip, the cleavage-mediated inhibitory activity of miR5179 on a OitaDEF-like transcript suggests that, in orchids, miRNAs play an important role in the diversification of the perianth organs.
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Salemme M, Sica M, Iazzetti G, Gaudio L, Aceto S. The AP2-like gene OitaAP2 is alternatively spliced and differentially expressed in inflorescence and vegetative tissues of the orchid Orchis italica. PLoS One 2013; 8:e77454. [PMID: 24204832 PMCID: PMC3804621 DOI: 10.1371/journal.pone.0077454] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2013] [Accepted: 09/02/2013] [Indexed: 11/23/2022] Open
Abstract
The AP2/ERF proteins are plant-specific transcription factors involved in multiple regulatory pathways, from plant organ development to response to various environmental stresses. One of the mechanisms that regulates the AP2-like genes involves the microRNA miR172, which controls their activity at the post-transcriptional level. Extensive studies on AP2-like genes are available in many different species; however, in orchids, one of the largest plant families, studies are restricted to a few species, all belonging to the Epidendroideae subfamily. In the present study, we report the isolation of an AP2-like gene in the Mediterranean orchid Orchis italica (Orchidoideae). The OitaAP2 locus includes 10 exons and 9 introns, and its transcript is alternatively spliced, resulting in the long OitaAP2 and the short OitaAP2_ISO isoforms, with the latter skipping exon 9. Both isoforms contain the conserved target site for miR172, whose action is demonstrated by the presence of cleaved OitaAP2 mRNA. The OitaAP2 and OitaAP2_ISO mRNAs are present in the tepals and lip before and after anthesis at different expression levels. In addition, the OitaAP2_ISO isoform is expressed in the ovary before pollination and in the root and stem. The isoform-specific expression pattern suggests a functional differentiation of the OitaAP2 alternatively spliced transcripts. The expression profile of miR172 is complementary to that of the OitaAP2 isoforms in inflorescence tissues before anthesis, whereas after anthesis and in ovary tissue before and after pollination, this relationship disappears, suggesting the existence of OitaAP2 inhibitory mechanisms in these tissues that differ from that involving miR172.
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Affiliation(s)
- Marinella Salemme
- Department of Biology, University of Naples Federico II, Napoli, Italy
| | - Maria Sica
- Department of Biology, University of Naples Federico II, Napoli, Italy
| | - Giovanni Iazzetti
- Department of Biology, University of Naples Federico II, Napoli, Italy
| | - Luciano Gaudio
- Department of Biology, University of Naples Federico II, Napoli, Italy
| | - Serena Aceto
- Department of Biology, University of Naples Federico II, Napoli, Italy
- * E-mail:
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