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Gao W, Zeng W, Li S, Zhang L, Wang W, Song J, Wu H. Remote sensing estimation of sugar beet SPAD based on un-manned aerial vehicle multispectral imagery. PLoS One 2024; 19:e0300056. [PMID: 38905187 PMCID: PMC11192409 DOI: 10.1371/journal.pone.0300056] [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: 10/16/2023] [Accepted: 02/21/2024] [Indexed: 06/23/2024] Open
Abstract
Accurate, non-destructive and cost-effective estimation of crop canopy Soil Plant Analysis De-velopment(SPAD) is crucial for precision agriculture and cultivation management. Unmanned aerial vehicle (UAV) platforms have shown tremendous potential in predicting crop canopy SPAD. This was because they can rapidly and accurately acquire remote sensing spectral data of the crop canopy in real-time. In this study, a UAV equipped with a five-channel multispectral camera (Blue, Green, Red, Red_edge, Nir) was used to acquire multispectral images of sugar beets. These images were then combined with five machine learning models, namely K-Nearest Neighbor, Lasso, Random Forest, RidgeCV and Support Vector Machine (SVM), as well as ground measurement data to predict the canopy SPAD of sugar beets. The results showed that under both normal irrigation and drought stress conditions, the SPAD values in the normal ir-rigation treatment were higher than those in the water-limited treatment. Multiple vegetation indices showed a significant correlation with SPAD, with the highest correlation coefficient reaching 0.60. Among the SPAD prediction models, different models showed high estimation accuracy under both normal irrigation and water-limited conditions. The SVM model demon-strated a good performance with a correlation coefficient (R2) of 0.635, root mean square error (Rmse) of 2.13, and relative error (Re) of 0.80% for the prediction and testing values under normal irrigation. Similarly, for the prediction and testing values under drought stress, the SVM model exhibited a correlation coefficient (R2) of 0.609, root mean square error (Rmse) of 2.71, and rela-tive error (Re) of 0.10%. Overall, the SVM model showed good accuracy and stability in the pre-diction model, greatly facilitating high-throughput phenotyping research of sugar beet canopy SPAD.
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Affiliation(s)
- Weishi Gao
- Institute of Economic Crops, Xinjiang Academy of Agricultural Sciences, Urumqi, China
| | - WanYing Zeng
- College of Agronomy, Xinjiang Agricultural University, Urumqi, China
| | - Sizhong Li
- Institute of Economic Crops, Xinjiang Academy of Agricultural Sciences, Urumqi, China
| | - Liming Zhang
- Institute of Economic Crops, Xinjiang Academy of Agricultural Sciences, Urumqi, China
| | - Wei Wang
- Anyang Institute of Technology, AnYang, China
| | - Jikun Song
- Cotton Research Institute, Chinese Academy of Agricultural Sciences, AnYang, China
| | - Hao Wu
- Anyang Institute of Technology, AnYang, China
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Xue G, Wu W, Fan Y, Ma C, Xiong R, Bai Q, Yao X, Weng W, Cheng J, Ruan J. Genome-wide identification, evolution, and role of SPL gene family in beet (Beta vulgaris L.) under cold stress. BMC Genomics 2024; 25:101. [PMID: 38262939 PMCID: PMC10804631 DOI: 10.1186/s12864-024-09995-5] [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: 11/14/2023] [Accepted: 01/09/2024] [Indexed: 01/25/2024] Open
Abstract
BACKGROUND SPL transcription factors play vital roles in regulating plant growth, development, and abiotic stress responses. Sugar beet (Beta vulgaris L.), one of the world's main sugar-producing crops, is a major source of edible and industrial sugars for humans. Although the SPL gene family has been extensively identified in other species, no reports on the SPL gene family in sugar beet are available. RESULTS Eight BvSPL genes were identified at the whole-genome level and were renamed based on their positions on the chromosome. The gene structure, SBP domain sequences, and phylogenetic relationship with Arabidopsis were analyzed for the sugar beet SPL gene family. The eight BvSPL genes were divided into six groups (II, IV, V, VI, VII, and VIII). Of the BvSPL genes, no tandem duplication events were found, but one pair of segmental duplications was present. Multiple cis-regulatory elements related to growth and development were identified in the 2000-bp region upstream of the BvSPL gene start codon (ATG). Using quantitative real-time polymerase chain reaction (qRT-PCR), the expression profiles of the eight BvSPL genes were examined under eight types of abiotic stress and during the maturation stage. BvSPL transcription factors played a vital role in abiotic stress, with BvSPL3 and BvSPL6 being particularly noteworthy. CONCLUSION Eight sugar beet SPL genes were identified at the whole-genome level. Phylogenetic trees, gene structures, gene duplication events, and expression profiles were investigated. The qRT-PCR analysis indicated that BvSPLs play a substantial role in the growth and development of sugar beet, potentially participating in the regulation of root expansion and sugar accumulation.
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Affiliation(s)
- Guoxing Xue
- College of Agriculture, Guizhou University, 550025, Guiyang, People's Republic of China
| | - Weijiao Wu
- College of Agriculture, Guizhou University, 550025, Guiyang, People's Republic of China
| | - Yue Fan
- College of Food Science and Engineering, Xinjiang Institute of Technology, 843199, Aksu, People's Republic of China
| | - Chao Ma
- College of Agriculture, Guizhou University, 550025, Guiyang, People's Republic of China
| | - Ruiqi Xiong
- College of Agriculture, Guizhou University, 550025, Guiyang, People's Republic of China
| | - Qing Bai
- College of Agriculture, Guizhou University, 550025, Guiyang, People's Republic of China
| | - Xin Yao
- College of Agriculture, Guizhou University, 550025, Guiyang, People's Republic of China
| | - Wenfeng Weng
- College of Agriculture, Guizhou University, 550025, Guiyang, People's Republic of China
| | - Jianping Cheng
- College of Agriculture, Guizhou University, 550025, Guiyang, People's Republic of China
| | - Jingjun Ruan
- College of Agriculture, Guizhou University, 550025, Guiyang, People's Republic of China.
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Characteristic of the Ascorbate Oxidase Gene Family in Beta vulgaris and Analysis of the Role of AAO in Response to Salinity and Drought in Beet. Int J Mol Sci 2022; 23:ijms232112773. [PMID: 36361565 PMCID: PMC9654295 DOI: 10.3390/ijms232112773] [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: 09/06/2022] [Revised: 10/07/2022] [Accepted: 10/20/2022] [Indexed: 12/02/2022] Open
Abstract
Ascorbate oxidase, which is known to play a key role in regulating the redox state in the apoplast, cell wall metabolism, cell expansion and abiotic stress response in plants, oxidizes apo-plastic ascorbic acid (AA) to dehydroascorbic acid (DHA). However, there is little information about the AAO genes and their functions in beets under abiotic stress. The term salt or drought stress refers to the treatment of plants with slow and gradual salinity/drought. Contrastingly, salt shock consists of exposing plants to high salt levels instantaneously and drought shock occurs under fast drought progression. In the present work, we have subjected plants to salinity or drought treatments to elicit either stress or shock and carried out a genome-wide analysis of ascorbate oxidase (AAO) genes in sugar beet (B. vulgaris cv. Huzar) and its halophytic ancestor (B. maritima). Here, conserved domain analyses showed the existence of twelve BvAAO gene family members in the genome of sugar beet. The BvAAO_1-12 genes are located on chromosomes 4, 5, 6, 8 and 9. The phylogenetic tree exhibited the close relationships between BvAAO_1-12 and AAO genes of Spinacia oleracea and Chenopodium quinoa. In both beet genotypes, downregulation of AAO gene expression with the duration of salt stress or drought treatment was observed. This correlated with a decrease in AAO enzyme activity under defined experimental setup. Under salinity, the key downregulated gene was BvAAO_10 in Beta maritima and under drought the BvAAO_3 gene in both beets. This phenomenon may be involved in determining the high tolerance of beet to salinity and drought.
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Yolcu S, Alavilli H, Ganesh P, Asif M, Kumar M, Song K. An Insight into the Abiotic Stress Responses of Cultivated Beets ( Beta vulgaris L.). PLANTS (BASEL, SWITZERLAND) 2021; 11:plants11010012. [PMID: 35009016 PMCID: PMC8747243 DOI: 10.3390/plants11010012] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/06/2021] [Revised: 12/12/2021] [Accepted: 12/14/2021] [Indexed: 05/03/2023]
Abstract
Cultivated beets (sugar beets, fodder beets, leaf beets, and garden beets) belonging to the species Beta vulgaris L. are important sources for many products such as sugar, bioethanol, animal feed, human nutrition, pulp residue, pectin extract, and molasses. Beta maritima L. (sea beet or wild beet) is a halophytic wild ancestor of all cultivated beets. With a requirement of less water and having shorter growth period than sugarcane, cultivated beets are preferentially spreading from temperate regions to subtropical countries. The beet cultivars display tolerance to several abiotic stresses such as salt, drought, cold, heat, and heavy metals. However, many environmental factors adversely influence growth, yield, and quality of beets. Hence, selection of stress-tolerant beet varieties and knowledge on the response mechanisms of beet cultivars to different abiotic stress factors are most required. The present review discusses morpho-physiological, biochemical, and molecular responses of cultivated beets (B. vulgaris L.) to different abiotic stresses including alkaline, cold, heat, heavy metals, and UV radiation. Additionally, we describe the beet genes reported for their involvement in response to these stress conditions.
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Affiliation(s)
- Seher Yolcu
- Faculty of Engineering and Natural Sciences, Sabanci University, Istanbul 34956, Turkey;
- Correspondence: (S.Y.); (H.A.); (K.S.)
| | - Hemasundar Alavilli
- Department of Bioresources Engineering, Sejong University, Seoul 05006, Korea
- Correspondence: (S.Y.); (H.A.); (K.S.)
| | - Pushpalatha Ganesh
- Department of Plant Biotechnology, M. S. Swaminathan School of Agriculture, Centurion University of Technology and Management, Odisha 761211, India;
| | - Muhammad Asif
- Faculty of Engineering and Natural Sciences, Sabanci University, Istanbul 34956, Turkey;
| | - Manu Kumar
- Department of Life Science, College of Life Science and Biotechnology, Dongguk University, Seoul 10326, Korea;
| | - Kihwan Song
- Department of Bioresources Engineering, Sejong University, Seoul 05006, Korea
- Correspondence: (S.Y.); (H.A.); (K.S.)
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Yolcu S, Alavilli H, Ganesh P, Panigrahy M, Song K. Salt and Drought Stress Responses in Cultivated Beets ( Beta vulgaris L.) and Wild Beet ( Beta maritima L.). PLANTS (BASEL, SWITZERLAND) 2021; 10:1843. [PMID: 34579375 PMCID: PMC8472689 DOI: 10.3390/plants10091843] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/02/2021] [Revised: 08/22/2021] [Accepted: 09/02/2021] [Indexed: 11/17/2022]
Abstract
Cultivated beets, including leaf beets, garden beets, fodder beets, and sugar beets, which belong to the species Beta vulgaris L., are economically important edible crops that have been originated from a halophytic wild ancestor, Beta maritima L. (sea beet or wild beet). Salt and drought are major abiotic stresses, which limit crop growth and production and have been most studied in beets compared to other environmental stresses. Characteristically, beets are salt- and drought-tolerant crops; however, prolonged and persistent exposure to salt and drought stress results in a significant drop in beet productivity and yield. Hence, to harness the best benefits of beet cultivation, knowledge of stress-coping strategies, and stress-tolerant beet varieties, are prerequisites. In the current review, we have summarized morpho-physiological, biochemical, and molecular responses of sugar beet, fodder beet, red beet, chard (B. vulgaris L.), and their ancestor, wild beet (B. maritima L.) under salt and drought stresses. We have also described the beet genes and noncoding RNAs previously reported for their roles in salt and drought response/tolerance. The plant biologists and breeders can potentiate the utilization of these resources as prospective targets for developing crops with abiotic stress tolerance.
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Affiliation(s)
- Seher Yolcu
- Faculty of Engineering and Natural Sciences, Sabanci University, Istanbul 34956, Turkey
| | - Hemasundar Alavilli
- Department of Bioresources Engineering, Sejong University, Seoul 05006, Korea
| | - Pushpalatha Ganesh
- Department of Plant Biotechnology, M. S. Swaminathan School of Agriculture, Centurion University of Technology and Management, Khurda 761211, Odisha, India;
| | - Madhusmita Panigrahy
- Biofuel & Bioprocessing Research Center, Institute of Technical Education & Research, Siksha ‘O’ Anusandhan Deemed to Be University, Bhubaneswar 751030, Odisha, India;
| | - Kihwan Song
- Department of Bioresources Engineering, Sejong University, Seoul 05006, Korea
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