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Peng Q, Hu H, Dai A, Wu N, Li H, Dan T. Mechanisms of exopolysaccharide synthesis by Streptococcus thermophilus IMAU20246 determined by the carbon source. Food Chem 2025; 481:144069. [PMID: 40157104 DOI: 10.1016/j.foodchem.2025.144069] [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: 01/08/2025] [Revised: 03/13/2025] [Accepted: 03/25/2025] [Indexed: 04/01/2025]
Abstract
Our study characterized exopolysaccharide production by Streptococcus thermophilus IMAU20246 with lactose, glucose, galactose, or sucrose as sole carbon sources, and conducted comparative transcriptomics to unravel EPS synthesis mechanisms. The yield, molecular weight, monosaccharide composition and structure of EPSs were significantly affected by carbon sources. The yield of EPSs was highest (617 ± 5.9 mg/L), and Mw the smallest (3.789 × 104 Da) in sucrose; it was 1.5, 1.2 and 1.8 times higher than with lactose, glucose and galactose, respectively. Transcriptomic analysis identified 21 key enzymes for EPS synthesis, and S. thermophilus IMAU20246 preferentially regulated sucrose utilization through ABC transporters, phosphotransferase system (PTS), amino sugar and nucleotide sugar metabolism; and upregulated expression of EPS biosynthesis genes to increase EPS production. This study provides a theoretical basis for enhancing EPS content and reveals the dynamics of EPS synthesis in S. thermophilus which may be significant for further EPS production and application.
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Affiliation(s)
- Qingting Peng
- Key Laboratory of Dairy Biotechnology and Engineering, Ministry of Education, Inner Mongolia Agricultural University, Hohhot, China; Key Laboratory of Dairy Products Processing, Ministry of Agriculture and Rural Affairs, Inner Mongolia Agricultural University, Hohhot, China; Inner Mongolia Key Laboratory of Dairy Biotechnology and Engineering, Inner Mongolia Agricultural University, Hohhot 010018, China
| | - Haimin Hu
- Key Laboratory of Dairy Biotechnology and Engineering, Ministry of Education, Inner Mongolia Agricultural University, Hohhot, China; Key Laboratory of Dairy Products Processing, Ministry of Agriculture and Rural Affairs, Inner Mongolia Agricultural University, Hohhot, China; Inner Mongolia Key Laboratory of Dairy Biotechnology and Engineering, Inner Mongolia Agricultural University, Hohhot 010018, China
| | - Annaer Dai
- Key Laboratory of Dairy Biotechnology and Engineering, Ministry of Education, Inner Mongolia Agricultural University, Hohhot, China; Key Laboratory of Dairy Products Processing, Ministry of Agriculture and Rural Affairs, Inner Mongolia Agricultural University, Hohhot, China; Inner Mongolia Key Laboratory of Dairy Biotechnology and Engineering, Inner Mongolia Agricultural University, Hohhot 010018, China
| | - Na Wu
- Key Laboratory of Dairy Biotechnology and Engineering, Ministry of Education, Inner Mongolia Agricultural University, Hohhot, China; Key Laboratory of Dairy Products Processing, Ministry of Agriculture and Rural Affairs, Inner Mongolia Agricultural University, Hohhot, China; Inner Mongolia Key Laboratory of Dairy Biotechnology and Engineering, Inner Mongolia Agricultural University, Hohhot 010018, China
| | - Hong Li
- Key Laboratory of Dairy Biotechnology and Engineering, Ministry of Education, Inner Mongolia Agricultural University, Hohhot, China; Key Laboratory of Dairy Products Processing, Ministry of Agriculture and Rural Affairs, Inner Mongolia Agricultural University, Hohhot, China; Inner Mongolia Key Laboratory of Dairy Biotechnology and Engineering, Inner Mongolia Agricultural University, Hohhot 010018, China
| | - Tong Dan
- Key Laboratory of Dairy Biotechnology and Engineering, Ministry of Education, Inner Mongolia Agricultural University, Hohhot, China; Key Laboratory of Dairy Products Processing, Ministry of Agriculture and Rural Affairs, Inner Mongolia Agricultural University, Hohhot, China; Inner Mongolia Key Laboratory of Dairy Biotechnology and Engineering, Inner Mongolia Agricultural University, Hohhot 010018, China.
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Shirke HA, Darshetkar AM, Naikawadi VB, Kavi Kishor PB, Nikam TD, Barvkar VT. Genomics of sterols biosynthesis in plants: Current status and future prospects. PLANT SCIENCE : AN INTERNATIONAL JOURNAL OF EXPERIMENTAL PLANT BIOLOGY 2025; 353:112426. [PMID: 39956365 DOI: 10.1016/j.plantsci.2025.112426] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/25/2024] [Revised: 02/01/2025] [Accepted: 02/07/2025] [Indexed: 02/18/2025]
Abstract
Sterols produced by bacteria and all eukaryotic organisms are essential for membrane functionality and stability. They play a vital role in growth, development and in abiotic stress tolerance. They are involved in diverse responses to biotic and abiotic stresses that lead to providing resistance against multiple diseases. Additionally, sterols serve as defensive compounds against herbivorous insects and animals. Phytosterols derived from plants, improve human nutrition and health and cure different ailments. The biosynthetic pathways for sterols and triterpenes exhibit similarities until the synthesis of 2,3-oxidosqualene. The complexity of sterol pathways increases during the advanced stages of polycyclic structure synthesis, and remain poorly comprehended in plants. This review explores the various omics techniques used to unveil the functions of genes associated with the phytosterol pathways. The study investigates the biosynthetic gene clusters to clarify the structural arrangements of genes linked to metabolic pathways. Both the upstream and downstream genes associated with these pathways, as well as their evolutionary connections and interrelations within the pathways were brought to the forefront. Moreover, developing strategies to unravel the biosynthesis completely and their multi-layered regulation are crucial to comprehend the global roles that sterols play in plant growth, development, stress tolerance and in imparting defence against pathogens.
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Affiliation(s)
- Harshad A Shirke
- Department of Botany, Savitribai Phule Pune University, Pune 411007, India.
| | | | - Vikas B Naikawadi
- Department of Botany, Chandmal Tarachand Bora College, Shirur, Pune 412210, India.
| | - P B Kavi Kishor
- Department of Genetics, Osmania University, Hyderabad 500 007, India.
| | - Tukaram D Nikam
- Department of Botany, Savitribai Phule Pune University, Pune 411007, India.
| | - Vitthal T Barvkar
- Department of Botany, Savitribai Phule Pune University, Pune 411007, India.
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Zhu L, Long P, Hu M, Wang L, Shao Y, Cheng S, Dong X, He Y. Insight into selenium biofortification and the selenite metabolic mechanism of Monascus ruber M7. Food Chem 2024; 455:139740. [PMID: 38843715 DOI: 10.1016/j.foodchem.2024.139740] [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: 02/16/2024] [Revised: 05/09/2024] [Accepted: 05/17/2024] [Indexed: 07/10/2024]
Abstract
Monascus species are functional fermentation fungi with great potential for selenium (Se) supplementation. This study investigated the effects of Se bio-fortification on the growth, morphology, and biosynthesis of Monascus ruber M7. The results demonstrated a significant increase in the yield of orange and red Monascus pigments (MPs) in red yeast rice (RYR) by 38.52% and 36.57%, respectively, under 20 μg/mL of selenite pressure. Meanwhile, the production of citrinin (CIT), a mycotoxin, decreased from 244.47 μg/g to 175.01 μg/g. Transcriptome analysis revealed significant upregulation of twelve genes involved in MPs biosynthesis, specifically MpigE, MpigF, and MpigN, and downregulation of four genes (mrr3, mrr4, mrr7, and mrr8) associated with CIT biosynthesis. Additionally, three genes encoding cysteine synthase cysK (Log2FC = 1.6), methionine synthase metH (Log2FC = 2.2), and methionyl-tRNA synthetase metG (Log2FC = 1.8) in selenocompound metabolism showed significantly upregulated. These findings provide insights into Se biotransformation and metabolism in filamentous fungi.
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Affiliation(s)
- Lisha Zhu
- National R&D Center for Se-rich Agricultural Products Processing, Hubei Engineering Research Center for Deep Processing of Green Se-rich Agricultural Products, School of Modern Industry for Selenium Science and Engineering, Wuhan Polytechnic University, Wuhan 430023, PR China; Key Laboratory for Deep Processing of Major Grain and Oil, Ministry of Education, Hubei Key Laboratory for Processing and Transformation of Agricultural Products, School of Food Science and Engineering, Wuhan Polytechnic University, Wuhan 430023, PR China
| | - Pengcheng Long
- National R&D Center for Se-rich Agricultural Products Processing, Hubei Engineering Research Center for Deep Processing of Green Se-rich Agricultural Products, School of Modern Industry for Selenium Science and Engineering, Wuhan Polytechnic University, Wuhan 430023, PR China
| | - Man Hu
- National R&D Center for Se-rich Agricultural Products Processing, Hubei Engineering Research Center for Deep Processing of Green Se-rich Agricultural Products, School of Modern Industry for Selenium Science and Engineering, Wuhan Polytechnic University, Wuhan 430023, PR China
| | - Liling Wang
- College of Food Science and Engineering, Tarim University, Alar 843300, PR China
| | - Yanchun Shao
- College of Food Science and Technology, Huazhong Agricultural University, Wuhan 430070, PR China
| | - Shuiyuan Cheng
- National R&D Center for Se-rich Agricultural Products Processing, Hubei Engineering Research Center for Deep Processing of Green Se-rich Agricultural Products, School of Modern Industry for Selenium Science and Engineering, Wuhan Polytechnic University, Wuhan 430023, PR China
| | - Xingxing Dong
- National R&D Center for Se-rich Agricultural Products Processing, Hubei Engineering Research Center for Deep Processing of Green Se-rich Agricultural Products, School of Modern Industry for Selenium Science and Engineering, Wuhan Polytechnic University, Wuhan 430023, PR China
| | - Yi He
- National R&D Center for Se-rich Agricultural Products Processing, Hubei Engineering Research Center for Deep Processing of Green Se-rich Agricultural Products, School of Modern Industry for Selenium Science and Engineering, Wuhan Polytechnic University, Wuhan 430023, PR China; Key Laboratory for Deep Processing of Major Grain and Oil, Ministry of Education, Hubei Key Laboratory for Processing and Transformation of Agricultural Products, School of Food Science and Engineering, Wuhan Polytechnic University, Wuhan 430023, PR China.
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Li N, Li H, Chen Z, Feng J, Guo T, Guo H, Zhang X, Yan Y, He C, Zong D. Transcriptome and Metabolome Based Mechanisms Revealing the Accumulation and Transformation of Sugars and Fats in Pinus armandii Seed Kernels during the Harvesting Period. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2024; 72:21533-21547. [PMID: 39306861 DOI: 10.1021/acs.jafc.4c03100] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/03/2024]
Abstract
Pinus armandii seed kernel is a nutrient-rich and widely consumed nut whose yield and quality are affected by, among other things, harvesting time and climatic conditions, which reduce economic benefits. To investigate the optimal harvesting period of P. armandii seed kernels, this study determined the nutrient composition and seed kernel morphology and analyzed the gene expression and metabolic differences of P. armandii seed kernels during the harvesting period by transcriptomics and metabolomics. The results revealed that during the maturation of P. armandii seed kernels, there was a significant increase in the width, thickness, and weight of the seed kernels, as well as a significant accumulation of sucrose, soluble sugars, proteins, starch, flavonoids, and polyphenols and a significant decrease in lipid content. In addition, transcriptomic and metabolomic analyses of P. armandii seed kernels during the harvesting period screened and identified 103 differential metabolites (DEMs) and 8899 differential genes (DEGs). Analysis of these DEMs and DEGs revealed that P. armandii seed kernel harvesting exhibited gene-metabolite differences in sugar- and lipid-related pathways. Among them, starch and sucrose metabolism, glycolysis, and gluconeogenesis were associated with the synthesis and catabolism of sugars, whereas fatty acid degradation, glyoxylate and dicarboxylic acid metabolism, and glycerophospholipid metabolism were associated with the synthesis and catabolism of lipids. Therefore, the present study hypothesized that these differences in genes and metabolites exhibited during the harvesting period of P. armandii seed kernels might be related to the accumulation and transformation of sugars and lipids. This study may provide a theoretical basis for determining the optimal harvesting time of P. armandii seed kernels, changes in the molecular mechanisms of nutrient accumulation, and quality directed breeding.
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Affiliation(s)
- Nan Li
- Key Laboratory for Forest Genetic and Tree Improvement &Propagation in Universities of Yunnan Province, Southwest Forestry University, Kunming 650224, China
- Key Laboratory of State Forestry Administration on Biodiversity Conservation in Southwest China, Southwest Forestry University, Kunming 650224, China
| | - Hailin Li
- Key Laboratory for Forest Genetic and Tree Improvement &Propagation in Universities of Yunnan Province, Southwest Forestry University, Kunming 650224, China
- Key Laboratory of State Forestry Administration on Biodiversity Conservation in Southwest China, Southwest Forestry University, Kunming 650224, China
- Key Laboratory for Forest Resources Conservation and Use in the Southwest Mountains of China, Ministry of Education, Southwest Forestry University, Kunming 650224, China
| | - Zhihua Chen
- Key Laboratory for Forest Genetic and Tree Improvement &Propagation in Universities of Yunnan Province, Southwest Forestry University, Kunming 650224, China
- Key Laboratory of State Forestry Administration on Biodiversity Conservation in Southwest China, Southwest Forestry University, Kunming 650224, China
| | - Jiayu Feng
- Key Laboratory for Forest Genetic and Tree Improvement &Propagation in Universities of Yunnan Province, Southwest Forestry University, Kunming 650224, China
- Key Laboratory of State Forestry Administration on Biodiversity Conservation in Southwest China, Southwest Forestry University, Kunming 650224, China
| | - Tiansu Guo
- Key Laboratory for Forest Genetic and Tree Improvement &Propagation in Universities of Yunnan Province, Southwest Forestry University, Kunming 650224, China
- Key Laboratory of State Forestry Administration on Biodiversity Conservation in Southwest China, Southwest Forestry University, Kunming 650224, China
| | - Haiyang Guo
- Key Laboratory for Forest Genetic and Tree Improvement &Propagation in Universities of Yunnan Province, Southwest Forestry University, Kunming 650224, China
- Key Laboratory of State Forestry Administration on Biodiversity Conservation in Southwest China, Southwest Forestry University, Kunming 650224, China
| | - Xiaolin Zhang
- Key Laboratory for Forest Genetic and Tree Improvement &Propagation in Universities of Yunnan Province, Southwest Forestry University, Kunming 650224, China
- Key Laboratory of State Forestry Administration on Biodiversity Conservation in Southwest China, Southwest Forestry University, Kunming 650224, China
| | - Yi Yan
- Kunming Forestry Scientific Research Institute, Kunming 650221, China
| | - Chengzhong He
- Key Laboratory for Forest Genetic and Tree Improvement &Propagation in Universities of Yunnan Province, Southwest Forestry University, Kunming 650224, China
- Key Laboratory of State Forestry Administration on Biodiversity Conservation in Southwest China, Southwest Forestry University, Kunming 650224, China
- Key Laboratory for Forest Resources Conservation and Use in the Southwest Mountains of China, Ministry of Education, Southwest Forestry University, Kunming 650224, China
| | - Dan Zong
- Key Laboratory for Forest Genetic and Tree Improvement &Propagation in Universities of Yunnan Province, Southwest Forestry University, Kunming 650224, China
- Key Laboratory of State Forestry Administration on Biodiversity Conservation in Southwest China, Southwest Forestry University, Kunming 650224, China
- Key Laboratory for Forest Resources Conservation and Use in the Southwest Mountains of China, Ministry of Education, Southwest Forestry University, Kunming 650224, China
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Hao Y, Ge X, Xu R, Zhao X, Zhai M. Transcriptome analysis of lipid biosynthesis during kernel development in two walnut (Juglans regia L.) varieties of 'Xilin 3' and 'Xiangling'. BMC PLANT BIOLOGY 2024; 24:828. [PMID: 39227757 PMCID: PMC11373280 DOI: 10.1186/s12870-024-05546-y] [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: 05/19/2024] [Accepted: 08/26/2024] [Indexed: 09/05/2024]
Abstract
BACKGROUND Walnut is an oilseed tree species and an ecologically important woody tree species that is rich in oil and nutrients. In light of differences in the lipid content, fatty acid composition and key genes expression patterns in different walnut varieties, the key gene regulatory networks for lipid biosynthesis in different varieties of walnuts were intensively investigated. RESULTS The kernels of two walnut varieties, 'Xilin 3' (X3) and 'Xiangling' (XL) were sampled at 60, 90, and 120 days post-anthesis (DPA) to construct 18 cDNA libraries, and the candidate genes related to oil synthesis were identified via sequencing and expression analysis. A total of 106 differentially expressed genes associated with fatty acid biosynthesis, fatty acid elongation, unsaturated fatty acid biosynthesis, triglyceride assembly, and oil body storage were selected from the transcriptomes. Weighted gene co-expression network analysis (WGCNA), correlation analysis and quantitative validation confirmed the key role of the FAD3 (109002248) gene in lipid synthesis in different varieties. CONCLUSIONS These results provide valuable resources for future investigations and new insights into genes related to oil accumulation and lipid metabolism in walnut seed kernels. The findings will also aid future molecular studies and ongoing efforts to genetically improve walnut.
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Affiliation(s)
- Yuanru Hao
- College of Forestry, Northwest A & F University, Yangling, Shaanxi, 712100, China
| | - Xiangrui Ge
- College of Forestry, Northwest A & F University, Yangling, Shaanxi, 712100, China
| | - Rui Xu
- College of Forestry, Northwest A & F University, Yangling, Shaanxi, 712100, China
| | - Xiaona Zhao
- College of Forestry, Northwest A & F University, Yangling, Shaanxi, 712100, China
| | - Meizhi Zhai
- College of Forestry, Northwest A & F University, Yangling, Shaanxi, 712100, China.
- Shaanxi Walnut Engineering Technology Research Center, Yangling, Shaanxi, 712100, China.
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Zheng T, Wang S, Wang M, Mao J, Xu Y, Ren J, Liu Y, Liu S, Qiao Z, Cao X. Effect of Different Fertilizer Types on Quality of Foxtail Millet under Low Nitrogen Conditions. PLANTS (BASEL, SWITZERLAND) 2024; 13:1830. [PMID: 38999669 PMCID: PMC11244521 DOI: 10.3390/plants13131830] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/16/2024] [Revised: 06/24/2024] [Accepted: 06/28/2024] [Indexed: 07/14/2024]
Abstract
In order to clarify the effect of different fertilizers on foxtail millet quality under low nitrogen conditions, we used JGNo.21 and LZGNo.2 as experimental materials and set up five treatments, including non-fertilization, nitrogen, phosphorus, compound, and organic fertilizers, to study the regulation of different fertilizer types on agronomic traits, nutrient fractions, and pasting characteristics of foxtail millet under low nitrogen conditions. Compared with the control, all of the fertilizers improved the agronomic traits of JGNo.21 to a certain extent. Nitrogen and compound fertilizer treatments reduced the starch content of JGNo.21; the starch content was reduced by 0.55% and 0.07% under nitrogen and compound fertilizers treatments. Phosphorus and organic fertilizers increased starch content, and starch content increased by 0.50% and 0.56% under phosphorus and organic fertilizer treatments. The effect of each fertilizer treatment on protein content was completely opposite to that of starch; different fertilizer treatments reduced the fat content of JGNo.21 and increased the fiber content. Among them, nitrogen and phosphorus fertilizers increased the yellow pigment content; the yellow pigment content increased by 1.21% and 2.64% under nitrogen and phosphorus fertilizer treatments. Organic and compound fertilizers reduced the content of yellow pigment; the yellow pigment content was reduced by 3.36% and 2.79% under organic and compound fertilizer treatments. Nitrogen and organic fertilizers increased the fat content of LZGNo.2; the fat content increased by 2.62% and 1.98% under nitrogen, organic fertilizer treatment. Compound and phosphorus fertilizer decreased the fat content; the fat content decreased by 2.16% and 2.90% under compound and phosphorus fertilizer treatment. Different fertilizer treatments reduced the cellulose and yellow pigment content of LZGNo.2. The content of essential, non-essential, and total amino acids of JGNo.21 was increased under compound and nitrogen fertilizer treatments and decreased under organic and phosphorus fertilizer treatments. The content of essential, non-essential, and total amino acids of LZGNo.2 was significantly higher under compound, nitrogen, and organic fertilizer treatments compared with control and significantly decreased under phosphorus fertilizer treatments. Nitrogen and compound fertilizer treatments significantly reduced the values of peak viscosity, trough viscosity, breakdown viscosity, final viscosity, setback viscosity, and pasting time of each index of JGNo.21; phosphorus and organic fertilizer treatments improved the values of each index. In contrast, the pasting viscosity of LZGNo.2 increased under phosphorus fertilizer treatment and decreased under nitrogen fertilizer treatment. Reasonable fertilization can improve the quality of foxtail millet, which provides a scientific theoretical basis for improving the quality of foxtail millet.
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Affiliation(s)
- Tingting Zheng
- Center for Agricultural Genetic Resources Research, Shanxi Agricultural University, Taiyuan 030031, China
- College of Agriculture, Shanxi Agricultural University, Jinzhong 030801, China
- Key Laboratory of Crop Gene Resources and Germplasm Development in Loess Plateau, Ministry of Agriculture and Rural Affairs, Taiyuan 030031, China
| | - Shu Wang
- Center for Agricultural Genetic Resources Research, Shanxi Agricultural University, Taiyuan 030031, China
- College of Agriculture, Shanxi Agricultural University, Jinzhong 030801, China
- Key Laboratory of Crop Gene Resources and Germplasm Development in Loess Plateau, Ministry of Agriculture and Rural Affairs, Taiyuan 030031, China
| | - Mengyao Wang
- Center for Agricultural Genetic Resources Research, Shanxi Agricultural University, Taiyuan 030031, China
- College of Agriculture, Shanxi Agricultural University, Jinzhong 030801, China
- Key Laboratory of Crop Gene Resources and Germplasm Development in Loess Plateau, Ministry of Agriculture and Rural Affairs, Taiyuan 030031, China
| | - Jiao Mao
- Center for Agricultural Genetic Resources Research, Shanxi Agricultural University, Taiyuan 030031, China
- College of Agriculture, Shanxi Agricultural University, Jinzhong 030801, China
- Key Laboratory of Crop Gene Resources and Germplasm Development in Loess Plateau, Ministry of Agriculture and Rural Affairs, Taiyuan 030031, China
| | - Yuanmeng Xu
- Center for Agricultural Genetic Resources Research, Shanxi Agricultural University, Taiyuan 030031, China
- College of Agriculture, Shanxi Agricultural University, Jinzhong 030801, China
- Key Laboratory of Crop Gene Resources and Germplasm Development in Loess Plateau, Ministry of Agriculture and Rural Affairs, Taiyuan 030031, China
| | - Jiangling Ren
- Center for Agricultural Genetic Resources Research, Shanxi Agricultural University, Taiyuan 030031, China
- College of Agriculture, Shanxi Agricultural University, Jinzhong 030801, China
- Key Laboratory of Crop Gene Resources and Germplasm Development in Loess Plateau, Ministry of Agriculture and Rural Affairs, Taiyuan 030031, China
| | - Yuhan Liu
- Center for Agricultural Genetic Resources Research, Shanxi Agricultural University, Taiyuan 030031, China
- College of Agriculture, Shanxi Agricultural University, Jinzhong 030801, China
- Key Laboratory of Crop Gene Resources and Germplasm Development in Loess Plateau, Ministry of Agriculture and Rural Affairs, Taiyuan 030031, China
| | - Sichen Liu
- Center for Agricultural Genetic Resources Research, Shanxi Agricultural University, Taiyuan 030031, China
- College of Agriculture, Shanxi Agricultural University, Jinzhong 030801, China
- Key Laboratory of Crop Gene Resources and Germplasm Development in Loess Plateau, Ministry of Agriculture and Rural Affairs, Taiyuan 030031, China
| | - Zhijun Qiao
- Center for Agricultural Genetic Resources Research, Shanxi Agricultural University, Taiyuan 030031, China
- College of Agriculture, Shanxi Agricultural University, Jinzhong 030801, China
- Key Laboratory of Crop Gene Resources and Germplasm Development in Loess Plateau, Ministry of Agriculture and Rural Affairs, Taiyuan 030031, China
| | - Xiaoning Cao
- Center for Agricultural Genetic Resources Research, Shanxi Agricultural University, Taiyuan 030031, China
- College of Agriculture, Shanxi Agricultural University, Jinzhong 030801, China
- Key Laboratory of Crop Gene Resources and Germplasm Development in Loess Plateau, Ministry of Agriculture and Rural Affairs, Taiyuan 030031, China
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Zhang Z, Lv Y, Sun Q, Yao X, Yan H. Comparative Phenotypic and Transcriptomic Analyses Provide Novel Insights into the Molecular Mechanism of Seed Germination in Response to Low Temperature Stress in Alfalfa. Int J Mol Sci 2024; 25:7244. [PMID: 39000350 PMCID: PMC11241472 DOI: 10.3390/ijms25137244] [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: 06/02/2024] [Revised: 06/27/2024] [Accepted: 06/27/2024] [Indexed: 07/16/2024] Open
Abstract
Low temperature is the most common abiotic factor that usually occurs during the seed germination of alfalfa (Medicago sativa L.). However, the potential regulatory mechanisms involved in alfalfa seed germination under low temperature stress are still ambiguous. Therefore, to determine the relevant key genes and pathways, the phenotypic and transcriptomic analyses of low-temperature sensitive (Instict) and low-temperature tolerant (Sardi10) alfalfa were conducted at 6 and 15 h of seed germination under normal (20 °C) and low (10 °C) temperature conditions. Germination phenotypic results showed that Sardi10 had the strongest germination ability under low temperatures, which was manifested by the higher germination-related indicators. Further transcriptome analysis indicated that differentially expressed genes were mainly enriched in galactose metabolism and carbon metabolism pathways, which were the most commonly enriched in two alfalfa genotypes. Additionally, fatty acid metabolism and glutathione metabolism pathways were preferably enriched in Sardi10 alfalfa. The Weighted Gene Co-Expression Network Analysis (WGCNA) suggested that genes were closely related to galactose metabolism, fatty acid metabolism, and glutathione metabolism in Sardi10 alfalfa at the module with the highest correlation (6 h of germination under low temperature). Finally, qRT-PCR analysis further validated the related genes involved in the above pathways, which might play crucial roles in regulating seed germination of alfalfa under low temperature conditions. These findings provide new insights into the molecular mechanisms of seed germination underlying the low temperature stress in alfalfa.
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Affiliation(s)
- Zhao Zhang
- College of Grassland Science, Qingdao Agricultural University, Qingdao 266109, China; (Z.Z.); (Y.L.); (Q.S.); (X.Y.)
- Key Laboratory of National Forestry and Grassland Administration on Grassland Resources and Ecology in the Yellow River Delta, Qingdao 266109, China
- Qingdao Key Laboratory of Specialty Plant Germplasm Innovation and Utilization in Saline Soils of Coastal Beach, Qingdao 266109, China
| | - Yanzhen Lv
- College of Grassland Science, Qingdao Agricultural University, Qingdao 266109, China; (Z.Z.); (Y.L.); (Q.S.); (X.Y.)
- Key Laboratory of National Forestry and Grassland Administration on Grassland Resources and Ecology in the Yellow River Delta, Qingdao 266109, China
- Qingdao Key Laboratory of Specialty Plant Germplasm Innovation and Utilization in Saline Soils of Coastal Beach, Qingdao 266109, China
| | - Qingying Sun
- College of Grassland Science, Qingdao Agricultural University, Qingdao 266109, China; (Z.Z.); (Y.L.); (Q.S.); (X.Y.)
- Key Laboratory of National Forestry and Grassland Administration on Grassland Resources and Ecology in the Yellow River Delta, Qingdao 266109, China
- Qingdao Key Laboratory of Specialty Plant Germplasm Innovation and Utilization in Saline Soils of Coastal Beach, Qingdao 266109, China
| | - Xingjie Yao
- College of Grassland Science, Qingdao Agricultural University, Qingdao 266109, China; (Z.Z.); (Y.L.); (Q.S.); (X.Y.)
- Key Laboratory of National Forestry and Grassland Administration on Grassland Resources and Ecology in the Yellow River Delta, Qingdao 266109, China
- Qingdao Key Laboratory of Specialty Plant Germplasm Innovation and Utilization in Saline Soils of Coastal Beach, Qingdao 266109, China
| | - Huifang Yan
- College of Grassland Science, Qingdao Agricultural University, Qingdao 266109, China; (Z.Z.); (Y.L.); (Q.S.); (X.Y.)
- Key Laboratory of National Forestry and Grassland Administration on Grassland Resources and Ecology in the Yellow River Delta, Qingdao 266109, China
- Qingdao Key Laboratory of Specialty Plant Germplasm Innovation and Utilization in Saline Soils of Coastal Beach, Qingdao 266109, China
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Bhavani P, Nandini C, Maharajan T, Ningaraju TM, Nandini B, Parveen SG, Pushpa K, Ravikumar RL, Nagaraja TE, Ceasar SA. Brown-top millet: an overview of breeding, genetic, and genomic resources development for crop improvement. PLANTA 2024; 260:10. [PMID: 38796805 DOI: 10.1007/s00425-024-04446-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/15/2024] [Accepted: 05/19/2024] [Indexed: 05/29/2024]
Abstract
MAIN CONCLUSION Brown-top millet is a lesser-known millet with a high grain nutrient value, early maturation, and drought tolerance that needs basic research to understand and conserve food security. Brown-top millet [Urochloa ramosa (L.)] is currently cultivated in some developing countries (especially in India) for food and fodder, although it is less known among the small millets. Like other millets, it contains macro- and micronutrients, vitamins, minerals, proteins, and fiber, all of which have rich health benefits. The nutritional importance and health benefits of brown-top millet are still unknown to many people due to a lack of awareness, wide cultivation, and research. Hence, this millet is currently overshadowed by other major cereals. This review article aims to present the nutritional, breeding, genetic, and genomic resources of brown-top millet to inform millet and other plant researchers. It is important to note that genetic and genomic resources have not yet been created for this millet. To date, there are no genomic and transcriptomic resources for brown-top millet to develop single nucleotide polymorphisms (SNP) and insertion/Deletions (InDels) for breeding studies. Furthermore, studies regarding nutritional significance and health benefits are required to investigate the exact nutritional contents and health benefits of the brown-top millet. The present review delves into the nutritional value and health advantages of brown-top millet, as supported by the available literature. The limitations of producing brown-top millet have been enumerated. We also cover the status of marker-assisted breeding and functional genomics research on closely related species. Lastly, we draw insights for further research such as developing omics resources and applying genome editing to study and improve brown-top millet. This review will help to start breeding and other molecular studies to increase the growth and development of this cereal.
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Affiliation(s)
- P Bhavani
- Department of Biotechnology, University of Agricultural Sciences, Bangalore, Karnataka, India.
| | - C Nandini
- Zonal Agricultural and Horticultural Research Station, Babbur Farm, Hiriyur, KSNUAHS, Shivamogga, Karnataka, India.
| | - Theivanayagam Maharajan
- Division of Plant Molecular Biology and Biotechnology, Department of Biosciences, Rajagiri College of Social Sciences, Cochin, 683104, Kerala, India
| | - T M Ningaraju
- Department of Biotechnology, University of Agricultural Sciences, Bangalore, Karnataka, India
| | - B Nandini
- College of Horticulture, Kolar, University of Horticultural Sciences, Bagalkot, Karnataka, India
| | - S Gazala Parveen
- AICRP on Small Millets, University of Agricultural Sciences, GKVK, Bengaluru, Karnataka, India
| | - K Pushpa
- Department of Agronomy, University of Agricultural Sciences, GKVK, Bengaluru, Karnataka, India
| | - R L Ravikumar
- Department of Biotechnology, University of Agricultural Sciences, Bangalore, Karnataka, India
| | - T E Nagaraja
- AICRP on Small Millets, University of Agricultural Sciences, GKVK, Bengaluru, Karnataka, India
| | - Stanislaus Antony Ceasar
- Division of Plant Molecular Biology and Biotechnology, Department of Biosciences, Rajagiri College of Social Sciences, Cochin, 683104, Kerala, India
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9
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Wang H, Zhang H, Liu J, Ma Q, Wu E, Gao J, Yang Q, Feng B. Transcriptome analysis reveals the mechanism of nitrogen fertilizers in starch synthesis and quality in waxy and non-waxy proso millet. Carbohydr Polym 2024; 323:121372. [PMID: 37940241 DOI: 10.1016/j.carbpol.2023.121372] [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: 06/29/2023] [Revised: 08/24/2023] [Accepted: 09/06/2023] [Indexed: 11/10/2023]
Abstract
Recent findings suggest that optimal application of nitrogen fertilizers can effectively improve the quality of proso millet (PM). Here, we aimed to investigate the pathways associated with starch synthesis and metabolism to elucidate the effect and molecular mechanisms of nitrogen fertilization in starch synthesis and properties in waxy and non-waxy PM varieties using transcriptomic techniques. Co-expression network analysis revealed that the regulation of starch synthesis and quality in PM by nitrogen fertilizer mainly occurred in the S2 and S3 stages during grain filling. Nitrogen fertilization inhibited glycolysis/gluconeogenesis and starch biosynthesis in grains, but increased starch degradation to maltose and dextrin and then to glucose. Moreover, nitrogen fertilization increased starch accumulation by upregulating the expression of SuS and malZ genes, thereby increasing the total starch content in grains. In contrast, nitrogen fertilization suppressed the expression of GBSS gene and decreased amylose content in PM grains, resulting in a relatively higher crystallinity, light transmittance, and breakdown viscosity in the two PM varieties. Overall, these results provided transcriptomics insights into the molecular mechanisms by which nitrogen fertilization regulates starch quality in PM, identified key genes that associated with the starch properties, and provided new insights into the quality cultivation of PM.
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Affiliation(s)
- Honglu Wang
- Northwest A&F University, College of Agronomy, State Key Laboratory of Crop Stress Biology in Arid Areas, Yangling 712100, Shaanxi Province, China
| | - Hui Zhang
- Northwest A&F University, College of Agronomy, State Key Laboratory of Crop Stress Biology in Arid Areas, Yangling 712100, Shaanxi Province, China
| | - Jiajia Liu
- Northwest A&F University, College of Agronomy, State Key Laboratory of Crop Stress Biology in Arid Areas, Yangling 712100, Shaanxi Province, China
| | - Qian Ma
- Northwest A&F University, College of Agronomy, State Key Laboratory of Crop Stress Biology in Arid Areas, Yangling 712100, Shaanxi Province, China
| | - Enguo Wu
- Northwest A&F University, College of Agronomy, State Key Laboratory of Crop Stress Biology in Arid Areas, Yangling 712100, Shaanxi Province, China
| | - Jinfeng Gao
- Northwest A&F University, College of Agronomy, State Key Laboratory of Crop Stress Biology in Arid Areas, Yangling 712100, Shaanxi Province, China
| | - Qinghua Yang
- Northwest A&F University, College of Agronomy, State Key Laboratory of Crop Stress Biology in Arid Areas, Yangling 712100, Shaanxi Province, China
| | - Baili Feng
- Northwest A&F University, College of Agronomy, State Key Laboratory of Crop Stress Biology in Arid Areas, Yangling 712100, Shaanxi Province, China.
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10
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He Y, Zhu L, Dong X, Li A, Xu S, Wang L, Shao Y. Metabolic Regulation of Two pksCT Gene Transcripts in Monascus ruber Impacts Citrinin Biosynthesis. J Fungi (Basel) 2023; 9:1174. [PMID: 38132775 PMCID: PMC10745002 DOI: 10.3390/jof9121174] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2023] [Revised: 11/30/2023] [Accepted: 12/02/2023] [Indexed: 12/23/2023] Open
Abstract
Citrinin (CIT), a secondary metabolite produced by the filamentous fungi Monascus species, exhibits nephrotoxic, hepatotoxic, and carcinogenic effects in mammals, remarkably restricting the utilization of Monascus-derived products. CIT synthesis is mediated through the pksCT gene and modified by multiple genetic factors. Here, the regulatory effects of two pksCT transcripts, pksCTα, and pksCTβ, generated via pre-mRNA alternative splicing (AS), were investigated using hairpin RNA (ihpRNA) interference, and their impact on CIT biosynthesis and the underlying mechanisms were assessed through chemical biology and transcriptome analyses. The CIT yield in ihpRNA-pksCTα and ihpRNA-pksCT (α + β) transformants decreased from 7.2 μg/mL in the wild-type strain to 3.8 μg/mL and 0.08 μg/mL, respectively. Notably, several genes in the CIT biosynthetic gene cluster, specifically mrl3, mrl5, mrr1, and mrr5 in the ihpRNA-pksCT (α + β) transformant, were downregulated. Transcriptome results revealed that silencing pksCT has a great impact on carbohydrate metabolism, amino acid metabolism, lipid metabolism, and AS events. The key enzymes in the citrate cycle (TCA cycle) and glycolysis were significantly inhibited in the transformants, leading to a decrease in the production of biosynthetic precursors, such as acetyl-coenzyme-A (acetyl-coA) and malonyl-coenzyme-A (malonyl-coA). Furthermore, the reduction of CIT has a regulatory effect on lipid metabolism via redirecting acetyl-coA from CIT biosynthesis towards lipid biosynthesis. These findings offer insights into the mechanisms underlying CIT biosynthesis and AS in Monascus, thus providing a foundation for future research.
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Affiliation(s)
- Yi He
- National R&D Center for Se-Rich Agricultural Products Processing, Hubei Engineering Research Center for Deep Processing of Green Se-Rich Agricultural Products, School of Modern Industry for Selenium Science and Engineering, Wuhan Polytechnic University, Wuhan 430023, China; (L.Z.); (X.D.)
- Key Laboratory for Deep Processing of Major Grain and Oil, Ministry of Education, Hubei Key Laboratory for Processing and Transformation of Agricultural Products, School of Food Science and Engineering, Wuhan Polytechnic University, Wuhan 430023, China; (A.L.); (S.X.)
| | - Lisha Zhu
- National R&D Center for Se-Rich Agricultural Products Processing, Hubei Engineering Research Center for Deep Processing of Green Se-Rich Agricultural Products, School of Modern Industry for Selenium Science and Engineering, Wuhan Polytechnic University, Wuhan 430023, China; (L.Z.); (X.D.)
- Key Laboratory for Deep Processing of Major Grain and Oil, Ministry of Education, Hubei Key Laboratory for Processing and Transformation of Agricultural Products, School of Food Science and Engineering, Wuhan Polytechnic University, Wuhan 430023, China; (A.L.); (S.X.)
| | - Xingxing Dong
- National R&D Center for Se-Rich Agricultural Products Processing, Hubei Engineering Research Center for Deep Processing of Green Se-Rich Agricultural Products, School of Modern Industry for Selenium Science and Engineering, Wuhan Polytechnic University, Wuhan 430023, China; (L.Z.); (X.D.)
| | - Aoran Li
- Key Laboratory for Deep Processing of Major Grain and Oil, Ministry of Education, Hubei Key Laboratory for Processing and Transformation of Agricultural Products, School of Food Science and Engineering, Wuhan Polytechnic University, Wuhan 430023, China; (A.L.); (S.X.)
| | - Suyin Xu
- Key Laboratory for Deep Processing of Major Grain and Oil, Ministry of Education, Hubei Key Laboratory for Processing and Transformation of Agricultural Products, School of Food Science and Engineering, Wuhan Polytechnic University, Wuhan 430023, China; (A.L.); (S.X.)
| | - Liling Wang
- College of Food Science and Engineering, Tarim University, Alar 843300, China;
| | - Yanchun Shao
- College of Food Science and Technology, Huazhong Agricultural University, Wuhan 430070, China
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11
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Lyu YZ, Jiang H, Sun HN, Yang Y, Chao Y, Huang LB, Dong XY. Lipidomic and comparative transcriptomic analysis of fatty acid synthesis pathway in Carya illinoinensis embryo. TREE PHYSIOLOGY 2023; 43:1675-1690. [PMID: 37171624 DOI: 10.1093/treephys/tpad061] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/15/2022] [Revised: 04/03/2023] [Accepted: 05/08/2023] [Indexed: 05/13/2023]
Abstract
Pecan (Carya illinoinensis (Wagenh.) K. Koch) is an important oilseed nut and is rich in fatty acids (FAs) and flavonols. Pecan FA has significantly edible, industrial and clinical value. To investigate the dynamic patterns and compositions of FA, and the molecular mechanism that controls FA accumulation in pecan, lipidomic and transcriptomic analyses were performed to determine lipid profiles and gene expression in pecan's FA biosynthesis pathway. In the present study, compared with cultivars 'Caddo' and 'Y-01', 'Mahan' formed larger and heavier embryos and accumulated higher oil content. Lipidomic analysis showed that FA and (O-acyl)-1-hydroxy FA contents were higher in 'Mahan' at the mature stage. Based on full-length and comparative RNA-Seq, differential expression gene enrichment analysis revealed that many functional genes participated in the pathways of 'fatty acid biosynthesis', 'fatty acid metabolism' and 'linoleic acid metabolism'. High FA accumulation model from 'Mahan' demonstrated that key enzyme-encoding genes played an important role in regulating FA biosynthesis. Co-expression module analysis indicated that several transcription factors (TFs; MYB, TCP, bHLH, Dof, ERF, NAC) were involved in FA accumulation by regulating the expression of functional genes, and real-time quantitative PCR verification proved that these TFs had a high correlation with the pecan FA accumulation pattern. These findings provided an insight into the molecular mechanism of FA accumulation in C. illinoinensis embryo, which contributes to pecan oil yielding and pecan molecular breeding.
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Affiliation(s)
- Yun-Zhou Lyu
- Institute of Landscape Trees and Flowers, Jiangsu Academy of Forestry, Nanjing 211153, China
| | - Hao Jiang
- Institute of Landscape Trees and Flowers, Jiangsu Academy of Forestry, Nanjing 211153, China
| | - Hai-Nan Sun
- Institute of Landscape Trees and Flowers, Jiangsu Academy of Forestry, Nanjing 211153, China
| | - Yong Yang
- Institute of Landscape Trees and Flowers, Jiangsu Academy of Forestry, Nanjing 211153, China
| | - Yang Chao
- Changzhou Golden Land Agriculture and Animal Husbandry Technology Service Co., Ltd, Changzhou 213139, China
| | - Li-Bin Huang
- Institute of Landscape Trees and Flowers, Jiangsu Academy of Forestry, Nanjing 211153, China
| | - Xiao-Yun Dong
- Institute of Landscape Trees and Flowers, Jiangsu Academy of Forestry, Nanjing 211153, China
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12
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Zhang L, Ma K, Zhao X, Li Z, Zhang X, Li W, Meng R, Lu B, Yuan X. Development of a Comprehensive Quality Evaluation System for Foxtail Millet from Different Ecological Regions. Foods 2023; 12:2545. [PMID: 37444285 DOI: 10.3390/foods12132545] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2023] [Revised: 06/27/2023] [Accepted: 06/27/2023] [Indexed: 07/15/2023] Open
Abstract
Foxtail millet (Setaria italica L.) is a critical grain with high nutritional value and the potential for increased production in arid and semiarid regions. The foxtail millet value chain can be upgraded only by ensuring its comprehensive quality. Thus, samples were collected from different production areas in Shanxi province, China, and compared in terms of quality traits. We established a quality evaluation system utilizing multivariate statistical analysis. The results showed that the appearance, nutritional content, and culinary value of foxtail millet produced in different ecological regions varied substantially. Different values of amino acids (DVAACs), alkali digestion values (ADVs), and total flavone content (TFC) had the highest coefficients of variation (CVs) of 50.30%, 39.75%, and 35.39%, respectively. Based on this, a comprehensive quality evaluation system for foxtail millet was established, and the quality of foxtail millet produced in the five production areas was ranked in order from highest to lowest: Dingxiang > Zezhou > Qinxian > Xingxian > Yuci. In conclusion, the ecological conditions of Xinding Basin are favorable for ensuring the comprehensive quality of foxtail millet. .
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Affiliation(s)
- Liguang Zhang
- College of Agriculture, Shanxi Agricultural University, Taiyuan 030801, China
| | - Ke Ma
- College of Agriculture, Shanxi Agricultural University, Taiyuan 030801, China
- College of Agriculture, China Agricultural University, Beijing 100089, China
| | - Xiatong Zhao
- College of Agriculture, Shanxi Agricultural University, Taiyuan 030801, China
| | - Zhong Li
- College of Agriculture, Shanxi Agricultural University, Taiyuan 030801, China
| | - Xin Zhang
- College of Agriculture, Shanxi Agricultural University, Taiyuan 030801, China
| | - Weidong Li
- College of Agriculture, Shanxi Agricultural University, Taiyuan 030801, China
| | - Ru Meng
- College of Agriculture, Shanxi Agricultural University, Taiyuan 030801, China
| | - Boyu Lu
- College of Agriculture, Shanxi Agricultural University, Taiyuan 030801, China
| | - Xiangyang Yuan
- College of Agriculture, Shanxi Agricultural University, Taiyuan 030801, China
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13
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Yang Q, Yuan Y, Liu J, Han M, Li J, Jin F, Feng B. Transcriptome analysis reveals new insights in the starch biosynthesis of non-waxy and waxy broomcorn millet (Panicum miliaceum L.). Int J Biol Macromol 2023; 230:123155. [PMID: 36610580 DOI: 10.1016/j.ijbiomac.2023.123155] [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: 11/22/2022] [Revised: 12/12/2022] [Accepted: 01/02/2023] [Indexed: 01/05/2023]
Abstract
Broomcorn millet is a popular cereal with health benefits, and its grains are rich in starch. However, the differences in the pathway and key genes involved in starch biosynthesis of waxy and non-waxy broomcorn millet grain remain unclear. Therefore, the grain and starch physicochemical index and transcriptomic analyses of two genotypes of broomcorn millet were conducted at 3, 6, 9, 12, 15, 18, and 21 days after pollination. The phenotypic and physiological results indicated that the starch synthetic process of non-waxy and waxy broomcorn millet was significantly different. The amylose, amylopectin, and total starch contents of non-waxy broomcorn millet were 1.99, 4.74, and 6.73 mg/grain, while those of waxy broomcorn millet were 0.34, 5.94, and 6.28 mg/grain, respectively. The transcriptomic analysis revealed that 106 differentially expressed genes were identified, which were mainly enriched in the "amino sugar and nucleotide sugar metabolism", "pyruvate metabolism", "galactose metabolism", and "starch and sucrose metabolism" pathways. The WGCNA suggested that a total of 31 hub genes were correlated with starch biosynthesis. These findings provide a new approach to studying the starch synthesis in broomcorn millet.
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Affiliation(s)
- Qinghua Yang
- State Key Laboratory of Crop Stress Biology for Arid Areas/College of Agronomy, Northwest A & F University, Yangling 712100, Shaanxi, China
| | - Yuhao Yuan
- State Key Laboratory of Crop Stress Biology for Arid Areas/College of Agronomy, Northwest A & F University, Yangling 712100, Shaanxi, China
| | - Jiajia Liu
- State Key Laboratory of Crop Stress Biology for Arid Areas/College of Agronomy, Northwest A & F University, Yangling 712100, Shaanxi, China
| | - Mengru Han
- State Key Laboratory of Crop Stress Biology for Arid Areas/College of Agronomy, Northwest A & F University, Yangling 712100, Shaanxi, China
| | - Jing Li
- State Key Laboratory of Crop Stress Biology for Arid Areas/College of Agronomy, Northwest A & F University, Yangling 712100, Shaanxi, China
| | - Fei Jin
- State Key Laboratory of Crop Stress Biology for Arid Areas/College of Agronomy, Northwest A & F University, Yangling 712100, Shaanxi, China
| | - Baili Feng
- State Key Laboratory of Crop Stress Biology for Arid Areas/College of Agronomy, Northwest A & F University, Yangling 712100, Shaanxi, China.
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14
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Wei W, Li S, Li P, Yu K, Fan G, Wang Y, Zhao F, Zhang X, Feng X, Shi G, Zhang W, Song G, Dan W, Wang F, Zhang Y, Li X, Wang D, Zhang W, Pei J, Wang X, Zhao Z. QTL analysis of important agronomic traits and metabolites in foxtail millet ( Setaria italica) by RIL population and widely targeted metabolome. FRONTIERS IN PLANT SCIENCE 2023; 13:1035906. [PMID: 36704173 PMCID: PMC9872001 DOI: 10.3389/fpls.2022.1035906] [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: 09/03/2022] [Accepted: 12/19/2022] [Indexed: 06/18/2023]
Abstract
As a bridge between genome and phenotype, metabolome is closely related to plant growth and development. However, the research on the combination of genome, metabolome and multiple agronomic traits in foxtail millet (Setaria italica) is insufficient. Here, based on the linkage analysis of 3,452 metabolites via with high-quality genetic linkage maps, we detected a total of 1,049 metabolic quantitative trait loci (mQTLs) distributed in 11 hotspots, and 28 metabolite-related candidate genes were mined from 14 mQTLs. In addition, 136 single-environment phenotypic QTL (pQTLs) related to 63 phenotypes were identified by linkage analysis, and there were 12 hotspots on these pQTLs. We futher dissected 39 candidate genes related to agronomic traits through metabolite-phenotype correlation and gene function analysis, including Sd1 semidwarf gene, which can affect plant height by regulating GA synthesis. Combined correlation network and QTL analysis, we found that flavonoid-lignin pathway maybe closely related to plant architecture and yield in foxtail millet. For example, the correlation coefficient between apigenin 7-rutinoside and stem diameter reached 0.98, and they were co-located at 41.33-44.15 Mb of chromosome 5, further gene function analysis revealed that 5 flavonoid pathway genes, as well as Sd1, were located in this interval . Therefore, the correlation and co-localization between flavonoid-lignins and plant architecture may be due to the close linkage of their regulatory genes in millet. Besides, we also found that a combination of genomic and metabolomic for BLUP analysis can better predict plant agronomic traits than genomic or metabolomic data, independently. In conclusion, the combined analysis of mQTL and pQTL in millet have linked genetic, metabolic and agronomic traits, and is of great significance for metabolite-related molecular assisted breeding.
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Affiliation(s)
- Wei Wei
- Institute of Millet, Zhangjiakou Academy of Agricultural Science, Zhangjiakou, China
| | - Shuangdong Li
- Institute of Millet, Zhangjiakou Academy of Agricultural Science, Zhangjiakou, China
| | - Peiyu Li
- Wuhan Metware Biotechnology Co., Ltd., Wuhan, China
| | - Kuohai Yu
- Wuhan Metware Biotechnology Co., Ltd., Wuhan, China
| | - Guangyu Fan
- Institute of Millet, Zhangjiakou Academy of Agricultural Science, Zhangjiakou, China
| | - Yixiang Wang
- Wuhan Metware Biotechnology Co., Ltd., Wuhan, China
| | - Fang Zhao
- Institute of Millet, Zhangjiakou Academy of Agricultural Science, Zhangjiakou, China
| | - Xiaolei Zhang
- Institute of Millet, Zhangjiakou Academy of Agricultural Science, Zhangjiakou, China
| | - Xiaolei Feng
- Institute of Millet, Zhangjiakou Academy of Agricultural Science, Zhangjiakou, China
| | - Gaolei Shi
- Institute of Millet, Zhangjiakou Academy of Agricultural Science, Zhangjiakou, China
| | - Weiqin Zhang
- Wuhan Metware Biotechnology Co., Ltd., Wuhan, China
| | - Guoliang Song
- Institute of Millet, Zhangjiakou Academy of Agricultural Science, Zhangjiakou, China
| | - Wenhan Dan
- Wuhan Metware Biotechnology Co., Ltd., Wuhan, China
| | - Feng Wang
- Institute of Millet, Zhangjiakou Academy of Agricultural Science, Zhangjiakou, China
| | - Yali Zhang
- Institute of Millet, Zhangjiakou Academy of Agricultural Science, Zhangjiakou, China
| | - Xinru Li
- Institute of Millet, Zhangjiakou Academy of Agricultural Science, Zhangjiakou, China
| | - Dequan Wang
- Institute of Millet, Zhangjiakou Academy of Agricultural Science, Zhangjiakou, China
| | - Wenying Zhang
- Institute of Millet, Zhangjiakou Academy of Agricultural Science, Zhangjiakou, China
| | - Jingjing Pei
- Institute of Millet, Zhangjiakou Academy of Agricultural Science, Zhangjiakou, China
| | - Xiaoming Wang
- Institute of Millet, Zhangjiakou Academy of Agricultural Science, Zhangjiakou, China
| | - Zhihai Zhao
- Institute of Millet, Zhangjiakou Academy of Agricultural Science, Zhangjiakou, China
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15
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Xie L, Xie J, Chen X, Tao X, Xie J, Shi X, Huang Z. Comparative transcriptome analysis of Monascus purpureus at different fermentation times revealed candidate genes involved in exopolysaccharide biosynthesis. Food Res Int 2022; 160:111700. [PMID: 36076402 DOI: 10.1016/j.foodres.2022.111700] [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: 05/03/2022] [Revised: 06/27/2022] [Accepted: 07/15/2022] [Indexed: 11/26/2022]
Abstract
Exopolysaccharides (EPS), metabolites of the medicinal edible fungus Monascus purpureus, have antioxidant, immunomodulatory, and anti-inflammatory effects. However, the biosynthetic mechanism of EPS from M. purpureus is still unclear, which hinders its utilization. In this study, the fermentation conditions of M. purpureus were optimized and comparative transcriptomic analysis was performed to understand the mechanisms and effects of fermentation on EPS synthesis. The optimal medium composition was 40 g/L mannose, 4 g/L yeast powder, 1 g/L MgSO4·7H2O, 0.8 g/L KH2PO4, 1.6 g/L K2HPO4·3H2O, and 2 mL/L Tween 80, and the optimal cultivation conditions were an inoculum of 7 %, culture temperature 30 °C, initial pH 6.0, and 180 rpm for 4 d. A total of 8095 unigenes were obtained, and 17 key enzymes for EPS synthesis were identified. Interestingly, 12 carbohydrate metabolism subcategories were enriched in the group with 4 days of fermentation compared to 2 days, with most of the differentially expressed genes (DEGs) being upregulated, but only nine carbohydrate metabolism subcategories were enriched with longer fermentation time, with all DEGs being downregulated. This study provides a theoretical basis for enhancing the EPS content and reveals the dynamics of EPS synthesis in M. purpureus, providing important targets for future EPS molecular modifications and gene knockdown studies.
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Affiliation(s)
- Liuming Xie
- State Key Laboratory of Food Science and Technology, Nanchang University, No. 235 Nanjing East Road, Nanchang 330047, China; Sino-German Joint Research Institute, Nanchang University, No. 235 Nanjing East Road, Nanchang 330047, China
| | - Jianhua Xie
- State Key Laboratory of Food Science and Technology, Nanchang University, No. 235 Nanjing East Road, Nanchang 330047, China.
| | - XianXiang Chen
- State Key Laboratory of Food Science and Technology, Nanchang University, No. 235 Nanjing East Road, Nanchang 330047, China
| | - Xin Tao
- State Key Laboratory of Food Science and Technology, Nanchang University, No. 235 Nanjing East Road, Nanchang 330047, China
| | - Jiayan Xie
- State Key Laboratory of Food Science and Technology, Nanchang University, No. 235 Nanjing East Road, Nanchang 330047, China
| | - Xiaoyi Shi
- State Key Laboratory of Food Science and Technology, Nanchang University, No. 235 Nanjing East Road, Nanchang 330047, China; Sino-German Joint Research Institute, Nanchang University, No. 235 Nanjing East Road, Nanchang 330047, China
| | - Zhibing Huang
- State Key Laboratory of Food Science and Technology, Nanchang University, No. 235 Nanjing East Road, Nanchang 330047, China; Sino-German Joint Research Institute, Nanchang University, No. 235 Nanjing East Road, Nanchang 330047, China.
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16
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Aggarwal PR, Pramitha L, Choudhary P, Singh RK, Shukla P, Prasad M, Muthamilarasan M. Multi-omics intervention in Setaria to dissect climate-resilient traits: Progress and prospects. FRONTIERS IN PLANT SCIENCE 2022; 13:892736. [PMID: 36119586 PMCID: PMC9470963 DOI: 10.3389/fpls.2022.892736] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/09/2022] [Accepted: 08/05/2022] [Indexed: 06/15/2023]
Abstract
Millets constitute a significant proportion of underutilized grasses and are well known for their climate resilience as well as excellent nutritional profiles. Among millets, foxtail millet (Setaria italica) and its wild relative green foxtail (S. viridis) are collectively regarded as models for studying broad-spectrum traits, including abiotic stress tolerance, C4 photosynthesis, biofuel, and nutritional traits. Since the genome sequence release, the crop has seen an exponential increase in omics studies to dissect agronomic, nutritional, biofuel, and climate-resilience traits. These studies have provided first-hand information on the structure, organization, evolution, and expression of several genes; however, knowledge of the precise roles of such genes and their products remains elusive. Several open-access databases have also been instituted to enable advanced scientific research on these important crops. In this context, the current review enumerates the contemporary trend of research on understanding the climate resilience and other essential traits in Setaria, the knowledge gap, and how the information could be translated for the crop improvement of related millets, biofuel crops, and cereals. Also, the review provides a roadmap for studying other underutilized crop species using Setaria as a model.
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Affiliation(s)
- Pooja Rani Aggarwal
- Department of Plant Sciences, School of Life Sciences, University of Hyderabad, Hyderabad, Telangana, India
| | - Lydia Pramitha
- School of Agriculture and Biosciences, Karunya Institute of Technology and Sciences, Coimbatore, Tamil Nadu, India
| | - Pooja Choudhary
- Department of Plant Sciences, School of Life Sciences, University of Hyderabad, Hyderabad, Telangana, India
| | | | - Pooja Shukla
- Department of Plant Sciences, School of Life Sciences, University of Hyderabad, Hyderabad, Telangana, India
| | - Manoj Prasad
- Department of Plant Sciences, School of Life Sciences, University of Hyderabad, Hyderabad, Telangana, India
- National Institute of Plant Genome Research (NIPGR), New Delhi, India
| | - Mehanathan Muthamilarasan
- Department of Plant Sciences, School of Life Sciences, University of Hyderabad, Hyderabad, Telangana, India
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Zhang H, Wang J, Zhao J, Sun C, Wang J, Wang Q, Qu F, Yun X, Feng Z. Integrated Lipidomic and Transcriptomic Analysis Reveals Lipid Metabolism in Foxtail Millet ( Setaria italica). Front Genet 2021; 12:758003. [PMID: 34868233 PMCID: PMC8635157 DOI: 10.3389/fgene.2021.758003] [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] [Received: 08/13/2021] [Accepted: 10/27/2021] [Indexed: 11/28/2022] Open
Abstract
Foxtail millet (Setaria italica) as the main traditional crop in China, is rich in many kinds of high quality fatty acids (FAs). In this study, Ultra-high performance liquid chromatography-time-of-flight-tandem mass spectrometer (UHPLC-Q-TOF-MS/MS) was used to determine the lipids of JG35 and JG39. A total of 2,633 lipid molecules and 31 lipid subclasses were identified, mainly including thirteen kinds of glycerophospholipids (GP), eleven kinds of glycerolipids (GL), four kinds of sphingolipids (SP), two kinds of fatty acyls (FA) and one kind of sterol (ST). Among them JG35 had higher contents of diacylglycerols (DG) and ceramides (Cer), while triacylglycerols, phosphatidyl ethanolamine, phosphatidic acid, sterol, fatty acyls and pardiolipin (TG, PE, PA, ST, FA and CL) were higher in JG39. Meantime, the correlation analysis of lipidomics and transcriptomics was used to map the main differential lipid metabolism pathways of foxtail millet. The results shown that a differentially expressed genes (DEGs) of FATA/B for the synthesis of FA was highly expressed in JG35, and the related genes for the synthesis DG (ACCase, KAS, HAD, KCS, LACS and GAPT), TG (DGAT and PDAT) and CL (CLS) were highly expressed in JG39. The results of this study will provide a theoretical basis for the future study of lipidomics, improvement of lipid quality directionally and breeding of idiosyncratic quality varieties in foxtail millet.
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Affiliation(s)
- Haiying Zhang
- College of Agriculture, Shanxi Agricultural University, Taigu, China
| | - Junyou Wang
- College of Agriculture, Shanxi Agricultural University, Taigu, China
| | - Jing Zhao
- College of Agriculture, Shanxi Agricultural University, Taigu, China
| | - Changqing Sun
- College of Agriculture, Shanxi Agricultural University, Taigu, China
| | - Jin Wang
- College of Agriculture, Shanxi Agricultural University, Taigu, China
| | - Qian Wang
- Hebei Zhihai Technology Co., Ltd., Xingtai, China
| | - Fei Qu
- College of Agriculture, Shanxi Agricultural University, Taigu, China
| | - Xiaodong Yun
- College of Agriculture, Shanxi Agricultural University, Taigu, China
| | - Zhiwei Feng
- Shanxi Institute of Organic Dryland Farming, Shanxi Agricultural University, Taiyuan, China
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Zhang R, Zhu Z, Jia W. Time-Series Lipidomics Insights into the Progressive Characteristics of Lipid Constituents of Fresh Walnut during Postharvest Storage. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2021; 69:13796-13809. [PMID: 34763422 DOI: 10.1021/acs.jafc.1c05120] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
A high-throughput lipid profiling platform adopting an accurate quantification strategy was built based on Q-Orbitrap mass spectrometry. Lipid components of fresh walnut during postharvest storage were determined, and the fatty acid distributions in triacylglycerol and polar lipids were also characterized. A total of 554 individual lipids in fresh walnut were mainly glycerolipids (56.7%), glycerophospholipids (32.4%), and sphingolipids (11%). With the progress of postharvest storage, 16 lipid subclasses in the stored walnut sample were significantly degraded, in which 34 lipids changed significantly between the fresh and stored groups. The sphingolipid metabolism, glycerolipid metabolism, and linoleic acid metabolism pathways were significantly enriched. The oxidation and degradation mechanism of linoleic acid in walnut kernel during postharvest storage was proposed. The established lipidomics platform can supply reliable and traceable lipid profiling data, help to improve the understanding of lipid degradation in fresh walnut, and offer a framework for analyzing lipid metabolisms in other tree nuts.
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Affiliation(s)
- Rong Zhang
- School of Food and Biological Engineering, Shaanxi University of Science & Technology, Xi'an 710021, China
| | - Zhenbao Zhu
- School of Food and Biological Engineering, Shaanxi University of Science & Technology, Xi'an 710021, China
| | - Wei Jia
- School of Food and Biological Engineering, Shaanxi University of Science & Technology, Xi'an 710021, China
- Shaanxi Research Institute of Agricultural Products Processing Technology, Xi'an 710021, China
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Specialized Metabolites and Valuable Molecules in Crop and Medicinal Plants: The Evolution of Their Use and Strategies for Their Production. Genes (Basel) 2021; 12:genes12060936. [PMID: 34207427 PMCID: PMC8235196 DOI: 10.3390/genes12060936] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2021] [Revised: 05/28/2021] [Accepted: 06/14/2021] [Indexed: 01/18/2023] Open
Abstract
Plants naturally produce a terrific diversity of molecules, which we exploit for promoting our overall well-being. Plants are also green factories. Indeed, they may be exploited to biosynthesize bioactive molecules, proteins, carbohydrates and biopolymers for sustainable and large-scale production. These molecules are easily converted into commodities such as pharmaceuticals, antioxidants, food, feed and biofuels for multiple industrial processes. Novel plant biotechnological, genetics and metabolic insights ensure and increase the applicability of plant-derived compounds in several industrial sectors. In particular, synergy between disciplines, including apparently distant ones such as plant physiology, pharmacology, ‘omics sciences, bioinformatics and nanotechnology paves the path to novel applications of the so-called molecular farming. We present an overview of the novel studies recently published regarding these issues in the hope to have brought out all the interesting aspects of these published studies.
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