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An L, Wang Z, Cui Y, Bai Y, Yao Y, Yao X, Wu K. Comparative Analysis of Hulless Barley Transcriptomes to Regulatory Effects of Phosphorous Deficiency. Life (Basel) 2024; 14:904. [PMID: 39063656 PMCID: PMC11278117 DOI: 10.3390/life14070904] [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: 06/22/2024] [Revised: 07/11/2024] [Accepted: 07/15/2024] [Indexed: 07/28/2024] Open
Abstract
Hulless barley is a cold-resistant crop widely planted in the northwest plateau of China. It is also the main food crop in this region. Phosphorus (P), as one of the important essential nutrient elements, regulates plant growth and defense. This study aimed to analyze the development and related molecular mechanisms of hulless barley under P deficiency and explore the regulatory genes so as to provide a basis for subsequent molecular breeding research. Transcriptome analysis was performed on the root and leaf samples of hulless barley cultured with different concentrations of KH2PO4 (1 mM and 10 μM) Hoagland solution. A total of 46,439 genes were finally obtained by the combined analysis of leaf and root samples. Among them, 325 and 453 genes had more than twofold differences in expression. These differentially expressed genes (DEGs) mainly participated in the abiotic stress biosynthetic process through Gene Ontology prediction. Moreover, the Kyoto Encyclopedia of Genes and Genomes showed that DEGs were mainly involved in photosynthesis, plant hormone signal transduction, glycolysis, phenylpropanoid biosynthesis, and synthesis of metabolites. These pathways also appeared in other abiotic stresses. Plants initiated multiple hormone synergistic regulatory mechanisms to maintain growth under P-deficient conditions. Transcription factors (TFs) also proved these predictions. The enrichment of ARR-B TFs, which positively regulated the phosphorelay-mediated cytokinin signal transduction, and some other TFs (AP2, GRAS, and ARF) was related to plant hormone regulation. Some DEGs showed different values in their FPKM (fragment per kilobase of transcript per million mapped reads), but the expression trends of genes responding to stress and phosphorylation remained highly consistent. Therefore, in the case of P deficiency, the first response of plants was the expression of stress-related genes. The effects of this stress on plant metabolites need to be further studied to improve the relevant regulatory mechanisms so as to further understand the importance of P in the development and stress resistance of hulless barley.
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Affiliation(s)
- Likun An
- Academy of Agriculture and Forestry Sciences, Qinghai University, Xining 810016, China; (L.A.); (Z.W.); (Y.C.); (Y.B.); (Y.Y.); (X.Y.)
- Laboratory for Research and Utilization of Qinghai Tibet Plateau Germplasm Resources, Xining 810016, China
- Qinghai Key Laboratory of Hulless Barley Genetics and Breeding, Xining 810016, China
- Qinghai Subcenter of National Hulless Barley Improvement, Xining 810016, China
| | - Ziao Wang
- Academy of Agriculture and Forestry Sciences, Qinghai University, Xining 810016, China; (L.A.); (Z.W.); (Y.C.); (Y.B.); (Y.Y.); (X.Y.)
- Laboratory for Research and Utilization of Qinghai Tibet Plateau Germplasm Resources, Xining 810016, China
- Qinghai Key Laboratory of Hulless Barley Genetics and Breeding, Xining 810016, China
- Qinghai Subcenter of National Hulless Barley Improvement, Xining 810016, China
| | - Yongmei Cui
- Academy of Agriculture and Forestry Sciences, Qinghai University, Xining 810016, China; (L.A.); (Z.W.); (Y.C.); (Y.B.); (Y.Y.); (X.Y.)
- Laboratory for Research and Utilization of Qinghai Tibet Plateau Germplasm Resources, Xining 810016, China
- Qinghai Key Laboratory of Hulless Barley Genetics and Breeding, Xining 810016, China
- Qinghai Subcenter of National Hulless Barley Improvement, Xining 810016, China
| | - Yixiong Bai
- Academy of Agriculture and Forestry Sciences, Qinghai University, Xining 810016, China; (L.A.); (Z.W.); (Y.C.); (Y.B.); (Y.Y.); (X.Y.)
- Laboratory for Research and Utilization of Qinghai Tibet Plateau Germplasm Resources, Xining 810016, China
- Qinghai Key Laboratory of Hulless Barley Genetics and Breeding, Xining 810016, China
- Qinghai Subcenter of National Hulless Barley Improvement, Xining 810016, China
| | - Youhua Yao
- Academy of Agriculture and Forestry Sciences, Qinghai University, Xining 810016, China; (L.A.); (Z.W.); (Y.C.); (Y.B.); (Y.Y.); (X.Y.)
- Laboratory for Research and Utilization of Qinghai Tibet Plateau Germplasm Resources, Xining 810016, China
- Qinghai Key Laboratory of Hulless Barley Genetics and Breeding, Xining 810016, China
- Qinghai Subcenter of National Hulless Barley Improvement, Xining 810016, China
| | - Xiaohua Yao
- Academy of Agriculture and Forestry Sciences, Qinghai University, Xining 810016, China; (L.A.); (Z.W.); (Y.C.); (Y.B.); (Y.Y.); (X.Y.)
- Laboratory for Research and Utilization of Qinghai Tibet Plateau Germplasm Resources, Xining 810016, China
- Qinghai Key Laboratory of Hulless Barley Genetics and Breeding, Xining 810016, China
- Qinghai Subcenter of National Hulless Barley Improvement, Xining 810016, China
| | - Kunlun Wu
- Academy of Agriculture and Forestry Sciences, Qinghai University, Xining 810016, China; (L.A.); (Z.W.); (Y.C.); (Y.B.); (Y.Y.); (X.Y.)
- Laboratory for Research and Utilization of Qinghai Tibet Plateau Germplasm Resources, Xining 810016, China
- Qinghai Key Laboratory of Hulless Barley Genetics and Breeding, Xining 810016, China
- Qinghai Subcenter of National Hulless Barley Improvement, Xining 810016, China
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Zhang L, Jiang G, Wang X, Bai Y, Zhang P, Liu J, Li L, Huang L, Qin P. Identifying Core Genes Related to Low-Temperature Stress Resistance in Quinoa Seedlings Based on WGCNA. Int J Mol Sci 2024; 25:6885. [PMID: 38999994 PMCID: PMC11241592 DOI: 10.3390/ijms25136885] [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: 06/03/2024] [Revised: 06/20/2024] [Accepted: 06/21/2024] [Indexed: 07/14/2024] Open
Abstract
Quinoa is a nutritious crop that is tolerant to extreme environmental conditions; however, low-temperature stress can affect quinoa growth, development, and quality. Considering the lack of molecular research on quinoa seedlings under low-temperature stress, we utilized a Weighted Gene Co-Expression Network Analysis to construct weighted gene co-expression networks associated with physiological indices and metabolites related to low-temperature stress resistance based on transcriptomic data. We screened 11 co-expression modules closely related to low-temperature stress resistance and selected 12 core genes from the two modules that showed the highest associations with the target traits. Following the functional annotation of these genes to determine the key biological processes and metabolic pathways involved in low-temperature stress, we identified four important transcription factors involved in resistance to low-temperature stress: gene-LOC110731664, gene-LOC110736639, gene-LOC110684437, and gene-LOC110720903. These results provide insights into the molecular genetic mechanism of quinoa under low-temperature stress and can be used to breed lines with tolerance to low-temperature stress.
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Affiliation(s)
- Lingyuan Zhang
- College of Agronomy and Biotechnology, Yunnan Agricultural University, Kunming 650201, China
| | - Guofei Jiang
- College of Agronomy and Biotechnology, Yunnan Agricultural University, Kunming 650201, China
| | - Xuqin Wang
- College of Agronomy and Biotechnology, Yunnan Agricultural University, Kunming 650201, China
| | - Yutao Bai
- College of Agronomy and Biotechnology, Yunnan Agricultural University, Kunming 650201, China
| | - Ping Zhang
- College of Agronomy and Biotechnology, Yunnan Agricultural University, Kunming 650201, China
| | - Junna Liu
- College of Agronomy and Biotechnology, Yunnan Agricultural University, Kunming 650201, China
| | - Li Li
- College of Agronomy and Biotechnology, Yunnan Agricultural University, Kunming 650201, China
| | - Liubin Huang
- College of Agronomy and Biotechnology, Yunnan Agricultural University, Kunming 650201, China
| | - Peng Qin
- College of Agronomy and Biotechnology, Yunnan Agricultural University, Kunming 650201, China
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Zheng C, An T, Liang Z, Lv B, Liu Y, Hu X, Zhang Y, Liu N, Tao S, Deng R, Liu J, Jiang G. Revealing the mechanism of quinoa on type 2 diabetes based on intestinal flora and taste pathways. Food Sci Nutr 2023; 11:7930-7945. [PMID: 38107122 PMCID: PMC10724620 DOI: 10.1002/fsn3.3710] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2023] [Revised: 09/03/2023] [Accepted: 09/08/2023] [Indexed: 12/19/2023] Open
Abstract
To investigate the antidiabetic effects and mechanisms of quinoa on type 2 diabetes mellitus (T2DM) mice model. In this context, we induced the T2DM mice model with a high-fat diet (HFD) combined with streptozotocin (STZ), followed by treatment with a quinoa diet. To explore the impact of quinoa on the intestinal flora, we predicted and validated its potential mechanism of hypoglycemic effect through network pharmacology, molecular docking, western blot, and immunohistochemistry (IHC). We found that quinoa could significantly improve abnormal glucolipid metabolism in T2DM mice. Further analysis showed that quinoa contributed to the improvement of gut microbiota composition positively. Moreover, it could downregulate the expression of TAS1R3 and TRPM5 in the colon. A total of 72 active components were identified by network pharmacology. Among them, TAS1R3 and TRPM5 were successfully docked with the core components of quinoa. These findings confirm that quinoa may exert hypoglycemic effects through gut microbiota and the TAS1R3/TRPM5 taste signaling pathway.
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Affiliation(s)
- Chun‐Yan Zheng
- Traditional Chinese Medicine SchoolBeijing University of Chinese MedicineBeijingChina
| | - Tian An
- School of Traditional Chinese MedicineCapital Medical UniversityBeijingChina
| | - Zheng‐Ting Liang
- Traditional Chinese Medicine SchoolXinjiang Medical UniversityXinjiangChina
| | - Bo‐Han Lv
- Traditional Chinese Medicine SchoolBeijing University of Chinese MedicineBeijingChina
| | - Yu‐Tong Liu
- Gansu Pure High‐Land Agricultural Science and Technology Limited CompanyLanzhouChina
- Zhong Li Science and Technology Limited CompanyBeijingChina
| | - Xue‐Hong Hu
- Traditional Chinese Medicine SchoolBeijing University of Chinese MedicineBeijingChina
| | - Yue‐Lin Zhang
- Traditional Chinese Medicine SchoolBeijing University of Chinese MedicineBeijingChina
| | - Nan‐Nan Liu
- Traditional Chinese Medicine SchoolBeijing University of Chinese MedicineBeijingChina
| | - Si‐Yu Tao
- Traditional Chinese Medicine SchoolBeijing University of Chinese MedicineBeijingChina
| | - Ru‐Xue Deng
- Traditional Chinese Medicine SchoolBeijing University of Chinese MedicineBeijingChina
| | - Jia‐Xian Liu
- Gansu Pure High‐Land Agricultural Science and Technology Limited CompanyLanzhouChina
- Zhong Li Science and Technology Limited CompanyBeijingChina
| | - Guang‐Jian Jiang
- Traditional Chinese Medicine SchoolBeijing University of Chinese MedicineBeijingChina
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Li P, Ma X, Wang J, Yao L, Li B, Meng Y, Si E, Yang K, Shang X, Zhang X, Wang H. Integrated Analysis of Metabolome and Transcriptome Reveals Insights for Low Phosphorus Tolerance in Wheat Seedling. Int J Mol Sci 2023; 24:14840. [PMID: 37834288 PMCID: PMC10573437 DOI: 10.3390/ijms241914840] [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: 09/04/2023] [Revised: 09/23/2023] [Accepted: 09/28/2023] [Indexed: 10/15/2023] Open
Abstract
Low phosphorus (LP) stress leads to a significant reduction in wheat yield, primarily in the reduction of biomass, the number of tillers and spike grains, the delay in heading and flowering, and the inhibition of starch synthesis and grouting. However, the differences in regulatory pathway responses to low phosphorus stress among different wheat genotypes are still largely unknown. In this study, metabolome and transcriptome analyses of G28 (LP-tolerant) and L143 (LP-sensitive) wheat varieties after 72 h of normal phosphorus (CK) and LP stress were performed. A total of 181 and 163 differentially accumulated metabolites (DAMs) were detected for G28CK vs. G28LP and L143CK vs. L143LP, respectively. Notably, the expression of pilocarpine (C07474) in G28CK vs. G28LP was significantly downregulated 4.77-fold, while the expression of neochlorogenic acid (C17147) in L143CK vs. L143LP was significantly upregulated 2.34-fold. A total of 4023 differentially expressed genes (DEGs) were acquired between G28 and L143, of which 1120 DEGs were considered as the core DEGs of LP tolerance of wheat after LP treatment. The integration of metabolomics and transcriptomic data further revealed that the LP tolerance of wheat was closely related to 15 metabolites and 18 key genes in the sugar and amino acid metabolism pathway. The oxidative phosphorylation pathway was enriched to four ATPases, two cytochrome c reductase genes, and fumaric acid under LP treatment. Moreover, PHT1;1, TFs (ARFA, WRKY40, MYB4, MYB85), and IAA20 genes were related to the Pi starvation stress of wheat roots. Therefore, the differences in LP tolerance of different wheat varieties were related to energy metabolism, amino acid metabolism, phytohormones, and PHT proteins, and precisely regulated by the levels of various molecular pathways to adapt to Pi starvation stress. Taken together, this study may help to reveal the complex regulatory process of wheat adaptation to Pi starvation and provide new genetic clues for further study on improving plant Pi utilization efficiency.
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Affiliation(s)
- Pengcheng Li
- State Key Lab of Aridland Crop Science / Gansu Key Lab of Crop Improvement and Germplasm Enhancement, Lanzhou, 730070, China; (P.L.); (X.M.)
- Department of Crop Genetics and Breeding, College of Agronomy, Gansu Agricultural University, Lanzhou 730070, China
| | - Xiaole Ma
- State Key Lab of Aridland Crop Science / Gansu Key Lab of Crop Improvement and Germplasm Enhancement, Lanzhou, 730070, China; (P.L.); (X.M.)
- Department of Crop Genetics and Breeding, College of Agronomy, Gansu Agricultural University, Lanzhou 730070, China
| | - Juncheng Wang
- State Key Lab of Aridland Crop Science / Gansu Key Lab of Crop Improvement and Germplasm Enhancement, Lanzhou, 730070, China; (P.L.); (X.M.)
- Department of Crop Genetics and Breeding, College of Agronomy, Gansu Agricultural University, Lanzhou 730070, China
| | - Lirong Yao
- State Key Lab of Aridland Crop Science / Gansu Key Lab of Crop Improvement and Germplasm Enhancement, Lanzhou, 730070, China; (P.L.); (X.M.)
- Department of Crop Genetics and Breeding, College of Agronomy, Gansu Agricultural University, Lanzhou 730070, China
| | - Baochun Li
- State Key Lab of Aridland Crop Science / Gansu Key Lab of Crop Improvement and Germplasm Enhancement, Lanzhou, 730070, China; (P.L.); (X.M.)
- Department of Botany, College of Life Sciences and Technology, Gansu Agricultural University, Lanzhou 730070, China
| | - Yaxiong Meng
- State Key Lab of Aridland Crop Science / Gansu Key Lab of Crop Improvement and Germplasm Enhancement, Lanzhou, 730070, China; (P.L.); (X.M.)
- Department of Crop Genetics and Breeding, College of Agronomy, Gansu Agricultural University, Lanzhou 730070, China
| | - Erjing Si
- State Key Lab of Aridland Crop Science / Gansu Key Lab of Crop Improvement and Germplasm Enhancement, Lanzhou, 730070, China; (P.L.); (X.M.)
- Department of Crop Genetics and Breeding, College of Agronomy, Gansu Agricultural University, Lanzhou 730070, China
| | - Ke Yang
- State Key Lab of Aridland Crop Science / Gansu Key Lab of Crop Improvement and Germplasm Enhancement, Lanzhou, 730070, China; (P.L.); (X.M.)
- Department of Crop Genetics and Breeding, College of Agronomy, Gansu Agricultural University, Lanzhou 730070, China
| | - Xunwu Shang
- Department of Crop Genetics and Breeding, College of Agronomy, Gansu Agricultural University, Lanzhou 730070, China
| | - Xueyong Zhang
- State Key Lab of Aridland Crop Science / Gansu Key Lab of Crop Improvement and Germplasm Enhancement, Lanzhou, 730070, China; (P.L.); (X.M.)
| | - Huajun Wang
- State Key Lab of Aridland Crop Science / Gansu Key Lab of Crop Improvement and Germplasm Enhancement, Lanzhou, 730070, China; (P.L.); (X.M.)
- Department of Crop Genetics and Breeding, College of Agronomy, Gansu Agricultural University, Lanzhou 730070, China
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Zhang S, Liu J, Shi L, Wang Q, Zhang P, Wang H, Liu J, Li H, Li L, Li X, Huang L, Qin P. Identification of core genes associated with different phosphorus levels in quinoa seedlings by weighted gene co-expression network analysis. BMC Genomics 2023; 24:399. [PMID: 37454047 DOI: 10.1186/s12864-023-09507-x] [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: 03/19/2023] [Accepted: 07/06/2023] [Indexed: 07/18/2023] Open
Abstract
BACKGROUND Quinoa is a highly nutritious and novel crop that is resistant to various abiotic stresses. However, its growth and development is restricted due to its limited utilization of soil phosphorus. Studies on the levels of phosphorus in quinoa seedlings are limited; therefore, we analyzed transcriptome data from quinoa seedlings treated with different concentrations of phosphorus. RESULTS To identify core genes involved in responding to various phosphorus levels, the weighted gene co-expression network analysis method was applied. From the 12,085 expressed genes, an analysis of the gene co-expression network was done. dividing the expressed genes into a total of twenty-five different modules out of which two modules were strongly correlated with phosphorus levels. Subsequently we identified five core genes that correlated strongly either positively or negatively with the phosphorus levels. Gene ontology and assessments of the Kyoto Encyclopedia of Genes and Genomes have uncovered important biological processes and metabolic pathways that are involved in the phosphorus level response. CONCLUSIONS We discovered crucial new core genes that encode proteins from various transcription factor families, such as MYB, WRKY, and ERF, which are crucial for abiotic stress resistance. This new library of candidate genes associated with the phosphorus level responses in quinoa seedlings will help in breeding varieties that are tolerant to phosphorus levels.
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Affiliation(s)
- Shan Zhang
- College of Agronomy and Biotechnology, Yunnan Agricultural University, Kunming, 650201, China
| | - Jian Liu
- Institute of Agricultural Sciences of the Lixiache District, Yangzhou, 225007, China
| | - Lian Shi
- Yuxi Academy of Agricultural Sciences, Yuxi, 653100, China
| | - Qianchao Wang
- College of Agronomy and Biotechnology, Yunnan Agricultural University, Kunming, 650201, China
| | - Ping Zhang
- College of Agronomy and Biotechnology, Yunnan Agricultural University, Kunming, 650201, China
| | - Hongxin Wang
- College of Agronomy and Biotechnology, Yunnan Agricultural University, Kunming, 650201, China
| | - Junna Liu
- College of Agronomy and Biotechnology, Yunnan Agricultural University, Kunming, 650201, China
| | - Hanxue Li
- College of Agronomy and Biotechnology, Yunnan Agricultural University, Kunming, 650201, China
| | - Li Li
- College of Agronomy and Biotechnology, Yunnan Agricultural University, Kunming, 650201, China
| | - Xinyi Li
- College of Agronomy and Biotechnology, Yunnan Agricultural University, Kunming, 650201, China
| | - Liubin Huang
- College of Agronomy and Biotechnology, Yunnan Agricultural University, Kunming, 650201, China
| | - Peng Qin
- College of Agronomy and Biotechnology, Yunnan Agricultural University, Kunming, 650201, China.
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Dissection of Crop Metabolome Responses to Nitrogen, Phosphorus, Potassium, and Other Nutrient Deficiencies. Int J Mol Sci 2022; 23:ijms23169079. [PMID: 36012343 PMCID: PMC9409218 DOI: 10.3390/ijms23169079] [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: 06/30/2022] [Revised: 08/05/2022] [Accepted: 08/11/2022] [Indexed: 11/30/2022] Open
Abstract
Crop growth and yield often face sophisticated environmental stresses, especially the low availability of mineral nutrients in soils, such as deficiencies of nitrogen, phosphorus, potassium, and others. Thus, it is of great importance to understand the mechanisms of crop response to mineral nutrient deficiencies, as a basis to contribute to genetic improvement and breeding of crop varieties with high nutrient efficiency for sustainable agriculture. With the advent of large-scale omics approaches, the metabolome based on mass spectrometry has been employed as a powerful and useful technique to dissect the biochemical, molecular, and genetic bases of metabolisms in many crops. Numerous metabolites have been demonstrated to play essential roles in plant growth and cellular stress response to nutrient limitations. Therefore, the purpose of this review was to summarize the recent advances in the dissection of crop metabolism responses to deficiencies of mineral nutrients, as well as the underlying adaptive mechanisms. This review is intended to provide insights into and perspectives on developing crop varieties with high nutrient efficiency through metabolite-based crop improvement.
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