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Wang Z, Hao W, Geng D, Wang H, Deng P, Li T, Wang C, Zhao J, Chen C, Ji W, Liu X. A Dual RNA-Seq Analysis Revealed Dynamic Arms Race during the Infestation of Wheat by the English Grain Aphid ( Sitobion avenae). JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2025; 73:9440-9457. [PMID: 40170517 DOI: 10.1021/acs.jafc.4c13130] [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: 04/03/2025]
Abstract
Sitobion avenae is an important pest that threatens the safety of wheat production in China. However, the resistance mechanisms of wheat to S. avenae are not well understood at present. In this study, we investigated the mechanisms of interaction between wheat and S. avenae at four infestation time points (6, 24, 48, and 72 hpi) using a high-resolution time series dual transcriptomic analysis. The results showed that plant hormone signal transduction, phenylpropanoid biosynthesis, and flavonoid biosynthesis pathways were significantly activated in the wheat spike of Lunxuan144 during S. avenae infestation. Meanwhile, the functional analysis of the S. avenae transcriptome revealed that some secretory proteins participated in wheat-S. avenae interaction. This study sheds light on the arms race process between S. avenae and wheat, laying the foundation for the green prevention of S. avenae and providing a theoretical basis for mining the key functional genes in both wheat and S. avenae.
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Affiliation(s)
- Zhenyu Wang
- State Key Laboratory of Crop Stress Biology for Arid Areas, College of Agronomy, Northwest A & F University, Yangling, Xianyang, Shaanxi 712100, China
| | - Weixi Hao
- State Key Laboratory of Crop Stress Biology for Arid Areas, College of Agronomy, Northwest A & F University, Yangling, Xianyang, Shaanxi 712100, China
| | - Dongfu Geng
- State Key Laboratory of Crop Stress Biology for Arid Areas, College of Agronomy, Northwest A & F University, Yangling, Xianyang, Shaanxi 712100, China
| | - Hao Wang
- State Key Laboratory of Crop Stress Biology for Arid Areas, College of Agronomy, Northwest A & F University, Yangling, Xianyang, Shaanxi 712100, China
| | - Pingchuan Deng
- State Key Laboratory of Crop Stress Biology for Arid Areas, College of Agronomy, Northwest A & F University, Yangling, Xianyang, Shaanxi 712100, China
- Shaanxi Research Station of Crop Gene Resources and Germplasm Enhancement, Ministry of Agriculture, Yangling, Xianyang, Shaanxi 712100, China
| | - Tingdong Li
- State Key Laboratory of Crop Stress Biology for Arid Areas, College of Agronomy, Northwest A & F University, Yangling, Xianyang, Shaanxi 712100, China
- Shaanxi Research Station of Crop Gene Resources and Germplasm Enhancement, Ministry of Agriculture, Yangling, Xianyang, Shaanxi 712100, China
| | - Changyou Wang
- State Key Laboratory of Crop Stress Biology for Arid Areas, College of Agronomy, Northwest A & F University, Yangling, Xianyang, Shaanxi 712100, China
- Shaanxi Research Station of Crop Gene Resources and Germplasm Enhancement, Ministry of Agriculture, Yangling, Xianyang, Shaanxi 712100, China
| | - Jixin Zhao
- State Key Laboratory of Crop Stress Biology for Arid Areas, College of Agronomy, Northwest A & F University, Yangling, Xianyang, Shaanxi 712100, China
- Shaanxi Research Station of Crop Gene Resources and Germplasm Enhancement, Ministry of Agriculture, Yangling, Xianyang, Shaanxi 712100, China
| | - Chunhuan Chen
- State Key Laboratory of Crop Stress Biology for Arid Areas, College of Agronomy, Northwest A & F University, Yangling, Xianyang, Shaanxi 712100, China
- Shaanxi Research Station of Crop Gene Resources and Germplasm Enhancement, Ministry of Agriculture, Yangling, Xianyang, Shaanxi 712100, China
| | - Wanquan Ji
- State Key Laboratory of Crop Stress Biology for Arid Areas, College of Agronomy, Northwest A & F University, Yangling, Xianyang, Shaanxi 712100, China
- Shaanxi Research Station of Crop Gene Resources and Germplasm Enhancement, Ministry of Agriculture, Yangling, Xianyang, Shaanxi 712100, China
| | - Xinlun Liu
- State Key Laboratory of Crop Stress Biology for Arid Areas, College of Agronomy, Northwest A & F University, Yangling, Xianyang, Shaanxi 712100, China
- Shaanxi Research Station of Crop Gene Resources and Germplasm Enhancement, Ministry of Agriculture, Yangling, Xianyang, Shaanxi 712100, China
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Mazzoleni I, Novarina E, Zerlottin YM, Bardelli T, Dal Prà M, Zuffada M, Cremonesi M, Antonietti L, Bravi R, Bianchi PG, Giulini APM. The Effect of Aspergillus flavus on Seedling Development in Maize. PLANTS (BASEL, SWITZERLAND) 2025; 14:1109. [PMID: 40219178 PMCID: PMC11991196 DOI: 10.3390/plants14071109] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/06/2025] [Revised: 03/26/2025] [Accepted: 03/28/2025] [Indexed: 04/14/2025]
Abstract
Plant growth and its interaction with microorganisms change yearly. High temperature and humidity have characterized recent seasons in the north of Italy and around the world, increasing the parasitic ability of Aspergillus flavus to colonize maize kernels and aflatoxin levels. These molecules have the highest acute and chronic toxicity of all mycotoxins; the maximal concentration in agricultural food and feed products, and their commodities, are regulated worldwide. In this study we suggest a simple methodology to test the susceptibility of candidate maize varieties to A. flavus before their release onto the market. A panel of 92 inbred lines and 14 hybrids were analysed, disease phenotypes were scored on artificially inoculated kernels using a rolled towel assay, and therefore we observed different responses to fungal infection on the kernels, outlining a high variability among the tested lines characterized by a different effect of the pathogen on seedling development. Even the hybrids responded differently on a statistical basis to A. flavus with regard to the development of coleoptile, allowing their categorization into classes of susceptibility to be used for the varietal registration. Interestingly, the hybrid 6a-A was less susceptible to A. flavus compared to its reciprocal in terms of the length of the coleoptile. The comparison of breeding lines released on the market in different years suggested a poor improvement in genetic resistance against A. flavus in maize so far, opening up a possible topic for future research aimed at mitigating the impact of climate change on agriculture.
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Affiliation(s)
- Isabella Mazzoleni
- Research Centre for Plant Protection and Certification, via Emilia km 307, 26838 Tavazzano con Villavesco, Italy; (I.M.)
| | - Elena Novarina
- Research Centre for Plant Protection and Certification, via G. Venezian 22, 20133 Milan, Italy; (E.N.); (T.B.); (P.G.B.)
| | - Yuki Michelangelo Zerlottin
- Università Cattolica del Sacro Cuore, Facoltà di Scienze Agrarie, Alimentari e Ambientali, via Emilia Parmense 84, 29122 Piacenza, Italy;
| | - Tommaso Bardelli
- Research Centre for Plant Protection and Certification, via G. Venezian 22, 20133 Milan, Italy; (E.N.); (T.B.); (P.G.B.)
| | - Mauro Dal Prà
- Research Centre for Plant Protection and Certification, via G. Marconi 2, 36045 Lonigo, Italy; (M.D.P.); (R.B.)
| | - Mattia Zuffada
- Research Centre for Plant Protection and Certification, via Emilia km 307, 26838 Tavazzano con Villavesco, Italy; (I.M.)
| | - Matteo Cremonesi
- Research Centre for Plant Protection and Certification, via Emilia km 307, 26838 Tavazzano con Villavesco, Italy; (I.M.)
| | - Luca Antonietti
- Research Centre for Plant Protection and Certification, via Emilia km 307, 26838 Tavazzano con Villavesco, Italy; (I.M.)
| | - Romana Bravi
- Research Centre for Plant Protection and Certification, via G. Marconi 2, 36045 Lonigo, Italy; (M.D.P.); (R.B.)
| | - Pier Giacomo Bianchi
- Research Centre for Plant Protection and Certification, via G. Venezian 22, 20133 Milan, Italy; (E.N.); (T.B.); (P.G.B.)
| | - Anna Pia Maria Giulini
- Research Centre for Plant Protection and Certification, via G. Venezian 22, 20133 Milan, Italy; (E.N.); (T.B.); (P.G.B.)
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Iqbal O, Yang X, Wang Z, Li D, Wen J, Ding J, Wang C, Li C, Wang Y. Comparative transcriptome and genome analysis between susceptible Zhefang rice variety Diantun 502 and its resistance variety Diantun 506 upon Magnaporthe oryzae infection. BMC PLANT BIOLOGY 2025; 25:341. [PMID: 40091040 PMCID: PMC11912658 DOI: 10.1186/s12870-025-06357-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/10/2025] [Accepted: 03/05/2025] [Indexed: 03/19/2025]
Abstract
BACKGROUND Rice blast caused by Magnaporthe oryzae is the most severe and devastating disease in rice results in serious losses worldwide. Based on this, the interaction between rice and M. oryzae has been studied extensively for decades, but the pathogen always has a negative effect on the new and emerging rice varieties. RESULTS The present study employed comparative transcriptome strand-specific RNA sequencing and genome approaches of Diantun rice susceptible (D502) and resistance (D506) lines (leaves) in the presence of blast fungus, M. oryzae. Overall differential expression genes (DEGs) displayed 5838 and 3719 DEGs in D502 and D506, respectively 24hpi, however, the expression of DEGs in the former line was 5113, and in later line it was 4794 after 48hpi. Interestingly, only 2493 and 2418 DEGs were similar at both time hour points in both lines, respectively. Among DEGs, mostly exhibited down-regulated expression only in D502 major pathways, including plant hormones signal transduction and starch and sucrose metabolism at both time hours, suggesting susceptibility D502 on upon pathogen infection. Additionally, protein-protein interaction network analysis based on DEGs was performed between both varieties to find possible connections and increase interaction network complexity at 24h to 48h in D506, that might result in resistance to M. oryzae. We found many up and down-regulated DEGs only in D506 after pathogen infection, which might have a significant role in PTI and ETI immunity response. Next, through genomic analysis, different non-synonymous single nucleotide polymorphisms (nsSNPs) were identified between both D502 and D506 rice varieties. Here, four up-regulated genes, including WAK1, WAK4, WAK5, and OsDja9 harboring nsSNPs were found only in resistant D506 variety. Following alignment of open reading frame (ORF) region sequences revealed that the exonic SNPs lead the amino acid variation. CONCLUSION Our study proved that SNPs in these four genes were related to providing resistance in D506 line upon pathogen infection. In summary, we conclude that above-targeted rice defense and resistance genes identified through gene transcripts and modern genomic approaches could help us provide robust rice breeding and agricultural practices in future.
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Affiliation(s)
- Owais Iqbal
- State Key Laboratory for Conservation and Utilization of Bio-Resources in Yunnan, Yunnan Agricultural University, Kunming, Yunnan, China
- Yunnan-CABI Joint Laboratory for Integrated Prevention and Control of Transboundary Pests, Yunnan Agricultural University, Kunming, Yunnan, China
| | - Xinyun Yang
- State Key Laboratory for Conservation and Utilization of Bio-Resources in Yunnan, Yunnan Agricultural University, Kunming, Yunnan, China
- Yunnan-CABI Joint Laboratory for Integrated Prevention and Control of Transboundary Pests, Yunnan Agricultural University, Kunming, Yunnan, China
| | - Ziyi Wang
- State Key Laboratory for Conservation and Utilization of Bio-Resources in Yunnan, Yunnan Agricultural University, Kunming, Yunnan, China
- Yunnan-CABI Joint Laboratory for Integrated Prevention and Control of Transboundary Pests, Yunnan Agricultural University, Kunming, Yunnan, China
| | - Dandan Li
- State Key Laboratory for Conservation and Utilization of Bio-Resources in Yunnan, Yunnan Agricultural University, Kunming, Yunnan, China
- Yunnan-CABI Joint Laboratory for Integrated Prevention and Control of Transboundary Pests, Yunnan Agricultural University, Kunming, Yunnan, China
| | - Jiancheng Wen
- State Key Laboratory for Conservation and Utilization of Bio-Resources in Yunnan, Yunnan Agricultural University, Kunming, Yunnan, China
- Yunnan-CABI Joint Laboratory for Integrated Prevention and Control of Transboundary Pests, Yunnan Agricultural University, Kunming, Yunnan, China
| | - Jiasheng Ding
- Dehong Plant Protection Plant Inspection Station, Yunnan, China
| | - Chun Wang
- State Key Laboratory for Conservation and Utilization of Bio-Resources in Yunnan, Yunnan Agricultural University, Kunming, Yunnan, China
- Yunnan-CABI Joint Laboratory for Integrated Prevention and Control of Transboundary Pests, Yunnan Agricultural University, Kunming, Yunnan, China
| | - Chengyun Li
- State Key Laboratory for Conservation and Utilization of Bio-Resources in Yunnan, Yunnan Agricultural University, Kunming, Yunnan, China.
- Yunnan-CABI Joint Laboratory for Integrated Prevention and Control of Transboundary Pests, Yunnan Agricultural University, Kunming, Yunnan, China.
| | - Yi Wang
- State Key Laboratory for Conservation and Utilization of Bio-Resources in Yunnan, Yunnan Agricultural University, Kunming, Yunnan, China.
- Yunnan-CABI Joint Laboratory for Integrated Prevention and Control of Transboundary Pests, Yunnan Agricultural University, Kunming, Yunnan, China.
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Li M, Qi X, Li D, Wu Z, Liu M, Yang W, Zang Z, Jiang L. Comparative transcriptome analysis highlights resistance regulatory networks of maize in response to Exserohilum turcicum infection at the early stage. PHYSIOLOGIA PLANTARUM 2024; 176:e14615. [PMID: 39508116 DOI: 10.1111/ppl.14615] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/05/2024] [Revised: 10/16/2024] [Accepted: 10/17/2024] [Indexed: 11/08/2024]
Abstract
Northern corn leaf blight, caused by Exserohilum turcicum (E. turcicum), is one of the most destructive diseases in maize, leading to serious yield losses. However, the underlying molecular mechanisms of E. turcicum infection response in maize remain unclear. In this study, we performed comparative transcriptome analysis in resistant maize inbred line J9D207 (R) and susceptible maize inbred line PH4CV (S) after infecting with E. turcicum at 0 h, 24 h and 72 h, respectively. Compared with 0 h, 9656 (24 h) and 8748 (72 h) differentially expressed genes (DEGs) were identified in J9D207, and 7915 (24 h) and 7865 (72 h) DEGs were identified in PH4CV. Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analysis showed that alpha-linolenic acid metabolism, benzoxazinoid biosynthesis, flavonoid biosynthesis and phenylpropanoid biosynthesis might be involved in maize defense reactions. Some DEGs coded for transcription factors, such as MYB-related, ERF, NAC, bZIP, bHLH and WRKY families, which indicated that they may participate in resistance against E. turcicum. In addition, DEGs involved in SA, JA, ABA and ET signaling pathways were revealed. Moreover, 75 SOD activity-related genes and 421 POD activity-related genes were identified through weighted gene co-expression network analysis (WGCNA), respectively. These results provide a novel insight into the resistance mechanism of maize in response to E. turcicum inoculation.
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Affiliation(s)
- MingRui Li
- College of Agriculture, Jilin Agricultural University, Changchun, China
| | - Xin Qi
- College of Agriculture, Jilin Agricultural University, Changchun, China
| | - Dan Li
- College of Agriculture, Jilin Agricultural University, Changchun, China
| | - Zhiqiang Wu
- College of Agriculture, Jilin Agricultural University, Changchun, China
| | - Meiyi Liu
- College of Agriculture, Jilin Agricultural University, Changchun, China
| | - Weiguang Yang
- College of Agriculture, Jilin Agricultural University, Changchun, China
| | - Zhenyuan Zang
- College of Agriculture, Jilin Agricultural University, Changchun, China
| | - Liangyu Jiang
- College of Agriculture, Jilin Agricultural University, Changchun, China
- Crop Science Post-doctoral Station, Jilin Agricultural University, Changchun, China
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Yin Z, Wei X, Cao Y, Dong Z, Long Y, Wan X. Regulatory balance between ear rot resistance and grain yield and their breeding applications in maize and other crops. J Adv Res 2024:S2090-1232(24)00479-X. [PMID: 39447642 DOI: 10.1016/j.jare.2024.10.024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2024] [Revised: 10/19/2024] [Accepted: 10/20/2024] [Indexed: 10/26/2024] Open
Abstract
BACKGROUND Fungi are prevalent pathogens that cause substantial yield losses of major crops. Ear rot (ER), which is primarily induced by Fusarium or Aspergillus species, poses a significant challenge to maize production worldwide. ER resistance is regulated by several small effect quantitative trait loci (QTLs). To date, only a few ER-related genes have been identified that impede molecular breeding efforts to breed ER-resistant maize varieties. AIM OF REVIEW Our aim here is to explore the research progress and mine genic resources related to ER resistance, and to propose a regulatory model elucidating the ER-resistant mechanism in maize as well as a trade-off model illustrating how crops balance fungal resistance and grain yield. Key Scientific Concepts of Review: This review presents a comprehensive bibliometric analysis of the research history and current trends in the genetic and molecular regulation underlying ER resistance in maize. Moreover, we analyzed and discovered the genic resources by identifying 162 environmentally stable loci (ESLs) from various independent forward genetics studies as well as 1391 conservatively differentially expressed genes (DEGs) that respond to Fusarium or Aspergillus infection through multi-omics data analysis. Additionally, this review discusses the syntenies found among maize ER, wheat Fusariumhead blight (FHB), and rice Bakanaedisease (RBD) resistance-related loci, along with the significant overlap between fungal resistance loci and reported yield-related loci, thus providing valuable insights into the regulatory mechanisms underlying the trade-offs between yield and defense in crops.
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Affiliation(s)
- Zechao Yin
- Research Institute of Biology and Agriculture, School of Chemistry and Biological Engineering, University of Science and Technology Beijing, Beijing 100083, China
| | - Xun Wei
- Research Institute of Biology and Agriculture, School of Chemistry and Biological Engineering, University of Science and Technology Beijing, Beijing 100083, China; Beijing Engineering Laboratory of Main Crop Bio-Tech Breeding, Beijing International Science and Technology Cooperation Base of Bio-Tech Breeding, Zhongzhi International Institute of Agricultural Biosciences, Beijing 100192, China
| | - Yanyong Cao
- Institute of Cereal Crops, Henan Academy of Agricultural Sciences, Zhengzhou 450002, China
| | - Zhenying Dong
- Research Institute of Biology and Agriculture, School of Chemistry and Biological Engineering, University of Science and Technology Beijing, Beijing 100083, China; Beijing Engineering Laboratory of Main Crop Bio-Tech Breeding, Beijing International Science and Technology Cooperation Base of Bio-Tech Breeding, Zhongzhi International Institute of Agricultural Biosciences, Beijing 100192, China.
| | - Yan Long
- Research Institute of Biology and Agriculture, School of Chemistry and Biological Engineering, University of Science and Technology Beijing, Beijing 100083, China; Beijing Engineering Laboratory of Main Crop Bio-Tech Breeding, Beijing International Science and Technology Cooperation Base of Bio-Tech Breeding, Zhongzhi International Institute of Agricultural Biosciences, Beijing 100192, China.
| | - Xiangyuan Wan
- Research Institute of Biology and Agriculture, School of Chemistry and Biological Engineering, University of Science and Technology Beijing, Beijing 100083, China; Beijing Engineering Laboratory of Main Crop Bio-Tech Breeding, Beijing International Science and Technology Cooperation Base of Bio-Tech Breeding, Zhongzhi International Institute of Agricultural Biosciences, Beijing 100192, China.
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Xu Y, Yan Y, Zhou T, Chun J, Tu Y, Yang X, Qin J, Ou L, Ye L, Liu F. Genome-wide transcriptome and gene family analysis reveal candidate genes associated with potassium uptake of maize colonized by arbuscular mycorrhizal fungi. BMC PLANT BIOLOGY 2024; 24:838. [PMID: 39242995 PMCID: PMC11378567 DOI: 10.1186/s12870-024-05398-6] [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: 03/28/2024] [Accepted: 07/09/2024] [Indexed: 09/09/2024]
Abstract
BACKGROUND Potassium (K) is an essential nutrient for plant growth and development. Maize (Zea mays) is a widely planted crops in the world and requires a huge amount of K fertilizer. Arbuscular mycorrhizal fungi (AMF) are closely related to the K uptake of maize. Genetic improvement of maize K utilization efficiency will require elucidating the molecular mechanisms of maize K uptake through the mycorrhizal pathway. Here, we employed transcriptome and gene family analysis to elucidate the mechanism influencing the K uptake and utilization efficiency of mycorrhizal maize. METHODS AND RESULTS The transcriptomes of maize were studied with and without AMF inoculation and under different K conditions. AM symbiosis increased the K concentration and dry weight of maize plants. RNA sequencing revealed that genes associated with the activity of the apoplast and nutrient reservoir were significantly enriched in mycorrhizal roots under low-K conditions but not under high-K conditions. Weighted gene correlation network analysis revealed that three modules were strongly correlated with K content. Twenty-one hub genes enriched in pathways associated with glycerophospholipid metabolism, glycerolipid metabolism, starch and sucrose metabolism, and anthocyanin biosynthesis were further identified. In general, these hub genes were upregulated in AMF-colonized roots under low-K conditions. Additionally, the members of 14 gene families associated with K obtain were identified (ARF: 38, ILK: 4, RBOH: 12, RUPO: 20, MAPKK: 89, CBL: 14, CIPK: 44, CPK: 40, PIN: 10, MYB: 174, NPF: 79, KT: 19, HAK/HKT/KUP: 38, and CPA: 8) from maize. The transcript levels of these genes showed that 92 genes (ARF:6, CBL:5, CIPK:13, CPK:2, HAK/HKT/KUP:7, PIN:2, MYB:26, NPF:16, RBOH:1, MAPKK:12 and RUPO:2) were upregulated with AM symbiosis under low-K conditions. CONCLUSIONS This study indicated that AMF increase the resistance of maize to low-K stress by regulating K uptake at the gene transcription level. Our findings provide a genome-level resource for the functional assignment of genes regulated by K treatment and AM symbiosis in K uptake-related gene families in maize. This may contribute to elucidate the molecular mechanisms of maize response to low K stress with AMF inoculation, and provided a theoretical basis for AMF application in the crop field.
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Affiliation(s)
- Yunjian Xu
- Ministry of Education Key Laboratory for Transboundary Ecosecurity of Southwest China, Yunnan Key Laboratory of Plant Reproductive Adaptation and Evolutionary Ecology and Centre for Invasion Biology, Institute of Biodiversity, School of Ecology and Environmental Science, Yunnan University, Kunming, 650504, Yunnan, China
| | - Yixiu Yan
- School of Agriculture, Yunnan University, Kunming , Yunnan, 650504, China
| | - Tianyi Zhou
- School of Agriculture, Yunnan University, Kunming , Yunnan, 650504, China
| | - Jianhui Chun
- School of Agriculture, Yunnan University, Kunming , Yunnan, 650504, China
| | - Yuanchao Tu
- School of Agriculture, Yunnan University, Kunming , Yunnan, 650504, China
| | - Xinyu Yang
- School of Agriculture, Yunnan University, Kunming , Yunnan, 650504, China
| | - Jie Qin
- School of Agriculture, Yunnan University, Kunming , Yunnan, 650504, China
| | - Luyan Ou
- School of Agriculture, Yunnan University, Kunming , Yunnan, 650504, China
| | - Liang Ye
- School of Agriculture, Yunnan University, Kunming , Yunnan, 650504, China
| | - Fang Liu
- School of Agriculture, Yunnan University, Kunming , Yunnan, 650504, China.
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Zhang Y, Dong W, Ma H, Zhao C, Ma F, Wang Y, Zheng X, Jin M. Comparative transcriptome and coexpression network analysis revealed the regulatory mechanism of Astragalus cicer L. in response to salt stress. BMC PLANT BIOLOGY 2024; 24:817. [PMID: 39210248 PMCID: PMC11363611 DOI: 10.1186/s12870-024-05531-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/19/2024] [Accepted: 08/21/2024] [Indexed: 09/04/2024]
Abstract
BACKGROUND Astragalus cicer L. is a perennial rhizomatous legume forage known for its quality, high biomass yield, and strong tolerance to saline-alkaline soils. Soil salinization is a widespread environmental pressure. To use A. cicer L. more scientifically and environmentally in agriculture and ecosystems, it is highly important to study the molecular response mechanism of A. cicer L. to salt stress. RESULTS In this study, we used RNA-seq technology and weighted gene coexpression network analysis (WGCNA) were performed. The results showed 4 key modules were closely related to the physiological response of A. cicer. L. to salt stress. The differentially expressed genes (DEGs) of key modules were mapped into the KEGG database, and found that the most abundant pathways were the plant hormone signal transduction pathway and carbon metabolism pathway. The potential regulatory networks of the cytokinin signal transduction pathway, the ethylene signal transduction pathway, and carbon metabolism related pathways were constructed according to the expression pathways of the DEGs. Seven hub genes in the key modules were selected and distributed among these pathways. They may involved in the positive regulation of cytokinin signaling and carbon metabolism in plant leaves, but limited the positive expression of ethylene signaling. Thus endowing the plant with salt tolerance in the early stage of salt stress. CONCLUSIONS Based on the phenotypic and physiological responses of A. cicer L. to salt stress, this study constructed the gene coexpression network of potential regulation to salt stress in key modules, which provided a new reference for exploring the response mechanism of legumes to abiotic stress.
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Affiliation(s)
- Yujuan Zhang
- College of Grassland Science, Gansu Agricultural University, Lanzhou, 730070, China
- Key Laboratory of Grassland Ecosystem (Gansu Agricultural University), Ministry of Education, Lanzhou, 730070, China
| | - Wenke Dong
- College of Grassland Science, Gansu Agricultural University, Lanzhou, 730070, China.
- Key Laboratory of Grassland Ecosystem (Gansu Agricultural University), Ministry of Education, Lanzhou, 730070, China.
| | - Huiling Ma
- College of Grassland Science, Gansu Agricultural University, Lanzhou, 730070, China
- Key Laboratory of Grassland Ecosystem (Gansu Agricultural University), Ministry of Education, Lanzhou, 730070, China
| | - Chunxu Zhao
- College of Grassland Science, Gansu Agricultural University, Lanzhou, 730070, China
- Key Laboratory of Grassland Ecosystem (Gansu Agricultural University), Ministry of Education, Lanzhou, 730070, China
| | - Fuqin Ma
- College of Grassland Science, Gansu Agricultural University, Lanzhou, 730070, China
- Key Laboratory of Grassland Ecosystem (Gansu Agricultural University), Ministry of Education, Lanzhou, 730070, China
| | - Yan Wang
- College of Grassland Science, Gansu Agricultural University, Lanzhou, 730070, China
- Key Laboratory of Grassland Ecosystem (Gansu Agricultural University), Ministry of Education, Lanzhou, 730070, China
| | - Xiaolin Zheng
- College of Grassland Science, Gansu Agricultural University, Lanzhou, 730070, China
- Key Laboratory of Grassland Ecosystem (Gansu Agricultural University), Ministry of Education, Lanzhou, 730070, China
| | - Minhui Jin
- College of Grassland Science, Gansu Agricultural University, Lanzhou, 730070, China
- Key Laboratory of Grassland Ecosystem (Gansu Agricultural University), Ministry of Education, Lanzhou, 730070, China
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Li X, Dong Y, Yu H, Zhao J, Yang F, Song W, Wang C, Liu J, Liang Q, Wang Y, Yang KQ, Fang H. A dual RNA-seq analyses revealed dynamic arms race during the invasion of walnut by Colletotrichum gloeosporioides. BMC PLANT BIOLOGY 2024; 24:653. [PMID: 38987678 PMCID: PMC11234561 DOI: 10.1186/s12870-024-05368-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: 05/06/2024] [Accepted: 07/01/2024] [Indexed: 07/12/2024]
Abstract
BACKGROUND Walnut anthracnose caused by Colletotrichum gloeosporioides seriously endangers the yield and quality of walnut, and has now become a catastrophic disease in the walnut industry. Therefore, understanding both pathogen invasion mechanisms and host response processes is crucial to defense against C. gloeosporioides infection. RESULTS Here, we investigated the mechanisms of interaction between walnut fruits (anthracnose-resistant F26 fruit bracts and anthracnose-susceptible F423 fruit bracts) and C. gloeosporioides at three infection time points (24hpi, 48hpi, and 72hpi) using a high-resolution time series dual transcriptomic analysis, characterizing the arms race between walnut and C. gloeosporioides. A total of 20,780 and 6670 differentially expressed genes (DEGs) were identified in walnut and C. gloeosporioides against 24hpi, respectively. Generous DEGs in walnut exhibited opposite expression patterns between F26 and F423, which indicated that different resistant materials exhibited different transcriptional responses to C. gloeosporioides during the infection process. KEGG functional enrichment analysis indicated that F26 displayed a broader response to C. gloeosporioides than F423. Meanwhile, the functional analysis of the C. gloeosporioides transcriptome was conducted and found that PHI, SignalP, CAZy, TCDB genes, the Fungal Zn (2)-Cys (6) binuclear cluster domain (PF00172.19) and the Cytochrome P450 (PF00067.23) were largely prominent in F26 fruit. These results suggested that C. gloeosporioides secreted some type of effector proteins in walnut fruit and appeared a different behavior based on the developmental stage of the walnut. CONCLUSIONS Our present results shed light on the arms race process by which C. gloeosporioides attacked host and walnut against pathogen infection, laying the foundation for the green prevention of walnut anthracnose.
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Affiliation(s)
- Xichen Li
- College of Forestry, Shandong Agricultural University, Taian, Shandong Province, China
| | - Yuhui Dong
- College of Forestry, Shandong Agricultural University, Taian, Shandong Province, China
- Mountain Tai Forest Ecosystem Research Station of State Forestry and Grassland Administration, Shandong Agricultural University, Taian, Shandong, 271018, China
- State Forestry and Grassland Administration Key Laboratory of Silviculture in Downstream, Areas of the Yellow River, Taian, Shandong, 271018, China
| | - Haiyi Yu
- College of Forestry, Shandong Agricultural University, Taian, Shandong Province, China
| | - Jing Zhao
- College of Forestry, Shandong Agricultural University, Taian, Shandong Province, China
| | - Fei Yang
- College of Forestry, Shandong Agricultural University, Taian, Shandong Province, China
| | - Weichen Song
- College of Forestry, Shandong Agricultural University, Taian, Shandong Province, China
| | - Changxi Wang
- College of Forestry, Shandong Agricultural University, Taian, Shandong Province, China
| | - Jianning Liu
- College of Forestry, Shandong Agricultural University, Taian, Shandong Province, China
| | - Qiang Liang
- College of Forestry, Shandong Agricultural University, Taian, Shandong Province, China
- Mountain Tai Forest Ecosystem Research Station of State Forestry and Grassland Administration, Shandong Agricultural University, Taian, Shandong, 271018, China
- State Forestry and Grassland Administration Key Laboratory of Silviculture in Downstream, Areas of the Yellow River, Taian, Shandong, 271018, China
| | - Yicheng Wang
- State Key Laboratory of Crop Genetics and Germplasm Enhancement, Sanya Institute of Nanjing Agricultural University, Nanjing Agricultural University, Nanjing, 210095, China
| | - Ke Qiang Yang
- College of Forestry, Shandong Agricultural University, Taian, Shandong Province, China.
- Mountain Tai Forest Ecosystem Research Station of State Forestry and Grassland Administration, Shandong Agricultural University, Taian, Shandong, 271018, China.
- State Forestry and Grassland Administration Key Laboratory of Silviculture in Downstream, Areas of the Yellow River, Taian, Shandong, 271018, China.
| | - Hongcheng Fang
- College of Forestry, Shandong Agricultural University, Taian, Shandong Province, China.
- Mountain Tai Forest Ecosystem Research Station of State Forestry and Grassland Administration, Shandong Agricultural University, Taian, Shandong, 271018, China.
- State Forestry and Grassland Administration Key Laboratory of Silviculture in Downstream, Areas of the Yellow River, Taian, Shandong, 271018, China.
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Gandham P, Rajasekaran K, Sickler C, Mohan H, Gilbert M, Baisakh N. MicroRNA (miRNA) profiling of maize genotypes with differential response to Aspergillus flavus implies zma-miR156-squamosa promoter binding protein (SBP) and zma-miR398/zma-miR394-F -box combinations involved in resistance mechanisms. STRESS BIOLOGY 2024; 4:26. [PMID: 38727957 PMCID: PMC11087424 DOI: 10.1007/s44154-024-00158-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/10/2024] [Accepted: 03/05/2024] [Indexed: 05/13/2024]
Abstract
Maize (Zea mays), a major food crop worldwide, is susceptible to infection by the saprophytic fungus Aspergillus flavus that can produce the carcinogenic metabolite aflatoxin (AF) especially under climate change induced abiotic stressors that favor mold growth. Several studies have used "-omics" approaches to identify genetic elements with potential roles in AF resistance, but there is a lack of research identifying the involvement of small RNAs such as microRNAs (miRNAs) in maize-A. flavus interaction. In this study, we compared the miRNA profiles of three maize lines (resistant TZAR102, moderately resistant MI82, and susceptible Va35) at 8 h, 3 d, and 7 d after A. flavus infection to investigate possible regulatory antifungal role of miRNAs. A total of 316 miRNAs (275 known and 41 putative novel) belonging to 115 miRNA families were identified in response to the fungal infection across all three maize lines. Eighty-two unique miRNAs were significantly differentially expressed with 39 miRNAs exhibiting temporal differential regulation irrespective of the maize genotype, which targeted 544 genes (mRNAs) involved in diverse molecular functions. The two most notable biological processes involved in plant immunity, namely cellular responses to oxidative stress (GO:00345990) and reactive oxygen species (GO:0034614) were significantly enriched in the resistant line TZAR102. Coexpression network analysis identified 34 hubs of miRNA-mRNA pairs where nine hubs had a node in the module connected to their target gene with potentially important roles in resistance/susceptible response of maize to A. flavus. The miRNA hubs in resistance modules (TZAR102 and MI82) were mostly connected to transcription factors and protein kinases. Specifically, the module of miRNA zma-miR156b-nb - squamosa promoter binding protein (SBP), zma-miR398a-3p - SKIP5, and zma-miR394a-5p - F-box protein 6 combinations in the resistance-associated modules were considered important candidates for future functional studies.
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Affiliation(s)
- Prasad Gandham
- School of Plant, Environmental and Soil Sciences, Louisiana State University Agricultural Center, Baton Rouge, LA, 70803, USA
| | - Kanniah Rajasekaran
- Food and Feed Safety Research Unit, Southern Regional Research Center, USDA-ARS, New Orleans, LA, 70726, USA.
| | - Christine Sickler
- Food and Feed Safety Research Unit, Southern Regional Research Center, USDA-ARS, New Orleans, LA, 70726, USA
| | - Harikrishnan Mohan
- School of Plant, Environmental and Soil Sciences, Louisiana State University Agricultural Center, Baton Rouge, LA, 70803, USA
| | - Matthew Gilbert
- Food and Feed Safety Research Unit, Southern Regional Research Center, USDA-ARS, New Orleans, LA, 70726, USA
| | - Niranjan Baisakh
- School of Plant, Environmental and Soil Sciences, Louisiana State University Agricultural Center, Baton Rouge, LA, 70803, USA.
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10
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Bai Y, Wang H, Zhu K, Cheng ZM. The dynamic arms race during the early invasion of woodland strawberry by Botrytis cinerea revealed by dual dense high-resolution RNA-seq analyses. HORTICULTURE RESEARCH 2023; 10:uhad225. [PMID: 38143486 PMCID: PMC10745266 DOI: 10.1093/hr/uhad225] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/21/2023] [Accepted: 10/29/2023] [Indexed: 12/26/2023]
Abstract
Necrotrophic pathogens replicate massively upon colonizing plants, causing large-scale wilting and death of plant tissues. Understanding both mechanisms of pathogen invasion and host response processes prior to symptom appearance and their key regulatory networks is therefore important for defense against pathogen attack. Here, we investigated the mechanisms of interaction between woodland strawberry (Fragaria vesca) leaves and gray mold pathogen (Botrytis cinerea) at 14 infection time points during the first 12 hours of the infection period using a dense, high-resolution time series dual transcriptomic analysis, characterizing the arms race between strawberry F. vesca and B. cinerea before the appearance of localized lesions. Strawberry leaves rapidly initiated strong systemic defenses at the first sign of external stimulation and showed lower levels of transcriptomic change later in the infection process. Unlike the host plants, B. cinerea showed larger-scale transcriptomic changes that persisted throughout the infection process. Weighted gene co-expression network analysis identified highly correlated genes in 32 gene expression modules between B. cinerea and strawberry. Yeast two-hybrid and bimolecular fluorescence complementation assays revealed that the disease response protein FvRLP2 from woodland strawberry interacted with the cell death inducing proteins BcXYG1 and BcPG3 from B. cinerea. Overexpression of FvRLP2 in both strawberry and Arabidopsis inhibited B. cinerea infection, confirming these genes' respective functions. These findings shed light on the arms race process by which B. cinerea invades host plants and strawberry to defend against pathogen infection.
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Affiliation(s)
- Yibo Bai
- College of Horticulture, Nanjing Agricultural University, Nanjing 210095, China
- Key Laboratory of Crop Gene Resources and Germplasm Enhancement in Southern China, Ministry of Agriculture; Tropical Crops Genetic Resources Institute, Chinese Academy of Tropical Agricultural Sciences, Haikou 571101, China
| | - Haibin Wang
- College of Horticulture, Nanjing Agricultural University, Nanjing 210095, China
| | - Kaikai Zhu
- Co-innovation Center for Sustainable Forestry in Southern China, Nanjing Forestry University, Nanjing, Jiangsu 210037, China
| | - Zong-Ming Cheng
- College of Horticulture, Nanjing Agricultural University, Nanjing 210095, China
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11
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Wu X, Sun Z, Qi F, Liu H, Zhao M, Wang J, Wang M, Zhao R, Wu Y, Dong W, Zheng Z, Zhang X. Cytological and transcriptomic analysis to unveil the mechanism of web blotch resistance in Peanut. BMC PLANT BIOLOGY 2023; 23:518. [PMID: 37884908 PMCID: PMC10601179 DOI: 10.1186/s12870-023-04545-9] [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: 07/30/2023] [Accepted: 10/19/2023] [Indexed: 10/28/2023]
Abstract
BACKGROUND Peanut is an important oil crop worldwide. Peanut web blotch is a fungal disease that often occurs at the same time as other leaf spot diseases, resulting in substantial leaf drop, which seriously affects the peanut yield and quality. However, the molecular mechanism underlying peanut resistance to web blotch is unknown. RESULTS The cytological examination revealed no differences in the conidium germination rate between the web blotch-resistant variety ZH and the web blotch-susceptible variety PI at 12-48 hpi. The appressorium formation rate was significantly higher for PI than for ZH at 24 hpi. The papilla formation rate at 36 hpi and the hypersensitive response rate at 60 and 84 hpi were significantly higher for ZH than for PI. We also compared the transcriptional profiles of web blotch-infected ZH and PI plants at 0, 12, 24, 36, 48, 60, and 84 hpi using an RNA-seq technique. There were more differentially expressed genes (DEGs) in ZH and PI at 12, 36, 60, and 84 hpi than at 24 and 48 hpi. Moreover, there were more DEGs in PI than in ZH at each time-point. The analysis of metabolic pathways indicated that pantothenate and CoA biosynthesis; monobactam biosynthesis; cutin, suberine and wax biosynthesis; and ether lipid metabolism are specific to the active defense of ZH against YY187, whereas porphyrin metabolism as well as taurine and hypotaurine metabolism are pathways specifically involved in the passive defense of ZH against YY187. In the protein-protein interaction (PPI) network, most of the interacting proteins were serine acetyltransferases and cysteine synthases, which are involved in the cysteine synthesis pathway. The qRT-PCR data confirmed the reliability of the transcriptome analysis. CONCLUSION On the basis of the PPI network for the significantly enriched genes in the pathways which were specifically enriched at different time points in ZH, we hypothesize that serine acetyltransferases and cysteine synthases are crucial for the cysteine-related resistance of peanut to web blotch. The study results provide reference material for future research on the mechanism mediating peanut web blotch resistance.
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Affiliation(s)
- Xiaohui Wu
- The Shennong Laboratory, Institute of Crop Molecular Breeding, Key Laboratory of Oil Crops in Huang-Huai-Hai Plains, Ministry of Agriculture/Henan Provincial Key Laboratory for Oil Crop Improvement, Henan Academy of Agricultural Sciences, Zhengzhou, Henan, 450002, China
- College of Agronomy, Henan Agricultural University, Zhengzhou, Henan, 450046, China
| | - Ziqi Sun
- The Shennong Laboratory, Institute of Crop Molecular Breeding, Key Laboratory of Oil Crops in Huang-Huai-Hai Plains, Ministry of Agriculture/Henan Provincial Key Laboratory for Oil Crop Improvement, Henan Academy of Agricultural Sciences, Zhengzhou, Henan, 450002, China
| | - Feiyan Qi
- The Shennong Laboratory, Institute of Crop Molecular Breeding, Key Laboratory of Oil Crops in Huang-Huai-Hai Plains, Ministry of Agriculture/Henan Provincial Key Laboratory for Oil Crop Improvement, Henan Academy of Agricultural Sciences, Zhengzhou, Henan, 450002, China
| | - Hua Liu
- The Shennong Laboratory, Institute of Crop Molecular Breeding, Key Laboratory of Oil Crops in Huang-Huai-Hai Plains, Ministry of Agriculture/Henan Provincial Key Laboratory for Oil Crop Improvement, Henan Academy of Agricultural Sciences, Zhengzhou, Henan, 450002, China
| | - Mingbo Zhao
- The Shennong Laboratory, Institute of Crop Molecular Breeding, Key Laboratory of Oil Crops in Huang-Huai-Hai Plains, Ministry of Agriculture/Henan Provincial Key Laboratory for Oil Crop Improvement, Henan Academy of Agricultural Sciences, Zhengzhou, Henan, 450002, China
| | - Juan Wang
- The Shennong Laboratory, Institute of Crop Molecular Breeding, Key Laboratory of Oil Crops in Huang-Huai-Hai Plains, Ministry of Agriculture/Henan Provincial Key Laboratory for Oil Crop Improvement, Henan Academy of Agricultural Sciences, Zhengzhou, Henan, 450002, China
| | - Mengmeng Wang
- The Shennong Laboratory, Institute of Crop Molecular Breeding, Key Laboratory of Oil Crops in Huang-Huai-Hai Plains, Ministry of Agriculture/Henan Provincial Key Laboratory for Oil Crop Improvement, Henan Academy of Agricultural Sciences, Zhengzhou, Henan, 450002, China
| | - Ruifang Zhao
- The Shennong Laboratory, Institute of Crop Molecular Breeding, Key Laboratory of Oil Crops in Huang-Huai-Hai Plains, Ministry of Agriculture/Henan Provincial Key Laboratory for Oil Crop Improvement, Henan Academy of Agricultural Sciences, Zhengzhou, Henan, 450002, China
| | - Yue Wu
- The Shennong Laboratory, Institute of Crop Molecular Breeding, Key Laboratory of Oil Crops in Huang-Huai-Hai Plains, Ministry of Agriculture/Henan Provincial Key Laboratory for Oil Crop Improvement, Henan Academy of Agricultural Sciences, Zhengzhou, Henan, 450002, China
| | - Wenzhao Dong
- The Shennong Laboratory, Institute of Crop Molecular Breeding, Key Laboratory of Oil Crops in Huang-Huai-Hai Plains, Ministry of Agriculture/Henan Provincial Key Laboratory for Oil Crop Improvement, Henan Academy of Agricultural Sciences, Zhengzhou, Henan, 450002, China
| | - Zheng Zheng
- The Shennong Laboratory, Institute of Crop Molecular Breeding, Key Laboratory of Oil Crops in Huang-Huai-Hai Plains, Ministry of Agriculture/Henan Provincial Key Laboratory for Oil Crop Improvement, Henan Academy of Agricultural Sciences, Zhengzhou, Henan, 450002, China.
| | - Xinyou Zhang
- The Shennong Laboratory, Institute of Crop Molecular Breeding, Key Laboratory of Oil Crops in Huang-Huai-Hai Plains, Ministry of Agriculture/Henan Provincial Key Laboratory for Oil Crop Improvement, Henan Academy of Agricultural Sciences, Zhengzhou, Henan, 450002, China.
- College of Agronomy, Henan Agricultural University, Zhengzhou, Henan, 450046, China.
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12
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Castorina G, Bigelow M, Hattery T, Zilio M, Sangiorgio S, Caporali E, Venturini G, Iriti M, Yandeau-Nelson MD, Consonni G. Roles of the MYB94/FUSED LEAVES1 (ZmFDL1) and GLOSSY2 (ZmGL2) genes in cuticle biosynthesis and potential impacts on Fusarium verticillioides growth on maize silks. FRONTIERS IN PLANT SCIENCE 2023; 14:1228394. [PMID: 37546274 PMCID: PMC10399752 DOI: 10.3389/fpls.2023.1228394] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/24/2023] [Accepted: 06/30/2023] [Indexed: 08/08/2023]
Abstract
Maize silks, the stigmatic portions of the female flowers, have an important role in reproductive development. Silks also provide entry points for pathogens into host tissues since fungal hyphae move along the surface of the silks to reach the site of infection, i.e., the developing kernel. The outer extracellular surface of the silk is covered by a protective hydrophobic cuticle, comprised of a complex array of long-chain hydrocarbons and small amounts of very long chain fatty acids and fatty alcohols. This work illustrates that two previously characterized cuticle-related genes separately exert roles on maize silk cuticle deposition and function. ZmMYB94/FUSED LEAVES 1 (ZmFDL1) MYB transcription factor is a key regulator of cuticle deposition in maize seedlings. The ZmGLOSSY2 (ZmGL2) gene, a putative member of the BAHD superfamily of acyltransferases with close sequence similarity to the Arabidopsis AtCER2 gene, is involved in the elongation of the fatty acid chains that serve as precursors of the waxes on young leaves. In silks, lack of ZmFDL1 action generates a decrease in the accumulation of a wide number of compounds, including alkanes and alkenes of 20 carbons or greater and affects the expression of cuticle-related genes. These results suggest that ZmFDL1 retains a regulatory role in silks, which might be exerted across the entire wax biosynthesis pathway. Separately, a comparison between gl2-ref and wild-type silks reveals differences in the abundance of specific cuticular wax constituents, particularly those of longer unsaturated carbon chain lengths. The inferred role of ZmGL2 is to control the chain lengths of unsaturated hydrocarbons. The treatment of maize silks with Fusarium verticillioides conidia suspension results in altered transcript levels of ZmFDL1 and ZmGL2 genes. In addition, an increase in fungal growth was observed on gl2-ref mutant silks 72 hours after Fusarium infection. These findings suggest that the silk cuticle plays an active role in the response to F. verticillioides infection.
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Affiliation(s)
- Giulia Castorina
- Dipartimento Di Scienze Agrarie e Ambientali (DiSAA), Università Degli Studi Di Milano, Milan, Italy
| | - Madison Bigelow
- Department of Genetics, Development, and Cell Biology, Iowa State University, Ames, IA, United States
| | - Travis Hattery
- Department of Genetics, Development, and Cell Biology, Iowa State University, Ames, IA, United States
| | - Massimo Zilio
- Dipartimento Di Scienze Agrarie e Ambientali (DiSAA), Università Degli Studi Di Milano, Milan, Italy
| | - Stefano Sangiorgio
- Dipartimento Di Scienze Agrarie e Ambientali (DiSAA), Università Degli Studi Di Milano, Milan, Italy
| | | | - Giovanni Venturini
- Dipartimento Di Scienze Agrarie e Ambientali (DiSAA), Università Degli Studi Di Milano, Milan, Italy
| | - Marcello Iriti
- Dipartimento Di Scienze Agrarie e Ambientali (DiSAA), Università Degli Studi Di Milano, Milan, Italy
| | - Marna D. Yandeau-Nelson
- Department of Genetics, Development, and Cell Biology, Iowa State University, Ames, IA, United States
| | - Gabriella Consonni
- Dipartimento Di Scienze Agrarie e Ambientali (DiSAA), Università Degli Studi Di Milano, Milan, Italy
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Baisakh N, Da Silva EA, Pradhan AK, Rajasekaran K. Comprehensive meta-analysis of QTL and gene expression studies identify candidate genes associated with Aspergillus flavus resistance in maize. FRONTIERS IN PLANT SCIENCE 2023; 14:1214907. [PMID: 37534296 PMCID: PMC10392829 DOI: 10.3389/fpls.2023.1214907] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 04/30/2023] [Accepted: 06/26/2023] [Indexed: 08/04/2023]
Abstract
Aflatoxin (AF) contamination, caused by Aspergillus flavus, compromises the food safety and marketability of commodities, such as maize, cotton, peanuts, and tree nuts. Multigenic inheritance of AF resistance impedes conventional introgression of resistance traits into high-yielding commercial maize varieties. Several AF resistance-associated quantitative trait loci (QTLs) and markers have been reported from multiple biparental mapping and genome-wide association studies (GWAS) in maize. However, QTLs with large confidence intervals (CI) explaining inconsistent phenotypic variance limit their use in marker-assisted selection. Meta-analysis of published QTLs can identify significant meta-QTLs (MQTLs) with a narrower CI for reliable identification of genes and linked markers for AF resistance. Using 276 out of 356 reported QTLs controlling resistance to A. flavus infection and AF contamination in maize, we identified 58 MQTLs on all 10 chromosomes with a 66.5% reduction in the average CI. Similarly, a meta-analysis of maize genes differentially expressed in response to (a)biotic stresses from the to-date published literature identified 591 genes putatively responding to only A. flavus infection, of which 14 were significantly differentially expressed (-1.0 ≤ Log2Fc ≥ 1.0; p ≤ 0.05). Eight MQTLs were validated by their colocalization with 14 A. flavus resistance-associated SNPs identified from GWAS in maize. A total of 15 genes were physically close between the MQTL intervals and SNPs. Assessment of 12 MQTL-linked SSR markers identified three markers that could discriminate 14 and eight cultivars with resistance and susceptible responses, respectively. A comprehensive meta-analysis of QTLs and differentially expressed genes led to the identification of genes and makers for their potential application in marker-assisted breeding of A. flavus-resistant maize varieties.
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Affiliation(s)
- Niranjan Baisakh
- School of Plant, Environmental and Soil Sciences, Louisiana State University Agricultural Center, Baton Rouge, LA, United States
| | - Eduardo A. Da Silva
- School of Plant, Environmental and Soil Sciences, Louisiana State University Agricultural Center, Baton Rouge, LA, United States
- Department of Agriculture, Federal University of Lavras, Lavras, Brazil
| | - Anjan K. Pradhan
- School of Plant, Environmental and Soil Sciences, Louisiana State University Agricultural Center, Baton Rouge, LA, United States
| | - Kanniah Rajasekaran
- Food and Feed Safety Research Unit, Southern Regional Research Center, United States Department of Agriculture - Agricultural Research Service (USDA-ARS), New Orleans, LA, United States
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14
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Priyashantha AKH, Dai DQ, Bhat DJ, Stephenson SL, Promputtha I, Kaushik P, Tibpromma S, Karunarathna SC. Plant-Fungi Interactions: Where It Goes? BIOLOGY 2023; 12:809. [PMID: 37372094 PMCID: PMC10295453 DOI: 10.3390/biology12060809] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/07/2023] [Revised: 05/29/2023] [Accepted: 05/30/2023] [Indexed: 06/29/2023]
Abstract
Fungi live different lifestyles-including pathogenic and symbiotic-by interacting with living plants. Recently, there has been a substantial increase in the study of phytopathogenic fungi and their interactions with plants. Symbiotic relationships with plants appear to be lagging behind, although progressive. Phytopathogenic fungi cause diseases in plants and put pressure on survival. Plants fight back against such pathogens through complicated self-defense mechanisms. However, phytopathogenic fungi develop virulent responses to overcome plant defense reactions, thus continuing their deteriorative impacts. Symbiotic relationships positively influence both plants and fungi. More interestingly, they also help plants protect themselves from pathogens. In light of the nonstop discovery of novel fungi and their strains, it is imperative to pay more attention to plant-fungi interactions. Both plants and fungi are responsive to environmental changes, therefore construction of their interaction effects has emerged as a new field of study. In this review, we first attempt to highlight the evolutionary aspect of plant-fungi interactions, then the mechanism of plants to avoid the negative impact of pathogenic fungi, and fungal strategies to overcome the plant defensive responses once they have been invaded, and finally the changes of such interactions under the different environmental conditions.
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Affiliation(s)
- A. K. Hasith Priyashantha
- Center for Yunnan Plateau Biological Resources Protection and Utilization, College of Biological Resource and Food Engineering, Qujing Normal University, Qujing 655011, China; (A.K.H.P.); (D.-Q.D.)
| | - Dong-Qin Dai
- Center for Yunnan Plateau Biological Resources Protection and Utilization, College of Biological Resource and Food Engineering, Qujing Normal University, Qujing 655011, China; (A.K.H.P.); (D.-Q.D.)
| | - Darbhe J. Bhat
- Department of Botany and Microbiology, College of Science, King Saud University, P.O. Box 2455, Riyadh 11451, Saudi Arabia;
- Biology Division, Vishnugupta Vishwavidyapeetam, Gokarna 581326, India
| | - Steven L. Stephenson
- Department of Biological Sciences, University of Arkansas, Fayetteville, AR 72701, USA;
| | - Itthayakorn Promputtha
- Department of Biology, Faculty of Science, Chiang Mai University, Chiang Mai 50200, Thailand;
| | | | - Saowaluck Tibpromma
- Center for Yunnan Plateau Biological Resources Protection and Utilization, College of Biological Resource and Food Engineering, Qujing Normal University, Qujing 655011, China; (A.K.H.P.); (D.-Q.D.)
| | - Samantha C. Karunarathna
- Center for Yunnan Plateau Biological Resources Protection and Utilization, College of Biological Resource and Food Engineering, Qujing Normal University, Qujing 655011, China; (A.K.H.P.); (D.-Q.D.)
- National Institute of Fundamental Studies (NIFS), Hantana Road, Kandy 20000, Sri Lanka
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15
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Massahiro Yassue R, Galli G, James Chen C, Fritsche‐Neto R, Morota G. Genome-wide association analysis of hyperspectral reflectance data to dissect the genetic architecture of growth-related traits in maize under plant growth-promoting bacteria inoculation. PLANT DIRECT 2023; 7:e492. [PMID: 37102161 PMCID: PMC10123960 DOI: 10.1002/pld3.492] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/10/2022] [Revised: 03/09/2023] [Accepted: 03/13/2023] [Indexed: 06/19/2023]
Abstract
Plant growth-promoting bacteria (PGPB) may be of use for increasing crop yield and plant resilience to biotic and abiotic stressors. Using hyperspectral reflectance data to assess growth-related traits may shed light on the underlying genetics as such data can help assess biochemical and physiological traits. This study aimed to integrate hyperspectral reflectance data with genome-wide association analyses to examine maize growth-related traits under PGPB inoculation. A total of 360 inbred maize lines with 13,826 single nucleotide polymorphisms (SNPs) were evaluated with and without PGPB inoculation; 150 hyperspectral wavelength reflectances at 386-1021 nm and 131 hyperspectral indices were used in the analysis. Plant height, stalk diameter, and shoot dry mass were measured manually. Overall, hyperspectral signatures produced similar or higher genomic heritability estimates than those of manually measured phenotypes, and they were genetically correlated with manually measured phenotypes. Furthermore, several hyperspectral reflectance values and spectral indices were identified by genome-wide association analysis as potential markers for growth-related traits under PGPB inoculation. Eight SNPs were detected, which were commonly associated with manually measured and hyperspectral phenotypes. Different genomic regions were found for plant growth and hyperspectral phenotypes between with and without PGPB inoculation. Moreover, the hyperspectral phenotypes were associated with genes previously reported as candidates for nitrogen uptake efficiency, tolerance to abiotic stressors, and kernel size. In addition, a Shiny web application was developed to explore multiphenotype genome-wide association results interactively. Taken together, our results demonstrate the usefulness of hyperspectral-based phenotyping for studying maize growth-related traits in response to PGPB inoculation.
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Affiliation(s)
- Rafael Massahiro Yassue
- Department of Genetics, ‘Luiz de Queiroz’ College of AgricultureUniversity of São PauloSão PauloBrazil
- School of Animal SciencesVirginia Polytechnic Institute and State UniversityBlacksburgVirginiaUSA
| | - Giovanni Galli
- Department of Genetics, ‘Luiz de Queiroz’ College of AgricultureUniversity of São PauloSão PauloBrazil
| | - Chun‐Peng James Chen
- School of Animal SciencesVirginia Polytechnic Institute and State UniversityBlacksburgVirginiaUSA
- Center for Advanced Innovation in AgricultureVirginia Polytechnic Institute and State UniversityBlacksburgVirginiaUSA
| | - Roberto Fritsche‐Neto
- Department of Genetics, ‘Luiz de Queiroz’ College of AgricultureUniversity of São PauloSão PauloBrazil
- Quantitative Genetics and Biometrics ClusterInternational Rice Research InstituteLos BañosPhilippines
| | - Gota Morota
- School of Animal SciencesVirginia Polytechnic Institute and State UniversityBlacksburgVirginiaUSA
- Center for Advanced Innovation in AgricultureVirginia Polytechnic Institute and State UniversityBlacksburgVirginiaUSA
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16
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Zhou Z, Wang J, Yu Q, Lan H. Promoter activity and transcriptome analyses decipher functions of CgbHLH001 gene (Chenopodium glaucum L.) in response to abiotic stress. BMC PLANT BIOLOGY 2023; 23:116. [PMID: 36849913 PMCID: PMC9969703 DOI: 10.1186/s12870-023-04128-8] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/23/2022] [Accepted: 02/15/2023] [Indexed: 06/18/2023]
Abstract
BACKGROUND Our previous studies revealed that CgbHLH001 transcription factor (TF) played an important role in abiotic stress tolerance, suggesting that its promoter was a potential target in response to stress signals. In addition, the regulatory mechanism of CgbHLH001 TF is still limited. RESULTS In the present study, a 1512 bp of 5'-flanking sequence of CgbHLH001 gene was identified, and the sequence carried quite a few of cis-acting elements. The gene promoter displayed strong activity and was induced by multiple abiotic stress. A series of 5'-deletions of the promoter sequence resulted in a gradual decrease in its activity, especially, the 5' untranslated region (UTR) was necessary to drive promoter activity. Further, CgbHLH001 promoter drove its own gene overexpression ectopically at the transcriptional and translational levels, which in turn conferred the stress tolerance to transgenic Arabidopsis. Transcriptome analysis showed that salt stress induced a large number of genes involved in multiple biological regulatory processes. Differentially expressed genes (DEGs) that mediate phytohormone signal transduction and mitogen-activated protein kinase (MAPK) signaling pathway were widely induced and mostly upregulated under salt stress, and the transcription levels in PbHLH::bHLH-overexpressing transgenic lines were higher than that of 35S::bHLH overexpression. CONCLUSIONS The CgbHLH001 promoter exhibited a positive response to abiotic stress and its 5' UTR sequence enhanced the regulation of gene expression to stress. A few important pathways and putative key genes involved in salt tolerance were identified, which can be used to elucidate the mechanism of salt tolerance and decipher the regulatory mechanism of promoters to develop an adaptation strategy for desert halophytes.
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Affiliation(s)
- Zixin Zhou
- Xinjiang Key Laboratory of Biological Resources and Genetic Engineering, College of Life Science and Technology, Xinjiang University, Urumqi, 830017, China
| | - Juan Wang
- Institute of Horticulture Crops, Xinjiang Academy of Agricultural Science, Urumqi, 830091, China
| | - Qinghui Yu
- Institute of Horticulture Crops, Xinjiang Academy of Agricultural Science, Urumqi, 830091, China
| | - Haiyan Lan
- Xinjiang Key Laboratory of Biological Resources and Genetic Engineering, College of Life Science and Technology, Xinjiang University, Urumqi, 830017, China.
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17
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Zhang Y, Dong W, Zhao C, Ma H. Comparative transcriptome analysis of resistant and susceptible Kentucky bluegrass varieties in response to powdery mildew infection. BMC PLANT BIOLOGY 2022; 22:509. [PMID: 36319971 PMCID: PMC9628184 DOI: 10.1186/s12870-022-03883-4] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/07/2022] [Accepted: 09/29/2022] [Indexed: 06/16/2023]
Abstract
BACKGROUND Poa pratensis is one of the most common cold-season turfgrasses used for urban turf building, and it is also widely used in ecological environment management worldwide. Powdery mildew is a common disease of P. pratensis. To scientifically and ecologically control lawn powdery mildew, the molecular mechanism underlying the response of P. pratensis to powdery mildew infection must better understood. RESULTS To explore molecular mechanism underlying the response of P. pratensis to powdery mildew infection, this study compared physiological changes and transcriptomic level differences between the highly resistant variety 'BlackJack' and the extremely susceptible variety 'EverGlade' under powdery mildew infection conditions. We analyzed DEGs using reference canonical pathways in the Kyoto Encyclopedia of Genes and Genomes (KEGG) database, and the results showed that "starch and sucrose metabolism", "photosynthesis" and "fatty acid metabolism"pathways were only enriched in 'BlackJack', and the expression of DEGs such as HXK, INV, GS, SS, AGpase and β-amylase in "starch and sucrose metabolism" pathway of 'BlackJack' were closely related to powdery mildew resistance. Meanwhile, compared with 'EverGlade', powdery mildew infection promoted synthesis of sucrose, expression of photosynthesis parameters and photosynthesis-related enzymes in leaves of 'BlackJack' and decreased accumulation of monosaccharides such as glucose and fructose. CONCLUSIONS This study identified the key metabolic pathways of a P. pratensis variety with high resistance to powdery mildew infection and explored the differences in physiological characteristics and key genes related to sugar metabolism pathways under powdery mildew stress. These findings provide important insights for studying underlying molecular response mechanism.
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Affiliation(s)
- Yujuan Zhang
- Key Laboratory of Grassland Ecosystem of Ministry of Education, College of Grassland Science, Gansu Agricultural University, Lanzhou, 730070, China
| | - Wenke Dong
- Key Laboratory of Grassland Ecosystem of Ministry of Education, College of Grassland Science, Gansu Agricultural University, Lanzhou, 730070, China.
| | - Chunxu Zhao
- Key Laboratory of Grassland Ecosystem of Ministry of Education, College of Grassland Science, Gansu Agricultural University, Lanzhou, 730070, China
| | - Huiling Ma
- Key Laboratory of Grassland Ecosystem of Ministry of Education, College of Grassland Science, Gansu Agricultural University, Lanzhou, 730070, China
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18
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Role of Tocochromanols in Tolerance of Cereals to Biotic Stresses: Specific Focus on Pathogenic and Toxigenic Fungal Species. Int J Mol Sci 2022; 23:ijms23169303. [PMID: 36012567 PMCID: PMC9408828 DOI: 10.3390/ijms23169303] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2022] [Revised: 08/16/2022] [Accepted: 08/16/2022] [Indexed: 11/16/2022] Open
Abstract
Fungal pathogens capable of producing mycotoxins are one of the main threats to the cultivation of cereals and the safety of the harvested kernels. Improving the resistance of crops to fungal disease and accumulation of mycotoxins is therefore a crucial issue. Achieving this goal requires a deep understanding of plant defense mechanisms, most of them involving specialized metabolites. However, while numerous studies have addressed the contribution of phenylpropanoids and carotenoids to plant chemical defense, very few have dealt with tocochromanols. Tocochromanols, which encompass tocopherols and tocotrienols and constitute the vitamin E family, are widely distributed in cereal kernels; their biosynthetic pathway has been extensively studied with the aim to enrich plant oils and combat vitamin E deficiency in humans. Here we provide strong assumptions arguing in favor of an involvement of tocochromanols in plant–fungal pathogen interactions. These assumptions are based on both direct effects resulting from their capacity to scavenge reactive oxygen species, including lipid peroxyl radicals, on their potential to inhibit fungal growth and mycotoxin yield, and on more indirect effects mainly based on their role in plant protection against abiotic stresses.
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19
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Cui M, Han S, Wang D, Haider MS, Guo J, Zhao Q, Du P, Sun Z, Qi F, Zheng Z, Huang B, Dong W, Li P, Zhang X. Gene Co-expression Network Analysis of the Comparative Transcriptome Identifies Hub Genes Associated With Resistance to Aspergillus flavus L. in Cultivated Peanut ( Arachis hypogaea L.). FRONTIERS IN PLANT SCIENCE 2022; 13:899177. [PMID: 35812950 PMCID: PMC9264616 DOI: 10.3389/fpls.2022.899177] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/18/2022] [Accepted: 05/06/2022] [Indexed: 06/08/2023]
Abstract
Cultivated peanut (Arachis hypogaea L.), a cosmopolitan oil crop, is susceptible to a variety of pathogens, especially Aspergillus flavus L., which not only vastly reduce the quality of peanut products but also seriously threaten food safety for the contamination of aflatoxin. However, the key genes related to resistance to Aspergillus flavus L. in peanuts remain unclear. This study identifies hub genes positively associated with resistance to A. flavus in two genotypes by comparative transcriptome and weighted gene co-expression network analysis (WGCNA) method. Compared with susceptible genotype (Zhonghua 12, S), the rapid response to A. flavus and quick preparation for the translation of resistance-related genes in the resistant genotype (J-11, R) may be the drivers of its high resistance. WGCNA analysis revealed that 18 genes encoding pathogenesis-related proteins (PR10), 1-aminocyclopropane-1-carboxylate oxidase (ACO1), MAPK kinase, serine/threonine kinase (STK), pattern recognition receptors (PRRs), cytochrome P450, SNARE protein SYP121, pectinesterase, phosphatidylinositol transfer protein, and pentatricopeptide repeat (PPR) protein play major and active roles in peanut resistance to A. flavus. Collectively, this study provides new insight into resistance to A. flavus by employing WGCNA, and the identification of hub resistance-responsive genes may contribute to the development of resistant cultivars by molecular-assisted breeding.
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Affiliation(s)
- Mengjie Cui
- College of Agriculture, Nanjing Agricultural University, Nanjing, China
- The Shennong Laboratory, Henan Academy of Crops Molecular Breeding, Henan Academy of Agricultural Science, Zhengzhou, China
- Key Laboratory of Oil Crops in Huang-Huai-Hai Plains, Ministry of Agriculture, Zhengzhou, China
- Henan Provincial Key Laboratory for Oil Crop Improvement, Zhengzhou, China
- National Centre for Plant Breeding, Xinxiang, China
| | - Suoyi Han
- College of Agriculture, Nanjing Agricultural University, Nanjing, China
- The Shennong Laboratory, Henan Academy of Crops Molecular Breeding, Henan Academy of Agricultural Science, Zhengzhou, China
- Key Laboratory of Oil Crops in Huang-Huai-Hai Plains, Ministry of Agriculture, Zhengzhou, China
- Henan Provincial Key Laboratory for Oil Crop Improvement, Zhengzhou, China
- National Centre for Plant Breeding, Xinxiang, China
| | - Du Wang
- Key Laboratory of Detection for Mycotoxins, Oil Crops Research Institute of the Chinese Academy of Agricultural Sciences, Ministry of Agriculture and Rural Affairs, Wuhan, China
| | | | - Junjia Guo
- The Shennong Laboratory, Henan Academy of Crops Molecular Breeding, Henan Academy of Agricultural Science, Zhengzhou, China
- Key Laboratory of Oil Crops in Huang-Huai-Hai Plains, Ministry of Agriculture, Zhengzhou, China
- Henan Provincial Key Laboratory for Oil Crop Improvement, Zhengzhou, China
- National Centre for Plant Breeding, Xinxiang, China
| | - Qi Zhao
- The Shennong Laboratory, Henan Academy of Crops Molecular Breeding, Henan Academy of Agricultural Science, Zhengzhou, China
- Key Laboratory of Oil Crops in Huang-Huai-Hai Plains, Ministry of Agriculture, Zhengzhou, China
- Henan Provincial Key Laboratory for Oil Crop Improvement, Zhengzhou, China
| | - Pei Du
- College of Agriculture, Nanjing Agricultural University, Nanjing, China
- The Shennong Laboratory, Henan Academy of Crops Molecular Breeding, Henan Academy of Agricultural Science, Zhengzhou, China
- Key Laboratory of Oil Crops in Huang-Huai-Hai Plains, Ministry of Agriculture, Zhengzhou, China
- Henan Provincial Key Laboratory for Oil Crop Improvement, Zhengzhou, China
- National Centre for Plant Breeding, Xinxiang, China
| | - Ziqi Sun
- The Shennong Laboratory, Henan Academy of Crops Molecular Breeding, Henan Academy of Agricultural Science, Zhengzhou, China
- Key Laboratory of Oil Crops in Huang-Huai-Hai Plains, Ministry of Agriculture, Zhengzhou, China
- Henan Provincial Key Laboratory for Oil Crop Improvement, Zhengzhou, China
- National Centre for Plant Breeding, Xinxiang, China
| | - Feiyan Qi
- The Shennong Laboratory, Henan Academy of Crops Molecular Breeding, Henan Academy of Agricultural Science, Zhengzhou, China
- Key Laboratory of Oil Crops in Huang-Huai-Hai Plains, Ministry of Agriculture, Zhengzhou, China
- Henan Provincial Key Laboratory for Oil Crop Improvement, Zhengzhou, China
- National Centre for Plant Breeding, Xinxiang, China
| | - Zheng Zheng
- The Shennong Laboratory, Henan Academy of Crops Molecular Breeding, Henan Academy of Agricultural Science, Zhengzhou, China
- Key Laboratory of Oil Crops in Huang-Huai-Hai Plains, Ministry of Agriculture, Zhengzhou, China
- Henan Provincial Key Laboratory for Oil Crop Improvement, Zhengzhou, China
- National Centre for Plant Breeding, Xinxiang, China
| | - Bingyan Huang
- The Shennong Laboratory, Henan Academy of Crops Molecular Breeding, Henan Academy of Agricultural Science, Zhengzhou, China
- Key Laboratory of Oil Crops in Huang-Huai-Hai Plains, Ministry of Agriculture, Zhengzhou, China
- Henan Provincial Key Laboratory for Oil Crop Improvement, Zhengzhou, China
- National Centre for Plant Breeding, Xinxiang, China
| | - Wenzhao Dong
- The Shennong Laboratory, Henan Academy of Crops Molecular Breeding, Henan Academy of Agricultural Science, Zhengzhou, China
- Key Laboratory of Oil Crops in Huang-Huai-Hai Plains, Ministry of Agriculture, Zhengzhou, China
- Henan Provincial Key Laboratory for Oil Crop Improvement, Zhengzhou, China
- National Centre for Plant Breeding, Xinxiang, China
| | - Peiwu Li
- Key Laboratory of Detection for Mycotoxins, Oil Crops Research Institute of the Chinese Academy of Agricultural Sciences, Ministry of Agriculture and Rural Affairs, Wuhan, China
| | - Xinyou Zhang
- College of Agriculture, Nanjing Agricultural University, Nanjing, China
- The Shennong Laboratory, Henan Academy of Crops Molecular Breeding, Henan Academy of Agricultural Science, Zhengzhou, China
- Key Laboratory of Oil Crops in Huang-Huai-Hai Plains, Ministry of Agriculture, Zhengzhou, China
- Henan Provincial Key Laboratory for Oil Crop Improvement, Zhengzhou, China
- National Centre for Plant Breeding, Xinxiang, China
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20
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Yuan J, Li D, Shen C, Wu C, Khan N, Pan F, Yang H, Li X, Guo W, Chen B, Li X. Transcriptome Analysis Revealed the Molecular Response Mechanism of Non-heading Chinese Cabbage to Iron Deficiency Stress. FRONTIERS IN PLANT SCIENCE 2022; 13:848424. [PMID: 35371147 PMCID: PMC8964371 DOI: 10.3389/fpls.2022.848424] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/10/2022] [Accepted: 02/22/2022] [Indexed: 05/10/2023]
Abstract
Iron is a trace metal that is found in animals, plants, and the human body. Human iron absorption is hampered by plant iron shortage, which leads to anemia. Leafy vegetables are one of the most direct and efficient sources of iron for humans. Despite the fact that ferrotrophic disorder is common in calcareous soil, however, non-heading Chinese cabbage performs a series of reactions in response to iron deficiency stress that help to preserve iron homeostasis in vivo. In this study, we discovered that iron deficiency stress caused leaf yellowing and impeded plant development in both iron-deficient and control treatments by viewing or measuring phenotypic, chlorophyll content, and Fe2+ content in both iron-deficient and control treatments. We found a total of 9213 differentially expressed genes (DEGs) in non-heading Chinese cabbage by comparing root and leaf transcriptome data with iron deficiency and control treatments. For instance, 1927 DEGs co-expressed in root and leaf, including 897 up-regulated and 1030 down-regulated genes, respectively. We selected some key antioxidant genes, hormone signal transduction, iron absorption and transport, chlorophyll metabolism, and transcription factors involved in the regulation of iron deficiency stress utilizing GO enrichment, KEGG enrichment, multiple types of functional annotation, and Weighted Gene Co-expression Network Analysis (WGCNA). This study identifies prospective genes for maintaining iron homeostasis under iron-deficient stress, offering a theoretical foundation for further research into the molecular mechanisms of greater adaptation to iron-deficient stress, and perhaps guiding the development of iron-tolerant varieties.
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Affiliation(s)
- Jingping Yuan
- School of Horticulture and Landscape Architecture, Henan Institute of Science and Technology, Xinxiang, China
- Henan Engineering Research Center of the Development and Utilization of Characteristic Horticultural Plants, Xinxiang, China
- *Correspondence: Jingping Yuan,
| | - Daohan Li
- School of Horticulture and Landscape Architecture, Henan Institute of Science and Technology, Xinxiang, China
- Henan Engineering Research Center of the Development and Utilization of Characteristic Horticultural Plants, Xinxiang, China
| | - Changwei Shen
- School of Resource and Environmental Sciences, Henan Institute of Science and Technology, Xinxiang, China
| | - Chunhui Wu
- School of Horticulture and Landscape Architecture, Henan Institute of Science and Technology, Xinxiang, China
- Henan Engineering Research Center of the Development and Utilization of Characteristic Horticultural Plants, Xinxiang, China
| | - Nadeem Khan
- Ottawa Research and Development Centre, Agriculture and Agri-Food Canada, Ottawa, ON, Canada
- Department of Biology, University of Ottawa, Ottawa, ON, Canada
| | - Feifei Pan
- School of Horticulture and Landscape Architecture, Henan Institute of Science and Technology, Xinxiang, China
- Henan Engineering Research Center of the Development and Utilization of Characteristic Horticultural Plants, Xinxiang, China
| | - Helian Yang
- School of Horticulture and Landscape Architecture, Henan Institute of Science and Technology, Xinxiang, China
- Henan Engineering Research Center of the Development and Utilization of Characteristic Horticultural Plants, Xinxiang, China
| | - Xin Li
- School of Horticulture and Landscape Architecture, Henan Institute of Science and Technology, Xinxiang, China
- Henan Engineering Research Center of the Development and Utilization of Characteristic Horticultural Plants, Xinxiang, China
| | - Weili Guo
- School of Horticulture and Landscape Architecture, Henan Institute of Science and Technology, Xinxiang, China
- Henan Engineering Research Center of the Development and Utilization of Characteristic Horticultural Plants, Xinxiang, China
| | - Bihua Chen
- School of Horticulture and Landscape Architecture, Henan Institute of Science and Technology, Xinxiang, China
- Henan Engineering Research Center of the Development and Utilization of Characteristic Horticultural Plants, Xinxiang, China
| | - Xinzheng Li
- School of Horticulture and Landscape Architecture, Henan Institute of Science and Technology, Xinxiang, China
- Henan Engineering Research Center of the Development and Utilization of Characteristic Horticultural Plants, Xinxiang, China
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21
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Castano-Duque L, Gilbert MK, Mack BM, Lebar MD, Carter-Wientjes CH, Sickler CM, Cary JW, Rajasekaran K. Flavonoids Modulate the Accumulation of Toxins From Aspergillus flavus in Maize Kernels. FRONTIERS IN PLANT SCIENCE 2021; 12:761446. [PMID: 34899785 PMCID: PMC8662736 DOI: 10.3389/fpls.2021.761446] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/19/2021] [Accepted: 10/15/2021] [Indexed: 06/14/2023]
Abstract
Aspergillus flavus is an opportunistic fungal pathogen capable of producing aflatoxins, potent carcinogenic toxins that accumulate in maize kernels after infection. To better understand the molecular mechanisms of maize resistance to A. flavus growth and aflatoxin accumulation, we performed a high-throughput transcriptomic study in situ using maize kernels infected with A. flavus strain 3357. Three maize lines were evaluated: aflatoxin-contamination resistant line TZAR102, semi-resistant MI82, and susceptible line Va35. A modified genotype-environment association method (GEA) used to detect loci under selection via redundancy analysis (RDA) was used with the transcriptomic data to detect genes significantly influenced by maize line, fungal treatment, and duration of infection. Gene ontology enrichment analysis of genes highly expressed in infected kernels identified molecular pathways associated with defense responses to fungi and other microbes such as production of pathogenesis-related (PR) proteins and lipid bilayer formation. To further identify novel genes of interest, we incorporated genomic and phenotypic field data from a genome wide association analysis with gene expression data, allowing us to detect significantly expressed quantitative trait loci (eQTL). These results identified significant association between flavonoid biosynthetic pathway genes and infection by A. flavus. In planta fungal infections showed that the resistant line, TZAR102, has a higher fold increase of the metabolites naringenin and luteolin than the susceptible line, Va35, when comparing untreated and fungal infected plants. These results suggest flavonoids contribute to plant resistance mechanisms against aflatoxin contamination through modulation of toxin accumulation in maize kernels.
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22
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Filho JAF, Rosolen RR, Almeida DA, de Azevedo PHC, Motta MLL, Aono AH, dos Santos CA, Horta MAC, de Souza AP. Trends in biological data integration for the selection of enzymes and transcription factors related to cellulose and hemicellulose degradation in fungi. 3 Biotech 2021; 11:475. [PMID: 34777932 PMCID: PMC8548487 DOI: 10.1007/s13205-021-03032-y] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2021] [Accepted: 10/15/2021] [Indexed: 12/13/2022] Open
Abstract
Fungi are key players in biotechnological applications. Although several studies focusing on fungal diversity and genetics have been performed, many details of fungal biology remain unknown, including how cellulolytic enzymes are modulated within these organisms to allow changes in main plant cell wall compounds, cellulose and hemicellulose, and subsequent biomass conversion. With the advent and consolidation of DNA/RNA sequencing technology, different types of information can be generated at the genomic, structural and functional levels, including the gene expression profiles and regulatory mechanisms of these organisms, during degradation-induced conditions. This increase in data generation made rapid computational development necessary to deal with the large amounts of data generated. In this context, the origination of bioinformatics, a hybrid science integrating biological data with various techniques for information storage, distribution and analysis, was a fundamental step toward the current state-of-the-art in the postgenomic era. The possibility of integrating biological big data has facilitated exciting discoveries, including identifying novel mechanisms and more efficient enzymes, increasing yields, reducing costs and expanding opportunities in the bioprocess field. In this review, we summarize the current status and trends of the integration of different types of biological data through bioinformatics approaches for biological data analysis and enzyme selection.
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Affiliation(s)
- Jaire A. Ferreira Filho
- Center for Molecular Biology and Genetic Engineering (CBMEG), University of Campinas (UNICAMP), Campinas, SP Brazil
| | - Rafaela R. Rosolen
- Center for Molecular Biology and Genetic Engineering (CBMEG), University of Campinas (UNICAMP), Campinas, SP Brazil
| | - Deborah A. Almeida
- Center for Molecular Biology and Genetic Engineering (CBMEG), University of Campinas (UNICAMP), Campinas, SP Brazil
| | - Paulo Henrique C. de Azevedo
- Center for Molecular Biology and Genetic Engineering (CBMEG), University of Campinas (UNICAMP), Campinas, SP Brazil
| | - Maria Lorenza L. Motta
- Center for Molecular Biology and Genetic Engineering (CBMEG), University of Campinas (UNICAMP), Campinas, SP Brazil
| | - Alexandre H. Aono
- Center for Molecular Biology and Genetic Engineering (CBMEG), University of Campinas (UNICAMP), Campinas, SP Brazil
| | - Clelton A. dos Santos
- Center for Molecular Biology and Genetic Engineering (CBMEG), University of Campinas (UNICAMP), Campinas, SP Brazil
- Brazilian Biorenewables National Laboratory (LNBR), Brazilian Center for Research in Energy and Materials (CNPEM), Campinas, SP Brazil
| | - Maria Augusta C. Horta
- Center for Molecular Biology and Genetic Engineering (CBMEG), University of Campinas (UNICAMP), Campinas, SP Brazil
- Faculty of Pharmaceutical Sciences of Ribeirão Preto, University of São Paulo, Ribeirão Preto, SP Brazil
| | - Anete P. de Souza
- Center for Molecular Biology and Genetic Engineering (CBMEG), University of Campinas (UNICAMP), Campinas, SP Brazil
- Department of Plant Biology, Institute of Biology, UNICAMP, Universidade Estadual de Campinas, Campinas, SP 13083-875 Brazil
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