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Fouad N, El-Zayat EM, Amr D, El-Khishin DA, Abd-Elhalim HM, Hafez A, Radwan KH, Hamwieh A, Tadesse W. Characterizing Wheat Rhizosphere Bacterial Microbiome Dynamics Under Salinity Stress: Insights from 16S rRNA Metagenomics for Enhancing Stress Tolerance. PLANTS (BASEL, SWITZERLAND) 2025; 14:1033. [PMID: 40219101 PMCID: PMC11990312 DOI: 10.3390/plants14071033] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/17/2025] [Revised: 03/13/2025] [Accepted: 03/19/2025] [Indexed: 04/14/2025]
Abstract
Salinity is one of the most important abiotic stress factors affecting wheat production. Salt in the soil is a major environmental stressor that can affect the bacterial community in the rhizosphere of wheat. The bacteria in the plant's rhizosphere promote growth and stress tolerance, which vary by variety and location. Nevertheless, the soil harbors some of the most diverse microbial communities, while the rhizosphere selectively recruits according to the needs of plants in a complex harmonic regulation. The microbial composition and diversity under normal and saline conditions were assessed by comparing the rhizosphere of wheat with soil using 16S rRNA gene amplicon sequencing, highlighting the number of operational taxonomic units (OTUs). Taxonomic analyzes showed that the bacterial community was predominantly and characteristically composed of the phyla Proteobacteria, Actinobacteria, Bacteroidetes, Firmicutes, Verrucomicrobia, and Fibrobacteres, representing the usual microbial profile for the rhizosphere of wheat. Idiomarinaceae, Rheinheimera, Halomonas, and Pseudomonas (a strain of Proteobacteria), together with Gracilibacillus (a strain of Firmicutes Bacilli), were recognized as microbial signatures for the rhizosphere microbiome under saline conditions. This was observed even with unchanged soil type and genotype. These patterns occurred despite the same soil type and genotype, with salinity being the only variable. The collective action of these bacterial phyla in the rhizosphere not only improves nutrient availability but also induces systemic resistance in the plants. This synergistic effect improves plant resistance to salt stress and supports the development of salt-tolerant wheat varieties. These microbial signatures could improve our understanding of plant-microbe interactions and support the development of microbiome-based solutions for salt stress.
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Affiliation(s)
- Nourhan Fouad
- International Center of Agricultural Research in Dry Areas (ICARDA), Giza 11742, Egypt;
| | - Emad M. El-Zayat
- Department of Biotechnology, Faculty of Science, Cairo University, Giza 12613, Egypt; (E.M.E.-Z.); (D.A.); (A.H.)
| | - Dina Amr
- Department of Biotechnology, Faculty of Science, Cairo University, Giza 12613, Egypt; (E.M.E.-Z.); (D.A.); (A.H.)
| | - Dina A. El-Khishin
- Agricultural Genetic Engineering Research Institute (AGERI), Agricultural Research Center (ARC), Giza 12619, Egypt; (D.A.E.-K.); (H.M.A.-E.)
| | - Haytham M. Abd-Elhalim
- Agricultural Genetic Engineering Research Institute (AGERI), Agricultural Research Center (ARC), Giza 12619, Egypt; (D.A.E.-K.); (H.M.A.-E.)
- School of Biotechnology, Badr University in Cairo (BUC), Cairo 11829, Egypt
| | - Amr Hafez
- Department of Biotechnology, Faculty of Science, Cairo University, Giza 12613, Egypt; (E.M.E.-Z.); (D.A.); (A.H.)
| | - Khaled H. Radwan
- Agricultural Genetic Engineering Research Institute (AGERI), Agricultural Research Center (ARC), Giza 12619, Egypt; (D.A.E.-K.); (H.M.A.-E.)
- National Biotechnology Network of Expertise (NBNE), Academy of Scientific Research (ASRT), Cairo 11516, Egypt
| | - Aladdin Hamwieh
- International Center of Agricultural Research in Dry Areas (ICARDA), Giza 11742, Egypt;
| | - Wuletaw Tadesse
- International Center of Agricultural Research in Dry Areas (ICARDA), Rabat 10090, Morocco;
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Li MJ, Li JH, Li WL, He Y, Ma YB, Li XY, Wang Y, Li CX, Ma XR. The mango bacterial black spot altered the endophyte community structure and diversity. Int J Food Microbiol 2025; 428:110941. [PMID: 39566377 DOI: 10.1016/j.ijfoodmicro.2024.110941] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2024] [Revised: 09/29/2024] [Accepted: 10/15/2024] [Indexed: 11/22/2024]
Abstract
Mango bacterial black spot is a major disease limiting mango production, which is now causing increasingly severe economic losses. In this study, we analyzed the differences in the composition and structure of bacterial and fungal communities in the pulp and leaves between the healthy mangoes of variety Kate and those affected by bacterial black spot, and attempted to explore potential biocontrol microorganisms for mangoes. The results showed there existed significant differences in microbial communities, the bacterial Stenotrophomonas, Curtobacterium, Massilia and fungous Penicillium, Alternaria, Aureobasidiu showed great abundance both in pulps and leaves. Some potential pathogenic bacteria, such as Pseudomonas, Xanthomonas, and Burkholderia, were also significantly enriched in the infected groups. In both the infected and healthy groups, the overall community structure of endophytic bacteria and fungi within the same organs was more similar, indicating that the composition of endophytes is organ-specific. After infection, the abundance of the potential probiotic bacterium class Paenibacillus was significantly increased both in leaves and pulp, suggesting that the pathogen invasion stimulated the defense systems of endophytes. Presumably, these Paenibacillus might be developed as defense bacteria for black spot as well as other plant diseases.
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Affiliation(s)
- Meng-Jiao Li
- Chengdu Institute of Biology, Chinese Academy of Sciences, Chengdu, Sichuan 610213, China; University of Chinese Academy of Sciences, Beijing 100049, China
| | - Ji-Han Li
- Chengdu Institute of Biology, Chinese Academy of Sciences, Chengdu, Sichuan 610213, China; University of Chinese Academy of Sciences, Beijing 100049, China
| | - Wen-Lin Li
- Chengdu Institute of Biology, Chinese Academy of Sciences, Chengdu, Sichuan 610213, China; University of Chinese Academy of Sciences, Beijing 100049, China
| | - Yuan He
- Chengdu Institute of Biology, Chinese Academy of Sciences, Chengdu, Sichuan 610213, China; University of Chinese Academy of Sciences, Beijing 100049, China
| | - Yu-Bo Ma
- Chengdu Institute of Biology, Chinese Academy of Sciences, Chengdu, Sichuan 610213, China; University of Chinese Academy of Sciences, Beijing 100049, China; College of Life Sciences, Sichuan University, Chengdu, Sichuan 610065, China
| | - Xin-Yu Li
- Chengdu Institute of Biology, Chinese Academy of Sciences, Chengdu, Sichuan 610213, China; University of Chinese Academy of Sciences, Beijing 100049, China; College of Life Sciences, Sichuan University, Chengdu, Sichuan 610065, China
| | - Yan Wang
- Chengdu Institute of Biology, Chinese Academy of Sciences, Chengdu, Sichuan 610213, China
| | - Cai-Xia Li
- Chengdu Institute of Biology, Chinese Academy of Sciences, Chengdu, Sichuan 610213, China
| | - Xin-Rong Ma
- Chengdu Institute of Biology, Chinese Academy of Sciences, Chengdu, Sichuan 610213, China.
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Xing B, Li P, Li Y, Cui B, Sun Z, Chen Y, Zhang S, Liu Q, Zhang A, Hao L, Du X, Liu X, Wu B, Peng R, Hu S. Integrated Transcriptomic and Metabolomic Analysis of G. hirsutum and G. barbadense Responses to Verticillium Wilt Infection. Int J Mol Sci 2024; 26:28. [PMID: 39795888 PMCID: PMC11720156 DOI: 10.3390/ijms26010028] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2024] [Revised: 12/13/2024] [Accepted: 12/17/2024] [Indexed: 01/13/2025] Open
Abstract
Verticillium wilt (VW) caused by Verticillium dahliae (Vd) is a devastating fungal cotton disease characterized by high pathogenicity, widespread distribution, and frequent variation. It leads to significant losses in both the yield and quality of cotton. Identifying key non-synonymous single nucleotide polymorphism (SNP) markers and crucial genes associated with VW resistance in Gossypium hirsutum and Gossypium barbadense, and subsequently breeding new disease-resistant varieties, are essential for VW management. Here, we sequenced the transcriptome and metabolome of roots of TM-1 (G. hirsutum) and Hai7124 (G. barbadense) after 0, 1, and 2 days of V991 inoculation. Transcriptome analysis identified a total of 72,752 genes, with 5814 differentially expressed genes (DEGs) determined through multiple group comparisons. KEGG enrichment analysis revealed that the key pathways enriched by DEGs obtained from both longitudinal and transverse comparisons contained the glutathione metabolism pathway. Metabolome analysis identified 995 metabolites, and 22 differentially accumulated metabolites (DAMs), which were correlated to pathways including glutathione metabolism, degradation of valine, leucine, and isoleucine, and biosynthesis of terpenoids, alkaloids, pyridine, and piperidine. The conjoint analysis of transcriptomic and metabolomic sequencing revealed DAMs and DEGs associated with the glutathione metabolism pathway, and the key candidate gene GH_D11G2329 (glutathione S-transferase, GSTF8) potentially associated with cotton response to VW infection was selected. These findings establish a basis for investigating the mechanisms underlying the cotton plant's resistance to VW.
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Affiliation(s)
- Baoguang Xing
- College of Agricultural, Tarim University, Alar 843300, China; (B.X.); (Y.L.); (B.C.); (S.Z.); (A.Z.)
- School of Biotechnology and Food Engineering, Anyang Institute of Technology, Anyang 455000, China; (P.L.); (Z.S.); (Y.C.); (Q.L.); (L.H.); (X.D.); (X.L.); (B.W.)
| | - Pengtao Li
- School of Biotechnology and Food Engineering, Anyang Institute of Technology, Anyang 455000, China; (P.L.); (Z.S.); (Y.C.); (Q.L.); (L.H.); (X.D.); (X.L.); (B.W.)
| | - Yanfang Li
- College of Agricultural, Tarim University, Alar 843300, China; (B.X.); (Y.L.); (B.C.); (S.Z.); (A.Z.)
- School of Biotechnology and Food Engineering, Anyang Institute of Technology, Anyang 455000, China; (P.L.); (Z.S.); (Y.C.); (Q.L.); (L.H.); (X.D.); (X.L.); (B.W.)
| | - Bingkai Cui
- College of Agricultural, Tarim University, Alar 843300, China; (B.X.); (Y.L.); (B.C.); (S.Z.); (A.Z.)
- School of Biotechnology and Food Engineering, Anyang Institute of Technology, Anyang 455000, China; (P.L.); (Z.S.); (Y.C.); (Q.L.); (L.H.); (X.D.); (X.L.); (B.W.)
| | - Zhihao Sun
- School of Biotechnology and Food Engineering, Anyang Institute of Technology, Anyang 455000, China; (P.L.); (Z.S.); (Y.C.); (Q.L.); (L.H.); (X.D.); (X.L.); (B.W.)
| | - Yu Chen
- School of Biotechnology and Food Engineering, Anyang Institute of Technology, Anyang 455000, China; (P.L.); (Z.S.); (Y.C.); (Q.L.); (L.H.); (X.D.); (X.L.); (B.W.)
| | - Shaoliang Zhang
- College of Agricultural, Tarim University, Alar 843300, China; (B.X.); (Y.L.); (B.C.); (S.Z.); (A.Z.)
- School of Biotechnology and Food Engineering, Anyang Institute of Technology, Anyang 455000, China; (P.L.); (Z.S.); (Y.C.); (Q.L.); (L.H.); (X.D.); (X.L.); (B.W.)
| | - Qiankun Liu
- School of Biotechnology and Food Engineering, Anyang Institute of Technology, Anyang 455000, China; (P.L.); (Z.S.); (Y.C.); (Q.L.); (L.H.); (X.D.); (X.L.); (B.W.)
| | - Aiming Zhang
- College of Agricultural, Tarim University, Alar 843300, China; (B.X.); (Y.L.); (B.C.); (S.Z.); (A.Z.)
- School of Biotechnology and Food Engineering, Anyang Institute of Technology, Anyang 455000, China; (P.L.); (Z.S.); (Y.C.); (Q.L.); (L.H.); (X.D.); (X.L.); (B.W.)
| | - Liuan Hao
- School of Biotechnology and Food Engineering, Anyang Institute of Technology, Anyang 455000, China; (P.L.); (Z.S.); (Y.C.); (Q.L.); (L.H.); (X.D.); (X.L.); (B.W.)
| | - Xue Du
- School of Biotechnology and Food Engineering, Anyang Institute of Technology, Anyang 455000, China; (P.L.); (Z.S.); (Y.C.); (Q.L.); (L.H.); (X.D.); (X.L.); (B.W.)
| | - Xiaoyan Liu
- School of Biotechnology and Food Engineering, Anyang Institute of Technology, Anyang 455000, China; (P.L.); (Z.S.); (Y.C.); (Q.L.); (L.H.); (X.D.); (X.L.); (B.W.)
| | - Bei Wu
- School of Biotechnology and Food Engineering, Anyang Institute of Technology, Anyang 455000, China; (P.L.); (Z.S.); (Y.C.); (Q.L.); (L.H.); (X.D.); (X.L.); (B.W.)
| | - Renhai Peng
- School of Biotechnology and Food Engineering, Anyang Institute of Technology, Anyang 455000, China; (P.L.); (Z.S.); (Y.C.); (Q.L.); (L.H.); (X.D.); (X.L.); (B.W.)
| | - Shoulin Hu
- College of Agricultural, Tarim University, Alar 843300, China; (B.X.); (Y.L.); (B.C.); (S.Z.); (A.Z.)
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Cheng Y, Zhao J, Liu Y, Zhang T, Hsiang T, Yu Z, Qin W. Response of the Endophytic Microbiome in Cotinus coggygria Roots to Verticillium Wilt Infection. J Fungi (Basel) 2024; 10:792. [PMID: 39590711 PMCID: PMC11595824 DOI: 10.3390/jof10110792] [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: 09/29/2024] [Revised: 11/02/2024] [Accepted: 11/06/2024] [Indexed: 11/28/2024] Open
Abstract
Verticillium wilt caused by Verticillium dahliae Kleb. is a lethal soil-borne fungal disease of Cotinus coggygria. The plant endophytic microbiome plays an important role in maintaining plant health and disease resistance, but it is unclear how the endophytic microbiome of C. coggygria roots varies in response to Verticillium wilt occurrence. In this study, the endophytic microbial diversity, community composition, dominant species, and co-occurrence network of C. coggygria under Verticillium wilt-affected and healthy conditions were assessed using Illumina sequencing. Compared with healthy plants, the bacterial alpha diversity indices of Verticillium wilt-affected plants decreased significantly, while the fungal alpha diversity indices showed obvious increases. The relative abundance of dominant taxa including Proteobacteria, Actinobacteriota, Ascomycota, and Basidiomycota at the phylum level, as well as Gammaproteobacteria, Thermoleophilia, Dothideomycetes, and Agaricomycetes at the class level, differed significantly between Verticillium wilt-affected and healthy plants. Co-occurrence networks revealed that the fungal network of Verticillium wilt-affected roots was denser with more negative interactions, which may be relevant to functional changes from reciprocity to competition in the microbial community, in response to V. dahliae infection. The results enhanced our understanding on the relationships between the endophytic microbiome and Verticillium wilt, which could provide information for the management of this disease in C. coggygria.
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Affiliation(s)
- Yanli Cheng
- College of Life Sciences, Yangtze University, Jingzhou 434025, China;
- Institute of Plant Protection, Beijing Key Laboratory of Environment Friendly Management on Fruit Diseases and Pests in North China, Beijing Academy of Agriculture and Forestry Sciences, Beijing 100097, China; (J.Z.); (Y.L.); (T.Z.)
| | - Juan Zhao
- Institute of Plant Protection, Beijing Key Laboratory of Environment Friendly Management on Fruit Diseases and Pests in North China, Beijing Academy of Agriculture and Forestry Sciences, Beijing 100097, China; (J.Z.); (Y.L.); (T.Z.)
| | - Yayong Liu
- Institute of Plant Protection, Beijing Key Laboratory of Environment Friendly Management on Fruit Diseases and Pests in North China, Beijing Academy of Agriculture and Forestry Sciences, Beijing 100097, China; (J.Z.); (Y.L.); (T.Z.)
| | - Taotao Zhang
- Institute of Plant Protection, Beijing Key Laboratory of Environment Friendly Management on Fruit Diseases and Pests in North China, Beijing Academy of Agriculture and Forestry Sciences, Beijing 100097, China; (J.Z.); (Y.L.); (T.Z.)
| | - Tom Hsiang
- School of Environmental Sciences, University of Guelph, Guelph, ON N1G 2W1, Canada;
| | - Zhihe Yu
- College of Life Sciences, Yangtze University, Jingzhou 434025, China;
| | - Wentao Qin
- Institute of Plant Protection, Beijing Key Laboratory of Environment Friendly Management on Fruit Diseases and Pests in North China, Beijing Academy of Agriculture and Forestry Sciences, Beijing 100097, China; (J.Z.); (Y.L.); (T.Z.)
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Flores-Nunez VM, Stukenbrock EH. The impact of filamentous plant pathogens on the host microbiota. BMC Biol 2024; 22:175. [PMID: 39148076 PMCID: PMC11328434 DOI: 10.1186/s12915-024-01965-3] [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: 03/24/2024] [Accepted: 07/25/2024] [Indexed: 08/17/2024] Open
Abstract
When a pathogen invades a plant, it encounters a diverse microbiota with some members contributing to the health and growth of the plant host. So far, the relevance of interactions between pathogens and the plant microbiota are poorly understood; however, new lines of evidence suggest that pathogens play an important role in shaping the microbiome of their host during invasion. This review aims to summarize recent findings that document changes in microbial community composition during the invasion of filamentous pathogens in plant tissues. We explore the known mechanisms of interaction between plant pathogens and the host microbiota that underlie these changes, particularly the pathogen-encoded traits that are produced to target specific microbes. Moreover, we discuss the limitations of current strategies and shed light on new perspectives to study the complex interaction networks between filamentous pathogens and the plant microbiome.
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Affiliation(s)
| | - Eva H Stukenbrock
- Environmental Genomics, Christian-Albrechts University, 24118, Kiel, Germany.
- Max Planck Fellow Group Environmental Genomics, Max Planck Institute for Evolutionary Biology, 24306, Plön, Germany.
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Wu CD, Fan YB, Chen X, Cao JW, Ye JY, Feng ML, Liu XX, Sun WJ, Liu RN, Wang AY. Analysis of endophytic bacterial diversity in seeds of different genotypes of cotton and the suppression of Verticillium wilt pathogen infection by a synthetic microbial community. BMC PLANT BIOLOGY 2024; 24:263. [PMID: 38594616 PMCID: PMC11005247 DOI: 10.1186/s12870-024-04910-2] [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: 01/16/2024] [Accepted: 03/15/2024] [Indexed: 04/11/2024]
Abstract
BACKGROUND In agricultural production, fungal diseases significantly impact the yield and quality of cotton (Gossypium spp.) with Verticillium wilt posing a particularly severe threat. RESULTS This study is focused on investigating the effectiveness of endophytic microbial communities present in the seeds of disease-resistant cotton genotypes in the control of cotton Verticillium wilt. The technique of 16S ribosomal RNA (16S rRNA) amplicon sequencing identified a significant enrichment of the Bacillus genus in the resistant genotype Xinluzao 78, which differed from the endophytic bacterial community structure in the susceptible genotype Xinluzao 63. Specific enriched strains were isolated and screened from the seeds of Xinluzao 78 to further explore the biological functions of seed endophytes. A synthetic microbial community (SynCom) was constructed using the broken-rod model, and seeds of the susceptible genotype Xinluzao 63 in this community that had been soaked with the SynCom were found to significantly control the occurrence of Verticillium wilt and regulate the growth of cotton plants. Antibiotic screening techniques were used to preliminarily identify the colonization of strains in the community. These techniques revealed that the strains can colonize plant tissues and occupy ecological niches in cotton tissues through a priority effect, which prevents infection by pathogens. CONCLUSION This study highlights the key role of seed endophytes in driving plant disease defense and provides a theoretical basis for the future application of SynComs in agriculture.
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Affiliation(s)
- Chong-Die Wu
- College of Life Sciences, Shihezi University, Shihezi, China
- Key Laboratory of Oasis Town and Mountain-Basin System Ecology, Xinjiang Production and Construction Corps, Shihezi, China
| | - Yong-Bin Fan
- College of Life Sciences, Shihezi University, Shihezi, China
- Key Laboratory of Oasis Town and Mountain-Basin System Ecology, Xinjiang Production and Construction Corps, Shihezi, China
| | - Xue Chen
- College of Life Sciences, Shihezi University, Shihezi, China
| | - Jiang-Wei Cao
- College of Life Sciences, Shihezi University, Shihezi, China
- Key Laboratory of Oasis Town and Mountain-Basin System Ecology, Xinjiang Production and Construction Corps, Shihezi, China
| | - Jing-Yi Ye
- College of Life Sciences, Shihezi University, Shihezi, China
- Key Laboratory of Oasis Town and Mountain-Basin System Ecology, Xinjiang Production and Construction Corps, Shihezi, China
| | - Meng-Lei Feng
- College of Life Sciences, Shihezi University, Shihezi, China
- Key Laboratory of Oasis Town and Mountain-Basin System Ecology, Xinjiang Production and Construction Corps, Shihezi, China
| | - Xing-Xing Liu
- College of Life Sciences, Shihezi University, Shihezi, China
- Key Laboratory of Oasis Town and Mountain-Basin System Ecology, Xinjiang Production and Construction Corps, Shihezi, China
| | - Wen-Jing Sun
- College of Life Sciences, Shihezi University, Shihezi, China
- Key Laboratory of Oasis Town and Mountain-Basin System Ecology, Xinjiang Production and Construction Corps, Shihezi, China
| | - Rui-Na Liu
- College of Life Sciences, Shihezi University, Shihezi, China
- Key Laboratory of Oasis Town and Mountain-Basin System Ecology, Xinjiang Production and Construction Corps, Shihezi, China
| | - Ai-Ying Wang
- College of Life Sciences, Shihezi University, Shihezi, China.
- Key Laboratory of Oasis Town and Mountain-Basin System Ecology, Xinjiang Production and Construction Corps, Shihezi, China.
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Cui W, Fiore N, Figueroa F, Rubilar C, Pizarro L, Pinto M, Pérez S, Beltrán MF, Carreras C, Pimentel P, Zamorano A. Transcriptome Analysis of Sweet Cherry ( Prunus avium L.) Cultivar 'Lapins' upon Infection of Pseudomonas syringae pv. syringae. PLANTS (BASEL, SWITZERLAND) 2023; 12:3718. [PMID: 37960074 PMCID: PMC10647540 DOI: 10.3390/plants12213718] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/17/2023] [Revised: 09/21/2023] [Accepted: 09/25/2023] [Indexed: 11/15/2023]
Abstract
Bacterial canker caused by Pseudomonas syringae pv. syringae (Pss) is responsible for substantial loss to the production of sweet cherry in Chile. To date, the molecular mechanisms of the Pss-sweet cherry interaction and the disease-related genes in the plant are poorly understood. In order to gain insight into these aspects, a transcriptomic analysis of the sweet cherry cultivar 'Lapins' for differentially expressed genes (DEGs) in response to Pss inoculation was conducted. Three Pss strains, A1M3, A1M197, and 11116_b1, were inoculated in young twigs, and RNA was extracted from tissue samples at the inoculation site and distal sections. RNA sequencing and transcriptomic expression analysis revealed that the three strains induced different patterns of responses in local and distal tissues. In the local tissues, A1M3 triggered a much more extensive response than the other two strains, enriching DEGs especially involved in photosynthesis. In the distal tissues, the three strains triggered a comparable extent of responses, among which 11116_b1 induced a group of DEGs involved in defense responses. Furthermore, tissues from various inoculations exhibited an enrichment of DEGs related to carbohydrate metabolism, terpene metabolism, and cell wall biogenesis. This study opened doors to future research on the Pss-sweet cherry interaction, immunity responses, and disease control.
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Affiliation(s)
- Weier Cui
- Laboratorio de Fitovirología, Departamento de Sanidad Vegetal, Facultad de Ciencias Agronómicas, Universidad de Chile, Santiago 8820808, Chile; (W.C.); (N.F.); (M.F.B.); (C.C.)
| | - Nicola Fiore
- Laboratorio de Fitovirología, Departamento de Sanidad Vegetal, Facultad de Ciencias Agronómicas, Universidad de Chile, Santiago 8820808, Chile; (W.C.); (N.F.); (M.F.B.); (C.C.)
| | - Franco Figueroa
- Laboratorio de Inmunidad Vegetal, Instituto de Ciencias Agroalimentarias, Universidad de O’Higgins, San Fernando 3070000, Chile; (F.F.); (C.R.); (L.P.); (M.P.)
| | - Carlos Rubilar
- Laboratorio de Inmunidad Vegetal, Instituto de Ciencias Agroalimentarias, Universidad de O’Higgins, San Fernando 3070000, Chile; (F.F.); (C.R.); (L.P.); (M.P.)
| | - Lorena Pizarro
- Laboratorio de Inmunidad Vegetal, Instituto de Ciencias Agroalimentarias, Universidad de O’Higgins, San Fernando 3070000, Chile; (F.F.); (C.R.); (L.P.); (M.P.)
| | - Manuel Pinto
- Laboratorio de Inmunidad Vegetal, Instituto de Ciencias Agroalimentarias, Universidad de O’Higgins, San Fernando 3070000, Chile; (F.F.); (C.R.); (L.P.); (M.P.)
| | - Set Pérez
- Laboratorio de Patología Vegetal, Instituto de Ciencias Agroalimentarias, Animales y Ambientales, Universidad de O’Higgins, San Fernando 3070000, Chile;
| | - María Francisca Beltrán
- Laboratorio de Fitovirología, Departamento de Sanidad Vegetal, Facultad de Ciencias Agronómicas, Universidad de Chile, Santiago 8820808, Chile; (W.C.); (N.F.); (M.F.B.); (C.C.)
| | - Claudia Carreras
- Laboratorio de Fitovirología, Departamento de Sanidad Vegetal, Facultad de Ciencias Agronómicas, Universidad de Chile, Santiago 8820808, Chile; (W.C.); (N.F.); (M.F.B.); (C.C.)
| | - Paula Pimentel
- Laboratorio de Fisiología del Estrés, Centro de Estudios Avanzados en Fruticultura (CEAF), Camino Las Parcelas, 882, Rengo 2940000, Chile;
| | - Alan Zamorano
- Laboratorio de Fitovirología, Departamento de Sanidad Vegetal, Facultad de Ciencias Agronómicas, Universidad de Chile, Santiago 8820808, Chile; (W.C.); (N.F.); (M.F.B.); (C.C.)
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8
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Dundore-Arias JP, Michalska-Smith M, Millican M, Kinkel LL. More Than the Sum of Its Parts: Unlocking the Power of Network Structure for Understanding Organization and Function in Microbiomes. ANNUAL REVIEW OF PHYTOPATHOLOGY 2023; 61:403-423. [PMID: 37217203 DOI: 10.1146/annurev-phyto-021021-041457] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/24/2023]
Abstract
Plant and soil microbiomes are integral to the health and productivity of plants and ecosystems, yet researchers struggle to identify microbiome characteristics important for providing beneficial outcomes. Network analysis offers a shift in analytical framework beyond "who is present" to the organization or patterns of coexistence between microbes within the microbiome. Because microbial phenotypes are often significantly impacted by coexisting populations, patterns of coexistence within microbiomes are likely to be especially important in predicting functional outcomes. Here, we provide an overview of the how and why of network analysis in microbiome research, highlighting the ways in which network analyses have provided novel insights into microbiome organization and functional capacities, the diverse network roles of different microbial populations, and the eco-evolutionary dynamics of plant and soil microbiomes.
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Affiliation(s)
- J P Dundore-Arias
- Department of Biology and Chemistry, California State University, Monterey Bay, Seaside, California, USA
| | - M Michalska-Smith
- Department of Plant Pathology, University of Minnesota, St. Paul, Minnesota, USA;
- Department of Ecology, Evolution, and Behavior, University of Minnesota, St. Paul, Minnesota, USA
| | | | - L L Kinkel
- Department of Plant Pathology, University of Minnesota, St. Paul, Minnesota, USA;
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Adejoro DO, Jones EE, Ridgway HJ, Mundy DC, Vanga BR, Bulman SR. Grapevines escaping trunk diseases in New Zealand vineyards have a distinct microbiome structure. Front Microbiol 2023; 14:1231832. [PMID: 37680529 PMCID: PMC10482235 DOI: 10.3389/fmicb.2023.1231832] [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: 05/31/2023] [Accepted: 07/26/2023] [Indexed: 09/09/2023] Open
Abstract
Grapevine trunk diseases (GTDs) are a substantial challenge to viticulture, especially with a lack of available control measures. The lack of approved fungicides necessitates the exploration of alternative controls. One promising approach is the investigation of disease escape plants, which remain healthy under high disease pressure, likely due to their microbiome function. This study explored the microbiome of grapevines with the disease escape phenotype. DNA metabarcoding of the ribosomal internal transcribed spacer 1 (ITS1) and 16S ribosomal RNA gene was applied to trunk tissues of GTD escape and adjacent diseased vines. Our findings showed that the GTD escape vines had a significantly different microbiome compared with diseased vines. The GTD escape vines consistently harbored a higher relative abundance of the bacterial taxa Pseudomonas and Hymenobacter. Among fungi, Aureobasidium and Rhodotorula were differentially associated with GTD escape vines, while the GTD pathogen, Eutypa, was associated with the diseased vines. This is the first report of the link between the GTD escape phenotype and the grapevine microbiome.
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Affiliation(s)
- Damola O. Adejoro
- Department of Pest-Management and Conservation, Faculty of Agriculture and Life Sciences, Lincoln University, Lincoln, Canterbury, New Zealand
| | - E. Eirian Jones
- Department of Pest-Management and Conservation, Faculty of Agriculture and Life Sciences, Lincoln University, Lincoln, Canterbury, New Zealand
| | - Hayley J. Ridgway
- Department of Pest-Management and Conservation, Faculty of Agriculture and Life Sciences, Lincoln University, Lincoln, Canterbury, New Zealand
- The New Zealand Institute for Plant and Food Research Limited, Lincoln, Canterbury, New Zealand
| | - Dion C. Mundy
- The New Zealand Institute for Plant and Food Research Limited, Blenheim, Marlborough, New Zealand
| | - Bhanupratap R. Vanga
- The New Zealand Institute for Plant and Food Research Limited, Lincoln, Canterbury, New Zealand
- Grapevine Improvement Laboratory, Bragato Research Institute, Lincoln, Canterbury, New Zealand
| | - Simon R. Bulman
- The New Zealand Institute for Plant and Food Research Limited, Lincoln, Canterbury, New Zealand
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Li T, Wang M, Cui R, Li B, Wu T, Liu Y, Geng G, Xu Y, Wang Y. Waterlogging stress alters the structure of sugar beet rhizosphere microbial community structure and recruiting potentially beneficial bacterial. ECOTOXICOLOGY AND ENVIRONMENTAL SAFETY 2023; 262:115172. [PMID: 37354564 DOI: 10.1016/j.ecoenv.2023.115172] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/15/2023] [Revised: 06/16/2023] [Accepted: 06/18/2023] [Indexed: 06/26/2023]
Abstract
Waterlogging has been shown to have a significant inhibitory effect on plant growth. However, the response mechanisms of the soil environment of sugar beet seedlings under waterlogging conditions still need to be fully understood. This study aimed to investigate the effects of waterlogging treatments on the content of effective nutrients and the microbial communities in the rhizosphere and non-rhizosphere using high-throughput sequencing. We set up waterlogging and non-waterlogging treatments, sampled sugar beet seedlings after 10 days of waterlogging, determined the effective soil nutrients in the rhizosphere and non-rhizosphere of the plants, and analyzed the differences in microbial diversity at ten days of waterlogging. The results showed that waterlogging significantly affected available potassium (AK) content. The Ak content of waterlogged soil was significantly higher than that of non-waterlogged soil. Waterlogging caused no significant difference in available nitrogen (AN) content and pH. Moreover, the plant growth-promoting bacteria Pseudomonas was significantly enriched in sugar beet waterlogged rhizospheres compared with the non-waterlogged ones. Similarly, the harmful fungi Gibellulopsis and Alternaria were enriched in sugar beet non-waterlogged rhizosphere. The network analysis revealed that waterlogging built a less complex root-microbial network than non-waterlogging. These findings implied that sugar beets subjected to waterlogging stress were enriched with beneficial microorganisms in the rhizosphere, potentially alleviating the stress.
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Affiliation(s)
- Tai Li
- Heilongjiang Sugar Beet Engineering Technology Research Center, College of Advanced Agriculture and Ecological Environment, Heilongjiang University, 74Xuefu Road, Harbin 150080, China; Heilongjiang Provincial Key Laboratory of Ecological Restoration and Resource Utilization for Cold Region, College of Life Sciences, Heilongjiang University, 74Xuefu Road, Harbin 150080, China
| | - Meihui Wang
- Heilongjiang Sugar Beet Engineering Technology Research Center, College of Advanced Agriculture and Ecological Environment, Heilongjiang University, 74Xuefu Road, Harbin 150080, China; Heilongjiang Provincial Key Laboratory of Ecological Restoration and Resource Utilization for Cold Region, College of Life Sciences, Heilongjiang University, 74Xuefu Road, Harbin 150080, China
| | - Rufei Cui
- Heilongjiang Sugar Beet Engineering Technology Research Center, College of Advanced Agriculture and Ecological Environment, Heilongjiang University, 74Xuefu Road, Harbin 150080, China; Heilongjiang Provincial Key Laboratory of Ecological Restoration and Resource Utilization for Cold Region, College of Life Sciences, Heilongjiang University, 74Xuefu Road, Harbin 150080, China
| | - Bingchen Li
- Heilongjiang Sugar Beet Engineering Technology Research Center, College of Advanced Agriculture and Ecological Environment, Heilongjiang University, 74Xuefu Road, Harbin 150080, China; Heilongjiang Provincial Key Laboratory of Ecological Restoration and Resource Utilization for Cold Region, College of Life Sciences, Heilongjiang University, 74Xuefu Road, Harbin 150080, China
| | - Tong Wu
- College of Earth and Environmental Sciences, the University of Queensland, Brisbane, Queensland 4072, Australia
| | - Yonglong Liu
- Heilongjiang Sugar Beet Engineering Technology Research Center, College of Advanced Agriculture and Ecological Environment, Heilongjiang University, 74Xuefu Road, Harbin 150080, China; Heilongjiang Provincial Key Laboratory of Ecological Restoration and Resource Utilization for Cold Region, College of Life Sciences, Heilongjiang University, 74Xuefu Road, Harbin 150080, China
| | - Gui Geng
- Heilongjiang Sugar Beet Engineering Technology Research Center, College of Advanced Agriculture and Ecological Environment, Heilongjiang University, 74Xuefu Road, Harbin 150080, China; Heilongjiang Provincial Key Laboratory of Ecological Restoration and Resource Utilization for Cold Region, College of Life Sciences, Heilongjiang University, 74Xuefu Road, Harbin 150080, China; National Sugar Crop Improvement Centre, College of Advanced Agriculture and Ecological Environment, Heilongjiang University, 74Xuefu Road, Harbin 150080, China.
| | - Yao Xu
- Heilongjiang Sugar Beet Engineering Technology Research Center, College of Advanced Agriculture and Ecological Environment, Heilongjiang University, 74Xuefu Road, Harbin 150080, China; Heilongjiang Provincial Key Laboratory of Ecological Restoration and Resource Utilization for Cold Region, College of Life Sciences, Heilongjiang University, 74Xuefu Road, Harbin 150080, China
| | - Yuguang Wang
- Heilongjiang Sugar Beet Engineering Technology Research Center, College of Advanced Agriculture and Ecological Environment, Heilongjiang University, 74Xuefu Road, Harbin 150080, China; Heilongjiang Provincial Key Laboratory of Ecological Restoration and Resource Utilization for Cold Region, College of Life Sciences, Heilongjiang University, 74Xuefu Road, Harbin 150080, China; National Sugar Crop Improvement Centre, College of Advanced Agriculture and Ecological Environment, Heilongjiang University, 74Xuefu Road, Harbin 150080, China.
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