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Barratt LJ, Franco Ortega S, Harper AL. Identification of candidate regulators of the response to early heat stress in climate-adapted wheat landraces via transcriptomic and co-expression network analyses. Front Plant Sci 2024; 14:1252885. [PMID: 38235195 PMCID: PMC10791870 DOI: 10.3389/fpls.2023.1252885] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/04/2023] [Accepted: 11/29/2023] [Indexed: 01/19/2024]
Abstract
Introduction Climate change is likely to lead to not only increased global temperatures but also a more variable climate where unseasonal periods of heat stress are more prevalent. This has been evidenced by the observation of spring-time temperatures approaching 40°C in some of the main spring-wheat producing countries, such as the USA, in recent years. With an optimum growth temperature of around 20°C, wheat is particularly prone to damage by heat stress. A warming climate with increasingly common fluctuations in temperature therefore threatens wheat crops and subsequently the lives and livelihoods of billions of people who depend on the crop for food. To futureproof wheat against a variable climate, a better understanding of the response to early heat stress is required. Methods Here, we utilised DESeq2 to identify 7,827 genes which were differentially expressed in wheat landraces after early heat stress exposure. Candidate hub genes, which may regulate the transcriptional response to early heat stress, were identified via weighted gene co-expression network analysis (WGCNA), and validated by qRT-PCR. Results Two of the most promising candidate hub genes (TraesCS3B02G409300 and TraesCS1B02G384900) may downregulate the expression of genes involved in the drought, salinity, and cold responses-genes which are unlikely to be required under heat stress-as well as photosynthesis genes and stress hormone signalling repressors, respectively. We also suggest a role for a poorly characterised sHSP hub gene (TraesCS4D02G212300), as an activator of the heat stress response, potentially inducing the expression of a vast suite of heat shock proteins and transcription factors known to play key roles in the heat stress response. Discussion The present work represents an exploratory examination of the heat-induced transcriptional change in wheat landrace seedlings and identifies several candidate hub genes which may act as regulators of this response and, thus, may be targets for breeders in the production of thermotolerant wheat varieties.
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Affiliation(s)
| | | | - Andrea L. Harper
- Centre for Novel Agricultural Products (CNAP), Department of Biology, University of York, York, United Kingdom
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Barratt LJ, Reynolds IJ, Franco Ortega S, Harper AL. Transcriptomic and co-expression network analyses on diverse wheat landraces identifies candidate master regulators of the response to early drought. Front Plant Sci 2023; 14:1212559. [PMID: 37426985 PMCID: PMC10326901 DOI: 10.3389/fpls.2023.1212559] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 04/26/2023] [Accepted: 06/06/2023] [Indexed: 07/11/2023]
Abstract
Introduction Over four billion people around the world rely on bread wheat (Triticum aestivum L.) as a major constituent of their diet. The changing climate, however, threatens the food security of these people, with periods of intense drought stress already causing widespread wheat yield losses. Much of the research into the wheat drought response has centred on the response to drought events later in development, during anthesis or grain filling. But as the timing of periods of drought stress become increasingly unpredictable, a more complete understanding of the response to drought during early development is also needed. Methods Here, we utilized the YoGI landrace panel to identify 10,199 genes which were differentially expressed under early drought stress, before weighted gene co-expression network analysis (WGCNA) was used to construct a co-expression network and identify hub genes in modules particularly associated with the early drought response. Results Of these hub genes, two stood out as novel candidate master regulators of the early drought response - one as an activator (TaDHN4-D1; TraesCS5D02G379200) and the other as a repressor (uncharacterised gene; TraesCS3D02G361500). Discussion As well as appearing to coordinate the transcriptional early drought response, we propose that these hub genes may be able to regulate the physiological early drought response due to potential control over the expression of members of gene families well-known for their involvement in the drought response in many plant species, namely dehydrins and aquaporins, as well as other genes seemingly involved in key processes such as, stomatal opening, stomatal closing, stomatal morphogenesis and stress hormone signalling.
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Franco Ortega S, Ferrocino I, Adams I, Silvestri S, Spadaro D, Gullino ML, Boonham N. Monitoring and Surveillance of Aerial Mycobiota of Rice Paddy through DNA Metabarcoding and qPCR. J Fungi (Basel) 2020; 6:jof6040372. [PMID: 33348656 PMCID: PMC7766667 DOI: 10.3390/jof6040372] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2020] [Revised: 12/10/2020] [Accepted: 12/14/2020] [Indexed: 01/16/2023] Open
Abstract
The airborne mycobiota has been understudied in comparison with the mycobiota present in other agricultural environments. Traditional, culture-based methods allow the study of a small fraction of the organisms present in the atmosphere, thus missing important information. In this study, the aerial mycobiota in a rice paddy has been examined during the cropping season (from June to September 2016) using qPCRs for two important rice pathogens (Pyricularia oryzae and Bipolaris oryzae) and by using DNA metabarcoding of the fungal ITS region. The metabarcoding results demonstrated a higher alpha diversity (Shannon–Wiener diversity index H′ and total number of observed species) at the beginning of the trial (June), suggesting a higher level of community complexity, compared with the end of the season. The main taxa identified by HTS analysis showed a shift in their relative abundance that drove the cluster separation as a function of time and temperature. The most abundant OTUs corresponded to genera such as Cladosporium, Alternaria, Myrothecium, or Pyricularia. Changes in the mycobiota composition were clearly dependent on the average air temperature with a potential impact on disease development in rice. In parallel, oligotyping analysis was performed to obtain a sub-OTU identification which revealed the presence of several oligotypes of Pyricularia and Bipolaris with relative abundance changing during monitoring.
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Affiliation(s)
- Sara Franco Ortega
- Centre of Competence for the Innovation in the Agro-Environmental Sector—AGROINNOVA, University of Turin, Via Paolo Braccini 2, I-10095 Grugliasco (TO), Italy; (S.F.O.); (M.L.G.)
| | - Ilario Ferrocino
- Department of Agricultural, Forestry and Food Sciences (DiSAFA), University of Torino, Via Paolo Braccini 2, I-10095 Grugliasco (TO), Italy;
| | - Ian Adams
- FERA, National Agri-Food Innovation Campus, Sand Hutton, York YO41 1LZ, UK;
| | - Simone Silvestri
- Ente Nazionale per la Risicultura (ENTERISI), Strada per Ceretto 4, 27030 Castello d’Agogna (PV), Italy;
| | - Davide Spadaro
- Centre of Competence for the Innovation in the Agro-Environmental Sector—AGROINNOVA, University of Turin, Via Paolo Braccini 2, I-10095 Grugliasco (TO), Italy; (S.F.O.); (M.L.G.)
- Department of Agricultural, Forestry and Food Sciences (DiSAFA), University of Torino, Via Paolo Braccini 2, I-10095 Grugliasco (TO), Italy;
- Correspondence:
| | - Maria Lodovica Gullino
- Centre of Competence for the Innovation in the Agro-Environmental Sector—AGROINNOVA, University of Turin, Via Paolo Braccini 2, I-10095 Grugliasco (TO), Italy; (S.F.O.); (M.L.G.)
- Department of Agricultural, Forestry and Food Sciences (DiSAFA), University of Torino, Via Paolo Braccini 2, I-10095 Grugliasco (TO), Italy;
| | - Neil Boonham
- School of Natural and Environmental Sciences, Newcastle University, Newcastle upon Tyne NE1 7RU, UK;
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Ortega SF, Del Pilar Bustos López M, Nari L, Boonham N, Gullino ML, Spadaro D. Rapid Detection of Monilinia fructicola and Monilinia laxa on Peach and Nectarine using Loop-Mediated Isothermal Amplification. Plant Dis 2019; 103:2305-2314. [PMID: 31306092 DOI: 10.1094/pdis-01-19-0035-re] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
Monilinia laxa and M. fructicola are two causal agents of brown rot, one of the most important diseases in stone fruit. Two species cause blight on blossoms and twigs and brown rot on fruit in pre- and postharvest. Both species are distributed worldwide in North and South America, Australia, and Japan. In Europe, M. laxa is endemic, while M. fructicola was introduced in 2001 and it is now widespread in several countries. Currently, both species coexist in European stone fruit orchards. Monilinia spp. overwinter in cankers and mummified fruit. Mummy monitoring during winter permits growers to understand which species of Monilinia will be prevalent in an orchard during the following season, permitting planning of an appropriate crop protection. Traditionally, the identification has been carried out using morphological features and even with polymerase chain reaction (PCR)-based assays that requires time and well-equipped laboratories. In this study, two isothermal-based methods were designed to identify these pathogens in a faster way than using traditional methods. The loop-mediated amplification (LAMP) assays were validated on some isolates of Monilinia spp. coming from the mummy monitoring according to the international European and Mediterranean Plant Protection Organization standard (PM7/98), taking into account specificity, sensitivity, repeatability, and reproducibility. The sensitivity of both assays was checked by monitoring (at different time points) two nectarine varieties artificially inoculated and stored at two different temperatures. The reliability of both LAMP assays against the quantification of the inoculum was compared with previously published quantitative PCR assays. Both LAMP methods were able to detect a low number of cells. These LAMP methods could be a useful tool for monitoring brown rot causal agents in the field and during postharvest.
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Affiliation(s)
- Sara Franco Ortega
- Centre of Competence for the Innovation in the Agro-environmental Sector-AGROINNOVA, University of Turin, via Paolo Braccini 2, I-10095 Grugliasco, TO, Italy
| | - Maria Del Pilar Bustos López
- Centre of Competence for the Innovation in the Agro-environmental Sector-AGROINNOVA, University of Turin, via Paolo Braccini 2, I-10095 Grugliasco, TO, Italy
- Department of Agricultural, Forestry and Food Sciences, University of Torino, via Paolo Braccini 2,I-10095 Grugliasco, TO, Italy
| | - Luca Nari
- AGRION, Fondazione per la Ricerca l'Innovazione e lo Sviluppo Tecnologico dell'Agricoltura Piemontese, 12030 Manta (Cn), Italy
| | | | - Maria Lodovica Gullino
- Centre of Competence for the Innovation in the Agro-environmental Sector-AGROINNOVA, University of Turin, via Paolo Braccini 2, I-10095 Grugliasco, TO, Italy
- Department of Agricultural, Forestry and Food Sciences, University of Torino, via Paolo Braccini 2,I-10095 Grugliasco, TO, Italy
| | - Davide Spadaro
- Centre of Competence for the Innovation in the Agro-environmental Sector-AGROINNOVA, University of Turin, via Paolo Braccini 2, I-10095 Grugliasco, TO, Italy
- Department of Agricultural, Forestry and Food Sciences, University of Torino, via Paolo Braccini 2,I-10095 Grugliasco, TO, Italy
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Siciliano I, Franco Ortega S, Gilardi G, Bosio P, Garibaldi A, Gullino ML. Molecular phylogeny and characterization of secondary metabolite profile of plant pathogenic Alternaria species isolated from basil. Food Microbiol 2018. [DOI: 10.1016/j.fm.2018.02.001] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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Ortega SF, Tomlinson J, Hodgetts J, Spadaro D, Gullino ML, Boonham N. Development of Loop-Mediated Isothermal Amplification Assays for the Detection of Seedborne Fungal Pathogens Fusarium fujikuroi and Magnaporthe oryzae in Rice Seed. Plant Dis 2018; 102:1549-1558. [PMID: 30673431 DOI: 10.1094/pdis-08-17-1307-re] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
Abstract
Bakanae disease (caused by Fusarium fujikuroi) and rice blast (caused by Magnaporthe oryzae) are two of the most important seedborne pathogens of rice. The detection of both pathogens in rice seed is necessary to maintain high quality standards and avoid production losses. Currently, blotter tests are used followed by morphological identification of the developing pathogens to provide an incidence of infection in seed lots. Two loop-mediated isothermal amplification assays were developed with primers designed to target the elongation factor 1-α sequence of F. fujikuroi and the calmodulin sequence of M. oryzae. The specificity, sensitivity, selectivity, repeatability, and reproducibility for each assay was assessed in line with the international validation standard published by the European and Mediterranean Plant Protection Organization (PM7/98). The results showed a limit of detection of 100 to 999 fg of DNA of F. fujikuroi and 10 to 99 pg of M. oryzae DNA. When combined with a commercial DNA extraction kit, the assays were demonstrated to be effective for use in detection of the pathogens in commercial batches of infected rice seed of different cultivars, giving results equivalent to the blotter method, thus demonstrating the reliability of the method for the surveillance of F. fujikuroi and M. oryzae in seed-testing laboratories.
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Affiliation(s)
- Sara Franco Ortega
- Centre of Competence for the Innovation in the Agro-Environmental Sector-Agroinnova, and Department of Agricultural, Forestry and Food Sciences (DiSAFA), University of Turin, I-10095 Grugliasco, TO, Italy
| | | | | | - Davide Spadaro
- Centre of Competence for the Innovation in the Agro-environmental Sector-Agroinnova, and DiSAFA, University of Turin
| | - Maria Lodovica Gullino
- Centre of Competence for the Innovation in the Agro-environmental Sector-Agroinnova, and DiSAFA, University of Turin
| | - Neil Boonham
- FERA, and IAFRI, Newcastle University, Newcastle upon Tyne NE1 7RU, United Kingdom
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