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Kempa M, Mikołajczak K, Ogrodowicz P, Pniewski T, Krajewski P, Kuczyńska A. The impact of multiple abiotic stresses on ns-LTP2.8 gene transcript and ns-LTP2.8 protein accumulation in germinating barley (Hordeum vulgare L.) embryos. PLoS One 2024; 19:e0299400. [PMID: 38502680 PMCID: PMC10950244 DOI: 10.1371/journal.pone.0299400] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2023] [Accepted: 02/09/2024] [Indexed: 03/21/2024] Open
Abstract
Abiotic stresses occur more often in combination than alone under regular field conditions limiting in more severe way crop production. Stress recognition in plants primarily occurs in the plasma membrane, modification of which is necessary to maintain homeostasis in response to it. It is known that lipid transport proteins (ns-LTPs) participate in modification of the lipidome of cell membranes. Representative of this group, ns-LTP2.8, may be involved in the reaction to abiotic stress of germinating barley plants by mediating the intracellular transport of hydrophobic particles, such as lipids, helping to maintain homeostasis. The ns-LTP2.8 protein was selected for analysis due to its ability to transport not only linear hydrophobic molecules but also compounds with a more complex spatial structure. Moreover, ns-LTP2.8 has been qualified as a member of pathogenesis-related proteins, which makes it particularly important in relation to its high allergenic potential. This paper demonstrates for the first time the influence of various abiotic stresses acting separately as well as in their combinations on the change in the ns-LTP2.8 transcript, ns-LTP2.8 protein and total soluble protein content in the embryonal axes of germinating spring barley genotypes with different ns-LTP2.8 allelic forms and stress tolerance. Tissue localization of ns-LTP2.8 transcript as well as ns-LTP2.8 protein were also examined. Although the impact of abiotic stresses on the regulation of gene transcription and translation processes remains not fully recognized, in this work we managed to demonstrate different impact on applied stresses on the fundamental cellular processes in very little studied tissue of the embryonal axis of barley.
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Affiliation(s)
- Michał Kempa
- Institute of Plant Genetics, Polish Academy of Sciences, Poznan, Poland
| | | | - Piotr Ogrodowicz
- Institute of Plant Genetics, Polish Academy of Sciences, Poznan, Poland
| | - Tomasz Pniewski
- Institute of Plant Genetics, Polish Academy of Sciences, Poznan, Poland
| | - Paweł Krajewski
- Institute of Plant Genetics, Polish Academy of Sciences, Poznan, Poland
| | - Anetta Kuczyńska
- Institute of Plant Genetics, Polish Academy of Sciences, Poznan, Poland
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Makhtoum S, Sabouri H, Gholizadeh A, Ahangar L, Katouzi M, Mastinu A. Genomics and Physiology of Chlorophyll Fluorescence Parameters in Hordeum vulgare L. under Drought and Salt Stresses. PLANTS (BASEL, SWITZERLAND) 2023; 12:3515. [PMID: 37836255 PMCID: PMC10575077 DOI: 10.3390/plants12193515] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/30/2023] [Revised: 09/16/2023] [Accepted: 10/05/2023] [Indexed: 10/15/2023]
Abstract
To map the genomic regions and control chlorophyll fluorescence attributes under normal, salinity-, and drought-stress conditions in barley (Hordeum vulgare L.) at the seedling stage, an experiment was conducted in 2019-2020 using 106 F8 lines resulting from the cross between Badia × Kavir. Initially, the different chlorophyll fluorescence parameters were evaluated. Under drought stress, the highest decrease was related to REo/CSm (59.56%), and the highest increase was related to dV/dto (77.17%). Also, under salinity stress, the highest decrease was related to Fv/Fo (59.56%), and the highest increase was related to DIo/RC (77.17%). Linkage maps were prepared using 152 SSR polymorphic markers, 72 ISSR alleles, 7 IRAP alleles, 29 CAAT alleles, 27 Scot alleles, and 15 iPBS alleles. The obtained map accounted for 999.2 centi-Morgans (cM) of the barley genome length (92% of the whole barley genome). The results indicated the importance of chromosomes 3, 2, and 7 in controlling ABS/CSm, Area, ETo/CSm, Fm, Fv, and ETo/RC under drought stress. qEToRCD-7, as a major QTL, controlled 18.3% of ETo/RC phenotypic variation under drought stress. Under salinity stress, the regions of chromosomes 2 and 7 (102 cM and 126 cM) controlled the parameters ABS/CSo, Fm, Fo, Fv, TRo/SCo, Area, ETo/CSm, and ETo/CSo. The results showed that chlorophyll fluorescence is an important parameter in the study of drought and salinity effects on barley. This is the first report of the investigation of changes in the genetic structure of quantitative genes controlling the fluorescence parameters associated with barley response to drought and salinity stresses in the Iranian barley RILs population. According to the obtained results, it is possible to use HVPLASC1B and EBmac0713 in normal conditions, ISSR21-2 and ISSR30-4 in drought conditions, and Bmac0047, Scot5-B, CAAT6-C, and ISSR30iPBS2076-4 in saline stress conditions to select genotypes with higher photosynthetic capacity in marker-assisted selection programs.
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Affiliation(s)
- Somayyeh Makhtoum
- Department of Plant Production, Faculty of Agriculture Science and Natural Resources, Gonbad Kavous University, P.O. Box 163, Gonbad 49717-99151, Iran; (S.M.); (A.G.); (L.A.)
| | - Hossein Sabouri
- Department of Plant Production, Faculty of Agriculture Science and Natural Resources, Gonbad Kavous University, P.O. Box 163, Gonbad 49717-99151, Iran; (S.M.); (A.G.); (L.A.)
| | - Abdollatif Gholizadeh
- Department of Plant Production, Faculty of Agriculture Science and Natural Resources, Gonbad Kavous University, P.O. Box 163, Gonbad 49717-99151, Iran; (S.M.); (A.G.); (L.A.)
| | - Leila Ahangar
- Department of Plant Production, Faculty of Agriculture Science and Natural Resources, Gonbad Kavous University, P.O. Box 163, Gonbad 49717-99151, Iran; (S.M.); (A.G.); (L.A.)
| | - Mahnaz Katouzi
- Department of Plant Breeding and Genetic Resource, Agroscope, 1260 Nyon, Switzerland;
| | - Andrea Mastinu
- Department of Molecular and Translational Medicine, Division of Pharmacology, University of Brescia, Viale Europa 11, 25123 Brescia, Italy
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Ogrodowicz P, Wojciechowicz MK, Kuczyńska A, Krajewski P, Kempa M. The Effects of Growth Modification on Pollen Development in Spring Barley ( Hordeum vulgare L.) Genotypes with Contrasting Drought Tolerance. Cells 2023; 12:1656. [PMID: 37371126 DOI: 10.3390/cells12121656] [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: 04/20/2023] [Revised: 06/02/2023] [Accepted: 06/15/2023] [Indexed: 06/29/2023] Open
Abstract
Drought stress inducing pollen sterility can reduce crop yield worldwide. The regulatory crosstalk associated with the effects of drought on pollen formation at the cellular level has not been explored in detail so far. In this study, we performed morphological and cytoembryological analysis of anther perturbations and examined pollen development in two spring barley genotypes that differ in earliness and drought tolerance. The Syrian breeding line CamB (drought-tolerant) and the European cultivar Lubuski (drought-sensitive) were used as experimental materials to analyze the drought-induced changes in yield performance, chlorophyll fluorescence kinetics, the pollen grain micromorphology and ultrastructure during critical stages of plant development. In addition, fluctuations in HvGAMYB expression were studied, as this transcription factor is closely associated with the development of the anther. In the experiments, the studied plants were affected by drought, as was confirmed by the analyses of yield performance and chlorophyll fluorescence kinetics. However, contrary to our expectations, the pollen development of plants grown under specific conditions was not severely affected. The results also suggest that growth modification, as well as the perturbation in light distribution, can affect the HvGAMYB expression. This study demonstrated that the duration of the vegetation period can influence plant drought responses and, as a consequence, the processes associated with pollen development as every growth modification changes the dynamics of drought effects as well as the duration of plant exposition to drought.
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Affiliation(s)
- Piotr Ogrodowicz
- Institute of Plant Genetics Polish Academy of Sciences, 34 Strzeszynska Street, 60-479 Poznan, Poland
| | - Maria Katarzyna Wojciechowicz
- Department of General Botany, Institute of Experimental Biology, Faculty of Biology, Adam Mickiewicz University, 1 Wieniawskiego Street, 60-479 Poznan, Poland
| | - Anetta Kuczyńska
- Institute of Plant Genetics Polish Academy of Sciences, 34 Strzeszynska Street, 60-479 Poznan, Poland
| | - Paweł Krajewski
- Institute of Plant Genetics Polish Academy of Sciences, 34 Strzeszynska Street, 60-479 Poznan, Poland
| | - Michał Kempa
- Institute of Plant Genetics Polish Academy of Sciences, 34 Strzeszynska Street, 60-479 Poznan, Poland
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Ogrodowicz P, Kuczyńska A, Krajewski P, Kempa M. The effects of heading time on yield performance and HvGAMYB expression in spring barley subjected to drought. J Appl Genet 2023; 64:289-302. [PMID: 36897474 PMCID: PMC10076406 DOI: 10.1007/s13353-023-00755-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2022] [Revised: 02/23/2023] [Accepted: 02/24/2023] [Indexed: 03/11/2023]
Abstract
In the lifetime of a plant, flowering is not only an essential part of the reproductive process but also a critical developmental stage that can be vulnerable to environmental stresses. To ensure survival during drought, plants accelerate the flowering process, and this response is known as "drought escape." HvGAMYB-transcription factor associated, among others, with flowering process and anther development in barley-has also an important role in developmental modification and yield performance in plants subjected to stressed conditions. Due to the fact that information about the mechanisms associated both with the flowering acceleration and the anther or pollen disruption is limited, the exploration of the potential HvGAMYB role in flower development may shed light on pollen and spike morphology formations in plants grown under unfavorable water conditions. The aim of this study was to characterize differences in responses to drought among early- and late-heading barley genotypes. These two subgroups of plants-differentiated in terms of phenology-were analyzed, and traits linked to plant phenotype, physiology, and yield were investigated. In our study, the drought stress reactions of two barley subgroups showed a wide range of diversity in terms of yield performance, anther morphology, chlorophyll fluorescence kinetics, and pollen viability. The studied plants exhibited different yield performances under control and drought conditions. Moreover, the random distribution of genotypes on the biplot showing variability of OJIP parameters in the second developmental point of our investigation revealed that prolonged drought stress caused that among early- and late-heading plants, the studied genotypes exhibited different responses to applied stress conditions. The results of this study also showed that the HvGAMYB expression level was correlated positively with traits associated with lateral spike morphology in the second developmental point of this investigation, which showed that this association occurred only under prolonged drought and highlighted the drought stress duration effect on the HvGAMYB expression level.
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Affiliation(s)
- Piotr Ogrodowicz
- Institute of Plant Genetics, Polish Academy of Sciences, 34 Strzeszynska street, 60-479, Poznan, Poland.
| | - Anetta Kuczyńska
- Institute of Plant Genetics, Polish Academy of Sciences, 34 Strzeszynska street, 60-479, Poznan, Poland
| | - Paweł Krajewski
- Institute of Plant Genetics, Polish Academy of Sciences, 34 Strzeszynska street, 60-479, Poznan, Poland
| | - Michał Kempa
- Institute of Plant Genetics, Polish Academy of Sciences, 34 Strzeszynska street, 60-479, Poznan, Poland
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Ogrodowicz P, Mikołajczak K, Kempa M, Mokrzycka M, Krajewski P, Kuczyńska A. Genome-wide association study of agronomical and root-related traits in spring barley collection grown under field conditions. FRONTIERS IN PLANT SCIENCE 2023; 14:1077631. [PMID: 36760640 PMCID: PMC9902773 DOI: 10.3389/fpls.2023.1077631] [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: 10/24/2022] [Accepted: 01/06/2023] [Indexed: 06/18/2023]
Abstract
The root system is a key component for plant survival and productivity. In particular, under stress conditions, developing plants with a better root architecture can ensure productivity. The objectives of this study were to investigate the phenotypic variation of selected root- and yield-related traits in a diverse panel of spring barley genotypes. By performing a genome-wide association study (GWAS), we identified several associations underlying the variations occurring in root- and yield-related traits in response to natural variations in soil moisture. Here, we report the results of the GWAS based on both individual single-nucleotide polymorphism markers and linkage disequilibrium (LD) blocks of markers for 11 phenotypic traits related to plant morphology, grain quality, and root system in a group of spring barley accessions grown under field conditions. We also evaluated the root structure of these accessions by using a nondestructive method based on electrical capacitance. The results showed the importance of two LD-based blocks on chromosomes 2H and 7H in the expression of root architecture and yield-related traits. Our results revealed the importance of the region on the short arm of chromosome 2H in the expression of root- and yield-related traits. This study emphasized the pleiotropic effect of this region with respect to heading time and other important agronomic traits, including root architecture. Furthermore, this investigation provides new insights into the roles played by root traits in the yield performance of barley plants grown under natural conditions with daily variations in soil moisture content.
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Niu Y, Chen T, Zheng Z, Zhao C, Liu C, Jia J, Zhou M. A new major QTL for flag leaf thickness in barley (Hordeum vulgare L.). BMC PLANT BIOLOGY 2022; 22:305. [PMID: 35751018 PMCID: PMC9229122 DOI: 10.1186/s12870-022-03694-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/18/2022] [Accepted: 06/14/2022] [Indexed: 06/15/2023]
Abstract
BACKGROUND Carbohydrate accumulation of photosynthetic organs, mainly leaves, are the primary sources of grain yield in cereals. The flag leaf plays a vital role in seed development, which is probably the most neglected morphological characteristic during traditional selection processes. RESULTS In this experiment, four flag leaf morphological traits and seven yield-related traits were investigated in a DH population derived from a cross between a wild barley and an Australian malting barley cultivar. Flag leaf thickness (FLT) showed significantly positive correlations with grain size. Four QTL, located on chromosomes 1H, 2H, 3H, and 5H, respectively, were identified for FLT. Among them, a major QTL was located on chromosome 3H with a LOD value of 18.4 and determined 32% of the phenotypic variation. This QTL showed close links but not pleiotropism to the previously reported semi-dwarf gene sdw1 from the cultivated barley. This QTL was not reported before and the thick leaf allele from the wild barley could provide a useful source for improving grain yield through breeding. CONCLUSIONS Our results also provided valuable evidence that source traits and sink traits in barley are tightly connected and suggest further improvement of barley yield potential with enhanced and balanced source and sink relationships by exploiting potentialities of the wild barley resources. Moreover, this study will provide a novel sight on understanding the evolution and development of leaf morphology in barley and improving barley production by rewilding for lost superior traits during plant evolution.
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Affiliation(s)
- Yanan Niu
- Tasmanian Institute of Agriculture, University of Tasmania, Private Bag 1375, 7250, Prospect, TAS, Australia
| | - Tianxiao Chen
- Tasmanian Institute of Agriculture, University of Tasmania, Private Bag 1375, 7250, Prospect, TAS, Australia
| | - Zhi Zheng
- CSIRO Agriculture and Food, 4067, St Lucia, QLD, Australia
| | - Chenchen Zhao
- Tasmanian Institute of Agriculture, University of Tasmania, Private Bag 1375, 7250, Prospect, TAS, Australia
| | - Chunji Liu
- CSIRO Agriculture and Food, 4067, St Lucia, QLD, Australia
| | - Jizeng Jia
- National Key Facility for Crop Gene Resources and Genetic Improvement, Institute of Crop Sciences, Chinese Academy of Agricultural Sciences, 100081, Beijing, China.
| | - Meixue Zhou
- Tasmanian Institute of Agriculture, University of Tasmania, Private Bag 1375, 7250, Prospect, TAS, Australia.
- College of Agronomy, Shanxi Agricultural University, 030801, Taigu, China.
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Sawikowska A, Piasecka A, Kachlicki P, Krajewski P. Separation of Chromatographic Co-Eluted Compounds by Clustering and by Functional Data Analysis. Metabolites 2021; 11:metabo11040214. [PMID: 33807374 PMCID: PMC8065729 DOI: 10.3390/metabo11040214] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2021] [Revised: 03/25/2021] [Accepted: 03/29/2021] [Indexed: 11/26/2022] Open
Abstract
Peak overlapping is a common problem in chromatography, mainly in the case of complex biological mixtures, i.e., metabolites. Due to the existence of the phenomenon of co-elution of different compounds with similar chromatographic properties, peak separation becomes challenging. In this paper, two computational methods of separating peaks, applied, for the first time, to large chromatographic datasets, are described, compared, and experimentally validated. The methods lead from raw observations to data that can form inputs for statistical analysis. First, in both methods, data are normalized by the mass of sample, the baseline is removed, retention time alignment is conducted, and detection of peaks is performed. Then, in the first method, clustering is used to separate overlapping peaks, whereas in the second method, functional principal component analysis (FPCA) is applied for the same purpose. Simulated data and experimental results are used as examples to present both methods and to compare them. Real data were obtained in a study of metabolomic changes in barley (Hordeum vulgare) leaves under drought stress. The results suggest that both methods are suitable for separation of overlapping peaks, but the additional advantage of the FPCA is the possibility to assess the variability of individual compounds present within the same peaks of different chromatograms.
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Affiliation(s)
- Aneta Sawikowska
- Department of Mathematical and Statistical Methods, Poznań University of Life Sciences, Wojska Polskiego 28, 60-637 Poznań, Poland
- Institute of Bioorganic Chemistry, Polish Academy of Sciences, Z. Noskowskiego 12/14, 61-704 Poznań, Poland;
- Correspondence: or ; Tel.: +48-61-848-75-45
| | - Anna Piasecka
- Institute of Bioorganic Chemistry, Polish Academy of Sciences, Z. Noskowskiego 12/14, 61-704 Poznań, Poland;
| | - Piotr Kachlicki
- Institute of Plant Genetics, Polish Academy of Sciences, Strzeszyńska 34, 60-479 Poznań, Poland; (P.K.); (P.K.)
| | - Paweł Krajewski
- Institute of Plant Genetics, Polish Academy of Sciences, Strzeszyńska 34, 60-479 Poznań, Poland; (P.K.); (P.K.)
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Piasecka A, Sawikowska A, Kuczyńska A, Ogrodowicz P, Mikołajczak K, Krajewski P, Kachlicki P. Phenolic Metabolites from Barley in Contribution to Phenome in soil Moisture Deficit. Int J Mol Sci 2020; 21:E6032. [PMID: 32825802 PMCID: PMC7503775 DOI: 10.3390/ijms21176032] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2020] [Revised: 08/10/2020] [Accepted: 08/19/2020] [Indexed: 12/26/2022] Open
Abstract
Eight barley varieties from Europe and Asia were subjected to moisture deficit at various development stages. At the seedling stage and the flag leaf stage combined stress was applied. The experiment was designed for visualization of the correlation between the dynamics of changes in phenolic compound profiles and the external phenome. The most significant increase of compound content in water deficiency was observed for chrysoeriol and apigenin glycoconjugates acylated with methoxylated hydroxycinnamic acids that enhanced the UV-protection effectiveness. Moreover, other good antioxidants such as derivatives of luteolin and hordatines were also induced by moisture deficit. The structural diversity of metabolites of the contents changed in response to water deficiency in barley indicates their multipath activities under stress. Plants exposed to moisture deficit at the seedling stage mobilized twice as many metabolites as plants exposed to this stress at the flag leaf stage. Specific metabolites such as methoxyhydroxycinnamic acids participated in the long-term acclimation. In addition, differences in phenolome mobilization in response to moisture deficit applied at the vegetative and generative phases were correlated with the phenotypical consequences. Observations of plant yield and biomass gave us the possibility to discuss the developmentally related consequences of moisture deficit for plants' fitness.
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Affiliation(s)
- Anna Piasecka
- Institute of Plant Genetics, Polish Academy of Sciences, 60-479 Poznan, Poland; (A.P.); (A.K.); (P.O.); (K.M.); (P.K.)
- Institute of Bioorganic Chemistry, Polish Academy of Sciences, 61-704 Poznan, Poland
| | | | - Anetta Kuczyńska
- Institute of Plant Genetics, Polish Academy of Sciences, 60-479 Poznan, Poland; (A.P.); (A.K.); (P.O.); (K.M.); (P.K.)
| | - Piotr Ogrodowicz
- Institute of Plant Genetics, Polish Academy of Sciences, 60-479 Poznan, Poland; (A.P.); (A.K.); (P.O.); (K.M.); (P.K.)
| | - Krzysztof Mikołajczak
- Institute of Plant Genetics, Polish Academy of Sciences, 60-479 Poznan, Poland; (A.P.); (A.K.); (P.O.); (K.M.); (P.K.)
| | - Paweł Krajewski
- Institute of Plant Genetics, Polish Academy of Sciences, 60-479 Poznan, Poland; (A.P.); (A.K.); (P.O.); (K.M.); (P.K.)
| | - Piotr Kachlicki
- Institute of Plant Genetics, Polish Academy of Sciences, 60-479 Poznan, Poland; (A.P.); (A.K.); (P.O.); (K.M.); (P.K.)
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Mikołajczak K, Ogrodowicz P, Ćwiek-Kupczyńska H, Weigelt-Fischer K, Mothukuri SR, Junker A, Altmann T, Krystkowiak K, Adamski T, Surma M, Kuczyńska A, Krajewski P. Image Phenotyping of Spring Barley ( Hordeum vulgare L.) RIL Population Under Drought: Selection of Traits and Biological Interpretation. FRONTIERS IN PLANT SCIENCE 2020; 11:743. [PMID: 32582262 PMCID: PMC7296146 DOI: 10.3389/fpls.2020.00743] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/27/2020] [Accepted: 05/08/2020] [Indexed: 05/03/2023]
Abstract
Image-based phenotyping is a non-invasive method that permits the dynamic evaluation of plant features during growth, which is especially important for understanding plant adaptation and temporal dynamics of responses to environmental cues such as water deficit or drought. The aim of the present study was to use high-throughput imaging in order to assess the variation and dynamics of growth and development during drought in a spring barley population and to investigate associations between traits measured in time and yield-related traits measured after harvesting. Plant material covered recombinant inbred line population derived from a cross between European and Syrian cultivars. After placing the plants on the platform (28th day after sowing), drought stress was applied for 2 weeks. Top and side cameras were used to capture images daily that covered the visible range of the light spectrum, fluorescence signals, and the near infrared spectrum. The image processing provided 376 traits that were subjected to analysis. After 32 days of image phenotyping, the plants were cultivated in the greenhouse under optimal watering conditions until ripening, when several architecture and yield-related traits were measured. The applied data analysis approach, based on the clustering of image-derived traits into groups according to time profiles of statistical and genetic parameters, permitted to select traits representative for inference from the experiment. In particular, drought effects for 27 traits related to convex hull geometry, texture, proportion of brown pixels and chlorophyll intensity were found to be highly correlated with drought effects for spike traits and thousand grain weight.
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Affiliation(s)
| | - Piotr Ogrodowicz
- Institute of Plant Genetics, Polish Academy of Sciences, Poznań, Poland
| | | | | | | | - Astrid Junker
- Leibniz Institute of Plant Genetics and Crop Plant Research (IPK), Gatersleben, Germany
| | - Thomas Altmann
- Leibniz Institute of Plant Genetics and Crop Plant Research (IPK), Gatersleben, Germany
| | | | - Tadeusz Adamski
- Institute of Plant Genetics, Polish Academy of Sciences, Poznań, Poland
| | - Maria Surma
- Institute of Plant Genetics, Polish Academy of Sciences, Poznań, Poland
| | - Anetta Kuczyńska
- Institute of Plant Genetics, Polish Academy of Sciences, Poznań, Poland
| | - Paweł Krajewski
- Institute of Plant Genetics, Polish Academy of Sciences, Poznań, Poland
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Ogrodowicz P, Kuczyńska A, Mikołajczak K, Adamski T, Surma M, Krajewski P, Ćwiek-Kupczyńska H, Kempa M, Rokicki M, Jasińska D. Mapping of quantitative trait loci for traits linked to fusarium head blight in barley. PLoS One 2020; 15:e0222375. [PMID: 32017768 PMCID: PMC6999892 DOI: 10.1371/journal.pone.0222375] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2019] [Accepted: 01/18/2020] [Indexed: 11/19/2022] Open
Abstract
Fusarium head blight (FHB) is a devastating disease occurring in small grain cereals worldwide. The disease results in the reduction of grain yield, and mycotoxins accumulated in grain are also harmful to both humans and animals. It has been reported that response to pathogen infection may be associated with the morphological and developmental traits of the host plant, e.g. earliness and plant height. Despite many studies, effective markers for selection of barley genotypes with increased resistance to FHB have not been developed. In the present study, we investigated 100 recombinant inbred lines (RIL) of spring barley. Plants were examined in field conditions (three locations) in a completely randomized design with three replications. Barley genotypes were artificially infected with spores of Fusarium culmorum before heading. Apart from the main phenotypic traits (plant height, spike characteristic, grain yield), infected kernels were visually scored and the content of deoxynivalenol (DON) mycotoxin was investigated. A set of 70 Quantitative Trait Loci (QTLs) were detected through phenotyping of the mapping population in field conditions and genotyping using a barley Ilumina 9K iSelect platform. Six loci were detected for the FHB index on chromosomes 2H, 3H, 5H, and 7H. A region on the short arm of chromosome 2H was detected in which many QTLs associated with FHB- and yield-related traits were found. This study confirms that agromorphological traits are tightly related to FHB and should be taken into consideration when breeding barley plants for FHB resistance.
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Affiliation(s)
- Piotr Ogrodowicz
- Institute of Plant Genetics, Academy of Sciences, Poznan, Poland
| | - Anetta Kuczyńska
- Institute of Plant Genetics, Academy of Sciences, Poznan, Poland
| | | | - Tadeusz Adamski
- Institute of Plant Genetics, Academy of Sciences, Poznan, Poland
| | - Maria Surma
- Institute of Plant Genetics, Academy of Sciences, Poznan, Poland
| | - Paweł Krajewski
- Institute of Plant Genetics, Academy of Sciences, Poznan, Poland
| | | | - Michał Kempa
- Institute of Plant Genetics, Academy of Sciences, Poznan, Poland
| | - Michał Rokicki
- Poznan Plant Breeding Station, Kasztanowa, Tulce, Poland
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11
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Genetic and Physiological Dissection of Photosynthesis in Barley Exposed to Drought Stress. Int J Mol Sci 2019; 20:ijms20246341. [PMID: 31888211 PMCID: PMC6940956 DOI: 10.3390/ijms20246341] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2019] [Revised: 12/08/2019] [Accepted: 12/09/2019] [Indexed: 02/07/2023] Open
Abstract
Balanced photosynthesis under drought is essential for better survival and for agricultural benefits in terms of biomass and yield. Given the current attempts to improve the photosynthetic efficiency for greater crop yield, the explanation of the genetic basis of that process, together with the phenotypic analysis, is significant in terms of both basic studies and potential agricultural application. Therefore, the main objective of this study was to uncover the molecular basis of the photosynthesis process under drought stress in barley. To address that goal, we conducted transcriptomic examination together with detailed photosynthesis analysis using the JIP-test. Using this approach, we indicated that photosynthesis is a process that is very early affected in barley seedlings treated with severe drought stress. Rather than focusing on individual genes, our strategy was pointed to the identification of groups of genes with similar expression patterns. As such, we identified and annotated almost 150 barley genes as crucial core-components of photosystems, electron transport components, and Calvin cycle enzymes. Moreover, we designated 17 possible regulatory interactions between photosynthesis-related genes and transcription factors in barley. Summarizing, our results provide a list of candidate genes for future genetic research and improvement of barley drought tolerance by targeting photosynthesis.
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Kuczyńska A, Cardenia V, Ogrodowicz P, Kempa M, Rodriguez-Estrada MT, Mikołajczak K. Effects of multiple abiotic stresses on lipids and sterols profile in barley leaves (Hordeum vulgare L.). PLANT PHYSIOLOGY AND BIOCHEMISTRY : PPB 2019; 141:215-224. [PMID: 31181509 DOI: 10.1016/j.plaphy.2019.05.033] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/14/2019] [Revised: 05/15/2019] [Accepted: 05/29/2019] [Indexed: 05/03/2023]
Abstract
Plants are usually exposed to several types of abiotic stress in regular field conditions. The lipid profile of barley homozygous lines exposed to drought, heat, salinity, and their combinations, was investigated in the present study. Free fatty acids, free sterols, and diacylglycerols were the most abundant classes (∼8.0% of plant material). The genetic background significantly impacted the lipid composition rather than the treatments, and diacylglycerols were the only lipid class affected by salinity (1.84 mg/100 mg plant tissue; ∼33% reduction). However, the genotype × treatment interaction analysis revealed that the lipid and sterol compositions depended on both genotype and environment. Our results suggest that inborn stress tolerance in barley is manifested by enhanced accumulation of most lipids, mainly sterols, especially in heat/drought-stressed plants. In addition, expression of the LTP2 gene may be indirectly involved in the abiotic stress reaction of barley by mediating intracellular transport of some lipid classes.
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Affiliation(s)
- Anetta Kuczyńska
- Institute of Plant Genetics, Polish Academy of Sciences, Strzeszynska Str. 34, Poznan, 60-479, Poland.
| | - Vladimiro Cardenia
- Department of Agricultural, Forest and Food Sciences DISAFA, University of Turin, Largo Braccini 2, 10095, Grugliasco, Italy.
| | - Piotr Ogrodowicz
- Institute of Plant Genetics, Polish Academy of Sciences, Strzeszynska Str. 34, Poznan, 60-479, Poland.
| | - Michał Kempa
- Institute of Plant Genetics, Polish Academy of Sciences, Strzeszynska Str. 34, Poznan, 60-479, Poland.
| | | | - Krzysztof Mikołajczak
- Institute of Plant Genetics, Polish Academy of Sciences, Strzeszynska Str. 34, Poznan, 60-479, Poland.
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13
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Sallam A, Alqudah AM, Dawood MFA, Baenziger PS, Börner A. Drought Stress Tolerance in Wheat and Barley: Advances in Physiology, Breeding and Genetics Research. Int J Mol Sci 2019; 20:ijms20133137. [PMID: 31252573 DOI: 10.3390/ijms.20133137] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2019] [Revised: 06/11/2019] [Accepted: 06/18/2019] [Indexed: 05/26/2023] Open
Abstract
Climate change is a major threat to most of the agricultural crops grown in tropical and sub-tropical areas globally. Drought stress is one of the consequences of climate change that has a negative impact on crop growth and yield. In the past, many simulation models were proposed to predict climate change and drought occurrences, and it is extremely important to improve essential crops to meet the challenges of drought stress which limits crop productivity and production. Wheat and barley are among the most common and widely used crops due to their economic and social values. Many parts of the world depend on these two crops for food and feed, and both crops are vulnerable to drought stress. Improving drought stress tolerance is a very challenging task for wheat and barley researchers and more research is needed to better understand this stress. The progress made in understanding drought tolerance is due to advances in three main research areas: physiology, breeding, and genetic research. The physiology research focused on the physiological and biochemical metabolic pathways that plants use when exposed to drought stress. New wheat and barley genotypes having a high degree of drought tolerance are produced through breeding by making crosses from promising drought-tolerant genotypes and selecting among their progeny. Also, identifying genes contributing to drought tolerance is very important. Previous studies showed that drought tolerance is a polygenic trait and genetic constitution will help to dissect the gene network(s) controlling drought tolerance. This review explores the recent advances in these three research areas to improve drought tolerance in wheat and barley.
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Affiliation(s)
- Ahmed Sallam
- Department of Genetics, Faculty of Agriculture, Assiut University, 71526 Assiut, Egypt.
| | - Ahmad M Alqudah
- Resources Genetics and Reproduction, Department Genebank, Leibniz Institute of Plant Genetics and Crop Plant Research (IPK), Corrensstr. 3, OT Gatersleben D-06466 Stadt Seeland, Germany.
| | - Mona F A Dawood
- Department of Botany & Microbiology, Faculty of Science, Assiut University, 71516 Assiut, Egypt
| | - P Stephen Baenziger
- Department of Agronomy & Horticulture, University of Nebraska-Lincoln, Lincoln, NE 68583, USA
| | - Andreas Börner
- Resources Genetics and Reproduction, Department Genebank, Leibniz Institute of Plant Genetics and Crop Plant Research (IPK), Corrensstr. 3, OT Gatersleben D-06466 Stadt Seeland, Germany
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14
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Sallam A, Alqudah AM, Dawood MFA, Baenziger PS, Börner A. Drought Stress Tolerance in Wheat and Barley: Advances in Physiology, Breeding and Genetics Research. Int J Mol Sci 2019; 20:E3137. [PMID: 31252573 PMCID: PMC6651786 DOI: 10.3390/ijms20133137] [Citation(s) in RCA: 174] [Impact Index Per Article: 34.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2019] [Revised: 06/11/2019] [Accepted: 06/18/2019] [Indexed: 02/07/2023] Open
Abstract
Climate change is a major threat to most of the agricultural crops grown in tropical and sub-tropical areas globally. Drought stress is one of the consequences of climate change that has a negative impact on crop growth and yield. In the past, many simulation models were proposed to predict climate change and drought occurrences, and it is extremely important to improve essential crops to meet the challenges of drought stress which limits crop productivity and production. Wheat and barley are among the most common and widely used crops due to their economic and social values. Many parts of the world depend on these two crops for food and feed, and both crops are vulnerable to drought stress. Improving drought stress tolerance is a very challenging task for wheat and barley researchers and more research is needed to better understand this stress. The progress made in understanding drought tolerance is due to advances in three main research areas: physiology, breeding, and genetic research. The physiology research focused on the physiological and biochemical metabolic pathways that plants use when exposed to drought stress. New wheat and barley genotypes having a high degree of drought tolerance are produced through breeding by making crosses from promising drought-tolerant genotypes and selecting among their progeny. Also, identifying genes contributing to drought tolerance is very important. Previous studies showed that drought tolerance is a polygenic trait and genetic constitution will help to dissect the gene network(s) controlling drought tolerance. This review explores the recent advances in these three research areas to improve drought tolerance in wheat and barley.
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Affiliation(s)
- Ahmed Sallam
- Department of Genetics, Faculty of Agriculture, Assiut University, 71526 Assiut, Egypt.
| | - Ahmad M Alqudah
- Resources Genetics and Reproduction, Department Genebank, Leibniz Institute of Plant Genetics and Crop Plant Research (IPK), Corrensstr. 3, OT Gatersleben D-06466 Stadt Seeland, Germany.
| | - Mona F A Dawood
- Department of Botany & Microbiology, Faculty of Science, Assiut University, 71516 Assiut, Egypt
| | - P Stephen Baenziger
- Department of Agronomy & Horticulture, University of Nebraska-Lincoln, Lincoln, NE 68583, USA
| | - Andreas Börner
- Resources Genetics and Reproduction, Department Genebank, Leibniz Institute of Plant Genetics and Crop Plant Research (IPK), Corrensstr. 3, OT Gatersleben D-06466 Stadt Seeland, Germany
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Shaaf S, Bretani G, Biswas A, Fontana IM, Rossini L. Genetics of barley tiller and leaf development. JOURNAL OF INTEGRATIVE PLANT BIOLOGY 2019; 61:226-256. [PMID: 30548413 DOI: 10.1111/jipb.12757] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/14/2018] [Accepted: 12/10/2018] [Indexed: 06/09/2023]
Abstract
In cereals, tillering and leaf development are key factors in the concept of crop ideotype, introduced in the 1960s to enhance crop yield, via manipulation of plant architecture. In the present review, we discuss advances in genetic analysis of barley shoot architecture, focusing on tillering, leaf size and angle. We also discuss novel phenotyping techniques, such as 2D and 3D imaging, that have been introduced in the era of phenomics, facilitating reliable trait measurement. We discuss the identification of genes and pathways that are involved in barley tillering and leaf development, highlighting key hormones involved in the control of plant architecture in barley and rice. Knowledge on genetic control of traits related to plant architecture provides useful resources for designing ideotypes for enhanced barley yield and performance.
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Affiliation(s)
- Salar Shaaf
- University of Milan, DiSAA, Via Celoria 2, 20133 Milan, Italy
| | | | - Abhisek Biswas
- University of Milan, DiSAA, Via Celoria 2, 20133 Milan, Italy
| | | | - Laura Rossini
- University of Milan, DiSAA, Via Celoria 2, 20133 Milan, Italy
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Thabet SG, Moursi YS, Karam MA, Graner A, Alqudah AM. Genetic basis of drought tolerance during seed germination in barley. PLoS One 2018; 13:e0206682. [PMID: 30388157 PMCID: PMC6214555 DOI: 10.1371/journal.pone.0206682] [Citation(s) in RCA: 43] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2018] [Accepted: 10/17/2018] [Indexed: 11/18/2022] Open
Abstract
Drought is one of the harshest abiotic stresses hindering seed germination, plant growth, and crop productivity. A high rate and uniformity of germination under stressful conditions are vital for crop establishment and growth; thus, for productivity. A better understanding of the genetic architecture of seed germination under drought stress is a prerequisite for further increasing yield potential. Barley is considered one of the most abiotic stresses-tolerant cereals. Elucidating the drought tolerance of barley during seed germination would indeed pave the way towards improving the performance of all cereals. However, we still know relatively little about the genetic control of drought tolerance during the seed germination phase. In our study, 218 worldwide spring barley accessions were subjected to PEG-induced drought during seed germination. Induced drought stress "20% PEG" significantly reduced the seed germination parameters and seedling related traits. A genome-wide association scan (GWAS) was used to identify genomic regions associated with our trait of interest. In total, 338 single nucleotide polymorphisms (SNPs) were found to be associated with several traits distributed across seven barley chromosomes, of which 26 genomic regions were associated with candidate genes. The current study found some of the quantitative trait loci (QTL) that have previously been reported to be linked to seed germination-related traits under drought conditions, as well as some new associations. Noteworthy, the identified QTL colocalized with a number of genes (within interval ±0.5 Mbp) that are exclusively distributed on chromosomes 1H, 2H, and 5H. The annotation of these genes in barley shows their roles in drought tolerance through encoding different transcription factors. The function of the identified genes during seed germination was also confirmed by the annotation of their counterparts in Arabidopsis. The current analyses show the power of the GWAS both for identifying putative candidate genes and for improving plant adaptive traits in barley.
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Affiliation(s)
- Samar G. Thabet
- Department of Botany, Faculty of Science, University of Fayoum, Fayoum, Egypt
| | - Yasser S. Moursi
- Department of Botany, Faculty of Science, University of Fayoum, Fayoum, Egypt
- * E-mail: , (YSM); , (AMA)
| | - Mohamed A. Karam
- Department of Botany, Faculty of Science, University of Fayoum, Fayoum, Egypt
| | - Andreas Graner
- Research Group Genome Diversity, Leibniz Institute of Plant Genetics and Crop Plant Research, OT, Germany
| | - Ahmad M. Alqudah
- Research Group Resources Genetics and Reproduction, Department Genebank, Leibniz Institute of Plant Genetics and Crop Plant Research (IPK), OT, Germany
- * E-mail: , (YSM); , (AMA)
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17
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Gudys K, Guzy-Wrobelska J, Janiak A, Dziurka MA, Ostrowska A, Hura K, Jurczyk B, Żmuda K, Grzybkowska D, Śróbka J, Urban W, Biesaga-Koscielniak J, Filek M, Koscielniak J, Mikołajczak K, Ogrodowicz P, Krystkowiak K, Kuczyńska A, Krajewski P, Szarejko I. Prioritization of Candidate Genes in QTL Regions for Physiological and Biochemical Traits Underlying Drought Response in Barley ( Hordeum vulgare L.). FRONTIERS IN PLANT SCIENCE 2018; 9:769. [PMID: 29946328 PMCID: PMC6005862 DOI: 10.3389/fpls.2018.00769] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/31/2017] [Accepted: 05/18/2018] [Indexed: 05/27/2023]
Abstract
Drought is one of the most adverse abiotic factors limiting growth and productivity of crops. Among them is barley, ranked fourth cereal worldwide in terms of harvested acreage and production. Plants have evolved various mechanisms to cope with water deficit at different biological levels, but there is an enormous challenge to decipher genes responsible for particular complex phenotypic traits, in order to develop drought tolerant crops. This work presents a comprehensive approach for elucidation of molecular mechanisms of drought tolerance in barley at the seedling stage of development. The study includes mapping of QTLs for physiological and biochemical traits associated with drought tolerance on a high-density function map, projection of QTL confidence intervals on barley physical map, and the retrievement of positional candidate genes (CGs), followed by their prioritization based on Gene Ontology (GO) enrichment analysis. A total of 64 QTLs for 25 physiological and biochemical traits that describe plant water status, photosynthetic efficiency, osmoprotectant and hormone content, as well as antioxidant activity, were positioned on a consensus map, constructed using RIL populations developed from the crosses between European and Syrian genotypes. The map contained a total of 875 SNP, SSR and CGs, spanning 941.86 cM with resolution of 1.1 cM. For the first time, QTLs for ethylene, glucose, sucrose, maltose, raffinose, α-tocopherol, γ-tocotrienol content, and catalase activity, have been mapped in barley. Based on overlapping confidence intervals of QTLs, 11 hotspots were identified that enclosed more than 60% of mapped QTLs. Genetic and physical map integration allowed the identification of 1,101 positional CGs within the confidence intervals of drought response-specific QTLs. Prioritization resulted in the designation of 143 CGs, among them were genes encoding antioxidants, carboxylic acid biosynthesis enzymes, heat shock proteins, small auxin up-regulated RNAs, nitric oxide synthase, ATP sulfurylases, and proteins involved in regulation of flowering time. This global approach may be proposed for identification of new CGs that underlies QTLs responsible for complex traits.
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Affiliation(s)
- Kornelia Gudys
- Department of Genetics, Faculty of Biology and Environmental Protection, University of Silesia, Katowice, Poland
- Department of Botany and Nature Protection, Faculty of Biology and Environmental Protection, University of Silesia, Katowice, Poland
| | - Justyna Guzy-Wrobelska
- Department of Genetics, Faculty of Biology and Environmental Protection, University of Silesia, Katowice, Poland
| | - Agnieszka Janiak
- Department of Genetics, Faculty of Biology and Environmental Protection, University of Silesia, Katowice, Poland
| | - Michał A. Dziurka
- Department of Developmental Biology, Institute of Plant Physiology, Polish Academy of Sciences, Krakow, Poland
| | - Agnieszka Ostrowska
- Department of Developmental Biology, Institute of Plant Physiology, Polish Academy of Sciences, Krakow, Poland
| | - Katarzyna Hura
- Department of Plant Physiology, Faculty of Agriculture and Economics, University of Agriculture, Krakow, Poland
| | - Barbara Jurczyk
- Department of Plant Physiology, Faculty of Agriculture and Economics, University of Agriculture, Krakow, Poland
| | - Katarzyna Żmuda
- Department of Plant Physiology, Faculty of Agriculture and Economics, University of Agriculture, Krakow, Poland
| | - Daria Grzybkowska
- Department of Genetics, Faculty of Biology and Environmental Protection, University of Silesia, Katowice, Poland
| | - Joanna Śróbka
- Department of Genetics, Faculty of Biology and Environmental Protection, University of Silesia, Katowice, Poland
| | - Wojciech Urban
- Department of Genetics, Faculty of Biology and Environmental Protection, University of Silesia, Katowice, Poland
| | - Jolanta Biesaga-Koscielniak
- Department of Developmental Biology, Institute of Plant Physiology, Polish Academy of Sciences, Krakow, Poland
| | - Maria Filek
- Department of Developmental Biology, Institute of Plant Physiology, Polish Academy of Sciences, Krakow, Poland
| | - Janusz Koscielniak
- Department of Plant Physiology, Faculty of Agriculture and Economics, University of Agriculture, Krakow, Poland
| | - Krzysztof Mikołajczak
- Department of Biotechnology, Institute of Plant Genetics, Polish Academy of Sciences, Poznan, Poland
| | - Piotr Ogrodowicz
- Department of Biotechnology, Institute of Plant Genetics, Polish Academy of Sciences, Poznan, Poland
| | - Karolina Krystkowiak
- Department of Biotechnology, Institute of Plant Genetics, Polish Academy of Sciences, Poznan, Poland
- Department of Plant Functional Metabolomics, Institute of Bioorganic Chemistry, Polish Academy of Sciences, Poznan, Poland
| | - Anetta Kuczyńska
- Department of Biotechnology, Institute of Plant Genetics, Polish Academy of Sciences, Poznan, Poland
| | - Paweł Krajewski
- Department of Biometry and Bioinformatics, Institute of Plant Genetics, Polish Academy of Sciences, Poznan, Poland
| | - Iwona Szarejko
- Department of Genetics, Faculty of Biology and Environmental Protection, University of Silesia, Katowice, Poland
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Masojć P, Milczarski P, Kruszona P. Comparative analysis of genetic architectures for nine developmental traits of rye. J Appl Genet 2017; 58:297-305. [PMID: 28488059 PMCID: PMC5509807 DOI: 10.1007/s13353-017-0396-3] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2017] [Revised: 03/26/2017] [Accepted: 04/10/2017] [Indexed: 12/23/2022]
Abstract
Genetic architectures of plant height, stem thickness, spike length, awn length, heading date, thousand-kernel weight, kernel length, leaf area and chlorophyll content were aligned on the DArT-based high-density map of the 541 × Ot1–3 RILs population of rye using the genes interaction assorting by divergent selection (GIABDS) method. Complex sets of QTL for particular traits contained 1–5 loci of the epistatic D class and 10–28 loci of the hypostatic, mostly R and E classes controlling traits variation through D–E or D–R types of two-loci interactions. QTL were distributed on each of the seven rye chromosomes in unique positions or as a coinciding loci for 2–8 traits. Detection of considerable numbers of the reversed (D′, E′ and R′) classes of QTL might be attributed to the transgression effects observed for most of the studied traits. First examples of E* and F QTL classes, defined in the model, are reported for awn length, leaf area, thousand-kernel weight and kernel length. The results of this study extend experimental data to 11 quantitative traits (together with pre-harvest sprouting and alpha-amylase activity) for which genetic architectures fit the model of mechanism underlying alleles distribution within tails of bi-parental populations. They are also a valuable starting point for map-based search of genes underlying detected QTL and for planning advanced marker-assisted multi-trait breeding strategies.
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Affiliation(s)
- Piotr Masojć
- Department of Genetics, Plant Breeding and Biotechnology, West Pomeranian University of Technology, Słowackiego 17, 71-434, Szczecin, Poland.
| | - P Milczarski
- Department of Genetics, Plant Breeding and Biotechnology, West Pomeranian University of Technology, Słowackiego 17, 71-434, Szczecin, Poland
| | - P Kruszona
- Department of Genetics, Plant Breeding and Biotechnology, West Pomeranian University of Technology, Słowackiego 17, 71-434, Szczecin, Poland
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