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Hajibarat Z, Saidi A, Zeinalabedini M, Mousapour Gorji A, Ghaffari MR, Shariati V, Ahmadvand R. Genotyping-by-sequencing and weighted gene co-expression network analysis of genes responsive against Potato virus Y in commercial potato cultivars. PLoS One 2024; 19:e0303783. [PMID: 38787845 PMCID: PMC11125566 DOI: 10.1371/journal.pone.0303783] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2023] [Accepted: 04/30/2024] [Indexed: 05/26/2024] Open
Abstract
Potato is considered a key component of the global food system and plays a vital role in strengthening world food security. A major constraint to potato production worldwide is the Potato Virus Y (PVY), belonging to the genus Potyvirus in the family of Potyviridae. Selective breeding of potato with resistance to PVY pathogens remains the best method to limit the impact of viral infections. Understanding the genetic diversity and population structure of potato germplasm is important for breeders to improve new cultivars for the sustainable use of genetic materials in potato breeding to PVY pathogens. While, genetic diversity improvement in modern potato breeding is facing increasingly narrow genetic basis and the decline of the genetic diversity. In this research, we performed genotyping-by-sequencing (GBS)-based diversity analysis on 10 commercial potato cultivars and weighted gene co-expression network analysis (WGCNA) to identify candidate genes related to PVY-resistance. WGCNA is a system biology technique that uses the WGCNA R software package to describe the correlation patterns between genes in multiple samples. In terms of consumption, these cultivars are a high rate among Iranian people. Using population structure analysis, the 10 cultivars were clustered into three groups based on the 118343 single nucleotide polymorphisms (SNPs) generated by GBS. Read depth ranged between 5 and 18. The average data size and Q30 of the reads were 145.98 Mb and 93.63%, respectively. Based on the WGCNA and gene expression analysis, the StDUF538, StGTF3C5, and StTMEM161A genes were associated with PVY resistance in the potato genome. Further, these three hub genes were significantly involved in defense mechanism where the StTMEM161A was involved in the regulation of alkalization apoplast, the StDUF538 was activated in the chloroplast degradation program, and the StGTF3C5 regulated the proteins increase related to defense in the PVY infected cells. In addition, in the genetic improvement programs, these hub genes can be used as genetic markers for screening commercial cultivars for PVY resistance. Our survey demonstrated that the combination of GBS-based genetic diversity germplasm analysis and WGCNA can assist breeders to select cultivars resistant to PVY as well as help design proper crossing schemes in potato breeding.
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Affiliation(s)
- Zahra Hajibarat
- Faculty of Life Sciences & Biotechnology, Department of Cell & Molecular Biology, Shahid Beheshti University, Tehran, Iran
| | - Abbas Saidi
- Faculty of Life Sciences & Biotechnology, Department of Cell & Molecular Biology, Shahid Beheshti University, Tehran, Iran
| | - Mehrshad Zeinalabedini
- Department of Systems and Synthetic Biology, Agricultural Biotechnology Research Institute of Iran, Agricultural Research, Education and Extension Organization (AREEO), Karaj, Iran
| | - Ahmad Mousapour Gorji
- Department of Vegetable Research, Seed and Plant Improvement Institute (SPII), Agricultural Research, Education and Extension Organization (AREEO), Karaj, Iran
| | - Mohammad Reza Ghaffari
- Department of Systems and Synthetic Biology, Agricultural Biotechnology Research Institute of Iran, Agricultural Research, Education and Extension Organization (AREEO), Karaj, Iran
| | - Vahid Shariati
- National Institute of Genetic Engineering and Biotechnology, NIGEB Genome Center, Tehran, Iran
| | - Rahim Ahmadvand
- Department of Vegetable Research, Seed and Plant Improvement Institute (SPII), Agricultural Research, Education and Extension Organization (AREEO), Karaj, Iran
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Park J, Whitworth J, Novy RG. QTL identified that influence tuber length-width ratio, degree of flatness, tuber size, and specific gravity in a russet-skinned, tetraploid mapping population. FRONTIERS IN PLANT SCIENCE 2024; 15:1343632. [PMID: 38584948 PMCID: PMC10996053 DOI: 10.3389/fpls.2024.1343632] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/24/2023] [Accepted: 02/26/2024] [Indexed: 04/09/2024]
Abstract
Potato tuber shape, size, and specific gravity are important agronomic traits in the russet market class of potatoes with an impact on quality, consistency, and product recovery of processed foods such as French fries. Therefore, identifying genetic regions associated with the three traits through quantitative trait locus/loci (QTL) analysis is a crucial process in the subsequent development of marker-assisted selection for use in potato breeding programs. QTL analysis was conducted on a tetraploid mapping population consisting of 190 individuals derived from the cross between two russet-skinned parents, Palisade Russet and the breeding clone ND028673B-2Russ. Field data collected over a 2-year period and used in the QTL analyses included tuber length-width and width-depth ratios that were obtained using a digital caliper. The width-depth ratio provided an assessment of the "flatness" of a tuber, which is of importance in potato processing. To cross-validate the accuracy and differences among tuber shape measurement methods, a trained evaluator also assessed the identical tubers based on 1-5 scale (compressed to long) visual assessment method. Furthermore, the weights of analyzed tubers and specific gravities were also collected during the phenotyping process for each mapping clone. A major tuber shape QTL was consistently observed on chromosome 10 with both the length-width ratio and visual assessments. On chromosome 4, a significant QTL for tuber shape from the visual assessment phenotypic data was also detected. Additionally, a tuber shape-related QTL on chromosome 6 was also detected from the length-width ratio data from 2020. Chromosome 2 was also identified as having a significant QTL for the width-depth ratio, which is of importance in influencing the flatness of a tuber. One significant QTL for tuber weight (i.e., tuber size) was observed on chromosome 5, and a significant QTL for specific gravity was found on chromosome 3. These significant and major QTL should be useful for developing marker-assisted selection for more efficient potato breeding.
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Affiliation(s)
- Jaebum Park
- Small Grains and Potato Germplasm Research Station, United States Department of Agriculture—Agricultural Research Service, Aberdeen, ID, United States
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Fenstemaker S, Ma X, Bamberg J, Swingle B. Reproducible Quantitative Trait Loci for Resistance to Soft Rot Caused by Dickeya dianthicola Derived from the Wild Potato Solanum microdontum (PI 458355) Are Located on Chromosomes 1, 3, and 5. PHYTOPATHOLOGY 2024; 114:580-589. [PMID: 37750865 DOI: 10.1094/phyto-05-23-0158-r] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/27/2023]
Abstract
The potato wild relative Solanum microdontum is a breeder-friendly source of genetic resistance to soft rot. Our objectives were to (i) identify loci associated with soft rot resistance in S. microdontum germplasm and (ii) develop bi-parental populations in a self-compatible S. tuberosum genetic background to recover segregating F2 progenies, construct a linkage map, and identify quantitative trait loci (QTLs). Under objective (i), tubers from 103 S. microdontum genotypes from the United States Potato Genebank were inoculated with a high virulence strain of Dickeya dianthicola, and lesion size was measured after a 24-h incubation period at 30°C. Association analysis using 3,490 polymorphic Infinium array SNP markers identified soft rot resistance loci on chromosomes 1, 2, 3, 5, 7, 8, 11, and 12. Under objective (ii), a resistant S. microdontum accession PI 458355 was crossed with a highly fertile, self-compatible, diploid S. tuberosum pollen parent (PI 654351) to generate segregating F2 populations. Composite interval mapping was conducted using a genetic linkage map with 970 GBS-based SNP markers. Reproducible QTLs were detected on chromosomes 1, 3, and 5, explaining 11, 13, and 23% of the phenotypic variation, respectively. Homozygous S. microdontum alleles at the QTL on chromosome 5 and heterozygous or homozygous S. microdontum alleles at QTLs on chromosomes 1 and 3 significantly decrease lesion size compared with the homozygous S. tuberosum parent. The germplasm created in these studies provides a resource for studying traits from S. microdontum, and we can use the advanced F2 selections for future potato improvement. [Formula: see text] Copyright © 2024 The Author(s). This is an open access article distributed under the CC BY-NC-ND 4.0 International license.
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Affiliation(s)
- Sean Fenstemaker
- U.S. Department of Agriculture-Agricultural Research Service, United States Potato Genebank, Sturgeon Bay, WI 54235
| | - Xing Ma
- Plant Pathology and Plant-Microbe Biology Section, School of Integrative Plant Science, Cornell University, Ithaca, NY 14853
| | - John Bamberg
- U.S. Department of Agriculture-Agricultural Research Service, United States Potato Genebank, Sturgeon Bay, WI 54235
| | - Bryan Swingle
- Plant Pathology and Plant-Microbe Biology Section, School of Integrative Plant Science, Cornell University, Ithaca, NY 14853
- Robert W. Holley Center, United States Department of Agriculture-Agricultural Research Service, Emerging Pests and Pathogens Research Unit, Ithaca, NY 14853
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Stemerding D, Beumer K, Edelenbosch R, Swart JAA, de Vries ME, ter Steeg E, Almekinders CJM, Lindhout P, van Dijk LCM, Struik PC. Responsible Innovation in Plant Breeding: The Case of Hybrid Potato Breeding. PLANTS (BASEL, SWITZERLAND) 2023; 12:1751. [PMID: 37176809 PMCID: PMC10180633 DOI: 10.3390/plants12091751] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/24/2023] [Revised: 04/19/2023] [Accepted: 04/21/2023] [Indexed: 05/15/2023]
Abstract
As an emerging innovation, hybrid potato breeding raises high expectations about faster variety development and clean true potato seed as a new source of planting material. Hybrid breeding could, therefore, substantially contribute to global food security and other major sustainable development goals. However, its success will not only depend on the performance of hybrid potato in the field, but also on a range of complex and dynamic system conditions. This article is based on a multidisciplinary project in which we have studied the innovation dynamics of hybrid potato breeding and explored how these dynamics may shape the future of hybrid potato. Inspired by the approach of responsible innovation, we closely involved key players in the Dutch and international potato sector and other relevant actors in thinking about these potato futures. An important and recurrent theme in our work is the tension between the predominant commercial innovation dynamics in plant breeding and promises to respond to the global challenges of food security, agrobiodiversity and climate change. In this article, we, therefore, discuss responsible innovation strategies in (hybrid) potato breeding, which may help to bridge this tension and finally reflect on the implications for the field of plant breeding in general.
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Affiliation(s)
- Dirk Stemerding
- Independent Researcher Biotechnology and Society, 8012 EV Zwolle, The Netherlands
| | - Koen Beumer
- Copernicus Institute of Sustainable Development, Utrecht University, 3584 CS Utrecht, The Netherlands;
| | | | - Jac. A. A. Swart
- Energy and Sustainability Research Institute Groningen, University of Groningen, 9747 AG Groningen, The Netherlands;
| | | | - Emily ter Steeg
- Development Economics, Wageningen University and Research, 6706 KN Wageningen, The Netherlands;
| | - Conny J. M. Almekinders
- Knowledge, Technology and Innovation, Wageningen University and Research, 6700 EW Wageningen, The Netherlands;
| | - Pim Lindhout
- Solynta, 6703 HA Wageningen, The Netherlands; (M.E.d.V.); (P.L.)
| | - Luuk C. M. van Dijk
- Centre for Crop Systems Analysis, Wageningen University and Research, 6708 PE Wageningen, The Netherlands; (L.C.M.v.D.); (P.C.S.)
| | - Paul C. Struik
- Centre for Crop Systems Analysis, Wageningen University and Research, 6708 PE Wageningen, The Netherlands; (L.C.M.v.D.); (P.C.S.)
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de Vries ME, Adams JR, Eggers EJ, Ying S, Stockem JE, Kacheyo OC, van Dijk LCM, Khera P, Bachem CW, Lindhout P, van der Vossen EAG. Converting Hybrid Potato Breeding Science into Practice. PLANTS (BASEL, SWITZERLAND) 2023; 12:plants12020230. [PMID: 36678942 PMCID: PMC9861226 DOI: 10.3390/plants12020230] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/25/2022] [Revised: 12/21/2022] [Accepted: 12/29/2022] [Indexed: 05/27/2023]
Abstract
Research on diploid hybrid potato has made fast advances in recent years. In this review we give an overview of the most recent and relevant research outcomes. We define different components needed for a complete hybrid program: inbred line development, hybrid evaluation, cropping systems and variety registration. For each of these components the important research results are discussed and the outcomes and issues that merit further study are identified. We connect fundamental and applied research to application in a breeding program, based on the experiences at the breeding company Solynta. In the concluding remarks, we set hybrid breeding in a societal perspective, and we identify bottlenecks that need to be overcome to allow successful adoption of hybrid potato.
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Affiliation(s)
| | - James R. Adams
- Solynta, Wageningen 6703 HA, The Netherlands
- Institute of Biometris, Mathematical and Statistical Methods, Wageningen University and Research, 6700 HB Wageningen, The Netherlands
| | - Ernst-jan Eggers
- Solynta, Wageningen 6703 HA, The Netherlands
- Laboratory of Plant Breeding, Wageningen University & Research, Wageningen 6708 PB, The Netherlands
| | - Su Ying
- Solynta, Wageningen 6703 HA, The Netherlands
| | - Julia E. Stockem
- Solynta, Wageningen 6703 HA, The Netherlands
- Centre for Crop Systems Analysis, Wageningen University and Research, Wageningen 6700 AK, The Netherlands
| | - Olivia C. Kacheyo
- Solynta, Wageningen 6703 HA, The Netherlands
- Centre for Crop Systems Analysis, Wageningen University and Research, Wageningen 6700 AK, The Netherlands
| | - Luuk C. M. van Dijk
- Solynta, Wageningen 6703 HA, The Netherlands
- Centre for Crop Systems Analysis, Wageningen University and Research, Wageningen 6700 AK, The Netherlands
| | - Pawan Khera
- Solynta, Wageningen 6703 HA, The Netherlands
| | - Christian W. Bachem
- Solynta, Wageningen 6703 HA, The Netherlands
- Laboratory of Plant Breeding, Wageningen University & Research, Wageningen 6708 PB, The Netherlands
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Ehounou AE, Cormier F, Maledon E, Nudol E, Vignes H, Gravillon MC, N'guetta ASP, Mournet P, Chaïr H, Kouakou AM, Arnau G. Identification and validation of QTLs for tuber quality related traits in greater yam (Dioscorea alata L.). Sci Rep 2022; 12:8423. [PMID: 35589821 PMCID: PMC9120205 DOI: 10.1038/s41598-022-12135-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2021] [Accepted: 04/29/2022] [Indexed: 11/09/2022] Open
Abstract
Two Dioscorea alata populations were generated by hand pollination between contrasted diploid genitors. Population A (74F × Kabusa) was composed of 121 progenies while population B (74F × 14M) involved 193 progenies. These two populations were assessed over two consecutive years regarding important tuber quality traits. Analysis of variance showed that the genotype had the greatest influence on the phenotypic scores. Also for some traits, effect of the year_replicate was strong. The heritabilities of most traits were high. Based on these data and a reference high-density genetic map of greater yam, a total of 34 quantitative trait loci (QTLs) were detected on 8 of the 20 yam chromosomes. They corresponded to five of each of the following traits: tuber size, shape regularity, tubercular roots, skin texture, tuber flesh oxidation, six for oxidation ratio and three for flesh colour. The fraction of total phenotypic variance attributable to a single QTL ranged from 11.1 to 43.5%. We detected significant correlations between traits and QTL colocalizations that were consistent with these correlations. A majority of QTLs (62%) were found on linkage group LG16, indicating that this chromosome could play a major role in genetic control of the investigated traits. In addition, an inversion involving this chromosome was detected in the Kabusa male. Nine QTLs were validated on a diversity panel, including three for tuber size, three for shape regularity, two for skin texture and one for tubercular roots. The approximate physical localization of validated QTLs allowed the identification of various candidates genes. The validated QTLs should be useful for breeding programs using marker-assisted selection to improve yam tuber quality.
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Affiliation(s)
- Adou Emmanuel Ehounou
- CNRA, Station de Recherche sur les Cultures Vivrières (SRCV), 01 BP 633, Bouaké, Côte d'Ivoire
| | - Fabien Cormier
- UMR AGAP Institut, Univ Montpellier, CIRAD, INRAE, Institut Agro, 34398, Montpellier, France.,CIRAD, UMR AGAP Institut, 97170, Petit-Bourg, Guadeloupe, France
| | - Erick Maledon
- UMR AGAP Institut, Univ Montpellier, CIRAD, INRAE, Institut Agro, 34398, Montpellier, France.,CIRAD, UMR AGAP Institut, 97170, Petit-Bourg, Guadeloupe, France
| | - Elie Nudol
- UMR AGAP Institut, Univ Montpellier, CIRAD, INRAE, Institut Agro, 34398, Montpellier, France.,CIRAD, UMR AGAP Institut, 97170, Petit-Bourg, Guadeloupe, France
| | - Hélène Vignes
- UMR AGAP Institut, Univ Montpellier, CIRAD, INRAE, Institut Agro, 34398, Montpellier, France.,CIRAD, UMR AGAP Institut, 34398, Montpellier, France
| | - Marie Claire Gravillon
- UMR AGAP Institut, Univ Montpellier, CIRAD, INRAE, Institut Agro, 34398, Montpellier, France.,CIRAD, UMR AGAP Institut, 97170, Petit-Bourg, Guadeloupe, France
| | | | - Pierre Mournet
- UMR AGAP Institut, Univ Montpellier, CIRAD, INRAE, Institut Agro, 34398, Montpellier, France.,CIRAD, UMR AGAP Institut, 34398, Montpellier, France
| | - Hâna Chaïr
- UMR AGAP Institut, Univ Montpellier, CIRAD, INRAE, Institut Agro, 34398, Montpellier, France.,CIRAD, UMR AGAP Institut, 34398, Montpellier, France
| | - Amani Michel Kouakou
- CNRA, Station de Recherche sur les Cultures Vivrières (SRCV), 01 BP 633, Bouaké, Côte d'Ivoire
| | - Gemma Arnau
- UMR AGAP Institut, Univ Montpellier, CIRAD, INRAE, Institut Agro, 34398, Montpellier, France. .,CIRAD, UMR AGAP Institut, 97170, Petit-Bourg, Guadeloupe, France.
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Park J, Massa AN, Douches D, Coombs J, Akdemir D, Yencho GC, Whitworth JL, Novy RG. Linkage and QTL mapping for tuber shape and specific gravity in a tetraploid mapping population of potato representing the russet market class. BMC PLANT BIOLOGY 2021; 21:507. [PMID: 34732129 PMCID: PMC8565078 DOI: 10.1186/s12870-021-03265-2] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/21/2021] [Accepted: 10/12/2021] [Indexed: 06/13/2023]
Abstract
BACKGROUND Tuber shape and specific gravity (dry matter) are important agronomic traits in potato processing and impact production costs, quality, and consistency of the final processed food products such as French fries and potato chips. In this study, linkage and QTL mapping were performed for these two traits to allow for the implementation of marker-assisted selection to facilitate breeding efforts in the russet market class. Two parents, Rio Grande Russet (female) and Premier Russet (male) and their 205 F1 progenies were initially phenotyped for tuber shape and specific gravity in field trials conducted in Idaho and North Carolina in 2010 and 2011, with specific gravity also being measured in Minnesota in 2011. Progenies and parents were previously genotyped using the Illumina SolCAP Infinium 8303 Potato SNP array, with ClusterCall and MAPpoly (R-packages) subsequently used for autotetraploid SNP calling and linkage mapping in this study. The 12 complete linkage groups and phenotypic data were then imported into QTLpoly, an R-package designed for polyploid QTL analyses. RESULTS Significant QTL for tuber shape were detected on chromosomes 4, 7, and 10, with heritability estimates ranging from 0.09 to 0.36. Significant tuber shape QTL on chromosomes 4 and 7 were specific to Idaho and North Carolina environments, respectively, whereas the QTL on chromosome 10 was significant regardless of growing environment. Single marker analyses identified alleles in the parents associated with QTL on chromosomes 4, 7, and 10 that contributed to significant differences in tuber shape among progenies. Significant QTL were also identified for specific gravity on chromosomes 1 and 5 with heritability ranging from 0.12 to 0.21 and were reflected across environments. CONCLUSION Fully automated linkage mapping and QTL analysis were conducted to identify significant QTL for tuber shape and dry matter in a tetraploid mapping population representing the russet market class. The findings are important for the development of molecular markers useful to potato breeders for marker-assisted selection for the long tuber shape and acceptable dry matter required by the potato industry within this important market class.
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Affiliation(s)
- Jaebum Park
- USDA-ARS, Small Grains and Potato Germplasm Research Unit, Aberdeen, ID 83210 USA
| | - Alicia N. Massa
- USDA-ARS, National Peanut Research Laboratory, Dawson, GA 39842 USA
| | - David Douches
- Michigan State University, East Lansing, MI 48824 USA
| | - Joseph Coombs
- Michigan State University, East Lansing, MI 48824 USA
| | - Deniz Akdemir
- University College Dublin, Belfield, Dublin 4, Ireland
| | | | | | - Richard G. Novy
- USDA-ARS, Small Grains and Potato Germplasm Research Unit, Aberdeen, ID 83210 USA
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Can H, Kal U, Ozyigit II, Paksoy M, Turkmen O. Construction, characteristics and high throughput molecular screening methodologies in some special breeding populations: a horticultural perspective. J Genet 2019; 98:86. [PMID: 31544799] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
Advanced marker technologies are widely used for evaluation of genetic diversity in cultivated crops, wild ancestors, landraces or any special plant genotypes. Developing agricultural cultivars requires the following steps: (i) determining desired characteristics to be improved, (ii) screening genetic resources to help find a superior cultivar, (iii) intercrossing selected individuals, (iv) generating genetically hybrid populations and screening them for agro-morphological or molecular traits, (v) evaluating the superior cultivar candidates, (vi) testing field performance at different locations, and (vii) certifying. In the cultivar development process valuable genes can be identified by creating special biparental or multiparental populations and analysing their association using suitable markers in given populations. These special populations and advanced marker technologies give us a deeper knowledge about the inherited agronomic characteristics. Unaffected by the changing environmental conditions, these provide a higher understanding of genome dynamics in plants. The last decade witnessed new applications for advanced molecular techniques in the area of breeding,with low costs per sample. These, especially, include next-generation sequencing technologies like reduced representation genome sequencing (genotyping by sequencing, restriction site-associated DNA). These enabled researchers to develop new markers, such as simple sequence repeat and single- nucleotide polymorphism, for expanding the qualitative and quantitative information onpopulation dynamics. Thus, the knowledge acquired from novel technologies is a valuable asset for the breeding process and to better understand the population dynamics, their properties, and analysis methods.
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Affiliation(s)
- Hasan Can
- Faculty of Agriculture, Department of Field Crops and Horticulture, Kyrgyz-Turkish Manas University, Bishkek 720038, Kyrgyzstan.
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