1. |
- Abebe, Admas Alemu, et al.
(författare)
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Genomic selection in plant breeding: key factors shaping two decades of progress
- 2024
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Ingår i: Molecular Plant. - 1674-2052 .- 1752-9867. ; 17, s. 552-578
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Forskningsöversikt (refereegranskat)abstract
- Genomic selection, the application of genomic prediction (GP) models to select candidate individuals, has significantly advanced in the past two decades, effectively accelerating genetic gains in plant breeding. This article provides a holistic overview of key factors that have influenced GP in plant breeding during this period. We delved into the pivotal roles of training population size and genetic diversity, and their relationship with the breeding population, in determining GP accuracy. Special emphasis was placed on optimizing training population size. We explored its benefits and the associated diminishing returns beyond an optimum size. This was done while considering the balance between resource allocation and maximizing prediction accuracy through current optimization algorithms. The density and distribution of single-nucleotide polymorphisms, level of linkage disequilibrium, genetic complexity, trait heritability, statistical machine-learning methods, and non-additive effects are the other vital factors. Using wheat, maize, and potato as examples, we summarize the effect of these factors on the accuracy of GP for various traits. The search for high accuracy in GP—theoretically reaching one when using the Pearson’s correlation as a metric—is an active research area as yet far from optimal for various traits. We hypothesize that with ultra-high sizes of genotypic and phenotypic datasets, effective training population optimization methods and support from other omics approaches (transcriptomics, metabolomics and proteomics) coupled with deep-learning algorithms could overcome the boundaries of current limitations to achieve the highest possible prediction accuracy, making genomic selection an effective tool in plant breeding.
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2. |
- Abreha, Kibrom Berhe, et al.
(författare)
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Understanding the Sorghum–Colletotrichum sublineola interactions for enhanced host resistance
- 2021
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Ingår i: Frontiers in Plant Science. - : Frontiers Media SA. - 1664-462X. ; 12
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Forskningsöversikt (refereegranskat)abstract
- Improving sorghum resistance is a sustainable method to reduce yield losses due to anthracnose, a devastating disease caused by Colletotrichum sublineola. Elucidating the molecular mechanisms of sorghum–C. sublineola interactions would help identify biomarkers for rapid and efficient identification of novel sources for host-plant resistance improvement, understanding the pathogen virulence, and facilitating resistance breeding. Despite concerted efforts to identify resistance sources, the knowledge about sorghum–anthracnose interactions remains scanty. Hence, in this review, we presented an overview of the current knowledge on the mechanisms of sorghum-C. sublineola molecular interactions, sources of resistance for sorghum breeding, quantitative trait loci (QTL), and major (R-) resistance gene sequences as well as defense-related genes associated with anthracnose resistance. We summarized current knowledge about C. sublineola populations and its virulence. Illustration of the sorghum-C. sublineola interaction model based on the current understanding is also provided. We highlighted the importance of genomic resources of both organisms for integrated omics research to unravel the key molecular components underpinning compatible and incompatible sorghum–anthracnose interactions. Furthermore, sorghum-breeding strategy employing rapid sorghum germplasm screening, systems biology, and molecular tools is presented.
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3. |
- Andreasson, Erik, et al.
(författare)
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Insights on cisgenic plants with durable disease resistance under the European Green Deal
- 2023
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Ingår i: Trends in Biotechnology. - 0167-7799 .- 1879-3096. ; 41, s. 1027-1040
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Forskningsöversikt (refereegranskat)abstract
- Significant shares of harvests are lost to pests and diseases, therefore, minimizing these losses could solve part of the supply constraints to feed the world. Cisgenesis is defined as the insertion of genetic material into a recipient organism from a donor that is sexually compatible. Here, we review (i) conventional plant breeding, (ii) cisgenesis, (iii) current pesticide-based disease management, (iv) potential economic implications of cultivating cisgenic crops with durable disease resistances, and (v) potential environmental implications of cultivating such crops; focusing mostly on potatoes, but also apples, with resistances to Phytophthora infestans and Venturia inaequalis, respectively. Adopting cisgenic varieties could provide benefits to farmers and to the environment through lower pesticide use, thus contributing to the European Green Deal target.
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4. |
- Brhanie Mesfin, Haftom, et al.
(författare)
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Novel GBS-Based SNP Markers for Finger Millet and Their Use in Genetic Diversity Analyses
- 2022
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Ingår i: Frontiers in Genetics. - : Frontiers Media SA. - 1664-8021. ; 13
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Tidskriftsartikel (refereegranskat)abstract
- Eleusine coracana (L.) Gaertn., commonly known as finger millet, is a multipurpose crop used for food and feed. Genomic tools are required for the characterization of crop gene pools and their genomics-led breeding. High-throughput sequencing-based characterization of finger millet germplasm representing diverse agro-ecologies was considered an effective method for determining its genetic diversity, thereby suggesting potential candidates for breeding. In this study, the genotyping-by-sequencing (GBS) method was used to simultaneously identify novel single nucleotide polymorphism (SNP) markers and genotype 288 finger millet accessions collected from Ethiopia and Zimbabwe. The accessions were characterized at individual and group levels using 5,226 bi-allelic SNPs, with a minimum allele frequency (MAF) of above 0.05, distributed across 2,500 scaffolds of the finger millet reference genome. The polymorphism information content (PIC) of the SNPs was 0.23 on average, and a quarter of them have PIC values over 0.32, making them highly informative. The grouping of the 288 accessions into seven populations based on geographic proximity and the potential for germplasm exchange revealed a narrow range of observed heterozygosity (Ho; 0.09-0.11) and expected heterozygosity (He) that ranged over twofold, from 0.11 to 0.26. Alleles unique to the different groups were also identified, which merit further investigation for their potential association with desirable traits. The analysis of molecular variance (AMOVA) revealed a highly significant genetic differentiation among groups of accessions classified based on the geographic region, country of origin, days to flowering, panicle type, and Al tolerance (p < 0.01). The high genetic differentiation between Ethiopian and Zimbabwean accessions was evident in the AMOVA, cluster, principal coordinate, and population structure analyses. The level of genetic diversity of finger millet accessions varies moderately among locations within Ethiopia, with accessions from the northern region having the lowest level. In the neighbor-joining cluster analysis, most of the improved cultivars included in this study were closely clustered, probably because they were developed using genetically less diverse germplasm and/or selected for similar traits, such as grain yield. The recombination of alleles via crossbreeding genetically distinct accessions from different regions of the two countries can potentially lead to the development of superior cultivars.
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5. |
- Chaudhary, Rajiv, et al.
(författare)
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Combining transcriptomics and genetic linkage based information to identify candidate genes associated with Heterobasidion-resistance in Norway spruce
- 2020
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Ingår i: Scientific Reports. - : Springer Science and Business Media LLC. - 2045-2322. ; 10
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Tidskriftsartikel (refereegranskat)abstract
- The Heterobasidion annosum s.l species complex comprises the most damaging forest pathogens to Norway spruce. We revisited previously identified Quantitative Trait Loci (QTLs) related to Heterobasidion-resistance in Norway spruce to identify candidate genes associated with these QTLs. We identified 329 candidate genes associated with the resistance QTLs using a gene-based composite map for Pinaceae. To evaluate the transcriptional responses of these candidate genes to H. parviporum, we inoculated Norway spruce plants and sequenced the transcriptome of the interaction at 3 and 7 days post inoculation. Out of 298 expressed candidate genes 124 were differentially expressed between inoculation and wounding control treatment. Interestingly, PaNAC04 and two of its paralogs in the subgroup III-3 of the NAC family transcription factors were found to be associated with one of the QTLs and was also highly induced in response to H. parviporum. These genes are possibly involved in the regulation of biosynthesis of flavonoid compounds. Furthermore, several of the differentially expressed candidate genes were associated with the phenylpropanoid pathway including a phenylalanine ammonia-lyase, a cinnamoyl-CoA reductase, a caffeoyl-CoA O-methyltransferase and a PgMYB11-like transcription factor gene. Combining transcriptome and genetic linkage analyses can help identifying candidate genes for functional studies and molecular breeding in non-model species.
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6. |
- Desta, Zeratsion Abera, et al.
(författare)
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Molecular mapping and identification of quantitative trait loci for domestication traits in the field cress (Lepidium campestre L.) genome
- 2020
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Ingår i: Heredity. - : Springer Science and Business Media LLC. - 0018-067X .- 1365-2540.
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Tidskriftsartikel (refereegranskat)abstract
- Lepidium campestre (L.) or field cress is a multifaceted oilseed plant, which is not yet domesticated. Moreover, the molecular and genetic mechanisms underlying the domestication traits of field cress remain largely elusive. The overarching goal of this study is to identify quantitative trait loci (QTL) that are fundamental for domestication of field cress. Mapping and dissecting quantitative trait variation may provide important insights into genomic trajectories underlying field cress domestication. We used 7624 single nucleotide polymorphism (SNP) markers for QTL mapping in 428 F-2 interspecific hybrid individuals, while field phenotyping was conducted in F-2:3 segregating families. We applied multiple QTL mapping algorithms to detect and estimate the QTL effects for seven important domestication traits of field cress. Verification of pod shattering across sites revealed that the non-shattering lines declined drastically whereas the shattering lines increased sharply, possibly due to inbreeding followed by selection events. In total, 1461 of the 7624 SNP loci were mapped to eight linkage groups (LGs), spanning 571.9 cM map length. We identified 27 QTL across all LGs of field cress genome, which captured medium to high heritability, implying that genomics-assisted selection could deliver domesticated lines in field cress breeding. The use of high throughput genotyping can accelerate the process of domestication in novel crop species. This is the first QTL mapping analysis in the field cress genome that may lay a foundational framework for positional or functional QTL cloning, introgression as well as genomics-assisted breeding in field cress domestication.
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7. |
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8. |
- Eriksson, Dennis, et al.
(författare)
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Editorial: Leeway to operate with plant genetic resources
- 2020
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Ingår i: Frontiers in Plant Science. - : Frontiers Media SA. - 1664-462X. ; 11
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Tidskriftsartikel (refereegranskat)abstract
- Editorial on the Research Topic Leeway to Operate With Plant Genetic Resources Different legal frameworks are applicable to the use of genetic resources (GR). These can broadly be categorized into (1) access and benefit-sharing (ABS), (2) biosafety aspects related to the technologies for improving the genetic material, and (3) intellectual property (IP) systems including plant variety rights (PVR) and patents specific to the plant innovation sector. With scientific and technical progress in research and breeding, as well as expanding internationalization, legal frameworks have become increasingly complex in the past few decades. In this context, the Research Topic “Leeway to operate with plant genetic resources” addresses the latest and most pertinent legalissues related to the use of GR in plant research and breeding.The contributions are summarized here and put into the larger societal and legal context that modern-day plant geneticists are facing.
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9. |
- Gebeyehu Demissie, Adane, et al.
(författare)
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RNA-Seq Provides Novel Genomic Resources for Noug (Guizotia abyssinica) and Reveals Microsatellite Frequency and Distribution in Its Transcriptome
- 2022
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Ingår i: Frontiers in Plant Science. - : Frontiers Media SA. - 1664-462X. ; 13
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Tidskriftsartikel (refereegranskat)abstract
- Genomic resources and tools are essential for improving crops and conserving their genetic resources. Guizotia abyssinica (noug), an outcrossing edible oilseed crop, has highly limited genomic resources. Hence, RNA-Seq based transcriptome sequencing of 30 noug genotypes was performed to generate novel genomic resources and assess their usefulness. The genotypes include self-compatible and self-incompatible types, which differ in maturity time, photoperiod sensitivity, or oil content and quality. RNA-Seq was performed on Illumina HiSeq 2500 platform, and the transcript was reconstructed de novo, resulting in 409,309 unigenes. The unigenes were characterized for simple sequence repeats (SSRs), and served as a reference for single nucleotide polymorphism (SNP) calling. In total, 40,776 SSRs were identified in 35,639 of the 409,309 unigenes. Of these, mono, di, tri, tetra, penta and hexanucleotide repeats accounted for 55.4, 20.8, 21.1, 2.3, 0.2, and 0.2%, respectively. The average G+C content of the unigenes and their SSRs were 40 and 22.1%, respectively. The vast majority of mononucleotide repeat SSRs (97%) were of the A/T type. AG/CT and CCA/TGG were the most frequent di and trinucleotide repeat SSRs. A different number of single nucleotide polymorphism (SNP) loci were discovered in each genotype, of which 1,687 were common to all 30 genotypes and 5,531 to 28 of them. The mean observed heterozygosity of the 5,531 SNPs was 0.22; 19.4% of them had polymorphism information content above 0.30 while 17.2% deviated significantly from Hardy-Weinberg equilibrium (P < 0.05). In both cluster and principal coordinate analyses, the genotypes were grouped into four major clusters. In terms of population structure, the genotypes are best represented by three genetic populations, with significant admixture within each. Genetic similarity between self-compatible genotypes was higher, due to the narrow genetic basis, than that between self-incompatible genotypes. The genotypes that shared desirable characteristics, such as early maturity, and high oil content were found to be genetically diverse, and hence superior cultivars with multiple desirable traits can be developed through crossbreeding. The genomic resources developed in this study are vital for advancing research in noug, such as genetic linkage mapping and genome-wide association studies, which could lead to genomic-led breeding.
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10. |
- Gustavsson, Larisa, et al.
(författare)
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Resistance to Neonectria ditissima in apple : insights from metabolomics and lipidomics analyses
- 2023
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Ingår i: Xxxi international horticultural congress (ihc2022). - : International Society for Horticultural Science. - 9789462613614 ; , s. 329-335, s. 329-336
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Konferensbidrag (refereegranskat)abstract
- European canker, caused by the necrotrophic fungus Neonectria ditissima, is the most serious disease in apple production in Sweden. The disease is favored by a relatively cool and rainy climate. The canker damages have a significant economic impact due to reduced bearing surface and increased orchard management costs. The possibilities for chemical and biological control are very limited. Therefore, directed breeding for new resistant cultivars is urgently needed. Knowledge of inheritance of canker resistance and understanding of molecular mechanisms involved in resistant and susceptible responses to fungal attacks would facilitate breeding. In this study, we evaluated the tempo-spatial differences in plant-pathogen interactions in a set of partially resistant and susceptible cultivars by conducting metabolomic and lipidomic analyses. The major trends in metabolomics and lipidomic profiles were common among cultivars, irrespective of the degree of susceptibility. Several metabolites and lipids varied with time point and cultivar under N. ditissima infection. Putative key metabolites such as suberic acid and jasmonic acid were upregulated in all cultivars upon infection. Additionally, several lipids exhibited changes 30 to 45 days post-inoculation. Thus, the approach used seems to have resulted in a rich data set to be further analyzed in light of ongoing QTL-mapping efforts.
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11. |
- Hammenhag, Cecilia, et al.
(författare)
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Novel Expressed Sequence Tag-Derived and Other Genomic Simple Sequence Repeat Markers Revealed Genetic Diversity in Ethiopian Finger Millet Landrace Populations and Cultivars
- 2021
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Ingår i: Frontiers in Plant Science. - : Frontiers Media SA. - 1664-462X. ; 12
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Tidskriftsartikel (refereegranskat)abstract
- Finger millet (Eleusine coracana (L.) Geartn.) is a self-pollinating amphidiploid crop cultivated with minimal input for food and feed, as well as a source of income for small-scale farmers. To efficiently assess its genetic diversity for conservation and use in breeding programs, polymorphic DNA markers that represent its complex tetraploid genome have to be developed and used. In this study, 13 new expressed sequence tag-derived simple sequence repeat (EST-SSR) markers were developed based on publicly available finger millet ESTs. Using 10 polymorphic SSR markers (3 genomic and 7 novel EST-derived), the genetic diversity of 55 landrace accessions and 5 cultivars of finger millet representing its major growing areas in Ethiopia was assessed. In total, 26 alleles were detected across the 10 loci, and the average observed number of alleles per locus was 5.6. The polymorphic information content (PIC) of the loci ranged from 0.045 (Elco-48) to 0.71 (UGEP-66). The level of genetic diversity did not differ much between the accessions with the mean gene diversity estimates ranging only from 0.44 (accession 216054) to 0.68 (accession 237443). Similarly, a narrow range of variation was recorded at the level of regional states ranging from 0.54 (Oromia) to 0.59 (Amhara and Tigray). Interestingly, the average gene diversity of the landrace accessions (0.57) was similar to that of the cultivars (0.58). The analysis of molecular variance (AMOVA) revealed significant genetic variation both within and among accessions. The variation among the accessions accounted for 18.8% of the total variation (FST = 0.19; P < 0.001). Similarly, significant genetic variation was obtained among the geographic regions, accounting for 6.9% of the total variation (P < 0.001). The results of the cluster, principal coordinate, and population structure analyses suggest a poor correlation between the genetic makeups of finger millet landrace populations and their geographic regions of origin, which in turn suggests strong gene flow between populations within and across geographic regions. This study contributed novel EST-SSR markers for their various applications, and those that were monomorphic should be tested in more diverse finger millet genetic resources.
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12. |
- Hammenhag, Cecilia, et al.
(författare)
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QTL mapping for domestication-related characteristics in field cress (Lepidium campestre)—a novel oil crop for the Subarctic region
- 2020
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Ingår i: Genes. - : MDPI AG. - 2073-4425. ; 11
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Tidskriftsartikel (refereegranskat)abstract
- Domestication of a new crop requires identification and improvement of desirable characteristics Field cress (Lepidium campestre) is being domesticated as a new oilseed crop, particularly for northern temperate regions.. In the present study, an F-2 mapping population and its F-3 progenies were used to identify quantitative trait loci (QTLs) for plant height (PH), number of stems per plant (NS), stem growth orientation (SO), flowering habit (FH), earliness (ER), seed yield per plant (SY), pod shattering resistance (SHR), and perenniality (PE). A highly significant correlation (p < 0.001) was observed between several pairs of characteristics, including SY and ER (negative) or ER and PE (positive). The inclusive composite interval mapping approach was used for QTL mapping using 2330 single nucleotide polymorphism (SNP) markers mapped across the eight field cress linkage groups. Nine QTLs were identified with NS, PH, SO, and PE having 3, 3, 2, and 1 QTLs, explaining 21.3%, 29.5%, 3.8%, and 7.2% of the phenotypic variation, respectively. Candidate genes behind three of the QTLs and favorable marker alleles for different classes of each characteristic were identified. Following their validation through further study, the identified QTLs and associated favorable marker alleles can be used in marker-aided breeding to speed up the domestication of field cress.
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13. |
- Karlsson, Milla, et al.
(författare)
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Möjliga tillämpningar av nya genomiska tekniker inom integrerat växtskydd
- 2023
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Rapport (övrigt vetenskapligt/konstnärligt)abstract
- Det pågår en omställning av jord- och trädgårdsbruket, både med hänsyn till hållbar produktion och pågående klimatförändringar. Som en del av EUs arbete att utveckla lantbruket mot en mer hållbar produktion har kommissionen lagt fram ett förslag på minskning av växtskyddsmedel om minst 50 %, totalt sett inom EU, senast 2030. För Sveriges del innebär förslaget, enligt preliminära beräkningar, att vi behöver minska mängden växtskyddsmedel med 35-36 %. För att ersätta funktionen av denna mängd växtskyddsmedel behövs ett integrerat tillvägagångssätt som kräver tillgång till andra effektiva metoder för bekämpning av skadegörare på odlade växter.Under det senaste decenniet har nya genomiska tekniker inom växtförädlingen utvecklats, vilka möjliggör riktade förändringar i många grödors genom. Teknikerna innebär antingen att man introducerar enstaka förändringar i DNA-sekvensen (s.k. genomredigering), eller att man sätter in en längre DNA-sekvens från samma art eller en korsningsbar art i en gröda (s.k. cisgenes). Dessutom har kunskapen om växters försvarssystem framskridit avsevärt. Med den ökade kunskapen och de nya teknikerna ökar möjligheten att kombinera gener och öka variationen av de gener som gör grödorna resistenta mot olika växtsjukdomar. På så sätt kan förädlingen av sjukdomsresistenta sorter ske med betydligt bättre precision och på kortare tid än vad traditionella förädlingstekniker tillåter. Tidsaspekten kan ses som extra viktig i resistenssammanhang eftersom skadegörarpopulationerna ändras kontinuerligt. Potentialen att kombinera flera olika resistensmekanismer för att uppnå mer uthållig resistens samt möjligheten att lösa ett eller flera växtskyddsproblem i samma sort bör också noteras.Enligt nuvarande EU-lagstiftning regleras dock genomredigerade och cisgena grödor på samma sätt som traditionellt genetiskt modifierade organismer (GMO), en lagstiftning som i praktiken omöjliggör kommersiell odling inom EU. Detta trots att resultatet av de moderna teknikerna kan efterlikna vad som kan ske spontant i naturen (mutationer) eller via traditionella oreglerade förädlingsmetoder (t.ex. mutations-, eller korsningsförädling). I lagstiftningen tas det ej i beaktande att sjukdomsresistenta grödor kan bidra till en minskad användning av växtskyddsmedel.Idag är potatisodling ofta förknippad med en användning av stora mängder växtskyddsmedel mot potatisbladmögel. Samtidigt är det möjligt att göra potatissorterna helt resistenta mot potatisbladmögel med hjälp av cisgenes och ge dem en ökad motståndskraft med hjälp av genomredigering. Om det vore möjligt att odla potatis som förädlats med nya genomiska tekniker inom EU idag, visar denna rapport att det skulle vara möjligt att kraftigt minska användningen av växtskyddsmedel i potatisodlingen. Det skulle innebära en reducering av mängden växtskyddsmedel som används inom det svenska lantbruket och skulle även innebära besparingar runt 91 miljoner SEK per år för odlarna.Vete och annan spannmål är de grödor där flest totala hektardoser av fungicider appliceras, till en årlig kostnad av två miljarder SEK. För dessa grödor finns inget lika tydligt exempel på enskilda sjukdomar som så kraftigt kan minska fungicidanvändningen. Vi ser dock en tydlig framtida potential att minska antalet bekämpningar och därmed kostnaden för lantbruket med hjälp av nya genomiska tekniker inom sädesslagen.Möjligheten att öka växters egen resistens för att minska användningen av växtskyddsmedel finns redan idag även i flera andra grödor, och möjligheterna förväntas fortsatt växa i takt med att teknikutveckling och forskning fortgår. En förändrad lagstiftning runt nya genomiska tekniker skulle även öppna för applikationer inom områden där det idag inte finns någon effektiv metod att bekämpa växtskadegörare. Exempel på sådana skadegörare är många virussjukdomar och skador som orsakas av nematoder. Därför kan skördestabiliteten och konkurrenskraften förväntas öka i grödor där det idag finns skadegörare där effektiva bekämpningsmetoder saknas.Sammanfattningsvis ser vi nya genomiska tekniker för att förädla resistenta grödor som en viktig del i arbetet mot ett hållbart jordbruk och för att uppnå EU-kommissionens mål om att reducera användningen av växtskyddsmedel inom jord- och trädgårdsbruket.
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14. |
- Kianersi, Farzad, et al.
(författare)
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Biosynthesis of rutin changes in Capparis spinosa due to altered expression of its pathway genes under elicitors' supplementation
- 2020
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Ingår i: Plant Cell Tissue and Organ Culture. - : Springer Nature. - 0167-6857 .- 1573-5044. ; 141:3, s. 619-631
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Tidskriftsartikel (refereegranskat)abstract
- Caper plant is (Capparis spinosa L.) a good source of rutin which plays a key role in the human diet. In this study, the effect of different concentrations of salicylic acid (SA) and methyl jasmonate (MeJA) on the weight of anther-derived calli and their rutin contents were assessed in caper plants. Also, we investigated the rutin content and expression pattern of some rutin related genes in leaves of caper plants at vegetative and fresh fruiting growth stages under SA and MeJA treatments. In the first experiment, the highest rutin contents were observed in anther-derived calli treated with 10 mu M MeJA and 100 mg L-1 SA after 2 weeks from initial treatments, which were 2.44 and 2.22-fold higher than control. Also, the treatment of caper plants with150 mu M MeJA and 100 mg L-1 SA resulted in a higher increase in the rutin content of leaves at the fresh fruiting stage (61.46 and 9.99 mg g(-1) DW, respectively), in the second experiment. Among the studied genes, the FLS gene showed the highest expression in the leaves of the MeJA- and SA-treated plants at vegetative growth stage, while in the fresh fruiting stage the highest expression was related to the RT gene. Use of 150 mu M MeJA and 100 mg L-1 SA enhanced the expression levels of the RT gene up to 7.36 and 2.89 times of the control, respectively. These results suggest that rutin content and the expression patterns of rutin biosynthesis genes in caper can be significantly enhanced by the SA and MeJA treatments in a growth stage-dependent manner. Key message Methyl jasmonate and salicylic acid treatments enhance the rutin contents of Capparis spinosa in vitro and in vivo and up-regulate the rutin biosynthetic related genes at two different growth stages.
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15. |
- Mulugeta, Behailu, et al.
(författare)
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Marker-trait association analyses revealed major novel QTLs for grain yield and related traits in durum wheat
- 2023
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Ingår i: Frontiers in Plant Science. - : Frontiers Media SA. - 1664-462X. ; 13
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Tidskriftsartikel (refereegranskat)abstract
- The growing global demand for wheat for food is rising due to the influence of population growth and climate change. The dissection of complex traits by employing a genome-wide association study (GWAS) allows the identification of DNA markers associated with complex traits to improve the productivity of crops. We used GWAS with 10,045 single nucleotide polymorphism (SNP) markers to search for genomic regions associated with grain yield and related traits based on diverse panels of Ethiopian durum wheat. In Ethiopia, multi-environment trials of the genotypes were carried out at five locations. The genotyping was conducted using the 25k Illumina Wheat SNP array to explore population structure, linkage disequilibrium (LD), and marker-trait associations (MTAs). For GWAS, the multi-locus Fixed and Random Model Circulating Probability Unification (FarmCPU) model was applied. Broad-sense heritability estimates were high, ranging from 0.63 (for grain yield) to 0.97 (for thousand-kernel weight). The population structure based on principal component analysis, and model-based cluster analysis revealed two genetically distinct clusters with limited admixtures. The LD among SNPs declined within the range of 2.02-10.04 Mbp with an average of 4.28 Mbp. The GWAS scan based on the mean performance of the genotypes across the environments identified 44 significant MTAs across the chromosomes. Twenty-six of these MTAs are novel, whereas the remaining 18 were previously reported and confirmed in this study. We also identified candidate genes for the novel loci potentially regulating the traits. Hence, this study highlights the significance of the Ethiopian durum wheat gene pool for improving durum wheat globally. Furthermore, a breeding strategy focusing on accumulating favorable alleles at these loci could improve durum wheat production in the East African highlands and elsewhere.
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16. |
- Ortiz Rios, Rodomiro Octavio
(författare)
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Alternative Splicing Variation: Accessing and Exploiting in Crop Improvement Programs
- 2023
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Ingår i: International Journal of Molecular Sciences. - 1661-6596 .- 1422-0067. ; 24
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Forskningsöversikt (refereegranskat)abstract
- Alternative splicing (AS) is a gene regulatory mechanism modulating gene expression in multiple ways. AS is prevalent in all eukaryotes including plants. AS generates two or more mRNAs from the precursor mRNA (pre-mRNA) to regulate transcriptome complexity and proteome diversity. Advances in next-generation sequencing, omics technology, bioinformatics tools, and computational methods provide new opportunities to quantify and visualize AS-based quantitative trait variation associated with plant growth, development, reproduction, and stress tolerance. Domestication, polyploidization, and environmental perturbation may evolve novel splicing variants associated with agronomically beneficial traits. To date, pre-mRNAs from many genes are spliced into multiple transcripts that cause phenotypic variation for complex traits, both in model plant Arabidopsis and field crops. Cataloguing and exploiting such variation may provide new paths to enhance climate resilience, resource-use efficiency, productivity, and nutritional quality of staple food crops. This review provides insights into AS variation alongside a gene expression analysis to select for novel phenotypic diversity for use in breeding programs. AS contributes to heterosis, enhances plant symbiosis (mycorrhiza and rhizobium), and provides a mechanistic link between the core clock genes and diverse environmental clues.
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17. |
- Ortiz Rios, Rodomiro Octavio
(författare)
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Challenges for crop improvement
- 2023
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Ingår i: Emerging topics in life sciences. - 2397-8554 .- 2397-8562. ; 7, s. 197-205
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Forskningsöversikt (refereegranskat)abstract
- The genetic improvement of crops faces the significant challenge of feeding an everincreasing population amidst a changing climate, and when governments are adopting a ‘more with less’ approach to reduce input use. Plant breeding has the potential to contribute to the United Nations Agenda 2030 by addressing various sustainable development goals (SDGs), with its most profound impact expected on SDG2 Zero Hunger. To expedite the time-consuming crossbreeding process, a genomic-led approach for predicting breeding values, targeted mutagenesis through gene editing, high-throughput phenomics for trait evaluation, enviromics for including characterization of the testing environments, machine learning for effective management of large datasets, and speed breeding techniques promoting early flowering and seed production are being incorporated into the plant breeding toolbox. These advancements are poised to enhance genetic gains through selection in the cultigen pools of various crops. Consequently, these knowledge-based breeding methods are pursued for trait introgression, population improvement, and cultivar development. This article uses the potato crop as an example to showcase the progress being made in both genomic-led approaches and gene editing for accelerating the delivery of genetic gains through the utilization of genetically enhanced elite germplasm. It also further underscores that access to technological advances in plant breeding may be influenced by regulations and intellectual property rights.
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18. |
- Ortiz Rios, Rodomiro Octavio
(författare)
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Genome and Environment Based Prediction Models and Methods of Complex Traits Incorporating Genotype × Environment Interaction
- 2022
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Ingår i: Complex Trait Prediction : Methods and Protocols. - New York, NY : Springer US. - 9781071622049 ; :2467, s. 245-283
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Bokkapitel (refereegranskat)abstract
- Genomic-enabled prediction models are of paramount importance for the successful implementation of genomic selection (GS) based on breeding values. As opposed to animal breeding, plant breeding includes extensive multienvironment and multiyear field trial data. Hence, genomic-enabled prediction models should include genotype × environment (G × E) interaction, which most of the time increases the prediction performance when the response of lines are different from environment to environment. In this chapter, we describe a historical timeline since 2012 related to advances of the GS models that take into account G × E interaction. We describe theoretical and practical aspects of those GS models, including the gains in prediction performance when including G × E structures for both complex continuous and categorical scale traits. Then, we detailed and explained the main G × E genomic prediction models for complex traits measured in continuous and noncontinuous (categorical) scale. Related to G × E interaction models this review also examine the analyses of the information generated with high-throughput phenotype data (phenomic) and the joint analyses of multitrait and multienvironment field trial data that is also employed in the general assessment of multitrait G × E interaction. The inclusion of nongenomic data in increasing the accuracy and biological reliability of the G × E approach is also outlined. We show the recent advances in large-scale envirotyping (enviromics), and how the use of mechanistic computational modeling can derive the crop growth and development aspects useful for predicting phenotypes and explaining G × E.
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19. |
- Ortiz Rios, Rodomiro Octavio
(författare)
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Göte Turesson’s research legacy to Hereditas: from the ecotype concept in plants to the analysis of landraces’ diversity in crops
- 2020
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Ingår i: Hereditas. - : Springer Science and Business Media LLC. - 0018-0661 .- 1601-5223. ; 157
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Forskningsöversikt (refereegranskat)abstract
- Hereditas began with articles on plants since its first issue in May 1920 (six out of eight) and continued with more original articles (43% of the total of this journal) on plants (of which 72% of those in plants were on crops) until today. In December 1922, the 140-page article The Genotypical Response of the Plant Species to the Habitat by evolutionary botanist Göte Turesson (Institute of Genetics, Lund University, Åkarp, Sweden) became available. This publication shows that plant phenology has a genetic basis and may ensue from local adaptation. As a result of this research involving various plant species, Turesson elaborated further in this article his term ecotype “as an ecological sub-unit to cover the product arising as a result of the genotypical response of an ecospecies to a particular habitat.” Although plant articles included in Hereditas involved from its beginning, trait inheritance, mutants, linkage analysis, cytology or cytogenetics, and more recently gene mapping and analysis of quantitative trait loci with the aid of DNA markers, among others, since the mid-1980s several publications refer to the population biology of plant landraces, which are locally grown cultivars that evolved over time by adapting to their natural and cultural environment (i.e., agriculture), and that may become isolated from other populations of the same crop. This article provides a briefing about research on plant science in the journal with emphasis on crops, summarizes the legacy to genetics of Göte Turesson, and highlights some landrace diversity research results and their potential for plant breeding.
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20. |
- Ortiz Rios, Rodomiro Octavio
(författare)
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Mitigating tradeoffs in plant breeding
- 2021
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Ingår i: iScience. - : Elsevier BV. - 2589-0042. ; 24
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Forskningsöversikt (refereegranskat)abstract
- Tradeoffs among plant traits help maintain relative fitness under unpredictable conditions and maximize reproductive success. However, modifying tradeoffs is a breeding challenge since many genes of minor effect are involved. The intensive crosstalk and fine-tuning between growth and defense responsive phytohormones via transcription factors optimizes growth, reproduction, and stress tolerance. There are regulating genes in grain crops that deploy diverse functions to overcome tradeoffs, e.g., miR-156-IPA1 regulates crosstalk between growth and defense to achieve high disease resistance and yield, while OsALDH2B1 loss of function causes imbalance among defense, growth, and reproduction in rice. GNI-A1 regulates seed number and weight in wheat by suppressing distal florets and altering assimilate distribution of proximal seeds in spikelets. Knocking out ABA-induced transcription repressors (AITRs) enhances abiotic stress adaptation without fitness cost in Arabidopsis. Deploying AITRs homologs in grain crops may facilitate breeding. This knowledge suggests overcoming tradeoffs through breeding may expose new ones.
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21. |
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22. |
- Ortiz Rios, Rodomiro Octavio
(författare)
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Raising productivity of cereal crops in dry and heat stress environments remains a breeding challenge
- 2021
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Ingår i: Cab Reviews: Perspectives In Agriculture, Veterinary Science, Nutrition And Natural Resources. - 1749-8848. ; 16
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Forskningsöversikt (refereegranskat)abstract
- 'Green Revolution' genes have led to the release of input-responsive cultivars, resulting in multifold productivity increases in rice and wheat. Declining precipitation, increased intensity of drought and rising temperature are casting uncertainty over agricultural production. As noted in this mini review, plant genes when over-expressed allow cereals to produce grains in drought- and heat-prone sites.
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23. |
- Ortiz Rios, Rodomiro Octavio
(författare)
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Transgenic Vegetable Breeding for Nutritional Quality and Health Benefits: A Review
- 2022
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Ingår i: Emerging Trends in Disease and Health Research Volume 4. - 9789355473608 ; , s. 36-52
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Bokkapitel (övrigt vetenskapligt/konstnärligt)abstract
- This article discusses recent attempts to characterize and modify nutrients and bioactive compounds in vegetable crops by using transgenic approaches. Malnutrition and unhealthy diets have become major risk factors for non-communicable diseases. Vegetables are an important part of a well-balanced diet. Due to unbalanced diets, around 3 billion people worldwide are malnourished. Vegetables can aid in the prevention of malnutrition-related illnesses. Vegetable breeders can use genetic engineering to add desired transgenes into elite cultivars, greatly increasing their value. It also provides one-of-a-kind chances to improve nutritional quality and provide other health benefits. Many vegetable crops have been genetically modified to improve features like nutritional value or flavor, as well as to minimize bitterness and anti-nutritional elements. Transgenic veggies can also be utilized to deliver vaccines. Consumers may profit even more from eating more nutritious transgenic veggies; for example, increasing crop carotenoids through metabolic sink manipulation via genetic engineering appears to be possible in some crops. Ca uptake may be boosted by genetically engineering carrots with higher Ca levels, reducing the occurrence of calcium shortages such osteoporosis. The lack of this micronutrient, which severely inhibits organ function, will be remedied by fortified transgenic lettuce with zinc. Transgenic tomatoes with folate levels that give a complete adult daily requirement can also help to overcome folate insufficiency, which is considered a global health problem. Genetic engineering has also become an ideal tool to develop anthocyanin-rich tomatoes. Transgenic lettuce with higher levels of tocopherol and resveratrol may help to prevent coronary artery disease and arteriosclerosis, as well as cancer chemoprevention. Transgenic techniques can help improve food safety and health advantages; for example, rural African resource poor consumers will gain from consuming cyanide-free cassava varieties. Growers and consumers will accept biotechnology-derived vegetable crops if clear benefits and safety are demonstrated.
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24. |
- Ortiz Rios, Rodomiro Octavio
(författare)
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What plant breeding may (and may not) look like in 2050?
- 2024
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Ingår i: The Plant Genome. - 1940-3372. ; 17
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Forskningsöversikt (refereegranskat)abstract
- At the turn of 2000 many authors envisioned future plant breeding. Twenty years after, which of those authors' visions became reality or not, and which ones may become so in the years to come. After two decades of debates, climate change is a "certainty," food systems shifted from maximizing farm production to reducing environmental impact, and hopes placed into GMOs are mitigated by their low appreciation by consumers. We revise herein how plant breeding may raise or reduce genetic gains based on the breeder's equation. "Accuracy of Selection" has significantly improved by many experimental-scale field and laboratory implements, but also by vulgarizing statistical models, and integrating DNA markers into selection. Pre-breeding has really promoted the increase of useful "Genetic Variance." Shortening "Recycling Time" has seen great progression, to the point that achieving a denominator equal to "1" is becoming a possibility. Maintaining high "Selection Intensity" remains the biggest challenge, since adding any technology results in a higher cost per progeny, despite the steady reduction in cost per datapoint. Furthermore, the concepts of variety and seed enterprise might change with the advent of cheaper genomic tools to monitor their use and the promotion of participatory or citizen science. The technological and societal changes influence the new generation of plant breeders, moving them further away from field work, emphasizing instead the use of genomic-based selection methods relying on big data. We envisage what skills plant breeders of tomorrow might need to address challenges, and whether their time in the field may dwindle.
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25. |
- Osterman, Johanna, et al.
(författare)
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Insights Into the Genetic Diversity of Nordic Red Clover (Trifolium pratense) Revealed by SeqSNP-Based Genic Markers
- 2021
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Ingår i: Frontiers in Plant Science. - : Frontiers Media SA. - 1664-462X. ; 12
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Tidskriftsartikel (refereegranskat)abstract
- Red clover (Trifolium pratense) is one of the most important fodder crops worldwide. The knowledge of genetic diversity among red clover populations, however, is under development. This study provides insights into its genetic diversity, using single nucleotide polymorphism (SNP) markers to define population structure in wild and cultivated red clover. Twenty-nine accessions representing the genetic resources available at NordGen (the Nordic gene bank) and Lantmännen (a Swedish agricultural company with a red clover breeding program) were used for this study. Genotyping was performed via SeqSNP, a targeted genotype by sequencing method that offers the capability to target specific SNP loci and enables de novo discovery of new SNPs. The SNPs were identified through a SNP mining approach based on coding sequences of red clover genes known for their involvement in development and stress responses. After filtering the genotypic data using various criteria, 623 bi-allelic SNPs, including 327 originally targeted and 296 de novo discovered SNPs were used for population genetics analyses. Seventy-one of the SNP loci were under selection considering both Hardy-Weinberg equilibrium and pairwise FST distributions. The average observed heterozygosity (HO), within population diversity (HS) and overall diversity (HT) were 0.22, 0.21 and 0.22, respectively. The tetraploids had higher average HO (0.35) than diploids (0.21). The analysis of molecular variance (AMOVA) showed low but significant variation among accessions (5.4%; P < 0.001), and among diploids and tetraploids (1.08%; P = 0.02). This study revealed a low mean inbreeding coefficient (FIS = −0.04) exhibiting the strict outcrossing nature of red clover. As per cluster, principal coordinate and discriminant analyses, most wild populations were grouped together and were clearly differentiated from the cultivated types. The cultivated types of red clover had a similar level of genetic diversity, suggesting that modern red clover breeding programs did not negatively affect genetic diversity or population structure. Hence, the breeding material used by Lantmännen represents the major genetic resources in Scandinavia. This knowledge of how different types of red clover accessions relate to each other and the level of outcrossing and heterozygosity will be useful for future red clover breeding.
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