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de Ronne M, Lapierre É, Torkamaneh D. Genetic insights into agronomic and morphological traits of drug-type cannabis revealed by genome-wide association studies. Sci Rep 2024; 14:9162. [PMID: 38644388 PMCID: PMC11033274 DOI: 10.1038/s41598-024-58931-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2023] [Accepted: 04/04/2024] [Indexed: 04/23/2024] Open
Abstract
Cannabis sativa L., previously concealed by prohibition, is now a versatile and promising plant, thanks to recent legalization, opening doors for medical research and industry growth. However, years of prohibition have left the Cannabis research community lagging behind in understanding Cannabis genetics and trait inheritance compared to other major crops. To address this gap, we conducted a comprehensive genome-wide association study (GWAS) of nine key agronomic and morphological traits, using a panel of 176 drug-type Cannabis accessions from the Canadian legal market. Utilizing high-density genotyping-by-sequencing (HD-GBS), we successfully generated dense genotyping data in Cannabis, resulting in a catalog of 800 K genetic variants, of which 282 K common variants were retained for GWAS analysis. Through GWAS analysis, we identified 18 markers significantly associated with agronomic and morphological traits. Several identified markers exert a substantial phenotypic impact, guided us to putative candidate genes that reside in high linkage-disequilibrium (LD) with the markers. These findings lay a solid foundation for an innovative cannabis research, leveraging genetic markers to inform breeding programs aimed at meeting diverse needs in the industry.
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Affiliation(s)
- Maxime de Ronne
- Département de Phytologie, Université Laval, Quebec City, Québec, Canada
- Institut de Biologie Intégrative et des Systèmes (IBIS), Université Laval, Quebec City, Québec, Canada
- Centre de Recherche et d'innovation sur les Végétaux (CRIV), Université Laval, Quebec City, Québec, Canada
- Institut Intelligence et Données (IID), Université Laval, Quebec City, Québec, Canada
| | - Éliana Lapierre
- Département de Phytologie, Université Laval, Quebec City, Québec, Canada
- Institut de Biologie Intégrative et des Systèmes (IBIS), Université Laval, Quebec City, Québec, Canada
- Centre de Recherche et d'innovation sur les Végétaux (CRIV), Université Laval, Quebec City, Québec, Canada
- Institut Intelligence et Données (IID), Université Laval, Quebec City, Québec, Canada
| | - Davoud Torkamaneh
- Département de Phytologie, Université Laval, Quebec City, Québec, Canada.
- Institut de Biologie Intégrative et des Systèmes (IBIS), Université Laval, Quebec City, Québec, Canada.
- Centre de Recherche et d'innovation sur les Végétaux (CRIV), Université Laval, Quebec City, Québec, Canada.
- Institut Intelligence et Données (IID), Université Laval, Quebec City, Québec, Canada.
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Krebs R, Farrington KE, Johnson GR, Luckarift HR, Diltz RA, Owens JR. Biotechnology to reduce logistics burden and promote environmental stewardship for Air Force civil engineering requirements. Biotechnol Adv 2023; 69:108269. [PMID: 37797730 DOI: 10.1016/j.biotechadv.2023.108269] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2023] [Revised: 08/25/2023] [Accepted: 09/30/2023] [Indexed: 10/07/2023]
Abstract
This review provides discussion of advances in biotechnology with specific application to civil engineering requirements for airfield and airbase operations. The broad objectives are soil stabilization, waste management, and environmental protection. The biotechnology focal areas address (1) treatment of soil and sand by biomineralization and biopolymer addition, (2) reduction of solid organic waste by anaerobic digestion, (3) application of microbes and higher plants for biological processing of contaminated wastewater, and (4) use of indigenous materials for airbase construction and repair. The consideration of these methods in military operating scenarios, including austere environments, involves comparison with conventional techniques. All four focal areas potentially reduce logistics burden, increase environmental sustainability, and may provide energy source, or energy-neutral practices that benefit military operations.
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Affiliation(s)
- Rachel Krebs
- Battelle Memorial Institute, 505 King Avenue, Columbus, OH 43201, USA.
| | - Karen E Farrington
- ARCTOS, LLC, 2601 Mission Point Blvd., Ste. 300, Beavercreek, OH 45431, USA; Air Force Civil Engineer Center, 139 Barnes Drive, Suite #2, Tyndall Air Force Base, FL 32403, USA.
| | - Glenn R Johnson
- Battelle Memorial Institute, 505 King Avenue, Columbus, OH 43201, USA; Air Force Civil Engineer Center, 139 Barnes Drive, Suite #2, Tyndall Air Force Base, FL 32403, USA.
| | - Heather R Luckarift
- Battelle Memorial Institute, 505 King Avenue, Columbus, OH 43201, USA; Air Force Civil Engineer Center, 139 Barnes Drive, Suite #2, Tyndall Air Force Base, FL 32403, USA.
| | - Robert A Diltz
- Air Force Civil Engineer Center, 139 Barnes Drive, Suite #2, Tyndall Air Force Base, FL 32403, USA.
| | - Jeffery R Owens
- Air Force Civil Engineer Center, 139 Barnes Drive, Suite #2, Tyndall Air Force Base, FL 32403, USA.
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Sirangelo TM, Ludlow RA, Spadafora ND. Molecular Mechanisms Underlying Potential Pathogen Resistance in Cannabis sativa. PLANTS (BASEL, SWITZERLAND) 2023; 12:2764. [PMID: 37570918 PMCID: PMC10420965 DOI: 10.3390/plants12152764] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/28/2023] [Revised: 07/23/2023] [Accepted: 07/24/2023] [Indexed: 08/13/2023]
Abstract
Cannabis (Cannabis sativa L.) is one of the earliest cultivated crops, valued for producing a broad spectrum of compounds used in medicinal products and being a source of food and fibre. Despite the availability of its genome sequences, few studies explore the molecular mechanisms involved in pathogen defense, and the underlying biological pathways are poorly defined in places. Here, we provide an overview of Cannabis defence responses against common pathogens, such as Golovinomyces spp., Fusarium spp., Botrytis cinerea and Pythium spp. For each of these pathogens, after a summary of their characteristics and symptoms, we explore studies identifying genes involved in Cannabis resistance mechanisms. Many studies focus on the potential involvement of disease-resistance genes, while others refer to other plants however whose results may be of use for Cannabis research. Omics investigations allowing the identification of candidate defence genes are highlighted, and genome editing approaches to generate resistant Cannabis species based on CRISPR/Cas9 technology are discussed. According to the emerging results, a potential defence model including both immune and defence mechanisms in Cannabis plant-pathogen interactions is finally proposed. To our knowledge, this is the first review of the molecular mechanisms underlying pathogen resistance in Cannabis.
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Affiliation(s)
- Tiziana M. Sirangelo
- ENEA-Italian National Agency for New Technologies, Energy and Sustainable Economic Development-Division Biotechnologies and Agroindustry, 00123 Rome, Italy
| | - Richard A. Ludlow
- School of Biosciences, Cardiff University, Sir Martin Evans Building, Museum Avenue, Cardiff CF10 3AX, UK;
| | - Natasha D. Spadafora
- Department of Chemical, Pharmaceutical and Agricultural Sciences, University of Ferrara, 44121 Ferrara, Italy
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Gulisano A, Lippolis A, van Loo EN, Paulo MJ, Trindade LM. A genome wide association study to dissect the genetic architecture of agronomic traits in Andean lupin ( Lupinus mutabilis). FRONTIERS IN PLANT SCIENCE 2023; 13:1099293. [PMID: 36684793 PMCID: PMC9846495 DOI: 10.3389/fpls.2022.1099293] [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: 11/15/2022] [Accepted: 12/12/2022] [Indexed: 06/17/2023]
Abstract
Establishing Lupinus mutabilis as a protein and oil crop requires improved varieties adapted to EU climates. The genetic regulation of strategic breeding traits, including plant architecture, growing cycle length and yield, is unknown. This study aimed to identify associations between 16 669 single nucleotide polymorphisms (SNPs) and 9 agronomic traits on a panel of 223 L. mutabilis accessions, grown in four environments, by applying a genome wide association study (GWAS). Seven environment-specific QTLs linked to vegetative yield, plant height, pods number and flowering time, were identified as major effect QTLs, being able to capture 6 to 20% of the phenotypic variation observed in these traits. Furthermore, two QTLs across environments were identified for flowering time on chromosome 8. The genes FAF, GAMYB and LNK, regulating major pathways involved in flowering and growth habit, as well as GA30X1, BIM1, Dr1, HDA15, HAT3, interacting with these pathways in response to hormonal and environmental cues, were prosed as candidate genes. These results are pivotal to accelerate the development of L. mutabilis varieties adapted to European cropping conditions by using marker-assisted selection (MAS), as well as to provide a framework for further functional studies on plant development and phenology in this species.
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Affiliation(s)
- Agata Gulisano
- Wageningen University and Research Plant Breeding, Wageningen University, Wageningen, Netherlands
| | - Antonio Lippolis
- Wageningen University and Research Plant Breeding, Wageningen University, Wageningen, Netherlands
| | - Eibertus N. van Loo
- Wageningen University and Research Plant Breeding, Wageningen University, Wageningen, Netherlands
| | - Maria-João Paulo
- Wageningen University and Research Biometris, Wageningen Research, Wageningen, Netherlands
| | - Luisa M. Trindade
- Wageningen University and Research Plant Breeding, Wageningen University, Wageningen, Netherlands
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Hesami M, Pepe M, Baiton A, Salami SA, Jones AMP. New Insight into Ornamental Applications of Cannabis: Perspectives and Challenges. PLANTS (BASEL, SWITZERLAND) 2022; 11:plants11182383. [PMID: 36145783 PMCID: PMC9505140 DOI: 10.3390/plants11182383] [Citation(s) in RCA: 21] [Impact Index Per Article: 10.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/19/2022] [Revised: 09/09/2022] [Accepted: 09/10/2022] [Indexed: 05/05/2023]
Abstract
The characteristic growth habit, abundant green foliage, and aromatic inflorescences of cannabis provide the plant with an ideal profile as an ornamental plant. However, due to legal barriers, the horticulture industry has yet to consider the ornamental relevance of cannabis. To evaluate its suitability for introduction as a new ornamental species, multifaceted commercial criteria were analyzed. Results indicate that ornamental cannabis would be of high value as a potted-plant or in landscaping. However, the readiness timescale for ornamental cannabis completely depends on its legal status. Then, the potential of cannabis chemotype Ⅴ, which is nearly devoid of phytocannabinoids and psychoactive properties, as the foundation for breeding ornamental traits through mutagenesis, somaclonal variation, and genome editing approaches has been highlighted. Ultimately, legalization and breeding for ornamental utility offers boundless opportunities related to economics and executive business branding.
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Affiliation(s)
- Mohsen Hesami
- Department of Plant Agriculture, University of Guelph, Guelph, ON N1G 2W1, Canada
| | - Marco Pepe
- Department of Plant Agriculture, University of Guelph, Guelph, ON N1G 2W1, Canada
| | - Austin Baiton
- Department of Plant Agriculture, University of Guelph, Guelph, ON N1G 2W1, Canada
| | - Seyed Alireza Salami
- Department of Horticultural Sciences, Faculty of Agricultural Science and Engineering, University of Tehran, Karaj 31587-77871, Iran
- Industrial and Medical Cannabis Research Institute (IMCRI), Tehran 14176-14411, Iran
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Shiels D, Prestwich BD, Koo O, Kanchiswamy CN, O'Halloran R, Badmi R. Hemp Genome Editing—Challenges and Opportunities. Front Genome Ed 2022; 4:823486. [PMID: 35187530 PMCID: PMC8847435 DOI: 10.3389/fgeed.2022.823486] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2021] [Accepted: 01/05/2022] [Indexed: 11/13/2022] Open
Abstract
Hemp (Cannabis sativa L.) is a multipurpose crop with many important uses including medicine, fibre, food and biocomposites. This plant is currently gaining prominence and acceptance for its valuable applications. Hemp is grown as a cash crop for its novel cannabinoids which are estimated to be a multibillion-dollar downstream market. Hemp cultivation can play a major role in carbon sequestration with good CO2 to biomass conversion in low input systems and can also improve soil health and promote phytoremediation. The recent advent of genome editing tools to produce non-transgenic genome-edited crops with no trace of foreign genetic material has the potential to overcome regulatory hurdles faced by genetically modified crops. The use of Artificial Intelligence - mediated trait discovery platforms are revolutionizing the agricultural industry to produce desirable crops with unprecedented accuracy and speed. However, genome editing tools to improve the beneficial properties of hemp have not yet been deployed. Recent availability of high-quality Cannabis genome sequences from several strains (cannabidiol and tetrahydrocannabinol balanced and CBD/THC rich strains) have paved the way for improving the production of valuable bioactive molecules for the welfare of humankind and the environment. In this context, the article focuses on exploiting advanced genome editing tools to produce non-transgenic hemp to improve the most industrially desirable traits. The challenges, opportunities and interdisciplinary approaches that can be adopted from existing technologies in other plant species are highlighted.
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Affiliation(s)
- Donal Shiels
- School of Biological Earth and Environmental Sciences, Environmental Research Institute, University College Cork, Cork, Ireland
| | - Barbara Doyle Prestwich
- School of Biological Earth and Environmental Sciences, Environmental Research Institute, University College Cork, Cork, Ireland
| | | | | | - Roisin O'Halloran
- School of Biological Earth and Environmental Sciences, Environmental Research Institute, University College Cork, Cork, Ireland
| | - Raghuram Badmi
- School of Biological Earth and Environmental Sciences, Environmental Research Institute, University College Cork, Cork, Ireland
- Plantedit Pvt Ltd, Cork, Ireland
- *Correspondence: Raghuram Badmi,
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Woods P, Campbell BJ, Nicodemus TJ, Cahoon EB, Mullen JL, McKay JK. Quantitative Trait Loci Controlling Agronomic and Biochemical Traits in Cannabis sativa. Genetics 2021; 219:6310019. [PMID: 34173826 PMCID: PMC9335937 DOI: 10.1093/genetics/iyab099] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2021] [Accepted: 06/15/2021] [Indexed: 11/23/2022] Open
Abstract
Understanding the genetic basis of complex traits is a fundamental goal of evolutionary genetics. Yet, the genetics controlling complex traits in many important species such as hemp (Cannabis sativa) remain poorly investigated. Because hemp’s change in legal status with the 2014 and 2018 U.S. Federal Farm Bills, interest in the genetics controlling its numerous agriculturally important traits has steadily increased. To better understand the genetics of agriculturally important traits in hemp, we developed an F2 population by crossing two phenotypically distinct hemp cultivars (Carmagnola and USO31). Using whole-genome sequencing, we mapped quantitative trait loci (QTL) associated with variation in numerous agronomic and biochemical traits. A total of 69 loci associated with agronomic (34) and biochemical (35) trait variation were identified. We found that most QTL co-localized, suggesting that the phenotypic distinctions between Carmagnola and USO31 are largely controlled by a small number of loci. We identified TINY and olivetol synthase as candidate genes underlying co-localized QTL clusters for agronomic and biochemical traits, respectively. We functionally validated the olivetol synthase candidate by expressing the alleles in yeast. Gas chromatography-mass spectrometry assays of extracts from these yeast colonies suggest that the USO31 olivetol synthase is functionally less active and potentially explains why USO31 produces lower cannabinoids compared to Carmagnola. Overall, our results help modernize the genomic understanding of complex traits in hemp.
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Affiliation(s)
- Patrick Woods
- Graduate Degree Program in Ecology, Colorado State University, Fort Collins, Colorado, 80523, United States of America.,Department of Agricultural Biology, Colorado State University, Fort Collins, Colorado, 80523, United States of America
| | - Brian J Campbell
- Department of Agricultural Biology, Colorado State University, Fort Collins, Colorado, 80523, United States of America
| | - Timothy J Nicodemus
- Center for Plant Science Innovation and Department of Biochemistry, University of Nebraska-Lincoln, Lincoln, Nebraska, 68588, United States of America
| | - Edgar B Cahoon
- Center for Plant Science Innovation and Department of Biochemistry, University of Nebraska-Lincoln, Lincoln, Nebraska, 68588, United States of America
| | - Jack L Mullen
- Department of Agricultural Biology, Colorado State University, Fort Collins, Colorado, 80523, United States of America
| | - John K McKay
- Department of Agricultural Biology, Colorado State University, Fort Collins, Colorado, 80523, United States of America
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Petit J, Salentijn EMJ, Paulo MJ, Denneboom C, Trindade LM. Genetic Architecture of Flowering Time and Sex Determination in Hemp ( Cannabis sativa L.): A Genome-Wide Association Study. FRONTIERS IN PLANT SCIENCE 2020; 11:569958. [PMID: 33250906 PMCID: PMC7672029 DOI: 10.3389/fpls.2020.569958] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/05/2020] [Accepted: 10/12/2020] [Indexed: 05/13/2023]
Abstract
Flowering time and sex determination in hemp (Cannabis sativa L.) strongly influence fiber quality and seed production of this crop. The control of these traits is paramount for the breeding of new cultivars. Yet, little is known about the genetics underlying such complex traits and a better understanding requires in depth knowledge of the molecular mechanisms responsible for these traits. In this report, the genetic architecture of flowering time and sex determination in hemp was studied using a Genome-Wide Association Studies (GWAS) approach. Association studies were performed on a panel of 123 hemp accessions, tested in three contrasting environments, using a set of 600 K SNP markers. Altogether, eight QTLs were identified across environments; six for flowering time traits and two for sex determination. These QTLs covered genomic regions with 33 transcripts predicted to be involved in flowering and sex determination as well as a microRNA, miR156. Genes related to perception and transduction of light and transcription factors well-known to regulate flowering were identified in QTLs for flowering time traits. Transcription factors and genes involved in regulating the balance of phytohormones, specially auxins and gibberellic acid, were identified in QTLs for sex determination. Sex determination QTLs were associated with the development of male flowers in female plants and thus with the stability of sex determination in monecious plants. The present study elucidates relevant knowledge on the genetic mechanisms of flowering and sex determination traits in hemp, and provides new tools for hemp breeding.
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Affiliation(s)
- Jordi Petit
- Wageningen UR Plant Breeding, Wageningen University and Research, Wageningen, Netherlands
| | - Elma M. J. Salentijn
- Wageningen UR Plant Breeding, Wageningen University and Research, Wageningen, Netherlands
| | - Maria-João Paulo
- Biometris, Wageningen University and Research, Wageningen, Netherlands
| | - Christel Denneboom
- Wageningen UR Plant Breeding, Wageningen University and Research, Wageningen, Netherlands
| | - Luisa M. Trindade
- Wageningen UR Plant Breeding, Wageningen University and Research, Wageningen, Netherlands
- *Correspondence: Luisa M. Trindade,
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