1
|
Lorenzo CD, Blasco-Escámez D, Beauchet A, Wytynck P, Sanches M, Garcia Del Campo JR, Inzé D, Nelissen H. Maize mutant screens: from classical methods to new CRISPR-based approaches. THE NEW PHYTOLOGIST 2024; 244:384-393. [PMID: 39212458 DOI: 10.1111/nph.20084] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/29/2024] [Accepted: 08/13/2024] [Indexed: 09/04/2024]
Abstract
Mutations play a pivotal role in shaping the trajectory and outcomes of a species evolution and domestication. Maize (Zea mays) has been a major staple crop and model for genetic research for more than 100 yr. With the arrival of site-directed mutagenesis and genome editing (GE) driven by the Clustered Regularly Interspaced Short Palindromic Repeats (CRISPR), maize mutational research is once again in the spotlight. If we combine the powerful physiological and genetic characteristics of maize with the already available and ever increasing toolbox of CRISPR-Cas, prospects for its future trait engineering are very promising. This review aimed to give an overview of the progression and learnings of maize screening studies analyzing forward genetics, natural variation and reverse genetics to focus on recent GE approaches. We will highlight how each strategy and resource has contributed to our understanding of maize natural and induced trait variability and how this information could be used to design the next generation of mutational screenings.
Collapse
Affiliation(s)
- Christian Damian Lorenzo
- Center for Plant Systems Biology, VIB, B-9052, Ghent, Belgium
- Department of Plant Biotechnology and Bioinformatics, Ghent University, B-9052, Ghent, Belgium
| | - David Blasco-Escámez
- Center for Plant Systems Biology, VIB, B-9052, Ghent, Belgium
- Department of Plant Biotechnology and Bioinformatics, Ghent University, B-9052, Ghent, Belgium
| | - Arthur Beauchet
- Center for Plant Systems Biology, VIB, B-9052, Ghent, Belgium
- Department of Plant Biotechnology and Bioinformatics, Ghent University, B-9052, Ghent, Belgium
| | - Pieter Wytynck
- Center for Plant Systems Biology, VIB, B-9052, Ghent, Belgium
- Department of Plant Biotechnology and Bioinformatics, Ghent University, B-9052, Ghent, Belgium
| | - Matilde Sanches
- Center for Plant Systems Biology, VIB, B-9052, Ghent, Belgium
- Department of Plant Biotechnology and Bioinformatics, Ghent University, B-9052, Ghent, Belgium
| | - Jose Rodrigo Garcia Del Campo
- Center for Plant Systems Biology, VIB, B-9052, Ghent, Belgium
- Department of Plant Biotechnology and Bioinformatics, Ghent University, B-9052, Ghent, Belgium
| | - Dirk Inzé
- Center for Plant Systems Biology, VIB, B-9052, Ghent, Belgium
- Department of Plant Biotechnology and Bioinformatics, Ghent University, B-9052, Ghent, Belgium
| | - Hilde Nelissen
- Center for Plant Systems Biology, VIB, B-9052, Ghent, Belgium
- Department of Plant Biotechnology and Bioinformatics, Ghent University, B-9052, Ghent, Belgium
| |
Collapse
|
2
|
Develtere W, Decaestecker W, Rombaut D, Anders C, Clicque E, Vuylsteke M, Jacobs TB. Continual improvement of CRISPR-induced multiplex mutagenesis in Arabidopsis. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2024; 119:1158-1172. [PMID: 38713824 DOI: 10.1111/tpj.16785] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/22/2024] [Revised: 04/08/2024] [Accepted: 04/16/2024] [Indexed: 05/09/2024]
Abstract
CRISPR/Cas9 is currently the most powerful tool to generate mutations in plant genomes and more efficient tools are needed as the scale of experiments increases. In the model plant Arabidopsis, the choice of the promoter driving Cas9 expression is critical to generate germline mutations. Several optimal promoters have been reported. However, it is unclear which promoter is ideal as they have not been thoroughly tested side by side. Furthermore, most plant vectors still use one of the two Cas9 nuclear localization sequence (NLS) configurations initially reported. We genotyped more than 6000 Arabidopsis T2 plants to test seven promoters and six types of NLSs across 14 targets to systematically improve the generation of single and multiplex inheritable mutations. We found that the RPS5A promoter and bipartite NLS were individually the most efficient components. When combined, 99% of T2 plants contained at least one knockout (KO) mutation and 84% contained 4- to 7-plex KOs, the highest multiplexing KO rate in Arabidopsis to date. These optimizations will be useful to generate higher-order KOs in the germline of Arabidopsis and will likely be applicable to other CRISPR systems as well.
Collapse
Affiliation(s)
- Ward Develtere
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Technologiepark 71, 9052, Ghent, Belgium
- VIB Center for Plant Systems Biology, Technologiepark 71, 9052, Ghent, Belgium
| | - Ward Decaestecker
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Technologiepark 71, 9052, Ghent, Belgium
- VIB Center for Plant Systems Biology, Technologiepark 71, 9052, Ghent, Belgium
| | - Debbie Rombaut
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Technologiepark 71, 9052, Ghent, Belgium
- VIB Center for Plant Systems Biology, Technologiepark 71, 9052, Ghent, Belgium
| | - Chantal Anders
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Technologiepark 71, 9052, Ghent, Belgium
- VIB Center for Plant Systems Biology, Technologiepark 71, 9052, Ghent, Belgium
| | - Elke Clicque
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Technologiepark 71, 9052, Ghent, Belgium
- VIB Center for Plant Systems Biology, Technologiepark 71, 9052, Ghent, Belgium
| | | | - Thomas B Jacobs
- Department of Plant Biotechnology and Bioinformatics, Ghent University, Technologiepark 71, 9052, Ghent, Belgium
- VIB Center for Plant Systems Biology, Technologiepark 71, 9052, Ghent, Belgium
| |
Collapse
|
3
|
Kim SC, Nusinow DA, Wang X. Identification of phospholipase Ds and phospholipid species involved in circadian clock alterations using CRISPR/Cas9-based multiplex editing of Arabidopsis. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.01.09.574824. [PMID: 38260301 PMCID: PMC10802401 DOI: 10.1101/2024.01.09.574824] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/24/2024]
Abstract
Reciprocal regulation between the circadian clock and lipid metabolism is emerging, but its mechanisms remain elusive. We reported that a lipid metabolite phosphatidic acid (PA) bound to the core clock transcription factors LATE ELONGATED HYPOCOTYL (LHY) and CIRCADIAN CLOCK ASSOCIATED1 (CCA1) and chemical suppression of phospholipase D (PLD)-catalyzed PA formation perturbed the clock in Arabidopsis. Here, we identified, among 12 members, specific PLDs critical to regulating clock function. We approached this using a multiplex CRISPR/Cas9 system to generate a library of plants bearing randomly mutated PLDs, then screening the mutants for altered rhythmic expression of CCA1 . All PLD s, except for β2 , were effectively edited, and the mutations were heritable. Screening of T2 plants identified some with an altered rhythm of CCA1 expression, and this trait was observed in many of their progenies. Genotyping revealed that at least two of six PLD s ( α1, α3 , γ1 , δ , ε and ζ2 ) were mutated in the clock-altered plants. Those plants also had reduced levels of PA molecular species that bound LHY and CCA1. This study identifies combinations of two or more PLDs and changes in particular phospholipid species involved in clock outputs and also suggests a functional redundancy of the six PLDs for regulating the plant circadian clock. One sentence summary This study identifies combinations of two or more phospholipase Ds involved in altering clock outputs and the specific phosphatidic acid species impacting the clock rhythms.
Collapse
|
4
|
Stock M, Pieters O, De Swaef T, wyffels F. Plant science in the age of simulation intelligence. FRONTIERS IN PLANT SCIENCE 2024; 14:1299208. [PMID: 38293629 PMCID: PMC10824965 DOI: 10.3389/fpls.2023.1299208] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/22/2023] [Accepted: 12/07/2023] [Indexed: 02/01/2024]
Abstract
Historically, plant and crop sciences have been quantitative fields that intensively use measurements and modeling. Traditionally, researchers choose between two dominant modeling approaches: mechanistic plant growth models or data-driven, statistical methodologies. At the intersection of both paradigms, a novel approach referred to as "simulation intelligence", has emerged as a powerful tool for comprehending and controlling complex systems, including plants and crops. This work explores the transformative potential for the plant science community of the nine simulation intelligence motifs, from understanding molecular plant processes to optimizing greenhouse control. Many of these concepts, such as surrogate models and agent-based modeling, have gained prominence in plant and crop sciences. In contrast, some motifs, such as open-ended optimization or program synthesis, still need to be explored further. The motifs of simulation intelligence can potentially revolutionize breeding and precision farming towards more sustainable food production.
Collapse
Affiliation(s)
- Michiel Stock
- KERMIT and Biobix, Department of Data Analysis and Mathematical Modelling, Ghent University, Ghent, Belgium
| | - Olivier Pieters
- IDLAB-AIRO, Ghent University, imec, Ghent, Belgium
- Plant Sciences Unit, Flanders Research Institute for Agriculture, Fisheries and Food, Melle, Belgium
| | - Tom De Swaef
- Plant Sciences Unit, Flanders Research Institute for Agriculture, Fisheries and Food, Melle, Belgium
| | | |
Collapse
|
5
|
Impens L, Lorenzo CD, Vandeputte W, Wytynck P, Debray K, Haeghebaert J, Herwegh D, Jacobs TB, Ruttink T, Nelissen H, Inzé D, Pauwels L. Combining multiplex gene editing and doubled haploid technology in maize. THE NEW PHYTOLOGIST 2023; 239:1521-1532. [PMID: 37306056 PMCID: PMC7614789 DOI: 10.1111/nph.19021] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/23/2023] [Accepted: 05/09/2023] [Indexed: 06/13/2023]
Abstract
A major advantage of using CRISPR/Cas9 for gene editing is multiplexing, that is, the simultaneous targeting of many genes. However, primary transformants typically contain hetero-allelic mutations or are genetic mosaic, while genetically stable lines that are homozygous are desired for functional analysis. Currently, a dedicated and labor-intensive effort is required to obtain such higher-order mutants through several generations of genetic crosses and genotyping. We describe the design and validation of a rapid and efficient strategy to produce lines of genetically identical plants carrying various combinations of homozygous edits, suitable for replicated analysis of phenotypical differences. This approach was achieved by combining highly multiplex gene editing in Zea mays (maize) with in vivo haploid induction and efficient in vitro generation of doubled haploid plants using embryo rescue doubling. By combining three CRISPR/Cas9 constructs that target in total 36 genes potentially involved in leaf growth, we generated an array of homozygous lines with various combinations of edits within three generations. Several genotypes show a reproducible 10% increase in leaf size, including a septuple mutant combination. We anticipate that our strategy will facilitate the study of gene families via multiplex CRISPR mutagenesis and the identification of allele combinations to improve quantitative crop traits.
Collapse
Affiliation(s)
- Lennert Impens
- department of Plant Biotechnology and Bioinformatics, Ghent University, B-9052 Ghent, Belgium
- Center for Plant Systems Biology, VIB, B-9052 Ghent, Belgium
| | - Christian D. Lorenzo
- department of Plant Biotechnology and Bioinformatics, Ghent University, B-9052 Ghent, Belgium
- Center for Plant Systems Biology, VIB, B-9052 Ghent, Belgium
| | - Wout Vandeputte
- department of Plant Biotechnology and Bioinformatics, Ghent University, B-9052 Ghent, Belgium
- Center for Plant Systems Biology, VIB, B-9052 Ghent, Belgium
| | - Pieter Wytynck
- department of Plant Biotechnology and Bioinformatics, Ghent University, B-9052 Ghent, Belgium
- Center for Plant Systems Biology, VIB, B-9052 Ghent, Belgium
| | - Kevin Debray
- department of Plant Biotechnology and Bioinformatics, Ghent University, B-9052 Ghent, Belgium
- Center for Plant Systems Biology, VIB, B-9052 Ghent, Belgium
| | - Jari Haeghebaert
- department of Plant Biotechnology and Bioinformatics, Ghent University, B-9052 Ghent, Belgium
- Center for Plant Systems Biology, VIB, B-9052 Ghent, Belgium
| | - Denia Herwegh
- department of Plant Biotechnology and Bioinformatics, Ghent University, B-9052 Ghent, Belgium
- Center for Plant Systems Biology, VIB, B-9052 Ghent, Belgium
| | - Thomas B. Jacobs
- department of Plant Biotechnology and Bioinformatics, Ghent University, B-9052 Ghent, Belgium
- Center for Plant Systems Biology, VIB, B-9052 Ghent, Belgium
| | - Tom Ruttink
- department of Plant Biotechnology and Bioinformatics, Ghent University, B-9052 Ghent, Belgium
- Flanders Research Institute for Agriculture, Fisheries and Food (ILVO), B-9820 Merelbeke, Belgium
| | - Hilde Nelissen
- department of Plant Biotechnology and Bioinformatics, Ghent University, B-9052 Ghent, Belgium
- Center for Plant Systems Biology, VIB, B-9052 Ghent, Belgium
| | - Dirk Inzé
- department of Plant Biotechnology and Bioinformatics, Ghent University, B-9052 Ghent, Belgium
- Center for Plant Systems Biology, VIB, B-9052 Ghent, Belgium
| | - Laurens Pauwels
- department of Plant Biotechnology and Bioinformatics, Ghent University, B-9052 Ghent, Belgium
- Center for Plant Systems Biology, VIB, B-9052 Ghent, Belgium
| |
Collapse
|
6
|
Develtere W, Waegneer E, Debray K, De Saeger J, Van Glabeke S, Maere S, Ruttink T, Jacobs TB. SMAP design: a multiplex PCR amplicon and gRNA design tool to screen for natural and CRISPR-induced genetic variation. Nucleic Acids Res 2023; 51:e37. [PMID: 36718951 PMCID: PMC10123101 DOI: 10.1093/nar/gkad036] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2022] [Revised: 12/14/2022] [Accepted: 01/12/2023] [Indexed: 02/01/2023] Open
Abstract
Multiplex amplicon sequencing is a versatile method to identify genetic variation in natural or mutagenized populations through eco-tilling or multiplex CRISPR screens. Such genotyping screens require reliable and specific primer designs, combined with simultaneous gRNA design for CRISPR screens. Unfortunately, current tools are unable to combine multiplex gRNA and primer design in a high-throughput and easy-to-use manner with high design flexibility. Here, we report the development of a bioinformatics tool called SMAP design to overcome these limitations. We tested SMAP design on several plant and non-plant genomes and obtained designs for more than 80-90% of the target genes, depending on the genome and gene family. We validated the designs with Illumina multiplex amplicon sequencing and Sanger sequencing in Arabidopsis, soybean, and maize. We also used SMAP design to perform eco-tilling by tilling PCR amplicons across nine candidate genes putatively associated with haploid induction in Cichorium intybus. We screened 60 accessions of chicory and witloof and identified thirteen knockout haplotypes and their carriers. SMAP design is an easy-to-use command-line tool that generates highly specific gRNA and/or primer designs for any number of loci for CRISPR or natural variation screens and is compatible with other SMAP modules for seamless downstream analysis.
Collapse
Affiliation(s)
- Ward Develtere
- Department of Plant Biotechnology and Bioinformatics, Ghent University, (Technologiepark-Zwijnaarde 71) 9052, Ghent, Belgium
- VIB Center for Plant Systems Biology, (Technologiepark-Zwijnaarde 71), 9052, Ghent, Belgium
| | - Evelien Waegneer
- ILVO, Flanders Research Institute for Agriculture, Fisheries and Food, Plant Sciences Unit, (Caritasstraat 39), 9090, Melle, Belgium
- Laboratory for Plant Genetics and Crop Improvement, Division of Crop Biotechnics, Department of Biosystems, Katholieke Universiteit Leuven, Leuven, Belgium
| | - Kevin Debray
- Department of Plant Biotechnology and Bioinformatics, Ghent University, (Technologiepark-Zwijnaarde 71) 9052, Ghent, Belgium
- VIB Center for Plant Systems Biology, (Technologiepark-Zwijnaarde 71), 9052, Ghent, Belgium
- ILVO, Flanders Research Institute for Agriculture, Fisheries and Food, Plant Sciences Unit, (Caritasstraat 39), 9090, Melle, Belgium
| | - Jonas De Saeger
- Department of Plant Biotechnology and Bioinformatics, Ghent University, (Technologiepark-Zwijnaarde 71) 9052, Ghent, Belgium
- VIB Center for Plant Systems Biology, (Technologiepark-Zwijnaarde 71), 9052, Ghent, Belgium
| | - Sabine Van Glabeke
- ILVO, Flanders Research Institute for Agriculture, Fisheries and Food, Plant Sciences Unit, (Caritasstraat 39), 9090, Melle, Belgium
| | - Steven Maere
- Department of Plant Biotechnology and Bioinformatics, Ghent University, (Technologiepark-Zwijnaarde 71) 9052, Ghent, Belgium
- VIB Center for Plant Systems Biology, (Technologiepark-Zwijnaarde 71), 9052, Ghent, Belgium
| | - Tom Ruttink
- Department of Plant Biotechnology and Bioinformatics, Ghent University, (Technologiepark-Zwijnaarde 71) 9052, Ghent, Belgium
- ILVO, Flanders Research Institute for Agriculture, Fisheries and Food, Plant Sciences Unit, (Caritasstraat 39), 9090, Melle, Belgium
| | - Thomas B Jacobs
- Department of Plant Biotechnology and Bioinformatics, Ghent University, (Technologiepark-Zwijnaarde 71) 9052, Ghent, Belgium
- VIB Center for Plant Systems Biology, (Technologiepark-Zwijnaarde 71), 9052, Ghent, Belgium
| |
Collapse
|