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Burghardt M, Tuller T. Modeling coding sequence design for virus-based expression in tobacco. Synth Syst Biotechnol 2025; 10:337-345. [PMID: 39802156 PMCID: PMC11718241 DOI: 10.1016/j.synbio.2024.12.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2024] [Revised: 12/07/2024] [Accepted: 12/09/2024] [Indexed: 01/16/2025] Open
Abstract
Transient expression in Tobacco is a popular way to produce recombinant proteins in plants. The design of various expression vectors, delivered into the plant by Agrobacterium, has enabled high production levels of some proteins. To further enhance expression, researchers often adapt the coding sequence of heterologous genes to the host, but this strategy has produced mixed results in Tobacco. To study the effects of different sequence features on protein yield, we compile a dataset of the yields and coding sequences of previously published expression studies of more than 200 coding sequences. We evaluate various established gene expression models on a subset of the expression studies. We find that use of tobacco codons is only moderately predictive of protein yield as informative sequence features likely extend over multiple codons. Additionally, we show that codon usage of organisms that use tobacco as a host for expression of their proteins in a similar way as the synthetic system, like viruses and agrobacteria, can be used to predict heterologous expression. Other predictive features are related to tRNA supply and demand, the inclusion of a translational ramp of codons with lower adaptation to the tRNA pool at the beginning of the coding region, and the amino acid composition of the recombinant protein. A model based on all the features achieved a correlation of 0.57 with protein yield. We believe that our study provides a practical guideline for coding sequence design for efficient expression in tobacco.
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Affiliation(s)
- Moritz Burghardt
- Department of Biomedical Engineering, The Iby and Aladar Fleischman Faculty of Engineering, Tel Aviv, Israel
| | - Tamir Tuller
- Department of Biomedical Engineering, The Iby and Aladar Fleischman Faculty of Engineering, Tel Aviv, Israel
- The Segol School of Neuroscience, Tel-Aviv University, Tel Aviv, Israel
- Center for Physics and Chemistry of Living Systems, Israel
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Webster LJ, Villa-Gomez D, Brown R, Clarke W, Schenk PM. A synthetic biology approach for the treatment of pollutants with microalgae. Front Bioeng Biotechnol 2024; 12:1379301. [PMID: 38646010 PMCID: PMC11032018 DOI: 10.3389/fbioe.2024.1379301] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2024] [Accepted: 03/11/2024] [Indexed: 04/23/2024] Open
Abstract
The increase in global population and industrial development has led to a significant release of organic and inorganic pollutants into water streams, threatening human health and ecosystems. Microalgae, encompassing eukaryotic protists and prokaryotic cyanobacteria, have emerged as a sustainable and cost-effective solution for removing these pollutants and mitigating carbon emissions. Various microalgae species, such as C. vulgaris, P. tricornutum, N. oceanica, A. platensis, and C. reinhardtii, have demonstrated their ability to eliminate heavy metals, salinity, plastics, and pesticides. Synthetic biology holds the potential to enhance microalgae-based technologies by broadening the scope of treatment targets and improving pollutant removal rates. This review provides an overview of the recent advances in the synthetic biology of microalgae, focusing on genetic engineering tools to facilitate the removal of inorganic (heavy metals and salinity) and organic (pesticides and plastics) compounds. The development of these tools is crucial for enhancing pollutant removal mechanisms through gene expression manipulation, DNA introduction into cells, and the generation of mutants with altered phenotypes. Additionally, the review discusses the principles of synthetic biology tools, emphasizing the significance of genetic engineering in targeting specific metabolic pathways and creating phenotypic changes. It also explores the use of precise engineering tools, such as CRISPR/Cas9 and TALENs, to adapt genetic engineering to various microalgae species. The review concludes that there is much potential for synthetic biology based approaches for pollutant removal using microalgae, but there is a need for expansion of the tools involved, including the development of universal cloning toolkits for the efficient and rapid assembly of mutants and transgenic expression strains, and the need for adaptation of genetic engineering tools to a wider range of microalgae species.
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Affiliation(s)
- Luke J. Webster
- Australian Institute for Bioengineering and Nanotechnology, The University of Queensland, Brisbane, QLD, Australia
| | - Denys Villa-Gomez
- Australian Institute for Bioengineering and Nanotechnology, The University of Queensland, Brisbane, QLD, Australia
- School of Civil Engineering, The University of Queensland, Brisbane, QLD, Australia
| | - Reuben Brown
- Algae Biotechnology Laboratory, School of Agriculture and Food Sustainability, The University of Queensland, Brisbane, QLD, Australia
| | - William Clarke
- School of Civil Engineering, The University of Queensland, Brisbane, QLD, Australia
| | - Peer M. Schenk
- Algae Biotechnology Laboratory, School of Agriculture and Food Sustainability, The University of Queensland, Brisbane, QLD, Australia
- Algae Biotechnology, Sustainable Solutions Hub, Global Sustainable Solutions Pty Ltd, Brisbane, QLD, Australia
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Bahramnejad B, Naji M, Bose R, Jha S. A critical review on use of Agrobacterium rhizogenes and their associated binary vectors for plant transformation. Biotechnol Adv 2019; 37:107405. [PMID: 31185263 DOI: 10.1016/j.biotechadv.2019.06.004] [Citation(s) in RCA: 38] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2019] [Revised: 05/27/2019] [Accepted: 06/04/2019] [Indexed: 12/21/2022]
Abstract
Agrobacterium rhizogenes, along with A. tumefaciens, has been used to affect genetic transformation in plants for many years. Detailed studies conducted in the past have uncovered the basic mechanism of foreign gene transfer and the implication of Ri/Ti plasmids in this process. A number of reviews exist describing the usage of binary vectors with A. tumefaciens, but no comprehensive account of the numerous binary vectors employed with A. rhizogenes and their successful applications has been published till date. In this review, we recollect a brief history of development of Ri-plasmid/Ri-T-DNA based binary vectors systems and their successful implementation with A. rhizogenes for different applications. The modification of native Ri plasmid to introduce foreign genes followed by development of binary vector using Ri plasmid and how it facilitated rapid and feasible genetic manipulation, earlier impossible with native Ri plasmid, have been discussed. An important milestone was the development of inducible plant expressing promoter systems which made expression of toxic genes in plant systems possible. The successful application of binary vectors in conjunction with A. rhizogenes in gene silencing and genome editing studies which are relatively newer developments, demonstrating the amenability and adaptability of hairy roots systems to make possible studying previously intractable research areas have been summarized in the present review.
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Affiliation(s)
- Bahman Bahramnejad
- Department of Agronomy and Plant Breeding, University of Kurdistan, Sanandaj, Kurdistan 66177-15175, Iran.
| | - Mohammad Naji
- Department of Agronomy and Plant Breeding, University of Kurdistan, Sanandaj, Kurdistan 66177-15175, Iran
| | - Rahul Bose
- Department of Genetics, University of Calcutta, Kolkata 700019, India
| | - Sumita Jha
- Department of Botany, University of Calcutta, 35 Ballygunge Circular Road, Kolkata 700 019, India
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De Buck S, Podevin N, Nolf J, Jacobs A, Depicker A. The T-DNA integration pattern in Arabidopsis transformants is highly determined by the transformed target cell. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2009; 60:134-45. [PMID: 19508426 DOI: 10.1111/j.1365-313x.2009.03942.x] [Citation(s) in RCA: 47] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/23/2023]
Abstract
Transgenic loci obtained after Agrobacterium tumefaciens-mediated transformation can be simple, but fairly often they contain multiple T-DNA copies integrated into the plant genome. To understand the origin of complex T-DNA loci, floral-dip and root transformation experiments were carried out in Arabidopsis thaliana with mixtures of A. tumefaciens strains, each harboring one or two different T-DNA vectors. Upon floral-dip transformation, 6-30% of the transformants were co-transformed by multiple T-DNAs originating from different bacteria and 20-36% by different T-DNAs from one strain. However, these co-transformation frequencies were too low to explain the presence of on average 4-6 T-DNA copies in these transformants, suggesting that, upon floral-dip transformation, T-DNA replication frequently occurs before or during integration after the transfer of single T-DNA copies. Upon root transformation, the co-transformation frequencies of T-DNAs originating from different bacteria were similar or slightly higher (between 10 and 60%) than those obtained after floral-dip transformation, whereas the co-transformation frequencies of different T-DNAs from one strain were comparable (24-31%). Root transformants generally harbor only one to three T-DNA copies, and thus co-transformation of different T-DNAs can explain the T-DNA copy number in many transformants, but T-DNA replication is postulated to occur in most multicopy root transformants. In conclusion, the comparable co-transformation frequencies and differences in complexity of the T-DNA loci after floral-dip and root transformations indicate that the T-DNA copy number is highly determined by the transformation-competent target cells.
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Affiliation(s)
- Sylvie De Buck
- Department of Plant Systems Biology, VIB, B-9052 Gent, Belgium
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Gelvin SB. Agrobacterium-mediated plant transformation: the biology behind the "gene-jockeying" tool. Microbiol Mol Biol Rev 2003; 67:16-37, table of contents. [PMID: 12626681 PMCID: PMC150518 DOI: 10.1128/mmbr.67.1.16-37.2003] [Citation(s) in RCA: 651] [Impact Index Per Article: 29.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Agrobacterium tumefaciens and related Agrobacterium species have been known as plant pathogens since the beginning of the 20th century. However, only in the past two decades has the ability of Agrobacterium to transfer DNA to plant cells been harnessed for the purposes of plant genetic engineering. Since the initial reports in the early 1980s using Agrobacterium to generate transgenic plants, scientists have attempted to improve this "natural genetic engineer" for biotechnology purposes. Some of these modifications have resulted in extending the host range of the bacterium to economically important crop species. However, in most instances, major improvements involved alterations in plant tissue culture transformation and regeneration conditions rather than manipulation of bacterial or host genes. Agrobacterium-mediated plant transformation is a highly complex and evolved process involving genetic determinants of both the bacterium and the host plant cell. In this article, I review some of the basic biology concerned with Agrobacterium-mediated genetic transformation. Knowledge of fundamental biological principles embracing both the host and the pathogen have been and will continue to be key to extending the utility of Agrobacterium for genetic engineering purposes.
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Affiliation(s)
- Stanton B Gelvin
- Department of Biological Sciences, Purdue University, West Lafayette, Indiana 47907-1392, USA.
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De Buck S, Jacobs A, Van Montagu M, Depicker A. The DNA sequences of T-DNA junctions suggest that complex T-DNA loci are formed by a recombination process resembling T-DNA integration. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 1999; 20:295-304. [PMID: 10571890 DOI: 10.1046/j.1365-313x.1999.t01-1-00602.x] [Citation(s) in RCA: 79] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/23/2023]
Abstract
After Agrobacterium-mediated plant transformation, multiple T-DNAs frequently integrate at the same position in the plant genome, resulting in the formation of inverted and direct repeats. Because these inverted repeats cannot be amplified and analyzed by PCR, Arabidopsis root cells were co-transformed with two different T-DNAs with distinct sequences adjacent to the T-DNA borders. Nine direct or inverted T-DNA border junctions were analyzed at the sequence level. Precise end-to-end fusions were found between two right border ends, whereas imprecise fusions and filler DNA were present in T-DNA linkages containing a left border end. The results suggest that end-to-end ligation of double-stranded T-DNAs occurs especially between right T-DNA ends and that illegitimate recombination on the basis of microhomology, deletions, repair activities and insertions of filler DNA is involved in the formation of left border T-DNA junctions. Therefore, a similar illegitimate recombination mechanism is proposed that is involved in the formation of complex T-DNA inserts as well as in the integration of the T-DNA in the plant genome.
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Affiliation(s)
- S De Buck
- Vakgroep Moleculaire Genetica, Department Plantengenetica, Universiteit Gent, Belgium
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Affiliation(s)
- G Hansen
- Novartis Agribusiness Biotechnology Research, Inc., Research Triangle Park, NC 27709, USA
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Krizkova L, Hrouda M. Direct repeats of T-DNA integrated in tobacco chromosome: characterization of junction regions. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 1998; 16:673-80. [PMID: 10069074 DOI: 10.1046/j.1365-313x.1998.00330.x] [Citation(s) in RCA: 40] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/08/2023]
Abstract
Plant transformation via Agrobacterium frequently results in formation of multiple copy T-DNA arrays at one target site of the chromosome. The T-DNA copies are arranged in repeats, direct or inverted around one of the T-DNA borders. A Ti plasmid-derived transformation vector has been constructed enabling direct selection of transformants carrying at least two linked copies of T-DNA in the same orientation. The selection is based on expression of a promoterless neomycin phosphotransferase gene on one T-DNA copy from a promoter located on the other T-DNA copy. After co-cultivation of tobacco protoplasts with Agrobacterium, as many as 30% of regenerated transformed plants carried directly repeated T-DNA copies. The junction regions between two T-DNAs were amplified and 13 amplified fragments were cloned and sequenced. The involvement of T-DNA left and right border sequences in direct repeat junctions was determined. In some junctions, additional filler DNA was detected. The length of filler DNA varied from a few up to almost 300 bp. The longer filler DNAs from two clones were found to be T-DNA fragments in direct or reverse orientation. We discuss the recently suggested models for T-DNA integration and propose that the formation of direct repeats in genomes does not necessarily result from ligation of intermediates (i.e. T-strands), but more likely from the co-integration of several intermediates into one target site.
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Affiliation(s)
- L Krizkova
- Institute of Experimental Botany, Academy of Sciences of the Czech Republic, Prague.
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Aoki S, Kawaoka A, Sekine M, Ichikawa T, Fujita T, Shinmyo A, Syono K. Sequence of the cellular T-DNA in the untransformed genome of Nicotiana glauca that is homologous to ORFs 13 and 14 of the Ri plasmid and analysis of its expression in genetic tumours of N. glauca x N. langsdorffii. MOLECULAR & GENERAL GENETICS : MGG 1994; 243:706-10. [PMID: 8028588 DOI: 10.1007/bf00279581] [Citation(s) in RCA: 44] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/28/2023]
Abstract
A region homologous to the TL-DNA of Agrobacterium rhizogenes was previously detected in the genome of untransformed Nicotiana glauca and designated cellular T-DNA (cT-DNA). Subsequently, part of this region was sequenced and two genes, which corresponded to rolB and rolC and were named NgrolB and NgrolC, were found. We have now sequenced a region of the cT-DNA other than the region that includes NgrolB and C and we have found two other open reading frames (ORFs), NgORF13 and NgORF14. These ORFs correspond to ORFs 13 and 14 of the TL-DNA of A. rhizogenes and exhibit a high degree of homology to these ORFs, without having a nonsense codon. We have not found any sequence homologous to rolD (ORF15). The two genes, NgORF13 and 14, as well as the NgrolB and C genes, are expressed in genetic tumors of hybrids between N. glauca and N. langsdorffii but not in leaf tissues of the hybrid.
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Affiliation(s)
- S Aoki
- Department of Pure and Applied Sciences, University of Tokyo, Japan
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Drevet C, Brasileiro AC, Jouanin L. Oncogene arrangement in a shooty strain of Agrobacterium tumefaciens. PLANT MOLECULAR BIOLOGY 1994; 25:83-90. [PMID: 8003699 DOI: 10.1007/bf00024200] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/22/2023]
Abstract
The Agrobacterium tumefaciens nopaline strain 82.139 induces non-teratogenic shooty tumours on several plant species. We have determined the position of the T-region oncogenes in a 11.4 kb Xba I fragment which shows a general organization similar to its pTiC58 counterpart. Sequence analysis of the 4.7 kb right part of this fragment allowed us to identify the pTi82.139 ipt, 6b and nos coding sequences. pTi82.139 lacks the 6a gene, which lies between the ipt and 6b genes in pTiC58. The intervening region between the 6b and the nos genes contains an additional ORF with homology to ORF 21 (transcript 3') from the TR-DNA of octopine strain pTi15955.
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Affiliation(s)
- C Drevet
- Laboratoire de Biologie Cellulaire, INRA, Versailles, France
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11
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Hohn B. Exploration of Agrobacterium tumefaciens. Development 1992. [DOI: 10.1007/978-3-642-77043-2_15] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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Shurvinton CE, Ream W. Stimulation of Agrobacterium tumefaciens T-DNA transfer by overdrive depends on a flanking sequence but not on helical position with respect to the border repeat. J Bacteriol 1991; 173:5558-63. [PMID: 1885533 PMCID: PMC208272 DOI: 10.1128/jb.173.17.5558-5563.1991] [Citation(s) in RCA: 20] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022] Open
Abstract
T-DNA transfer by Agrobacterium tumefaciens depends on the right border repeat of the T-DNA and is greatly stimulated by overdrive, an adjacent sequence. We report that the function of overdrive does not depend on helical position with respect to the border repeat. A synthetic 24-bp overdrive and a 12-bp region containing a fully conserved 8-bp core overdrive sequence stimulated virulence equally, but full function required additional bases to the left of the 24-bp sequence.
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Affiliation(s)
- C E Shurvinton
- Department of Agricultural Chemistry, Oregon State University, Corvallis 97331-6502
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Bouchez D, Tourneur J. Organization of the agropine synthesis region of the T-DNA of the Ri plasmid from Agrobacterium rhizogenes. Plasmid 1991; 25:27-39. [PMID: 1852015 DOI: 10.1016/0147-619x(91)90004-g] [Citation(s) in RCA: 47] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Abstract
The agropine/mannopine synthesis region of the TR region of the Ri plasmid of Agrobacterium rhizogenes strain A4 was localized on the basis of sequence similarity with probes from Ti plasmids of Agrobacterium tumefaciens and analysis of transposon insertions. The nucleotide sequence of the right part of the TR-DNA of pRiA4, encompassing the three genes involved in mannityl-opine synthesis, was determined and compared to the sequence of the corresponding region of the octopine-type Ti plasmid pTi15955. The organization of this region is strongly conserved between Ri and Ti plasmids, but the similarity is restricted to the coding sequences: no homology was detected in the 5' and 3' flanking sequences. The mas1' and ags proteins are the most conserved, showing more than 68% amino acid conservation, whereas the mas2' proteins are only 59% identical. Significant G/C content and codon usage differences are observed between pTi15955 and pRiA4. An open reading frame strongly similar to that of bacterial repressors is situated immediately to the right of the TR region.
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Affiliation(s)
- D Bouchez
- Laboratoire de Biologie Cellulaire INRA, Versailles, France
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