CyanoConstruct: simple platform for cyanobacterial expression construct assembly and translational tuning
Open accessAbstract
BACKGROUND: Despite the advances in synthetic biology, the construction of efficient and balanced artificial pathways remains challenging and a general bottleneck in bacterial strain development. Although translational tuning can be applied for balancing consecutive catalytic steps at protein expression level, the potential remains underexplored in cyanobacterial engineering. To complement existing modular cloning systems for this purpose the objective here was to simplify the construct assembly procedure to make translational tuning more accessible for expression optimization in cyanobacteria. RESULTS: This study describes the design and use of a one-pot DNA construct assembly system (CyanoConstruct) for the generation transformation-ready multi-gene expression plasmids in a single Golden Gate reaction. This approach allows the user to select the ribosome binding site element (RBS) for each target gene, thus serving as a tool for independently modulating the translation efficiency of the individual overexpressed enzymes. For easy adaptation, a custom online tool ( www.cyanoconstruct.com ) guides the sequence design of new compatible parts and the assembly of constructs from user-specified parts in silico. We demonstrate the use of the system by assembling different two-gene and three-gene expression constructs from parts selected specifically for optimal performance in Synechocystis sp PCC 6803; the constructs functioned as intended in vivo and showed different pathway fluxes construed by alternative RBS combinations. The efficiency and specificity of the assembly were shown to be high, enabling the generation of the final expression plasmids from the library parts in one assembly cycle. CONCLUSIONS: CyanoConstruct offers a simple strategy for building bacterial operon-based expression constructs, specifically facilitating the use of modular cloning systems for RBS optimization in routine cyanobacterial engineering. With the help of the web-based design tool that also serves as a sequence repository, the part library described in this work (https://www.addgene.org/browse/article/28263931/) can be easily expanded with user-specified sequences. By increasing the throughput for generating pathway variants with different translational patterns, the system is expected to advance the design of more efficient strains with higher flux to the desired end-product, thereby contributing to the development of next-generation biotechnologies.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
In operon-based pathway design, multiple genes are regulated under a single promoter and co-transcribed as a polycistronic mRNA.
“In such systems, multiple genes are regulated under a single promoter and co-transcribed as a polycistronic mRNA [149].”
From Cyanobacteria as a Photosynthetic Chassis for Metabolic Pathway Engineering with Heterologous Gene Expression (2026) · cites this paper as [149]
Variations in translation efficiency among genes within an operon can affect the relative levels of individual enzymes, potentially impacting pathway efficiency.
“However, variations in translation efficiency among genes within an operon can affect the relative levels of individual enzymes, potentially impacting pathway efficiency [149].”
From Cyanobacteria as a Photosynthetic Chassis for Metabolic Pathway Engineering with Heterologous Gene Expression (2026) · cites this paper as [149]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Enzymatic assembly of DNA molecules up to several hundred kilobases
Gibson, D. G., Young, L., Chuang, R.-Y., Venter, J. C., Hutchison, C. A., & Smith, H. O. (2009) · Nature Methods · doi:10.1038/nmeth.1318 · Cited by 9,742 · see citing works
Generic Assignments, Strain Histories and Properties of Pure Cultures of Cyanobacteria
Rippka, R., Stanier, R. Y., Deruelles, J., Herdman, M., & Waterbury, J. B. (1979) · Microbiology · doi:10.1099/00221287-111-1-1 · Cited by 7,606 · see citing works
A One Pot, One Step, Precision Cloning Method with High Throughput Capability
Engler, C., Kandzia, R., & Marillonnet, S. (2008) · PLoS ONE · doi:10.1371/journal.pone.0003647 · Cited by 2,398 · see citing works
Automated design of synthetic ribosome binding sites to control protein expression
Salis, H. M., Mirsky, E. A., & Voigt, C. A. (2009) · Nature Biotechnology · doi:10.1038/nbt.1568 · Cited by 1,844 · see citing works
NUPACK: Analysis and design of nucleic acid systems
Zadeh, J. N., Steenberg, C. D., Bois, J. S., Wolfe, B. R., Pierce, M. B., Khan, A. R., Dirks, R. M., & Pierce, N. A. (2011) · Journal of Computational Chemistry · doi:10.1002/jcc.21596 · Cited by 1,670 · see citing works
Williams, J. G. (1988) · Methods in enzymology on CD-ROM/Methods in enzymology · doi:10.1016/0076-6879(88)67088-1 · Cited by 978 · see citing works
A Golden Gate Modular Cloning Toolbox for Plants
Engler, C., Youles, M. E., Gruetzner, R., Ehnert, T.-M., Werner, S., Jones, J. D. G., Patron, N. J., & Marillonnet, S. (2014) · ACS Synthetic Biology · doi:10.1021/sb4001504 · Cited by 933 · see citing works
Engineering BioBrick vectors from BioBrick parts
Shetty, R. P., Endy, D., & Knight, T. F. (2008) · Journal of Biological Engineering · doi:10.1186/1754-1611-2-5 · Cited by 755 · see citing works
Kremers, G., Goedhart, J., van Munster, E. B., & Gadella, T. W. J. (2006) · Biochemistry · doi:10.1021/bi0516273 · Cited by 501 · see citing works
Ethanol Synthesis by Genetic Engineering in Cyanobacteria
Deng, M.-D., & Coleman, J. R. (1999) · Applied and Environmental Microbiology · doi:10.1128/aem.65.2.523-528.1999 · Cited by 457 · see citing works
Metabolic engineering of cyanobacteria for 1-butanol production from carbon dioxide
Lan, E. I., & Liao, J. C. (2011) · Metabolic Engineering · doi:10.1016/j.ymben.2011.04.004 · Cited by 382 · see citing works
Huang, H.-H., Camsund, D., Lindblad, P. C., & Heidorn, T. (2010) · Nucleic Acids Research · doi:10.1093/nar/gkq164 · Cited by 351 · see citing works
Seo, S. W., Yang, J.-S., Kim, I., Yang, J., Min, B. E., Kim, S., & Jung, G. Y. (2013) · Metabolic Engineering · doi:10.1016/j.ymben.2012.10.006 · Cited by 300 · see citing works
Crozet, P., Navarro, F. J., Willmund, F., Mehrshahi, P., Bakowski, K., Lauersen, K. J., Pérez-Pérez, M.-E., Auroy, P., Gorchs Rovira, A., Sauret-Gueto, S., et al. (2018) · ACS Synthetic Biology · doi:10.1021/acssynbio.8b00251 · Cited by 297 · see citing works
The plasticity of cyanobacterial metabolism supports direct CO2 conversion to ethylene
Xiong, W., Morgan, J. A., Ungerer, J. L., Wang, B., Maness, P., & Yu, J. (2015) · Nature Plants · doi:10.1038/nplants.2015.53 · Cited by 232 · see citing works
Markley, A. L., Begemann, M. B., Clarke, R., Gordon, G. C., & Pfleger, B. F. (2014) · ACS Synthetic Biology · doi:10.1021/sb500260k · Cited by 212 · see citing works
Potapov, V., Ong, J. L., Kucera, R. B., Langhorst, B. W., Bilotti, K., Pryor, J. M., Cantor, E. J., Canton, B., Knight, T. F., Evans, T. C., et al. (2018) · ACS Synthetic Biology · doi:10.1021/acssynbio.8b00333 · Cited by 200 · see citing works
Quantitative estimation of activity and quality for collections of functional genetic elements
Mutalik, V. K., Guimaraes, J. C., Cambray, G., Mai, Q.-A., Christoffersen, M. J., Martin, L., Yu, A., Lam, C. S. C., Rodríguez, C., Bennett, G., et al. (2013) · Nature Methods · doi:10.1038/nmeth.2403 · Cited by 199 · see citing works
Transformation of Chemically Competent E. coli
Green, R., & Rogers, E. J. (2013) · Methods in enzymology on CD-ROM/Methods in enzymology · doi:10.1016/b978-0-12-418687-3.00028-8 · Cited by 197 · see citing works
AQUA Cloning: A Versatile and Simple Enzyme-Free Cloning Approach
Beyer, H. M., Gonschorek, P., Samodelov, S. L., Meier, M., Weber, W., & Zurbriggen, M. D. (2015) · PLoS ONE · doi:10.1371/journal.pone.0137652 · Cited by 193 · see citing works
Spanning high-dimensional expression space using ribosome-binding site combinatorics
Zelcbuch, L., Antonovsky, N., Bar‐Even, A., Levin-Karp, A., Barenholz, U., Dayagi, M., Liebermeister, W., Flamholz, A. I., Noor, Ε., Amram, S., et al. (2013) · Nucleic Acids Research · doi:10.1093/nar/gkt151 · Cited by 193 · see citing works
Cyanogate: a modular cloning suite for engineering cyanobacteria based on the plant moclo syntax
Vasudevan, R., Gale, G. A. R., Schiavon, A. A., Puzorjov, A., Malin, J., Gillespie, M. D., Vavitsas, K., Zulkower, V., Wang, B., Howe, C. J., et al. (2019) · Plant Physiology · doi:10.1104/pp.18.01401 · Cited by 189 · see citing works
Broad-host-range vector system for synthetic biology and biotechnology in cyanobacteria
Taton, A., Unglaub, F., Wright, N. E., Zeng, W. Y., Paz-Yepes, J., Brahamsha, B., Palenik, B., Peterson, T. C., Haerizadeh, F., Golden, S. S., et al. (2014) · Nucleic Acids Research · doi:10.1093/nar/gku673 · Cited by 186 · see citing works
Ethylene Synthesis and Regulated Expression of Recombinant Protein in Synechocystis sp. PCC 6803
Guerrero, F., Carbonell, V., Cossu, M., Correddu, D., & Jones, P. R. (2012) · PLoS ONE · doi:10.1371/journal.pone.0050470 · Cited by 183 · see citing works
Angermayr, S. A., van der Woude, A. D., Correddu, D., Vreugdenhil, A., Verrone, V., & Hellingwerf, K. J. (2014) · Biotechnology for Biofuels · doi:10.1186/1754-6834-7-99 · Cited by 163 · see citing works
Na, D., & Lee, D. (2010) · Bioinformatics · doi:10.1093/bioinformatics/btq458 · Cited by 162 · see citing works
Enhanced limonene production in cyanobacteria reveals photosynthesis limitations
Wang, X., Liu, W., Xin, C., Zheng, Y., Cheng, Y., Sun, S., Li, R., Zhu, X., Dai, S. Y., Rentzepis, P. M., et al. (2016) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1613340113 · Cited by 161 · see citing works
Hong, Y., Li, X., Duchoud, F., Chuang, D. S., & Liao, J. C. (2018) · Nature Communications · doi:10.1038/s41467-018-04417-z · Cited by 150 · see citing works
Translation Initiation is Controlled by RNA Folding Kinetics via a Ribosome Drafting Mechanism
Borujeni, A. E., & Salis, H. M. (2016) · Journal of the American Chemical Society · doi:10.1021/jacs.6b01453 · Cited by 140 · see citing works
A user’s guide to golden gate cloning methods and standards
Bird, J. E., Marles-Wright, J., & Giachino, A. (2022) · ACS Synthetic Biology · doi:10.1021/acssynbio.2c00355 · Cited by 135 · see citing works
Rewiring hydrogenase-dependent redox circuits in cyanobacteria
Ducat, D. C., Sachdeva, G., & Silver, P. A. (2011) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1016026108 · Cited by 130 · see citing works
Fornace, M. E., Porubsky, N. J., & Pierce, N. A. (2020) · ACS Synthetic Biology · doi:10.1021/acssynbio.9b00523 · Cited by 118 · see citing works
Agarwal, P., Soni, R., Kaur, P., Madan, A., Mishra, R., Pandey, J., Singh, S., & Singh, G. (2022) · Frontiers in Microbiology · doi:10.3389/fmicb.2022.939347 · Cited by 118 · see citing works
Combinatorial optimization of cyanobacterial 2,3-butanediol production
Oliver, J. W. K., Machado, I. M. P., Yoneda, H., & Atsumi, S. (2014) · Metabolic Engineering · doi:10.1016/j.ymben.2014.01.001 · Cited by 116 · see citing works
Liu, S., Laaksonen, O. A., Kortesniemi, M. K., Kalpio, M., & Yang, B. (2018) · Food Chemistry · doi:10.1016/j.foodchem.2018.06.003 · Cited by 116 · see citing works
Storch, M., Casini, A., Mackrow, B., et al. (2015) · ACS Synthetic Biology · doi:10.1021/sb500356d · Cited by 111 · see citing works
Metabolic pathway optimization using ribosome binding site variants and combinatorial gene assembly
Nowroozi, F. F., Baidoo, E. E. K., Ermakov, S., Redding‐Johanson, A. M., Batth, T. S., Petzold, C. J., & Keasling, J. D. (2013) · Applied Microbiology and Biotechnology · doi:10.1007/s00253-013-5361-4 · Cited by 105 · see citing works
Pryor, J. M., Potapov, V., Kucera, R. B., Bilotti, K., Cantor, E. J., & Lohman, G. J. S. (2020) · PLoS ONE · doi:10.1371/journal.pone.0238592 · Cited by 98 · see citing works
Synechocystis PCC 6803 overexpressing RuBisCO grow faster with increased photosynthesis
Liang, F., & Lindblad, P. C. (2017) · Metabolic Engineering Communications · doi:10.1016/j.meteno.2017.02.002 · Cited by 93 · see citing works
Sequence-Directed Covalent Protein–DNA Linkages in a Single Step Using HUH-Tags
Lovendahl, K. N., Hayward, A. N., & Gordon, W. R. (2017) · Journal of the American Chemical Society · doi:10.1021/jacs.7b02572 · Cited by 91 · see citing works
Start-Stop Assembly: a functionally scarless DNA assembly system optimized for metabolic engineering
Taylor, G. M., Mordaka, P. M., & Heap, J. T. (2019) · Nucleic Acids Research · doi:10.1093/nar/gky1182 · Cited by 91 · see citing works
Hollingshead, S., Kopečná, J., Jackson, P. J., Canniffe, D. P., Davison, P. A., Dickman, M. J., Sobotka, R., & Hunter, C. N. (2012) · Journal of Biological Chemistry · doi:10.1074/jbc.m112.352526 · Cited by 91 · see citing works
Shabestary, K., Anfelt, J., Ljungqvist, E., Jahn, M., Yao, L., & Hudson, E. P. (2018) · ACS Synthetic Biology · doi:10.1021/acssynbio.8b00056 · Cited by 89 · see citing works
Lin, P.-C., Zhang, F., & Pakrasi, H. B. (2021) · Metabolic Engineering Communications · doi:10.1016/j.mec.2021.e00164 · Cited by 85 · see citing works
Thiel, K., Mulaku, E., Dandapani, H., Nagy, C. I., Aro, E., & Kallio, P. (2018) · Microbial Cell Factories · doi:10.1186/s12934-018-0882-2 · Cited by 83 · see citing works
Self-citationThe state of autotrophic ethanol production in Cyanobacteria
Dexter, J., Armshaw, P., Sheahan, C., & Pembroke, J. T. (2015) · Journal of Applied Microbiology · doi:10.1111/jam.12821 · Cited by 81 · see citing works
Zess, E. K., Begemann, M. B., & Pfleger, B. F. (2015) · Biotechnology and Bioengineering · doi:10.1002/bit.25713 · Cited by 79 · see citing works
Golden Gate Assembly of CRISPR gRNA expression array for simultaneously targeting multiple genes
Vad‐Nielsen, J., Lin, L., Bolund, L., Nielsen, A. L., & Luo, Y. (2016) · Cellular and Molecular Life Sciences · doi:10.1007/s00018-016-2271-5 · Cited by 75 · see citing works
Gwizdala, M., Wilson, A., Omairi‐Nasser, A., et al. (2012) · Biochimica et Biophysica Acta (BBA) - Bioenergetics · doi:10.1016/j.bbabio.2012.11.001 · Cited by 69 · see citing works
Fukuda, H., Ogawa, T., Ishihara, K., et al. (1992) · Biochemical and Biophysical Research Communications · doi:10.1016/0006-291x(92)91131-9 · Cited by 67 · see citing works
Vidal, R., López‐Maury, L., Guerrero, M. G., & Florencio, F. J. (2009) · Journal of Bacteriology · doi:10.1128/jb.00183-09 · Cited by 67 · see citing works
Sode, K., Tatara, M., Takeyama, H., Burgess, J. G., & Matsunaga, T. (1992) · Applied Microbiology and Biotechnology · doi:10.1007/bf00210994 · Cited by 65 · see citing works
Li, L. A., & Tabita, F. R. (1997) · Journal of Bacteriology · doi:10.1128/jb.179.11.3793-3796.1997 · Cited by 64 · see citing works
Kubota-Kawai, H., Sakurai, I., Katayama, K., Mizusawa, N., Ohashi, S., Kobayashi, M., Zhang, P., Aro, E., & Wada, H. (2009) · Biochimica et Biophysica Acta (BBA) - Bioenergetics · doi:10.1016/j.bbabio.2009.09.001 · Cited by 63 · see citing works
Self-citationMermet-Bouvier, P., Cassier‐Chauvat, C., Marraccini, P., & Chauvat, F. (1993) · Current Microbiology · doi:10.1007/bf01568955 · Cited by 63 · see citing works
Mermet-Bouvier, P., & Chauvat, F. (1994) · Current Microbiology · doi:10.1007/bf01571055 · Cited by 63 · see citing works
Pinto, F., Pacheco, C. C., Oliveira, P., Montagud, A., Landels, A. R., Couto, N. A. S., Wright, P. C., Urchueguía, J. F., & Tamagnini, P. (2015) · DNA Research · doi:10.1093/dnares/dsv024 · Cited by 63 · see citing works
Ferreira, E. A., Pacheco, C. C., Pinto, F., Pereira, J. A., Lamosa, P., Oliveira, P., Kirov, B., Jaramillo, A., & Tamagnini, P. (2018) · Synthetic Biology · doi:10.1093/synbio/ysy014 · Cited by 59 · see citing works
Thiel, K., Patrikainen, P., Nagy, C. I., Fitzpatrick, D., Pope, N., Aro, E., & Kallio, P. (2019) · Microbial Cell Factories · doi:10.1186/s12934-019-1238-2 · Cited by 55 · see citing works
Self-citationCurrent Metabolic Engineering Strategies for Photosynthetic Bioproduction in Cyanobacteria
Satta, A., Esquirol, L., & Ebert, B. E. (2023) · Microorganisms · doi:10.3390/microorganisms11020455 · Cited by 51 · see citing works
Unlocking the photobiological conversion of CO 2 to ( R )-3-hydroxybutyrate in cyanobacteria
Wang, B., Xiong, W., Yu, J., Maness, P., & Meldrum, D. R. (2018) · Green Chemistry · doi:10.1039/c8gc01208c · Cited by 49 · see citing works
Wölk, C. P., Fan, Q., Zhou, R., Huang, G., Lechno‐Yossef, S., Kuritz, T., & Wojciuch, E. (2007) · Archives of Microbiology · doi:10.1007/s00203-007-0276-z · Cited by 47 · see citing works
Sebesta, J., & Peebles, C. A. (2020) · Metabolic Engineering Communications · doi:10.1016/j.mec.2019.e00117 · Cited by 46 · see citing works
Light and carbon: Synthetic biology toward new cyanobacteria-based living biomaterials
Goodchild-Michelman, I. M., Church, G. M., Schubert, M. G., & Tang, T.-C. (2023) · Materials Today Bio · doi:10.1016/j.mtbio.2023.100583 · Cited by 41 · see citing works
Methanol-free biosynthesis of fatty acid methyl ester (FAME) in Synechocystis sp. PCC 6803
Yunus, I. S., Palma, A., Trudeau, D. L., Tawfik, D. S., & Jones, P. R. (2019) · Metabolic Engineering · doi:10.1016/j.ymben.2019.12.001 · Cited by 38 · see citing works
Taylor, G. M., Hitchcock, A., & Heap, J. T. (2021) · Nucleic Acids Research · doi:10.1093/nar/gkab791 · Cited by 38 · see citing works
Vogel, A. I. M., Lale, R. R., & Hohmann‐Marriott, M. F. (2017) · Journal of Biological Engineering · doi:10.1186/s13036-017-0061-8 · Cited by 33 · see citing works
Nagy, C., Thiel, K., Mulaku, E., Mustila, H., Tamagnini, P., Aro, E.-M., Pacheco, C. C., & Kallio, P. (2021) · Microbial Cell Factories · doi:10.1186/s12934-021-01622-2 · Cited by 33 · see citing works
Self-citationAzevedo, F., Pereira, H., & Johansson, B. P. (2017) · Methods in molecular biology · doi:10.1007/978-1-4939-7060-5_8 · Cited by 32 · see citing works
Cheng, T., Wang, L., Sun, C., et al. (2022) · Microbial Cell Factories · doi:10.1186/s12934-022-01843-z · Cited by 32 · see citing works
Generation of Synthetic Shuttle Vectors Enabling Modular Genetic Engineering of Cyanobacteria
Opel, F., Siebert, N. A., Klatt, S., Tüllinghoff, A., Hantke, J. G., Toepel, J., Bühler, B., Nürnberg, D. J., & Klähn, S. (2022) · ACS Synthetic Biology · doi:10.1021/acssynbio.1c00605 · Cited by 30 · see citing works
Luan, G., Qi, Y., Wang, M., Li, Z., Duan, Y., Tan, X., & Lü, X. (2015) · Biotechnology for Biofuels · doi:10.1186/s13068-015-0367-z · Cited by 28 · see citing works
A toolbox to engineer the highly productive cyanobacterium <i>Synechococcus</i> sp. PCC 11901
Victoria, A. J., Selão, T. T., Moreno-Cabezuelo, J. Á., Mills, L. A., Gale, G. A. R., Lea-Smith, D. J., & McCormick, A. J. (2024) · Plant Physiology · doi:10.1093/plphys/kiae261 · Cited by 28 · see citing works
Lea‐Smith, D. J., Mills, L. A., Moreno-Cabezuelo, J. Á., Wlodarczyk, A., Victoria, A. J., Mejı́as, R., Nenninger, A., Moxon, S., Bombelli, P., Selão, T. T., et al. (2022) · Biomolecules · doi:10.3390/biom12070872 · Cited by 27 · see citing works
Customized molecular tools to strengthen metabolic engineering of cyanobacteria
Klähn, S., Opel, F., & Hess, W. R. (2024) · Green Carbon · doi:10.1016/j.greenca.2024.05.002 · Cited by 27 · cited 1× · see citing works
“Established synthetic biology tools and increasing know-how on expression regulation in cyanobacteria enable more complex and fine-tuned genetic modifications to generate new and enhanced metabolic pathways with higher productivity [3–5].”
Karlsen, J., Asplund‐Samuelsson, J., Jahn, M., Vitay, D., & Hudson, E. P. (2021) · Frontiers in Microbiology · doi:10.3389/fmicb.2021.657379 · Cited by 25 · see citing works
Proctor, M. S., Chidgey, J. W., Shukla, M. K., et al. (2018) · FEBS Letters · doi:10.1002/1873-3468.13222 · Cited by 24 · see citing works
Cyanobacterial leader peptides for protein secretion
Sergeyenko, T. V., & Los, D. A. (2003) · FEMS Microbiology Letters · doi:10.1016/s0378-1097(02)01197-7 · Cited by 21 · see citing works
Gale, G. A. R., Wang, B., & McCormick, A. J. (2021) · Frontiers in Microbiology · doi:10.3389/fmicb.2020.624011 · Cited by 20 · see citing works
He, Y., Chen, Y., Tao, H., Zhou, X., Liu, J., Liu, Y., & Yang, B. (2024) · Phytochemistry Reviews · doi:10.1007/s11101-024-09960-w · Cited by 19 · see citing works
Wei, Y., & Xia, X. (2019) · Genome Biology and Evolution · doi:10.1093/gbe/evz227 · Cited by 16 · see citing works
Bartasun, P., Prandi, N., Storch, M., Aknin, Y., Bennett, M. H., Palma, A., Baldwin, G. S., Sakuragi, Y., Jones, P. R., & Rowland, J. G. (2019) · PeerJ · doi:10.7717/peerj.7529 · Cited by 13 · see citing works
Kaltenbrunner, A., Reimann, V., Hoffmann, U. A., Aoyagi, T., Sakata, M., Nimura-Matsune, K., Watanabe, S., Steglich, C., Wilde, A., & Hess, W. R. (2023) · Frontiers in Microbiology · doi:10.3389/fmicb.2023.1112307 · Cited by 12 · see citing works
Initiation of Translation in Bacteria and Chloroplasts
Webster, M. W. (2025) · Journal of Molecular Biology · doi:10.1016/j.jmb.2025.169137 · Cited by 12 · see citing works
Zhang, M., Luo, Q., Sun, H., Fritze, J. S., Luan, G., & Lü, X. (2021) · ACS Synthetic Biology · doi:10.1021/acssynbio.1c00226 · Cited by 11 · see citing works
Nikkanen, L., Vakal, S., Santana‐Sánchez, A., Hubáček, M., Konert, G., Wang, Y., Boehm, M., Gutekunst, K., Salminen, T. A., & Allahverdiyeva, Y. (2025) · New Phytologist · doi:10.1111/nph.70114 · Cited by 11 · see citing works
Jodlbauer, J., Schmal, M., Waltl, C., Rohr, T., Mach-Aigner, A. R., Mihovilovic, M. D., & Rudroff, F. (2024) · Trends in Biotechnology · doi:10.1016/j.tibtech.2024.07.011 · Cited by 9 · see citing works
Melnikov, O., Zaritsky, A., Zarka, A., Boussiba, S., Malchin, N., Yagil, E., & Kolot, M. N. (2009) · Journal of Bacteriology · doi:10.1128/jb.00368-09 · Cited by 7 · see citing works
Nandru, R., Bhadra, B., Roy, N., Nigam, A., & Suprasanna, P. (2025) · Biotechnology Letters · doi:10.1007/s10529-025-03569-5 · Cited by 4 · see citing works
Flagged first, then by citations
Research works printed but not linked: 2
- [66]Dirks RM, Bois JS, Schaeffer JM, Winfree E, Pierce NA. Thermodynamic analysis of interacting nucleic acid strands. Soc Industrial Appl Math Rev. 2007;49:65–88.
- [89]Azevedo F, Pereira H, Johansson B, Colony PCR. In: Domingues L, editor. PCR: methods and protocols. New York, NY: Springer New York; 2017. pp. 129–39.
Cited by
Sorted by citations
Walshe, J., & Saha, S. K. (2026) · Current Issues in Molecular Biology · doi:10.3390/cimb48060638 · Cited by 1 · see citing works
“However, variations in translation efficiency among genes within an operon can affect the relative levels of individual enzymes, potentially impacting pathway efficiency [149].”
- Authors
- Venero, O. M., Ndeh, R., Pan, A., Patrikainen, P., Eriksson, M., Akhgari, A., Kakko, L., Nedorezova, D., Mohamed, O., Thomson, L., Bonde, A., Kelanne, N., Aro, E.-M., Adamala, K. P., & Kallio, P.
- Affiliations
- University of Minnesota (US)
- University of Turku (FI)
- Corresponding author
- Adamala, Katarzyna P.
- Kallio, Pauli
- ORCID
- Venue
- BMC Biotechnology
- Published
- 2026-02-16
- Volume
- 26
- Issue
- 1
- ISSN
- 1472-6750 (ISSN-L)
- PMC
- PMC13041217
- OpenAlex
- W7129084097
- Cited by
- 3
- References
- 89
- Citations by year
- 2026: 3
- FWCI
- 6.20
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- BMC Biotechnology (publishedVersion, cc-by-nc-nd)
- PubMed Central (publishedVersion, cc-by-nc-nd)
- PubMed (publishedVersion)
- UTUPub (University of Turku) (submittedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- Alfred P. Sloan Foundation (G-2024-22710)
- Division of Molecular and Cellular Biosciences (2419641)
- NordForsk (82845)
- Jane ja Aatos Erkon Säätiö
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Microbial Metabolic Engineering and Bioproduction
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Bacterial Genetics and Biotechnology
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › CRISPR and Genetic Engineering
- Keywords
- ribosome binding site optimization, Golden Gate cloning, Synechocystis sp. PCC 6803, web-based design tool
- MeSH terms
- Cyanobacteria, Cloning, Molecular, Genetic Engineering, Plasmids, Protein Biosynthesis, Synechocystis, Synthetic Biology
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review