Abstract
Engineered genetic circuits for mammalian cells often require extensive fine-tuning to perform as intended. We present a robust, general, scalable system, called 'Boolean logic and arithmetic through DNA excision' (BLADE), to engineer genetic circuits with multiple inputs and outputs in mammalian cells with minimal optimization. The reliability of BLADE arises from its reliance on recombinases under the control of a single promoter, which integrates circuit signals on a single transcriptional layer. We used BLADE to build 113 circuits in human embryonic kidney and Jurkat T cells and devised a quantitative, vector-proximity metric to evaluate their performance. Of 113 circuits analyzed, 109 functioned (96.5%) as intended without optimization. The circuits, which are available through Addgene, include a 3-input, two-output full adder; a 6-input, one-output Boolean logic look-up table; circuits with small-molecule-inducible control; and circuits that incorporate CRISPR–Cas9 to regulate endogenous genes. BLADE enables execution of sophisticated cellular computation in mammalian cells, with applications in cell and tissue engineering.
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References
Khalil, A.S. & Collins, J.J. Synthetic biology: applications come of age. Nat. Rev. Genet. 11, 367–379 (2010).
Wei, P. et al. Bacterial virulence proteins as tools to rewire kinase pathways in yeast and immune cells. Nature 488, 384–388 (2012).
Roybal, K.T. et al. Precision tumor recognition by T cells with combinatorial antigen-sensing circuits. Cell 164, 770–779 (2016).
Chakravarti, D. & Wong, W.W. Synthetic biology in cell-based cancer immunotherapy. Trends Biotechnol. 33, 449–461 (2015).
Xie, M. et al. β-cell-mimetic designer cells provide closed-loop glycemic control. Science 354, 1296–1301 (2016).
Slomovic, S. & Collins, J.J. DNA sense-and-respond protein modules for mammalian cells. Nat. Methods 12, 1085–1090 (2015).
Courbet, A., Endy, D., Renard, E., Molina, F. & Bonnet, J. Detection of pathological biomarkers in human clinical samples via amplifying genetic switches and logic gates. Sci. Transl. Med. 7, 289ra83 (2015).
Fenno, L.E. et al. Targeting cells with single vectors using multiple-feature Boolean logic. Nat. Methods 11, 763–772 (2014).
Madisen, L. et al. Transgenic mice for intersectional targeting of neural sensors and effectors with high specificity and performance. Neuron 85, 942–958 (2015).
Ro, D.K. et al. Production of the antimalarial drug precursor artemisinic acid in engineered yeast. Nature 440, 940–943 (2006).
Bogorad, I.W., Lin, T.S. & Liao, J.C. Synthetic non-oxidative glycolysis enables complete carbon conservation. Nature 502, 693–697 (2013).
Gaber, R. et al. Designable DNA-binding domains enable construction of logic circuits in mammalian cells. Nat. Chem. Biol. 10, 203–208 (2014).
Xie, Z., Wroblewska, L., Prochazka, L., Weiss, R. & Benenson, Y. Multi-input RNAi-based logic circuit for identification of specific cancer cells. Science 333, 1307–1311 (2011).
Guinn, M. & Bleris, L. Biological 2-input decoder circuit in human cells. ACS Synth. Biol. 3, 627–633 (2014).
Weber, W. et al. A synthetic time-delay circuit in mammalian cells and mice. Proc. Natl. Acad. Sci. USA 104, 2643–2648 (2007).
Regot, S. et al. Distributed biological computation with multicellular engineered networks. Nature 469, 207–211 (2011).
Brophy, J.A. & Voigt, C.A. Principles of genetic circuit design. Nat. Methods 11, 508–520 (2014).
Nielsen, A.A. et al. Genetic circuit design automation. Science 352, aac7341 (2016).
Appleton, E., Tao, J., Haddock, T. & Densmore, D. Interactive assembly algorithms for molecular cloning. Nat. Methods 11, 657–662 (2014).
Rodrigo, G. & Jaramillo, A. AutoBioCAD: full biodesign automation of genetic circuits. ACS Synth. Biol. 2, 230–236 (2013).
Huynh, L., Kececioglu, J., Köppe, M. & Tagkopoulos, I. Automatic design of synthetic gene circuits through mixed integer non-linear programming. PLoS One 7, e35529 (2012).
Stanton, B.C. et al. Genomic mining of prokaryotic repressors for orthogonal logic gates. Nat. Chem. Biol. 10, 99–105 (2014).
Nagy, A. Cre recombinase: the universal reagent for genome tailoring. Genesis 26, 99–109 (2000).
Lee, G. & Saito, I. Role of nucleotide sequences of loxP spacer region in Cre-mediated recombination. Gene 216, 55–65 (1998).
Siuti, P., Yazbek, J. & Lu, T.K. Synthetic circuits integrating logic and memory in living cells. Nat. Biotechnol. 31, 448–452 (2013).
Bonnet, J., Yin, P., Ortiz, M.E., Subsoontorn, P. & Endy, D. Amplifying genetic logic gates. Science 340, 599–603 (2013).
Schönhuber, N. et al. A next-generation dual-recombinase system for time- and host-specific targeting of pancreatic cancer. Nat. Med. 20, 1340–1347 (2014).
Shannon, C.E. The synthesis of two-terminal switching circuits. Bell Syst. Tech. J. 28, 59–98 (1949).
Torella, J.P. et al. Rapid construction of insulated genetic circuits via synthetic sequence-guided isothermal assembly. Nucleic Acids Res. 42, 681–689 (2014).
Torella, J.P. et al. Unique nucleotide sequence-guided assembly of repetitive DNA parts for synthetic biology applications. Nat. Protoc. 9, 2075–2089 (2014).
Canton, B., Labno, A. & Endy, D. Refinement and standardization of synthetic biological parts and devices. Nat. Biotechnol. 26, 787–793 (2008).
Chavez, A. et al. Highly efficient Cas9-mediated transcriptional programming. Nat. Methods 12, 326–328 (2015).
Jayanthi, S., Nilgiriwala, K.S. & Del Vecchio, D. Retroactivity controls the temporal dynamics of gene transcription. ACS Synth. Biol. 2, 431–441 (2013).
Ausländer, S., Ausländer, D., Müller, M., Wieland, M. & Fussenegger, M. Programmable single-cell mammalian biocomputers. Nature 487, 123–127 (2012).
Khalil, A.S. et al. A synthetic biology framework for programming eukaryotic transcription functions. Cell 150, 647–658 (2012).
Green, A.A., Silver, P.A., Collins, J.J. & Yin, P. Toehold switches: de-novo-designed regulators of gene expression. Cell 159, 925–939 (2014).
Gardner, T.S., Cantor, C.R. & Collins, J.J. Construction of a genetic toggle switch in Escherichia coli . Nature 403, 339–342 (2000).
Stricker, J. et al. A fast, robust and tunable synthetic gene oscillator. Nature 456, 516–519 (2008).
Elowitz, M.B. & Leibler, S. A synthetic oscillatory network of transcriptional regulators. Nature 403, 335–338 (2000).
Johnson, R.C. in Mobile DNA II (eds. Craig, N., Craigie, R., Gellert, M. & Lambowitz, A.) 230–271 (American Society of Microbiology, 2002).
Blomfield, I.C. The regulation of pap and type 1 fimbriation in Escherichia coli . Adv. Microb. Physiol. 45, 1–49 (2001).
Roquet, N., Soleimany, A.P., Ferris, A.C., Aaronson, S. & Lu, T.K. Synthetic recombinase-based state machines in living cells. Science 353, aad8559 (2016).
Hsiao, V., Hori, Y., Rothemund, P.W. & Murray, R.M. A population-based temporal logic gate for timing and recording chemical events. Mol. Syst. Biol. 12, 869 (2016).
Branda, C.S. & Dymecki, S.M. Talking about a revolution: The impact of site-specific recombinases on genetic analyses in mice. Dev. Cell 6, 7–28 (2004).
Yang, L. et al. Permanent genetic memory with >1-byte capacity. Nat. Methods 11, 1261–1266 (2014).
Mercer, A.C., Gaj, T., Fuller, R.P. & Barbas, C.F. III. Chimeric TALE recombinases with programmable DNA sequence specificity. Nucleic Acids Res. 40, 11163–11172 (2012).
Sirk, S.J., Gaj, T., Jonsson, A., Mercer, A.C. & Barbas, C.F. III. Expanding the zinc-finger recombinase repertoire: directed evolution and mutational analysis of serine recombinase specificity determinants. Nucleic Acids Res. 42, 4755–4766 (2014).
Chaikind, B., Bessen, J.L., Thompson, D.B., Hu, J.H. & Liu, D.R. A programmable Cas9-serine recombinase fusion protein that operates on DNA sequences in mammalian cells. Nucleic Acids Res. 44, 9758–9770 (2016).
Shaikh, A.C. & Sadowski, P.D. Chimeras of the Flp and Cre recombinases: tests of the mode of cleavage by Flp and Cre. J. Mol. Biol. 302, 27–48 (2000).
Karpinski, J. et al. Directed evolution of a recombinase that excises the provirus of most HIV-1 primary isolates with high specificity. Nat. Biotechnol. 34, 401–409 (2016).
Acknowledgements
B.H.W. acknowledges funding from the NSF Graduate Research Fellowship Program (DGE-1247312) and an NIH/NIGMS fellowship (T32-GM008764). S.B. was supported in part by the National Science Foundation Expeditions in Computing Award No. 1522074, which is part of the “Living Computing Project” (https://www.programmingbiology.org/). W.W.W. acknowledges funding from the NIH Director's New Innovator Award (1DP2CA186574), NSF Expedition in Computing (1522074), NSF CAREER (162457), NSF BBSRC (1614642), and Boston University College of Engineering Dean's Catalyst Award. We thank C. Bashor, D. Chakravarti, N. Patel, and S. Slomovic for suggestions on the manuscript; A. Belkina and T. Haddock for flow cytometry assistance; J. Torella for help with UNS-guided assembly; and M. Park and J. Eyckmans for RT-qPCR assistance. A. Nagy for the kind gift of the Dre construct.
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B.H.W. made molecular and cellular reagents, performed experiments, analyzed data and generated all figures. S.B. conceived the vector proximity analyses for circuit performance and developed the datasheets attribution and website. B.H.W. and S.B. developed and performed the vector proximity analyses. L.D.C., N.T.H.P., T.L., and A.E. made molecular and cellular reagents and performed preliminary experiments. B.H.W. and W.W.W. conceived the project. B.H.W., S.B., and W.W.W. wrote the paper. All authors commented on and approved the paper.
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W.W.W. and B.H.W. have a patent application pending (WO/2015/188191) whose value may be affected by the publication of this paper.
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Weinberg, B., Pham, N., Caraballo, L. et al. Large-scale design of robust genetic circuits with multiple inputs and outputs for mammalian cells. Nat Biotechnol 35, 453–462 (2017). https://doi.org/10.1038/nbt.3805
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DOI: https://doi.org/10.1038/nbt.3805
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