1
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Yang S, Bögels BWA, Wang F, Xu C, Dou H, Mann S, Fan C, de Greef TFA. DNA as a universal chemical substrate for computing and data storage. Nat Rev Chem 2024; 8:179-194. [PMID: 38337008 DOI: 10.1038/s41570-024-00576-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/10/2024] [Indexed: 02/12/2024]
Abstract
DNA computing and DNA data storage are emerging fields that are unlocking new possibilities in information technology and diagnostics. These approaches use DNA molecules as a computing substrate or a storage medium, offering nanoscale compactness and operation in unconventional media (including aqueous solutions, water-in-oil microemulsions and self-assembled membranized compartments) for applications beyond traditional silicon-based computing systems. To build a functional DNA computer that can process and store molecular information necessitates the continued development of strategies for computing and data storage, as well as bridging the gap between these fields. In this Review, we explore how DNA can be leveraged in the context of DNA computing with a focus on neural networks and compartmentalized DNA circuits. We also discuss emerging approaches to the storage of data in DNA and associated topics such as the writing, reading, retrieval and post-synthesis editing of DNA-encoded data. Finally, we provide insights into how DNA computing can be integrated with DNA data storage and explore the use of DNA for near-memory computing for future information technology and health analysis applications.
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Affiliation(s)
- Shuo Yang
- State Key Laboratory of Metal Matrix Composites, School of Materials Science and Engineering, Shanghai Jiao Tong University, Shanghai, China
- Zhangjiang Institute for Advanced Study (ZIAS), Shanghai Jiao Tong University, Shanghai, China
| | - Bas W A Bögels
- Laboratory of Chemical Biology, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
- Institute for Complex Molecular Systems (ICMS), Eindhoven University of Technology, Eindhoven, The Netherlands
- Computational Biology Group, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
| | - Fei Wang
- School of Chemistry and Chemical Engineering, New Cornerstone Science Laboratory, Frontiers Science Center for Transformative Molecules and National Center for Translational Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Can Xu
- State Key Laboratory of Metal Matrix Composites, School of Materials Science and Engineering, Shanghai Jiao Tong University, Shanghai, China
- Zhangjiang Institute for Advanced Study (ZIAS), Shanghai Jiao Tong University, Shanghai, China
| | - Hongjing Dou
- State Key Laboratory of Metal Matrix Composites, School of Materials Science and Engineering, Shanghai Jiao Tong University, Shanghai, China
- Zhangjiang Institute for Advanced Study (ZIAS), Shanghai Jiao Tong University, Shanghai, China
| | - Stephen Mann
- State Key Laboratory of Metal Matrix Composites, School of Materials Science and Engineering, Shanghai Jiao Tong University, Shanghai, China.
- Zhangjiang Institute for Advanced Study (ZIAS), Shanghai Jiao Tong University, Shanghai, China.
- Centre for Protolife Research and Centre for Organized Matter Chemistry, School of Chemistry, University of Bristol, Bristol, UK.
- Max Planck-Bristol Centre for Minimal Biology, School of Chemistry, University of Bristol, Bristol, UK.
| | - Chunhai Fan
- School of Chemistry and Chemical Engineering, New Cornerstone Science Laboratory, Frontiers Science Center for Transformative Molecules and National Center for Translational Medicine, Shanghai Jiao Tong University, Shanghai, China.
- Institute of Molecular Medicine, Shanghai Key Laboratory for Nucleic Acids Chemistry and Nanomedicine, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China.
| | - Tom F A de Greef
- Laboratory of Chemical Biology, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands.
- Institute for Complex Molecular Systems (ICMS), Eindhoven University of Technology, Eindhoven, The Netherlands.
- Computational Biology Group, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands.
- Institute for Molecules and Materials, Radboud University, Nijmegen, The Netherlands.
- Center for Living Technologies, Eindhoven-Wageningen-Utrecht Alliance, Utrecht, The Netherlands.
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2
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Nakakuki T, Toyonari M, Aso K, Murayama K, Asanuma H, de Greef TFA. DNA Reaction System That Acquires Classical Conditioning. ACS Synth Biol 2024; 13:521-529. [PMID: 38279958 PMCID: PMC10877613 DOI: 10.1021/acssynbio.3c00459] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2023] [Revised: 01/10/2024] [Accepted: 01/11/2024] [Indexed: 01/29/2024]
Abstract
Biochemical reaction networks can exhibit plastic adaptation to alter their functions in response to environmental changes. This capability is derived from the structure and dynamics of the reaction networks and the functionality of the biomolecule. This plastic adaptation in biochemical reaction systems is essentially related to memory and learning capabilities, which have been studied in DNA computing applications for the past decade. However, designing DNA reaction systems with memory and learning capabilities using the dynamic properties of biochemical reactions remains challenging. In this study, we propose a basic DNA reaction system design that acquires classical conditioning, a phenomenon underlying memory and learning, as a typical learning task. Our design is based on a simple mechanism of five DNA strand displacement reactions and two degradative reactions. The proposed DNA circuit can acquire or lose a new function under specific conditions, depending on the input history formed by repetitive stimuli, by exploiting the dynamic properties of biochemical reactions induced by different input timings.
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Affiliation(s)
- Takashi Nakakuki
- Department
of Intelligent and Control Systems, Faculty of Computer Science and
Systems Engineering, Kyushu Institute of
Technology 680-4 Kawazu, Iizuka, Fukuoka 8208502, Japan
| | - Masato Toyonari
- Department
of Intelligent and Control Systems, Faculty of Computer Science and
Systems Engineering, Kyushu Institute of
Technology 680-4 Kawazu, Iizuka, Fukuoka 8208502, Japan
| | - Kaori Aso
- Department
of Intelligent and Control Systems, Faculty of Computer Science and
Systems Engineering, Kyushu Institute of
Technology 680-4 Kawazu, Iizuka, Fukuoka 8208502, Japan
| | - Keiji Murayama
- Department
of Biomolecular Engineering, Graduate School of Engineering, Nagoya University, Furo-cho, Chikusa-ku, Nagoya 4648603, Japan
| | - Hiroyuki Asanuma
- Department
of Biomolecular Engineering, Graduate School of Engineering, Nagoya University, Furo-cho, Chikusa-ku, Nagoya 4648603, Japan
| | - Tom F. A. de Greef
- Laboratory
of Chemical Biology and Institute for Complex Molecular Systems and
Computational Biology Group, Department of Biomedical Engineering, Eindhoven University of Technology, De Zaale, Eindhoven 5600 MB, The Netherlands
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3
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Yelleswarapu M, Spinthaki S, de Greef TFA, Eduati F. Bilayer Microfluidic Device for Combinatorial Plug Production. J Vis Exp 2023. [PMID: 38108451 DOI: 10.3791/66154] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2023] Open
Abstract
Droplet microfluidics is a versatile tool that allows the execution of a large number of reactions in chemically distinct nanoliter compartments. Such systems have been used to encapsulate a variety of biochemical reactions - from incubation of single cells to implementation of PCR reactions, from genomics to chemical synthesis. Coupling the microfluidic channels with regulatory valves allows control over their opening and closing, thereby enabling the rapid production of large-scale combinatorial libraries consisting of a population of droplets with unique compositions. In this paper, protocols for the fabrication and operation of a pressure-driven, PDMS-based bilayer microfluidic device that can be utilized to generate combinatorial libraries of water-in-oil emulsions called plugs are presented. By incorporating software programs and microfluidic hardware, the flow of desired fluids in the device can be controlled and manipulated to generate combinatorial plug libraries and to control the composition and quantity of constituent plug populations. These protocols will expedite the process of generating combinatorial screens, particularly to study drug response in cells from cancer patient biopsies.
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Affiliation(s)
- Maaruthy Yelleswarapu
- Department of Biomedical Engineering, Institute for Complex Molecular Systems, Eindhoven University of Technology
| | - Sofia Spinthaki
- Department of Biomedical Engineering, Institute for Complex Molecular Systems, Eindhoven University of Technology
| | - Tom F A de Greef
- Department of Biomedical Engineering, Institute for Complex Molecular Systems, Eindhoven University of Technology
| | - Federica Eduati
- Department of Biomedical Engineering, Institute for Complex Molecular Systems, Eindhoven University of Technology;
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4
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Makri Pistikou AM, Cremers GAO, Nathalia BL, Meuleman TJ, Bögels BWA, Eijkens BV, de Dreu A, Bezembinder MTH, Stassen OMJA, Bouten CCV, Merkx M, Jerala R, de Greef TFA. Engineering a scalable and orthogonal platform for synthetic communication in mammalian cells. Nat Commun 2023; 14:7001. [PMID: 37919273 PMCID: PMC10622552 DOI: 10.1038/s41467-023-42810-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2022] [Accepted: 10/23/2023] [Indexed: 11/04/2023] Open
Abstract
The rational design and implementation of synthetic mammalian communication systems can unravel fundamental design principles of cell communication circuits and offer a framework for engineering of designer cell consortia with potential applications in cell therapeutics. Here, we develop the foundations of an orthogonal, and scalable mammalian synthetic communication platform that exploits the programmability of synthetic receptors and selective affinity and tunability of diffusing coiled-coil peptides. Leveraging the ability of coiled-coils to exclusively bind to a cognate receptor, we demonstrate orthogonal receptor activation and Boolean logic operations at the receptor level. We show intercellular communication based on synthetic receptors and secreted multidomain coiled-coils and demonstrate a three-cell population system that can perform AND gate logic. Finally, we show CC-GEMS receptor-dependent therapeutic protein expression. Our work provides a modular and scalable framework for the engineering of complex cell consortia, with the potential to expand the aptitude of cell therapeutics and diagnostics.
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Affiliation(s)
- Anna-Maria Makri Pistikou
- Laboratory of Chemical Biology, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
- Institute for Complex Molecular Systems, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
- Computational Biology Group, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
- Laboratory for Cell and Tissue Engineering, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
| | - Glenn A O Cremers
- Laboratory of Chemical Biology, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
- Institute for Complex Molecular Systems, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
- Computational Biology Group, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
| | - Bryan L Nathalia
- Laboratory of Chemical Biology, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
- Institute for Complex Molecular Systems, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
- Computational Biology Group, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
- Laboratory for Cell and Tissue Engineering, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
| | - Theodorus J Meuleman
- Laboratory of Chemical Biology, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
- Institute for Complex Molecular Systems, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
- Computational Biology Group, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
- Laboratory for Cell and Tissue Engineering, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
- Center for Living Technologies, Eindhoven-Wageningen-Utrecht Alliance, Utrecht, The Netherlands
| | - Bas W A Bögels
- Laboratory of Chemical Biology, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
- Institute for Complex Molecular Systems, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
- Computational Biology Group, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
| | - Bruno V Eijkens
- Computational Biology Group, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
- Laboratory for Cell and Tissue Engineering, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
| | - Anne de Dreu
- Laboratory of Chemical Biology, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
| | - Maarten T H Bezembinder
- Laboratory of Chemical Biology, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
- Institute for Complex Molecular Systems, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
- Computational Biology Group, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
- Laboratory for Cell and Tissue Engineering, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
| | - Oscar M J A Stassen
- Laboratory for Cell and Tissue Engineering, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
| | - Carlijn C V Bouten
- Institute for Complex Molecular Systems, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
- Laboratory for Cell and Tissue Engineering, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
| | - Maarten Merkx
- Laboratory of Chemical Biology, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
- Institute for Complex Molecular Systems, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
| | - Roman Jerala
- Department of Synthetic Biology and Immunology, National Institute of Chemistry, Ljubljana, Slovenia
- EN-FIST Centre of Excellence, Ljubljana, Slovenia
| | - Tom F A de Greef
- Laboratory of Chemical Biology, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands.
- Institute for Complex Molecular Systems, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands.
- Computational Biology Group, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands.
- Laboratory for Cell and Tissue Engineering, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands.
- Center for Living Technologies, Eindhoven-Wageningen-Utrecht Alliance, Utrecht, The Netherlands.
- Institute for Molecules and Materials, Radboud University, Nijmegen, The Netherlands.
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5
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Bartelds MW, García-Blay Ó, Verhagen PGA, Wubbolts EJ, van Sluijs B, Heus HA, de Greef TFA, Huck WTS, Hansen MMK. Noise Minimization in Cell-Free Gene Expression. ACS Synth Biol 2023; 12:2217-2225. [PMID: 37478000 PMCID: PMC10443034 DOI: 10.1021/acssynbio.3c00174] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2023] [Indexed: 07/23/2023]
Abstract
Biochemical reactions that involve small numbers of molecules are accompanied by a degree of inherent randomness that results in noisy reaction outcomes. In synthetic biology, the ability to minimize noise particularly during the reconstitution of future synthetic protocells is an outstanding challenge to secure robust and reproducible behavior. Here we show that by encapsulation of a bacterial cell-free gene expression system in water-in-oil droplets, in vitro-synthesized MazF reduces cell-free gene expression noise >2-fold. With stochastic simulations we identify that this noise minimization acts through both increased degradation and the autoregulatory feedback of MazF. Specifically, we find that the expression of MazF enhances the degradation rate of mRNA up to 18-fold in a sequence-dependent manner. This sequence specificity of MazF would allow targeted noise control, making it ideal to integrate into synthetic gene networks. Therefore, including MazF production in synthetic biology can significantly minimize gene expression noise, impacting future design principles of more complex cell-free gene circuits.
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Affiliation(s)
- Mart W. Bartelds
- Institute
for Molecules and Materials, Radboud University, Heyendaalseweg 135, 6525 AJ Nijmegen, The Netherlands
| | - Óscar García-Blay
- Institute
for Molecules and Materials, Radboud University, Heyendaalseweg 135, 6525 AJ Nijmegen, The Netherlands
| | - Pieter G. A. Verhagen
- Institute
for Molecules and Materials, Radboud University, Heyendaalseweg 135, 6525 AJ Nijmegen, The Netherlands
| | - Elise J. Wubbolts
- Institute
for Molecules and Materials, Radboud University, Heyendaalseweg 135, 6525 AJ Nijmegen, The Netherlands
| | - Bob van Sluijs
- Institute
for Molecules and Materials, Radboud University, Heyendaalseweg 135, 6525 AJ Nijmegen, The Netherlands
| | - Hans A. Heus
- Institute
for Molecules and Materials, Radboud University, Heyendaalseweg 135, 6525 AJ Nijmegen, The Netherlands
| | - Tom F. A. de Greef
- Institute
for Molecules and Materials, Radboud University, Heyendaalseweg 135, 6525 AJ Nijmegen, The Netherlands
- Laboratory
of Chemical Biology, Department of Biomedical Engineering, Eindhoven University of Technology, P.O. Box 513, 5600 MB Eindhoven, The Netherlands
- Institute
for Complex Molecular Systems, Eindhoven
University of Technology, P.O. Box 513, 5600 MB Eindhoven, The Netherlands
- Computational
Biology Group, Department of Biomedical Engineering, Eindhoven University of Technology,
P.O. Box 513, 5600 MB Eindhoven, The Netherlands
- Center
for Living Technologies, Eindhoven-Wageningen-Utrecht
Alliance, 5600 MB Eindhoven, The Netherlands
| | - Wilhelm T. S. Huck
- Institute
for Molecules and Materials, Radboud University, Heyendaalseweg 135, 6525 AJ Nijmegen, The Netherlands
| | - Maike M. K. Hansen
- Institute
for Molecules and Materials, Radboud University, Heyendaalseweg 135, 6525 AJ Nijmegen, The Netherlands
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6
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Bögels BWA, Nguyen BH, Ward D, Gascoigne L, Schrijver DP, Makri Pistikou AM, Joesaar A, Yang S, Voets IK, Mulder WJM, Phillips A, Mann S, Seelig G, Strauss K, Chen YJ, de Greef TFA. DNA storage in thermoresponsive microcapsules for repeated random multiplexed data access. Nat Nanotechnol 2023; 18:912-921. [PMID: 37142708 PMCID: PMC10427423 DOI: 10.1038/s41565-023-01377-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/03/2022] [Accepted: 03/19/2023] [Indexed: 05/06/2023]
Abstract
DNA has emerged as an attractive medium for archival data storage due to its durability and high information density. Scalable parallel random access to information is a desirable property of any storage system. For DNA-based storage systems, however, this still needs to be robustly established. Here we report on a thermoconfined polymerase chain reaction, which enables multiplexed, repeated random access to compartmentalized DNA files. The strategy is based on localizing biotin-functionalized oligonucleotides inside thermoresponsive, semipermeable microcapsules. At low temperatures, microcapsules are permeable to enzymes, primers and amplified products, whereas at high temperatures, membrane collapse prevents molecular crosstalk during amplification. Our data show that the platform outperforms non-compartmentalized DNA storage compared with repeated random access and reduces amplification bias tenfold during multiplex polymerase chain reaction. Using fluorescent sorting, we also demonstrate sample pooling and data retrieval by microcapsule barcoding. Therefore, the thermoresponsive microcapsule technology offers a scalable, sequence-agnostic approach for repeated random access to archival DNA files.
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Affiliation(s)
- Bas W A Bögels
- Laboratory of Chemical Biology, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
- Institute for Complex Molecular Systems (ICMS), Eindhoven University of Technology, Eindhoven, The Netherlands
- Computational Biology Group, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
| | - Bichlien H Nguyen
- Microsoft, Redmond, WA, USA
- Paul G. Allen School of Computer Science and Engineering, University of Washington, Seattle, WA, USA
| | - David Ward
- Paul G. Allen School of Computer Science and Engineering, University of Washington, Seattle, WA, USA
| | - Levena Gascoigne
- Institute for Complex Molecular Systems (ICMS), Eindhoven University of Technology, Eindhoven, The Netherlands
- Laboratory of Self-Organizing Soft Matter, Department of Chemical Engineering and Chemistry, Eindhoven University of Technology, Eindhoven, The Netherlands
| | - David P Schrijver
- Laboratory of Chemical Biology, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
| | - Anna-Maria Makri Pistikou
- Laboratory of Chemical Biology, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
- Institute for Complex Molecular Systems (ICMS), Eindhoven University of Technology, Eindhoven, The Netherlands
- Computational Biology Group, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
| | - Alex Joesaar
- Laboratory of Chemical Biology, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
- Institute for Complex Molecular Systems (ICMS), Eindhoven University of Technology, Eindhoven, The Netherlands
- Computational Biology Group, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
| | - Shuo Yang
- Laboratory of Chemical Biology, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
- Institute for Complex Molecular Systems (ICMS), Eindhoven University of Technology, Eindhoven, The Netherlands
- Computational Biology Group, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
| | - Ilja K Voets
- Institute for Complex Molecular Systems (ICMS), Eindhoven University of Technology, Eindhoven, The Netherlands
- Laboratory of Self-Organizing Soft Matter, Department of Chemical Engineering and Chemistry, Eindhoven University of Technology, Eindhoven, The Netherlands
| | - Willem J M Mulder
- Laboratory of Chemical Biology, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
- Department of Internal Medicine and Radboud Center for Infectious Diseases (RCI), Radboud University Nijmegen Medical Centre, Nijmegen, The Netherlands
| | | | - Stephen Mann
- Centre for Protolife Research and Centre for Organized Matter Chemistry, School of Chemistry, University of Bristol, Bristol, UK
- School of Materials Science and Engineering, Shanghai Jiao Tong University, Shanghai, People's Republic of China
- Zhangjiang Institute for Advanced Study (ZIAS), Shanghai Jiao Tong University, Shanghai, People's Republic of China
| | - Georg Seelig
- Paul G. Allen School of Computer Science and Engineering, University of Washington, Seattle, WA, USA
- Department of Electrical Engineering, University of Washington, Seattle, WA, USA
| | - Karin Strauss
- Microsoft, Redmond, WA, USA
- Paul G. Allen School of Computer Science and Engineering, University of Washington, Seattle, WA, USA
| | - Yuan-Jyue Chen
- Microsoft, Redmond, WA, USA.
- Paul G. Allen School of Computer Science and Engineering, University of Washington, Seattle, WA, USA.
| | - Tom F A de Greef
- Laboratory of Chemical Biology, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands.
- Institute for Complex Molecular Systems (ICMS), Eindhoven University of Technology, Eindhoven, The Netherlands.
- Computational Biology Group, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands.
- Institute for Molecules and Materials, Radboud University, Nijmegen, The Netherlands.
- Center for Living Technologies, Eindhoven-Wageningen-Utrecht Alliance, Utrecht, The Netherlands.
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7
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Paulino NMG, Foo M, de Greef TFA, Kim J, Bates DG. A Theoretical Framework for Implementable Nucleic Acids Feedback Systems. Bioengineering (Basel) 2023; 10:bioengineering10040466. [PMID: 37106653 PMCID: PMC10136085 DOI: 10.3390/bioengineering10040466] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2023] [Revised: 04/05/2023] [Accepted: 04/06/2023] [Indexed: 04/29/2023] Open
Abstract
Chemical reaction networks can be utilised as basic components for nucleic acid feedback control systems' design for Synthetic Biology application. DNA hybridisation and programmed strand-displacement reactions are effective primitives for implementation. However, the experimental validation and scale-up of nucleic acid control systems are still considerably falling behind their theoretical designs. To aid with the progress heading into experimental implementations, we provide here chemical reaction networks that represent two fundamental classes of linear controllers: integral and static negative state feedback. We reduced the complexity of the networks by finding designs with fewer reactions and chemical species, to take account of the limits of current experimental capabilities and mitigate issues pertaining to crosstalk and leakage, along with toehold sequence design. The supplied control circuits are quintessential candidates for the first experimental validations of nucleic acid controllers, since they have a number of parameters, species, and reactions small enough for viable experimentation with current technical capabilities, but still represent challenging feedback control systems. They are also well suited to further theoretical analysis to verify results on the stability, performance, and robustness of this important new class of control systems.
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Affiliation(s)
- Nuno M G Paulino
- School of Engineering, University of Warwick, Coventry CV4 7AL, UK
| | - Mathias Foo
- School of Engineering, University of Warwick, Coventry CV4 7AL, UK
| | - Tom F A de Greef
- Department of Biomedical Engineering, Eindhoven University of Technology, 5600 MB Eindhoven, The Netherlands
| | - Jongmin Kim
- Department of Life Sciences, Pohang University of Science and Technology (POSTECH), Pohang 37673, Gyeongbuk, Republic of Korea
| | - Declan G Bates
- School of Engineering, University of Warwick, Coventry CV4 7AL, UK
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8
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Liu Q, Yang S, Seitz I, Pistikou AMM, de Greef TFA, Kostiainen MA. A Synthetic Protocell-Based Heparin Scavenger. Small 2023; 19:e2201790. [PMID: 35570377 DOI: 10.1002/smll.202201790] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/21/2022] [Revised: 04/15/2022] [Indexed: 06/15/2023]
Abstract
Heparin is a commonly applied blood anticoagulant agent in clinical use. After treatment, excess heparin needs to be removed to circumvent side effects and recover the blood-clotting cascade. Most existing heparin antidotes rely on direct heparin binding and complexation, yet selective compartmentalization and sequestration of heparin would be beneficial for safety and efficiency. However, such systems have remained elusive. Herein, a semipermeable protein-based microcompartment (proteinosome) is loaded with a highly positively charged chitosan derivative, which can induce electrostatics-driven internalization of anionic guest molecules inside the compartment. Chitosan-loaded proteinosomes are subsequently employed to capture heparin, and an excellent heparin-scavenging performance is demonstrated under physiologically relevant conditions. Both the highly positive scavenger and the polyelectrolyte complex are confined and shielded by the protein compartment in a time-dependent manner. Moreover, selective heparin-scavenging behavior over serum albumin is realized through adjusting the localized scavenger or surrounding salt concentrations at application-relevant circumstances. In vitro studies reveal that the cytotoxicity of the cationic scavenger and the produced polyelectrolyte complex is reduced by protocell shielding. Therefore, the proteinosome-based systems may present a novel polyelectrolyte-scavenging method for biomedical applications.
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Affiliation(s)
- Qing Liu
- Wenzhou Institute, University of Chinese Academy of Sciences (WIUCAS), Wenzhou, Zhejiang, 325001, China
- Biohybrid Materials, Department of Bioproducts and Biosystems, Aalto University, Espoo, 02150, Finland
| | - Shuo Yang
- Laboratory of Chemical Biology, Department of Biomedical Engineering, Computational Biology Group, Department of Biomedical Engineering and Institute for Complex Molecular Systems, Eindhoven University of Technology, Eindhoven, MB, 5600, The Netherlands
| | - Iris Seitz
- Biohybrid Materials, Department of Bioproducts and Biosystems, Aalto University, Espoo, 02150, Finland
| | - Anna-Maria Makri Pistikou
- Laboratory of Chemical Biology, Department of Biomedical Engineering, Computational Biology Group, Department of Biomedical Engineering and Institute for Complex Molecular Systems, Eindhoven University of Technology, Eindhoven, MB, 5600, The Netherlands
| | - Tom F A de Greef
- Laboratory of Chemical Biology, Department of Biomedical Engineering, Computational Biology Group, Department of Biomedical Engineering and Institute for Complex Molecular Systems, Eindhoven University of Technology, Eindhoven, MB, 5600, The Netherlands
- Institute for Molecules and Materials, Radboud University, Nijmegen, MB, 6525, The Netherlands
- Center for Living Technologies, Alliance TU/e, WUR, UU, UMC Utrecht, Utrecht, CB 3584, The Netherlands
| | - Mauri A Kostiainen
- Biohybrid Materials, Department of Bioproducts and Biosystems, Aalto University, Espoo, 02150, Finland
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9
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Heidari A, Sentürk OI, Yang S, Joesaar A, Gobbo P, Mann S, de Greef TFA, Wegner SV. Orthogonal Light-Dependent Membrane Adhesion Induces Social Self-Sorting and Member-Specific DNA Communication in Synthetic Cell Communities. Small 2023; 19:e2206474. [PMID: 36599623 DOI: 10.1002/smll.202206474] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/20/2022] [Revised: 12/03/2022] [Indexed: 06/17/2023]
Abstract
Developing orthogonal chemical communication pathways in diverse synthetic cell communities is a considerable challenge due to the increased crosstalk and interference associated with large numbers of different types of sender-receiver pairs. Herein, the authors control which sender-receiver pairs communicate in a three-membered community of synthetic cells through red and blue light illumination. Semipermeable protein-polymer-based synthetic cells (proteinosomes) with complementary membrane-attached protein adhesion communicate through single-stranded DNA oligomers and synergistically process biochemical information within a community consisting of one sender and two different receiver populations. Different pairs of red and blue light-responsive protein-protein interactions act as membrane adhesion mediators between the sender and receivers such that they self-assemble and socially self-sort into different multicellular structures under red and blue light. Consequently, distinct sender-receiver pairs come into the signaling range depending on the light illumination and are able to communicate specifically without activation of the other receiver population. Overall, this work shows how photoswitchable membrane adhesion gives rise to different self-sorting protocell patterns that mediate member-specific DNA-based communication in ternary populations of synthetic cells and provides a step towards the design of orthogonal chemical communication networks in diverse communities of synthetic cells.
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Affiliation(s)
- Ali Heidari
- Institute of Physiological Chemistry and Pathobiochemistry University of Münster, Waldeyerstr. 15, 48149, Münster, Germany
| | - Oya I Sentürk
- Department of Physical Chemistry of Polymers, Max Planck Institute for Polymer Research, Ackermannweg 10, 55128, Mainz, Germany
| | - Shuo Yang
- Laboratory of Chemical Biology and Institute for Complex Molecular Systems, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, 5612 AZ, The Netherlands
| | - Alex Joesaar
- Laboratory of Chemical Biology and Institute for Complex Molecular Systems, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, 5612 AZ, The Netherlands
| | - Pierangelo Gobbo
- Department of Chemical and Pharmaceutical Sciences, University of Trieste, Trieste, 34127, Italy
| | - Stephen Mann
- Centre for Protolife Research and Centre for Organized Matter Chemistry, Max Planck Bristol Centre for Minimal Biology, School of Chemistry, University of Bristol, Bristol, BS8 1TS, UK
| | - Tom F A de Greef
- Laboratory of Chemical Biology and Institute for Complex Molecular Systems, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, 5612 AZ, The Netherlands
| | - Seraphine V Wegner
- Institute of Physiological Chemistry and Pathobiochemistry University of Münster, Waldeyerstr. 15, 48149, Münster, Germany
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10
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Deckers J, Anbergen T, Hokke AM, de Dreu A, Schrijver DP, de Bruin K, Toner YC, Beldman TJ, Spangler JB, de Greef TFA, Grisoni F, van der Meel R, Joosten LAB, Merkx M, Netea MG, Mulder WJM. Engineering cytokine therapeutics. Nat Rev Bioeng 2023; 1:286-303. [PMID: 37064653 PMCID: PMC9933837 DOI: 10.1038/s44222-023-00030-y] [Citation(s) in RCA: 13] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/18/2023]
Abstract
Cytokines have pivotal roles in immunity, making them attractive as therapeutics for a variety of immune-related disorders. However, the widespread clinical use of cytokines has been limited by their short blood half-lives and severe side effects caused by low specificity and unfavourable biodistribution. Innovations in bioengineering have aided in advancing our knowledge of cytokine biology and yielded new technologies for cytokine engineering. In this Review, we discuss how the development of bioanalytical methods, such as sequencing and high-resolution imaging combined with genetic techniques, have facilitated a better understanding of cytokine biology. We then present an overview of therapeutics arising from cytokine re-engineering, targeting and delivery, mRNA therapeutics and cell therapy. We also highlight the application of these strategies to adjust the immunological imbalance in different immune-mediated disorders, including cancer, infection and autoimmune diseases. Finally, we look ahead to the hurdles that must be overcome before cytokine therapeutics can live up to their full potential.
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Affiliation(s)
- Jeroen Deckers
- Department of Internal Medicine and Radboud Center for Infectious diseases (RCI), Radboud University Medical Centre, Nijmegen, Netherlands
| | - Tom Anbergen
- Department of Internal Medicine and Radboud Center for Infectious diseases (RCI), Radboud University Medical Centre, Nijmegen, Netherlands
| | - Ayla M. Hokke
- Laboratory of Chemical Biology, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, Netherlands
| | - Anne de Dreu
- Laboratory of Chemical Biology, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, Netherlands
| | - David P. Schrijver
- Laboratory of Chemical Biology, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, Netherlands
| | - Koen de Bruin
- Laboratory of Chemical Biology, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, Netherlands
| | - Yohana C. Toner
- Department of Internal Medicine and Radboud Center for Infectious diseases (RCI), Radboud University Medical Centre, Nijmegen, Netherlands
| | - Thijs J. Beldman
- Department of Internal Medicine and Radboud Center for Infectious diseases (RCI), Radboud University Medical Centre, Nijmegen, Netherlands
| | - Jamie B. Spangler
- Department of Biomedical Engineering, Johns Hopkins University School of Medicine, Baltimore, MD USA
- Department of Chemical and Biomolecular Engineering, Whiting School of Engineering, Johns Hopkins University, Baltimore, MD USA
- Translational Tissue Engineering Center, Johns Hopkins University School of Medicine, Baltimore, MD USA
| | - Tom F. A. de Greef
- Laboratory of Chemical Biology, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, Netherlands
- Department of Biomedical Engineering, Institute for Complex Molecular Systems, Eindhoven University of Technology, Eindhoven, Netherlands
- Institute for Molecules and Materials, Radboud University, Nijmegen, The Netherlands
- Centre for Living Technologies, Alliance Eindhoven University of Technology, Wageningen University & Research, Utrecht University and University Medical Center Utrecht (EWUU), Utrecht, Netherlands
| | - Francesca Grisoni
- Department of Biomedical Engineering, Institute for Complex Molecular Systems, Eindhoven University of Technology, Eindhoven, Netherlands
- Centre for Living Technologies, Alliance Eindhoven University of Technology, Wageningen University & Research, Utrecht University and University Medical Center Utrecht (EWUU), Utrecht, Netherlands
| | - Roy van der Meel
- Laboratory of Chemical Biology, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, Netherlands
- Present Address: Department of Biomedical Engineering, Institute for Complex Molecular Systems, Eindhoven University of Technology, Eindhoven, Netherlands
| | - Leo A. B. Joosten
- Department of Internal Medicine and Radboud Center for Infectious diseases (RCI), Radboud University Medical Centre, Nijmegen, Netherlands
- Radboud Institute for Molecular Life Sciences (RIMLS), Radboud University Medical Centre, Nijmegen, Netherlands
- Department of Medical Genetics, Iuliu Hațieganu University of Medicine and Pharmacy, Cluj-Napoca, Romania
| | - Maarten Merkx
- Laboratory of Chemical Biology, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, Netherlands
- Present Address: Department of Biomedical Engineering, Institute for Complex Molecular Systems, Eindhoven University of Technology, Eindhoven, Netherlands
| | - Mihai G. Netea
- Department of Internal Medicine and Radboud Center for Infectious diseases (RCI), Radboud University Medical Centre, Nijmegen, Netherlands
- Radboud Institute for Molecular Life Sciences (RIMLS), Radboud University Medical Centre, Nijmegen, Netherlands
- Department for Genomics and Immunoregulation, Life and Medical Sciences Institute (LIMES), University of Bonn, Bonn, Germany
| | - Willem J. M. Mulder
- Department of Internal Medicine and Radboud Center for Infectious diseases (RCI), Radboud University Medical Centre, Nijmegen, Netherlands
- Laboratory of Chemical Biology, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, Netherlands
- Present Address: Department of Biomedical Engineering, Institute for Complex Molecular Systems, Eindhoven University of Technology, Eindhoven, Netherlands
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11
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Yang S, Joesaar A, Bögels BWA, Mann S, de Greef TFA. Protocellular CRISPR/Cas‐Based Diffusive Communication Using Transcriptional RNA Signaling. Angew Chem Int Ed Engl 2022; 61:e202202436. [PMID: 35385207 PMCID: PMC9320857 DOI: 10.1002/anie.202202436] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2022] [Indexed: 11/29/2022]
Abstract
Protocells containing enzyme‐driven biomolecular circuits that can process and exchange information offer a promising approach for mimicking cellular features and developing molecular information platforms. Here, we employ synthetic transcriptional circuits together with CRISPR/Cas‐based DNA processing inside semipermeable protein‐polymer microcompartments. We first establish a transcriptional protocell that can be activated by external DNA strands and produce functional RNA aptamers. Subsequently, we engineer a transcriptional module to generate RNA strands functioning as diffusive signals that can be sensed by neighboring protocells and trigger the activation of internalized DNA probes or localization of Cas nucleases. Our results highlight the opportunities to combine CRISPR/Cas machinery and DNA nanotechnology for protocellular communication and provide a step towards the development of protocells capable of distributed molecular information processing.
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Affiliation(s)
- Shuo Yang
- Institute for Complex Molecular Systems Eindhoven University of Technology P.O. Box 513 5600 MB Eindhoven The Netherlands
| | - Alex Joesaar
- Department of Bionanoscience Kavli Institute of Nanoscience Delft University of Technology 2629 HZ Delft The Netherlands
| | - Bas W. A. Bögels
- Institute for Complex Molecular Systems Eindhoven University of Technology P.O. Box 513 5600 MB Eindhoven The Netherlands
| | - Stephen Mann
- Centre for Protolife Research and Centre for Organized Matter Chemistry School of Chemistry and Max Planck-Bristol Centre for Minimal Biology School of Chemistry, University of Bristol Bristol BS8 1TS UK
- School of Materials Science and Engineering Institute of Molecular Medicine (IMM) Renji Hospital Shanghai Jiao Tong University School of Medicine Shanghai Jiao Tong University Shanghai 200240 P. R. China
| | - Tom F. A. de Greef
- Institute for Complex Molecular Systems Eindhoven University of Technology P.O. Box 513 5600 MB Eindhoven The Netherlands
- Computational Biology group Department of Biomedical Engineering Eindhoven University of Technology The Netherlands
- Institute for Molecules and Materials Faculty of Science Radboud University Radboud University Heyendaalseweg 135 6525 AJ Nijmegen The Netherlands
- Center for Living Technologies, Alliance TU/e, WUR, UU, UMC Utrecht Princetonlaan 6 3584 CB Utrecht The Netherlands
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12
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Yang H, Sinha N, Rand U, Hauser H, Köster M, de Greef TFA, Tel J. A universal microfluidic approach for integrated analysis of temporal homocellular and heterocellular signaling and migration dynamics. Biosens Bioelectron 2022; 211:114353. [PMID: 35594624 DOI: 10.1016/j.bios.2022.114353] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2022] [Revised: 04/26/2022] [Accepted: 05/06/2022] [Indexed: 11/24/2022]
Abstract
Microfluidics offers precise and dynamic control of microenvironments for the study of temporal cellular responses. However, recent research focusing solely on either homocellular (single-cell, population) or heterocellular response may yield insufficient output, which possibly leads to partial comprehension about the underlying mechanisms of signaling events and corresponding cellular behaviors. Here, a universal microfluidic approach is developed for integrated analysis of temporal signaling and cell migration dynamics in multiple cellular contexts (single-cell, population and coculture). This approach allows to confine the desired number or mixture of specific cell sample types in a single device. Precise single cell seeding was achieved manually with bidirectional controllability. Coupled with time-lapse imaging, temporal cellular responses can be observed with single-cell resolution. Using NIH3T3 cells stably expressing signal transducer and activator of transcription 1/2 (STAT1/2) activity biosensors, temporal STAT1/2 activation and cell migration dynamics were explored in isolated single cells, populations and cocultures stimulated with temporal inputs, such as single-pulse and continuous signals of interferon γ (IFNγ) or lipopolysaccharide (LPS). We demonstrate distinct dynamic responses of fibroblasts in different cellular contexts. Our presented approach facilitates a multi-dimensional understanding of STAT signaling and corresponding migration behaviors.
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Affiliation(s)
- Haowen Yang
- Laboratory of Immunoengineering, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, 5600MB, the Netherlands; Institute for Complex Molecular Systems, Eindhoven University of Technology, Eindhoven, 5600 MB, the Netherlands
| | - Nidhi Sinha
- Laboratory of Immunoengineering, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, 5600MB, the Netherlands; Institute for Complex Molecular Systems, Eindhoven University of Technology, Eindhoven, 5600 MB, the Netherlands
| | - Ulfert Rand
- Model Systems for Infection and Immunity, Helmholtz Centre for Infection Research, 38124, Braunschweig, Germany
| | - Hansjörg Hauser
- Model Systems for Infection and Immunity, Helmholtz Centre for Infection Research, 38124, Braunschweig, Germany
| | - Mario Köster
- Model Systems for Infection and Immunity, Helmholtz Centre for Infection Research, 38124, Braunschweig, Germany
| | - Tom F A de Greef
- Institute for Complex Molecular Systems, Eindhoven University of Technology, Eindhoven, 5600 MB, the Netherlands; Computational Biology Group, Department of Biomedical Engineering, Eindhoven University of Technology, 5600MB, Eindhoven, the Netherlands
| | - Jurjen Tel
- Laboratory of Immunoengineering, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, 5600MB, the Netherlands; Institute for Complex Molecular Systems, Eindhoven University of Technology, Eindhoven, 5600 MB, the Netherlands.
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13
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van der Linden AJ, Pieters PA, Bartelds MW, Nathalia BL, Yin P, Huck WTS, Kim J, de Greef TFA. DNA Input Classification by a Riboregulator-Based Cell-Free Perceptron. ACS Synth Biol 2022; 11:1510-1520. [PMID: 35381174 PMCID: PMC9016768 DOI: 10.1021/acssynbio.1c00596] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
The ability to recognize molecular patterns is essential for the continued survival of biological organisms, allowing them to sense and respond to their immediate environment. The design of synthetic gene-based classifiers has been explored previously; however, prior strategies have focused primarily on DNA strand-displacement reactions. Here, we present a synthetic in vitro transcription and translation (TXTL)-based perceptron consisting of a weighted sum operation (WSO) coupled to a downstream thresholding function. We demonstrate the application of toehold switch riboregulators to construct a TXTL-based WSO circuit that converts DNA inputs into a GFP output, the concentration of which correlates to the input pattern and the corresponding weights. We exploit the modular nature of the WSO circuit by changing the output protein to the Escherichia coli σ28-factor, facilitating the coupling of the WSO output to a downstream reporter network. The subsequent introduction of a σ28 inhibitor enabled thresholding of the WSO output such that the expression of the downstream reporter protein occurs only when the produced σ28 exceeds this threshold. In this manner, we demonstrate a genetically implemented perceptron capable of binary classification, i.e., the expression of a single output protein only when the desired minimum number of inputs is exceeded.
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Affiliation(s)
- Ardjan J. van der Linden
- Laboratory of Chemical Biology and Institute for Complex Molecular Systems, Department of Biomedical Engineering, Eindhoven University of Technology, 5600 MB Eindhoven, The Netherlands
- Computational Biology Group, Department of Biomedical Engineering, Eindhoven University of Technology, 5600 MB Eindhoven, The Netherlands
| | - Pascal A. Pieters
- Laboratory of Chemical Biology and Institute for Complex Molecular Systems, Department of Biomedical Engineering, Eindhoven University of Technology, 5600 MB Eindhoven, The Netherlands
- Computational Biology Group, Department of Biomedical Engineering, Eindhoven University of Technology, 5600 MB Eindhoven, The Netherlands
| | - Mart W. Bartelds
- Institute for Molecules and Materials, Radboud University, 6525 AJ Nijmegen, The Netherlands
| | - Bryan L. Nathalia
- Computational Biology Group, Department of Biomedical Engineering, Eindhoven University of Technology, 5600 MB Eindhoven, The Netherlands
| | - Peng Yin
- Wyss Institute for Biologically Inspired Engineering, Harvard University, Boston, Massachusetts 02115, United States
- Department of Systems Biology, Harvard Medical School, Boston, Massachusetts 02115, United States
| | - Wilhelm T. S. Huck
- Institute for Molecules and Materials, Radboud University, 6525 AJ Nijmegen, The Netherlands
| | - Jongmin Kim
- Department of Life Sciences, Pohang University of Science and Technology, Pohang, Gyeongbuk 37673, Republic of Korea
| | - Tom F. A. de Greef
- Laboratory of Chemical Biology and Institute for Complex Molecular Systems, Department of Biomedical Engineering, Eindhoven University of Technology, 5600 MB Eindhoven, The Netherlands
- Computational Biology Group, Department of Biomedical Engineering, Eindhoven University of Technology, 5600 MB Eindhoven, The Netherlands
- Institute for Molecules and Materials, Radboud University, 6525 AJ Nijmegen, The Netherlands
- Center for Living Technologies, Eindhoven-Wageningen-Utrecht Alliance, 3584 CB Utrecht, The Netherlands
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14
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Cremers GAO, Rosier BJHM, Meijs A, Tito NB, van Duijnhoven SMJ, van Eenennaam H, Albertazzi L, de Greef TFA. Determinants of Ligand-Functionalized DNA Nanostructure-Cell Interactions. J Am Chem Soc 2021; 143:10131-10142. [PMID: 34180666 PMCID: PMC8283757 DOI: 10.1021/jacs.1c02298] [Citation(s) in RCA: 30] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Abstract
![]()
Synthesis of ligand-functionalized
nanomaterials with control over
size, shape, and ligand orientation facilitates the design of targeted
nanomedicines for therapeutic purposes. DNA nanotechnology has emerged
as a powerful tool to rationally construct two- and three-dimensional
nanostructures, enabling site-specific incorporation of protein ligands
with control over stoichiometry and orientation. To efficiently target
cell surface receptors, exploration of the parameters that modulate
cellular accessibility of these nanostructures is essential. In this
study, we systematically investigate tunable design parameters of
antibody-functionalized DNA nanostructures binding to therapeutically
relevant receptors, including the programmed cell death protein 1,
the epidermal growth factor receptor, and the human epidermal growth
factor receptor 2. We show that, although the native affinity of antibody-functionalized
DNA nanostructures remains unaltered, the absolute number of bound
surface receptors is lower compared to soluble antibodies due to receptor
accessibility by the nanostructure. We explore structural determinants
of this phenomenon to improve efficiency, revealing that receptor
binding is mainly governed by nanostructure size and DNA handle location.
The obtained results provide key insights in the ability of ligand-functionalized
DNA nanostructures to bind surface receptors and yields design rules
for optimal cellular targeting.
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Affiliation(s)
- Glenn A O Cremers
- Laboratory of Chemical Biology and Institute for Complex Molecular Systems, Eindhoven University of Technology, P.O. Box 513, 5600 MB Eindhoven, The Netherlands.,Computational Biology Group, Department of Biomedical Engineering, Eindhoven University of Technology, P.O. Box 513, 5600 MB Eindhoven, The Netherlands
| | - Bas J H M Rosier
- Laboratory of Chemical Biology and Institute for Complex Molecular Systems, Eindhoven University of Technology, P.O. Box 513, 5600 MB Eindhoven, The Netherlands.,Computational Biology Group, Department of Biomedical Engineering, Eindhoven University of Technology, P.O. Box 513, 5600 MB Eindhoven, The Netherlands
| | - Ab Meijs
- Laboratory of Chemical Biology and Institute for Complex Molecular Systems, Eindhoven University of Technology, P.O. Box 513, 5600 MB Eindhoven, The Netherlands.,Computational Biology Group, Department of Biomedical Engineering, Eindhoven University of Technology, P.O. Box 513, 5600 MB Eindhoven, The Netherlands.,Department of Biosystems Science and Engineering, ETH Zurich, Mattenstrasse 26, 4058 Basel, Switzerland
| | - Nicholas B Tito
- Electric Ant Lab, Science Park 106, 1098 XG Amsterdam, The Netherlands
| | | | - Hans van Eenennaam
- Aduro Biotech Europe B.V., Kloosterstraat 9, 5349 AB Oss, The Netherlands
| | - Lorenzo Albertazzi
- Laboratory of Chemical Biology and Institute for Complex Molecular Systems, Eindhoven University of Technology, P.O. Box 513, 5600 MB Eindhoven, The Netherlands.,Molecular Biosensing for Medical Diagnostics, Department of Biomedical Engineering, Eindhoven University of Technology, P.O. Box 513, 5600 MB Eindhoven, The Netherlands
| | - Tom F A de Greef
- Laboratory of Chemical Biology and Institute for Complex Molecular Systems, Eindhoven University of Technology, P.O. Box 513, 5600 MB Eindhoven, The Netherlands.,Computational Biology Group, Department of Biomedical Engineering, Eindhoven University of Technology, P.O. Box 513, 5600 MB Eindhoven, The Netherlands.,Institute for Molecules and Materials, Radboud University, Heyendaalseweg 135, 6525 AJ, Nijmegen, The Netherlands.,Center for Living Technologies, Eindhoven-Wageningen-Utrecht Alliance, 5600 MB Eindhoven, The Netherlands
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15
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Pieters PA, Nathalia BL, van der Linden AJ, Yin P, Kim J, Huck WTS, de Greef TFA. Cell-Free Characterization of Coherent Feed-Forward Loop-Based Synthetic Genetic Circuits. ACS Synth Biol 2021; 10:1406-1416. [PMID: 34061505 PMCID: PMC8218305 DOI: 10.1021/acssynbio.1c00024] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
![]()
Regulatory pathways
inside living cells employ feed-forward architectures
to fulfill essential signal processing functions that aid in the interpretation
of various types of inputs through noise-filtering, fold-change detection
and adaptation. Although it has been demonstrated computationally
that a coherent feed-forward loop (CFFL) can function as noise filter,
a property essential to decoding complex temporal signals, this motif
has not been extensively characterized experimentally or integrated
into larger networks. Here we use post-transcriptional regulation
to implement and characterize a synthetic CFFL in an Escherichia
coli cell-free transcription-translation system and build
larger composite feed-forward architectures. We employ microfluidic
flow reactors to probe the response of the CFFL circuit using both
persistent and short, noise-like inputs and analyze the influence
of different circuit components on the steady-state and dynamics of
the output. We demonstrate that our synthetic CFFL implementation
can reliably repress background activity compared to a reference circuit,
but displays low potential as a temporal filter, and validate these
findings using a computational model. Our results offer practical
insight into the putative noise-filtering behavior of CFFLs and show
that this motif can be used to mitigate leakage and increase the fold-change
of the output of synthetic genetic circuits.
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Affiliation(s)
- Pascal A. Pieters
- Laboratory of Chemical Biology and Institute for Complex Molecular Systems, Department of Biomedical Engineering, Eindhoven University of Technology, P.O. Box 513, 5600 MB Eindhoven, The Netherlands
- Computational Biology Group, Department of Biomedical Engineering, Eindhoven University of Technology, P.O. Box 513, 5600 MB Eindhoven, The Netherlands
| | - Bryan L. Nathalia
- Computational Biology Group, Department of Biomedical Engineering, Eindhoven University of Technology, P.O. Box 513, 5600 MB Eindhoven, The Netherlands
| | - Ardjan J. van der Linden
- Laboratory of Chemical Biology and Institute for Complex Molecular Systems, Department of Biomedical Engineering, Eindhoven University of Technology, P.O. Box 513, 5600 MB Eindhoven, The Netherlands
- Computational Biology Group, Department of Biomedical Engineering, Eindhoven University of Technology, P.O. Box 513, 5600 MB Eindhoven, The Netherlands
| | - Peng Yin
- Wyss Institute for Biologically Inspired Engineering, Harvard University, Boston, Massachusetts 02115, United States
| | - Jongmin Kim
- Division of Integrative Biosciences and Biotechnology, Pohang University of Science and Technology, 77 Cheongam-ro, Pohang, Gyeongbuk 37673, Republic of Korea
| | - Wilhelm T. S. Huck
- Institute for Molecules and Materials, Radboud University, Heyendaalseweg 135, 6525 AJ, Nijmegen, The Netherlands
| | - Tom F. A. de Greef
- Laboratory of Chemical Biology and Institute for Complex Molecular Systems, Department of Biomedical Engineering, Eindhoven University of Technology, P.O. Box 513, 5600 MB Eindhoven, The Netherlands
- Computational Biology Group, Department of Biomedical Engineering, Eindhoven University of Technology, P.O. Box 513, 5600 MB Eindhoven, The Netherlands
- Institute for Molecules and Materials, Radboud University, Heyendaalseweg 135, 6525 AJ, Nijmegen, The Netherlands
- Center for Living Technologies, Eindhoven-Wageningen-Utrecht Alliance, Eindhoven, The Netherlands
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16
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Mashima T, Rosier BJHM, Oohora K, de Greef TFA, Hayashi T, Brunsveld L. Dynamic Protease Activation on a Multimeric Synthetic Protein Scaffold via Adaptable DNA-Based Recruitment Domains. Angew Chem Int Ed Engl 2021; 60:11262-11266. [PMID: 33725379 PMCID: PMC8252739 DOI: 10.1002/anie.202102160] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2021] [Indexed: 12/21/2022]
Abstract
Hexameric hemoprotein (HTHP) is employed as a scaffold protein for the supramolecular assembly and activation of the apoptotic signalling enzyme caspase‐9, using short DNA elements as modular recruitment domains. Caspase‐9 assembly and activation on the HTHP platform due to enhanced proximity is followed by combinatorial inhibition at high scaffold concentrations. The DNA recruitment domains allow for reversible switching of the caspase‐9 assembly and activity state using short modulatory DNA strands. Tuning of the recruitment domain affinity allows for generating kinetically trapped active enzyme complexes, as well as for dynamic repositioning of caspases over scaffold populations and inhibition using monovalent sink platforms. The conceptual combination of a highly structured multivalent protein platform with modular DNA recruitment domains provides emergent biomimicry properties with advanced levels of control over protein assembly.
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Affiliation(s)
- Tsuyoshi Mashima
- Institute for Complex Molecular Systems and, Laboratory of Chemical Biology, Department of Biomedical Engineering, Eindhoven University of Technology, P.O. Box 513, 5600, MB, Eindhoven, The Netherlands
| | - Bas J H M Rosier
- Institute for Complex Molecular Systems and, Laboratory of Chemical Biology, Department of Biomedical Engineering, Eindhoven University of Technology, P.O. Box 513, 5600, MB, Eindhoven, The Netherlands
| | - Koji Oohora
- Department of Applied Chemistry, Graduate School of Engineering, Osaka University, Suita 565-0871, Osaka, Japan
| | - Tom F A de Greef
- Institute for Complex Molecular Systems and, Laboratory of Chemical Biology, Department of Biomedical Engineering, Eindhoven University of Technology, P.O. Box 513, 5600, MB, Eindhoven, The Netherlands.,Computational Biology group, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
| | - Takashi Hayashi
- Department of Applied Chemistry, Graduate School of Engineering, Osaka University, Suita 565-0871, Osaka, Japan
| | - Luc Brunsveld
- Institute for Complex Molecular Systems and, Laboratory of Chemical Biology, Department of Biomedical Engineering, Eindhoven University of Technology, P.O. Box 513, 5600, MB, Eindhoven, The Netherlands
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17
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Schill J, Rosier BJHM, Gumí Audenis B, Magdalena Estirado E, de Greef TFA, Brunsveld L. Assembly of Dynamic Supramolecular Polymers on a DNA Origami Platform. Angew Chem Int Ed Engl 2021; 60:7612-7616. [PMID: 33444471 PMCID: PMC8048573 DOI: 10.1002/anie.202016244] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2020] [Indexed: 11/25/2022]
Abstract
Biological processes rely on transient interactions that govern assembly of biomolecules into higher order, multi-component systems. A synthetic platform for the dynamic assembly of multicomponent complexes would provide novel entries to study and modulate the assembly of artificial systems into higher order topologies. Here, we establish a hybrid DNA origami-based approach as an assembly platform that enables dynamic templating of supramolecular architectures. It entails the site-selective recruitment of supramolecular polymers to the platform with preservation of the intrinsic dynamics and reversibility of the assembly process. The composition of the supramolecular assembly on the platform can be tuned dynamically, allowing for monomer rearrangement and inclusion of molecular cargo. This work should aid the study of supramolecular structures in their native environment in real-time and incites new strategies for controlled multicomponent self-assembly of synthetic building blocks.
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Affiliation(s)
- Jurgen Schill
- Institute for Complex Molecular SystemsEindhoven University of TechnologyP.O. Box 513, 5600MBEindhovenThe Netherlands
- Laboratory of Chemical BiologyDepartment of Biomedical EngineeringEindhoven University of TechnologyThe Netherlands
| | - Bas J. H. M. Rosier
- Institute for Complex Molecular SystemsEindhoven University of TechnologyP.O. Box 513, 5600MBEindhovenThe Netherlands
- Laboratory of Chemical BiologyDepartment of Biomedical EngineeringEindhoven University of TechnologyThe Netherlands
| | - Berta Gumí Audenis
- Institute for Complex Molecular SystemsEindhoven University of TechnologyP.O. Box 513, 5600MBEindhovenThe Netherlands
- Laboratory of Self-Organising Soft Matter and Laboratory of Macromolecular and Organic ChemistryDepartment of Chemical Engineering and ChemistryEindhoven University of TechnologyThe Netherlands
| | - Eva Magdalena Estirado
- Institute for Complex Molecular SystemsEindhoven University of TechnologyP.O. Box 513, 5600MBEindhovenThe Netherlands
- Laboratory of Chemical BiologyDepartment of Biomedical EngineeringEindhoven University of TechnologyThe Netherlands
| | - Tom F. A. de Greef
- Institute for Complex Molecular SystemsEindhoven University of TechnologyP.O. Box 513, 5600MBEindhovenThe Netherlands
- Laboratory of Chemical BiologyDepartment of Biomedical EngineeringEindhoven University of TechnologyThe Netherlands
- Computational Biology groupDepartment of Biomedical EngineeringEindhoven University of TechnologyThe Netherlands
- Institute for Molecules and MaterialsFaculty of ScienceRadboud UniversityHeyendaalseweg 1356525AJNijmegenThe Netherlands
| | - Luc Brunsveld
- Institute for Complex Molecular SystemsEindhoven University of TechnologyP.O. Box 513, 5600MBEindhovenThe Netherlands
- Laboratory of Chemical BiologyDepartment of Biomedical EngineeringEindhoven University of TechnologyThe Netherlands
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18
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Yang S, Pieters PA, Joesaar A, Bögels BWA, Brouwers R, Myrgorodska I, Mann S, de Greef TFA. Light-Activated Signaling in DNA-Encoded Sender-Receiver Architectures. ACS Nano 2020; 14:15992-16002. [PMID: 33078948 PMCID: PMC7690052 DOI: 10.1021/acsnano.0c07537] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/07/2020] [Accepted: 10/14/2020] [Indexed: 05/22/2023]
Abstract
Collective decision making by living cells is facilitated by exchange of diffusible signals where sender cells release a chemical signal that is interpreted by receiver cells. A variety of nonliving artificial cell models have been developed in recent years that mimic various aspects of diffusion-based intercellular communication. However, localized secretion of diffusive signals from individual protocells, which is critical for mimicking biological sender-receiver systems, has remained challenging to control precisely. Here, we engineer light-responsive, DNA-encoded sender-receiver architectures, where protein-polymer microcapsules act as cell mimics and molecular communication occurs through diffusive DNA signals. We prepare spatial distributions of sender and receiver protocells using a microfluidic trapping array and set up a signaling gradient from a single sender cell using light, which activates surrounding receivers through DNA strand displacement. Our systematic analysis reveals how the effective signal range of a single sender is determined by various factors including the density and permeability of receivers, extracellular signal degradation, signal consumption, and catalytic regeneration. In addition, we construct a three-population configuration where two sender cells are embedded in a dense array of receivers that implement Boolean logic and investigate spatial integration of nonidentical input cues. The results offer a means for studying diffusion-based sender-receiver topologies and present a strategy to achieve the congruence of reaction-diffusion and positional information in chemical communication systems that have the potential to reconstitute collective cellular patterns.
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Affiliation(s)
- Shuo Yang
- Laboratory
of Chemical Biology, Department of Biomedical Engineering, Computational
Biology Group, Department of Biomedical Engineering and Institute
for Complex Molecular Systems, Eindhoven
University of Technology, P.O. Box 513, Eindhoven 5600 MB, The
Netherlands
| | - Pascal A. Pieters
- Laboratory
of Chemical Biology, Department of Biomedical Engineering, Computational
Biology Group, Department of Biomedical Engineering and Institute
for Complex Molecular Systems, Eindhoven
University of Technology, P.O. Box 513, Eindhoven 5600 MB, The
Netherlands
| | - Alex Joesaar
- Laboratory
of Chemical Biology, Department of Biomedical Engineering, Computational
Biology Group, Department of Biomedical Engineering and Institute
for Complex Molecular Systems, Eindhoven
University of Technology, P.O. Box 513, Eindhoven 5600 MB, The
Netherlands
| | - Bas W. A. Bögels
- Laboratory
of Chemical Biology, Department of Biomedical Engineering, Computational
Biology Group, Department of Biomedical Engineering and Institute
for Complex Molecular Systems, Eindhoven
University of Technology, P.O. Box 513, Eindhoven 5600 MB, The
Netherlands
| | - Rens Brouwers
- Laboratory
of Chemical Biology, Department of Biomedical Engineering, Computational
Biology Group, Department of Biomedical Engineering and Institute
for Complex Molecular Systems, Eindhoven
University of Technology, P.O. Box 513, Eindhoven 5600 MB, The
Netherlands
| | - Iuliia Myrgorodska
- Centre
for Protolife Research and Max Planck Bristol Centre for Minimal Biology,
School of Chemistry, University of Bristol, Bristol BS8 1TS, United Kingdom
| | - Stephen Mann
- Centre
for Protolife Research and Max Planck Bristol Centre for Minimal Biology,
School of Chemistry, University of Bristol, Bristol BS8 1TS, United Kingdom
| | - Tom F. A. de Greef
- Laboratory
of Chemical Biology, Department of Biomedical Engineering, Computational
Biology Group, Department of Biomedical Engineering and Institute
for Complex Molecular Systems, Eindhoven
University of Technology, P.O. Box 513, Eindhoven 5600 MB, The
Netherlands
- Institute
for Molecules and Materials, Radboud University, Heyendaalseweg 135, Nijmegen 6525 MB, The Netherlands
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19
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Magdalena Estirado E, Rosier BJHM, de Greef TFA, Brunsveld L. Dynamic modulation of proximity-induced enzyme activity using supramolecular polymers. Chem Commun (Camb) 2020; 56:5747-5750. [PMID: 32319466 DOI: 10.1039/d0cc02120b] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
Abstract
Synthetic supramolecular polymers are used as dynamic nanoscaffolds for the activation of the apoptotic signalling enzyme caspase-9. Recruitment of caspase-9 to the nanoscaffold results in an increase in enzymatic activity due to enhanced proximity, with a bell-shaped response as a function of nanoscaffold concentration. The modularity of the system allows for dynamic regulation of enzyme activity through variation of the recruitment-motif density along the supramolecular polymer.
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Affiliation(s)
- Eva Magdalena Estirado
- Laboratory of Chemical Biology and Institute for Complex Molecular Systems, Eindhoven University of Technology, P.O. Box 513, 5600 MB Eindhoven, The Netherlands.
| | - Bas J H M Rosier
- Laboratory of Chemical Biology and Institute for Complex Molecular Systems, Eindhoven University of Technology, P.O. Box 513, 5600 MB Eindhoven, The Netherlands.
| | - Tom F A de Greef
- Laboratory of Chemical Biology and Institute for Complex Molecular Systems, Eindhoven University of Technology, P.O. Box 513, 5600 MB Eindhoven, The Netherlands. and Computational Biology Group, Department of Biomedical Engineering, Eindhoven University of Technology, P.O. Box 513, 5600 MB Eindhoven, The Netherlands and Institute for Molecules and Materials, Radboud University, Nijmegen, The Netherlands
| | - Luc Brunsveld
- Laboratory of Chemical Biology and Institute for Complex Molecular Systems, Eindhoven University of Technology, P.O. Box 513, 5600 MB Eindhoven, The Netherlands.
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20
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Lemmens LJM, Roodhuizen JAL, de Greef TFA, Markvoort AJ, Brunsveld L. Designed Asymmetric Protein Assembly on a Symmetric Scaffold. Angew Chem Int Ed Engl 2020; 59:12113-12121. [PMID: 32333708 PMCID: PMC7383506 DOI: 10.1002/anie.202003626] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2020] [Indexed: 01/17/2023]
Abstract
Cellular signaling is regulated by the assembly of proteins into higher‐order complexes. Bottom‐up creation of synthetic protein assemblies, especially asymmetric complexes, is highly challenging. Presented here is the design and implementation of asymmetric assembly of a ternary protein complex facilitated by Rosetta modeling and thermodynamic analysis. The wild‐type symmetric CT32–CT32 interface of the 14‐3‐3–CT32 complex was targeted, ultimately favoring asymmetric assembly on the 14‐3‐3 scaffold. Biochemical studies, supported by mass‐balance models, allowed characterization of the parameters driving asymmetric assembly. Importantly, our work reveals that both the individual binding affinities and cooperativity between the assembling components are crucial when designing higher‐order protein complexes. Enzyme complementation on the 14‐3‐3 scaffold highlighted that interface engineering of a symmetric ternary complex generates asymmetric protein complexes with new functions.
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Affiliation(s)
- Lenne J M Lemmens
- Laboratory of Chemical Biology, Department of Biomedical Engineering and Institute for Complex Molecular Systems, Eindhoven University of Technology, P.O. Box 513, 5600 MB, Eindhoven, The Netherlands
| | - Job A L Roodhuizen
- Computational Biology Group, Department of Biomedical Engineering and Institute for Complex Molecular Systems, Eindhoven University of Technology, P.O. Box 513, 5600, MB, Eindhoven, The Netherlands
| | - Tom F A de Greef
- Computational Biology Group, Department of Biomedical Engineering and Institute for Complex Molecular Systems, Eindhoven University of Technology, P.O. Box 513, 5600, MB, Eindhoven, The Netherlands.,Institute for Molecules and Materials, Radboud University, Heyendaalseweg 135, 6525, AJ, Nijmegen, The Netherlands
| | - Albert J Markvoort
- Computational Biology Group, Department of Biomedical Engineering and Institute for Complex Molecular Systems, Eindhoven University of Technology, P.O. Box 513, 5600, MB, Eindhoven, The Netherlands
| | - Luc Brunsveld
- Laboratory of Chemical Biology, Department of Biomedical Engineering and Institute for Complex Molecular Systems, Eindhoven University of Technology, P.O. Box 513, 5600 MB, Eindhoven, The Netherlands
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21
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Guo S, Dubuc E, Rave Y, Verhagen M, Twisk SAE, van der Hek T, Oerlemans GJM, van den Oetelaar MCM, van Hazendonk LS, Brüls M, Eijkens BV, Joostens PL, Keij SR, Xing W, Nijs M, Stalpers J, Sharma M, Gerth M, Boonen RJEA, Verduin K, Merkx M, Voets IK, de Greef TFA. Engineered Living Materials Based on Adhesin-Mediated Trapping of Programmable Cells. ACS Synth Biol 2020; 9:475-485. [PMID: 32105449 PMCID: PMC7091533 DOI: 10.1021/acssynbio.9b00404] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
Engineered living materials have the potential for wide-ranging applications such as biosensing and treatment of diseases. Programmable cells provide the functional basis for living materials; however, their release into the environment raises numerous biosafety concerns. Current designs that limit the release of genetically engineered cells typically involve the fabrication of multilayer hybrid materials with submicrometer porous matrices. Nevertheless the stringent physical barriers limit the diffusion of macromolecules and therefore the repertoire of molecules available for actuation in response to communication signals between cells and their environment. Here, we engineer a novel living material entitled "Platform for Adhesin-mediated Trapping of Cells in Hydrogels" (PATCH). This technology is based on engineered E. coli that displays an adhesion protein derived from an Antarctic bacterium with a high affinity for glucose. The adhesin stably anchors E. coli in dextran-based hydrogels with large pore diameters (10-100 μm) and reduces the leakage of bacteria into the environment by up to 100-fold. As an application of PATCH, we engineered E. coli to secrete the bacteriocin lysostaphin which specifically kills Staphyloccocus aureus with low probability of raising antibiotic resistance. We demonstrated that living materials containing this lysostaphin-secreting E. coli inhibit the growth of S. aureus, including the strain resistant to methicillin (MRSA). Our tunable platform allows stable integration of programmable cells in dextran-based hydrogels without compromising free diffusion of macromolecules and could have potential applications in biotechnology and biomedicine.
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Affiliation(s)
| | | | | | | | | | | | | | | | | | | | | | | | | | | | - Martijn Nijs
- Stichting PAMM, Laboratory for Pathology and Medical Microbiology, De Run 6250, Veldhoven, 5504 DL, The Netherlands
| | - Jitske Stalpers
- Stichting PAMM, Laboratory for Pathology and Medical Microbiology, De Run 6250, Veldhoven, 5504 DL, The Netherlands
| | | | | | | | - Kees Verduin
- Stichting PAMM, Laboratory for Pathology and Medical Microbiology, De Run 6250, Veldhoven, 5504 DL, The Netherlands
| | | | | | - Tom F. A. de Greef
- Institute for Molecules and Materials, Radboud University, Heyendaalseweg 135, Nijmegen, 6525 AJ, The Netherlands
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22
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Rosier BJHM, Markvoort AJ, Gumí Audenis B, Roodhuizen JAL, den Hamer A, Brunsveld L, de Greef TFA. Proximity-induced caspase-9 activation on a DNA origami-based synthetic apoptosome. Nat Catal 2020; 3:295-306. [PMID: 32190819 PMCID: PMC7080557 DOI: 10.1038/s41929-019-0403-7] [Citation(s) in RCA: 51] [Impact Index Per Article: 12.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
Living cells regulate key cellular processes by spatial organisation of catalytically active proteins in higher-order signalling complexes. These act as organising centres to facilitate proximity-induced activation and inhibition of multiple intrinsically weakly associating signalling components, which makes elucidation of the underlying protein-protein interactions challenging. Here we show that DNA origami nanostructures provide a programmable molecular platform for the systematic analysis of signalling proteins by engineering a synthetic DNA origami-based version of the apoptosome, a multi-protein complex that regulates apoptosis by co-localizing multiple caspase-9 monomers. Tethering of both wildtype and inactive caspase-9 variants to a DNA origami platform demonstrates that enzymatic activity is induced by proximity-driven dimerization with half-of-sites reactivity, and additionally, reveals a multivalent activity enhancement in oligomers of three and four enzymes. Our results offer fundamental insights in caspase-9 activity regulation and demonstrate that DNA origami-based protein assembly platforms have the potential to inform the function of other multi-enzyme complexes involved in inflammation, innate immunity and cell death.
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Affiliation(s)
- Bas J H M Rosier
- Laboratory of Chemical Biology, Department of Biomedical Engineering, Eindhoven University of Technology, The Netherlands.,Institute for Complex Molecular Systems, Eindhoven University of Technology, The Netherlands
| | - Albert J Markvoort
- Institute for Complex Molecular Systems, Eindhoven University of Technology, The Netherlands.,Computational Biology Group, Department of Biomedical Engineering, Eindhoven University of Technology, The Netherlands
| | - Berta Gumí Audenis
- Institute for Complex Molecular Systems, Eindhoven University of Technology, The Netherlands.,Laboratory of Self-Organising Soft Matter and Laboratory of Macromolecular and Organic Chemistry, Department of Chemical Engineering and Chemistry, Eindhoven University of Technology, The Netherlands
| | - Job A L Roodhuizen
- Institute for Complex Molecular Systems, Eindhoven University of Technology, The Netherlands.,Computational Biology Group, Department of Biomedical Engineering, Eindhoven University of Technology, The Netherlands
| | - Anniek den Hamer
- Laboratory of Chemical Biology, Department of Biomedical Engineering, Eindhoven University of Technology, The Netherlands.,Institute for Complex Molecular Systems, Eindhoven University of Technology, The Netherlands
| | - Luc Brunsveld
- Laboratory of Chemical Biology, Department of Biomedical Engineering, Eindhoven University of Technology, The Netherlands.,Institute for Complex Molecular Systems, Eindhoven University of Technology, The Netherlands
| | - Tom F A de Greef
- Laboratory of Chemical Biology, Department of Biomedical Engineering, Eindhoven University of Technology, The Netherlands.,Institute for Complex Molecular Systems, Eindhoven University of Technology, The Netherlands.,Computational Biology Group, Department of Biomedical Engineering, Eindhoven University of Technology, The Netherlands.,Institute for Molecules and Materials, Radboud University, Heyendaalseweg 135, 6525 AJ Nijmegen, The Netherlands
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23
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van der Linden AJ, Yelleswarapu M, Pieters PA, Swank Z, Huck WTS, Maerkl SJ, de Greef TFA. A Multilayer Microfluidic Platform for the Conduction of Prolonged Cell-Free Gene Expression. J Vis Exp 2019. [PMID: 31633684 DOI: 10.3791/59655] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/31/2022] Open
Abstract
The limitations of cell-based synthetic biology are becoming increasingly apparent as researchers aim to develop larger and more complex synthetic genetic regulatory circuits. The analysis of synthetic genetic regulatory networks in vivo is time consuming and suffers from a lack of environmental control, with exogenous synthetic components interacting with host processes resulting in undesired behavior. To overcome these issues, cell-free characterization of novel circuitry is becoming more prevalent. In vitro transcription and translation (IVTT) mixtures allow the regulation of the experimental environment and can be optimized for each unique system. The protocols presented here detail the fabrication of a multilayer microfluidic device that can be utilized to sustain IVTT reactions for prolonged durations. In contrast to batch reactions, where resources are depleted over time and (by-) products accumulate, the use of microfluidic devices allows the replenishment of resources as well as the removal of reaction products. In this manner, the cellular environment is emulated by maintaining an out-of-equilibrium environment in which the dynamic behavior of gene circuits can be investigated over extended periods of time. To fully exploit the multilayer microfluidic device, hardware and software have been integrated to automate the IVTT reactions. By combining IVTT reactions with the microfluidic platform presented here, it becomes possible to comprehensively analyze complex network behaviors, furthering our understanding of the mechanisms that regulate cellular processes.
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Affiliation(s)
- Ardjan J van der Linden
- Institute for Complex Molecular Systems, Department of Biomedical Engineering, Computational Biology Group, Eindhoven University of Technology
| | | | - Pascal A Pieters
- Institute for Complex Molecular Systems, Department of Biomedical Engineering, Computational Biology Group, Eindhoven University of Technology
| | - Zoe Swank
- Institute of Bioengineering, School of Engineering École Polytechnique Fédérale de Lausanne (EPFL)
| | | | - Sebastian J Maerkl
- Institute of Bioengineering, School of Engineering École Polytechnique Fédérale de Lausanne (EPFL);
| | - Tom F A de Greef
- Institute for Complex Molecular Systems, Department of Biomedical Engineering, Computational Biology Group, Eindhoven University of Technology; Institute for Molecules and Materials, Radboud University;
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24
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Roodhuizen JA, Hendrikx PJTM, Hilbers PAJ, de Greef TFA, Markvoort AJ. Counterion-Dependent Mechanisms of DNA Origami Nanostructure Stabilization Revealed by Atomistic Molecular Simulation. ACS Nano 2019; 13:10798-10809. [PMID: 31502824 PMCID: PMC6764110 DOI: 10.1021/acsnano.9b05650] [Citation(s) in RCA: 34] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/18/2019] [Accepted: 09/09/2019] [Indexed: 05/18/2023]
Abstract
The DNA origami technique has proven to have tremendous potential for therapeutic and diagnostic applications like drug delivery, but the relatively low concentrations of cations in physiological fluids cause destabilization and degradation of DNA origami constructs preventing in vivo applications. To reveal the mechanisms behind DNA origami stabilization by cations, we performed atomistic molecular dynamics simulations of a DNA origami rectangle in aqueous solvent with varying concentrations of magnesium and sodium as well as polyamines like oligolysine and spermine. We explored the binding of these ions to DNA origami in detail and found that the mechanism of stabilization differs between ion types considerably. While sodium binds weakly and quickly exchanges with the solvent, magnesium and spermine bind close to the origami with spermine also located in between helices, stabilizing the crossovers characteristic for DNA origami and reducing repulsion of parallel helices. In contrast, oligolysine of length ten prevents helix repulsion by binding to adjacent helices with its flexible side chains, spanning the gap between the helices. Shorter oligolysine molecules with four subunits are weak stabilizers as they lack both the ability to connect helices and to prevent helix repulsion. This work thus shows how the binding modes of ions influence the stabilization of DNA origami nanostructures on a molecular level.
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Affiliation(s)
- Job A.
L. Roodhuizen
- Computational Biology Group, Department of Biomedical Engineering and Institute for Complex
Molecular Systems, Department of Biomedical Engineering, Eindhoven University of Technology, P.O. Box 513, 5600 MB Eindhoven, The Netherlands
| | - Philip J. T. M. Hendrikx
- Computational Biology Group, Department of Biomedical Engineering and Institute for Complex
Molecular Systems, Department of Biomedical Engineering, Eindhoven University of Technology, P.O. Box 513, 5600 MB Eindhoven, The Netherlands
| | - Peter A. J. Hilbers
- Computational Biology Group, Department of Biomedical Engineering and Institute for Complex
Molecular Systems, Department of Biomedical Engineering, Eindhoven University of Technology, P.O. Box 513, 5600 MB Eindhoven, The Netherlands
| | - Tom F. A. de Greef
- Computational Biology Group, Department of Biomedical Engineering and Institute for Complex
Molecular Systems, Department of Biomedical Engineering, Eindhoven University of Technology, P.O. Box 513, 5600 MB Eindhoven, The Netherlands
- Institute
for Molecules and Materials, Radboud University, Heyendaalseweg 135, 6525 AJ Nijmegen, The Netherlands
- E-mail:
| | - Albert J. Markvoort
- Computational Biology Group, Department of Biomedical Engineering and Institute for Complex
Molecular Systems, Department of Biomedical Engineering, Eindhoven University of Technology, P.O. Box 513, 5600 MB Eindhoven, The Netherlands
- E-mail:
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25
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Cremers GAO, Rosier BJHM, Riera Brillas R, Albertazzi L, de Greef TFA. Efficient Small-Scale Conjugation of DNA to Primary Antibodies for Multiplexed Cellular Targeting. Bioconjug Chem 2019; 30:2384-2392. [PMID: 31438665 PMCID: PMC6753658 DOI: 10.1021/acs.bioconjchem.9b00490] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
![]()
The
combination of the specificity of antibodies and the programmability
of DNA nanotechnology has provided the scientific community with a
powerful tool to label and unambiguously distinguish a large number
of subcellular targets using fluorescence-based read-out methods.
Whereas primary antibodies are commercially available for a large
class of targets, a general stoichiometric site-selective DNA labeling
strategy for this affinity reagent is lacking. Here we present a universal,
site-selective conjugation method using a small photo-cross-linkable
protein G adaptor that allows labeling of antibodies of different
host species with a controlled number of short oligonucleotides (ODNs).
Importantly, we illustrate that this conjugation method can be directly
performed on commercially available primary antibodies on a small
scale and without cross-reactivity towards bovine serum albumin. In
addition, we present a general benchtop-compatible strategy to purify
DNA-labeled antibodies without a loss of function. The application
of protein G-ODN-labeled primary antibodies is demonstrated by employing
three well-known methods for detecting subcellular targets using fluorescence
read-out, including flow cytometry, DNA-PAINT, and dSTORM. This work
thus establishes a general and efficient platform for the synthesis
of a library of unique ODN–antibody conjugates, facilitating
the broader use of DNA-based programmable tags for multiplexed labeling
to identify subcellular features with nanometer precision and improving
our understanding of cellular structure and function.
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Affiliation(s)
- Glenn A O Cremers
- Laboratory of Chemical Biology and Institute for Complex Molecular Systems , Eindhoven University of Technology , P.O. Box 513, 5600 MB Eindhoven , The Netherlands.,Computational Biology Group, Department of Biomedical Engineering , Eindhoven University of Technology , P.O. Box 513, 5600 MB Eindhoven , The Netherlands
| | - Bas J H M Rosier
- Laboratory of Chemical Biology and Institute for Complex Molecular Systems , Eindhoven University of Technology , P.O. Box 513, 5600 MB Eindhoven , The Netherlands.,Computational Biology Group, Department of Biomedical Engineering , Eindhoven University of Technology , P.O. Box 513, 5600 MB Eindhoven , The Netherlands
| | - Roger Riera Brillas
- Laboratory of Chemical Biology and Institute for Complex Molecular Systems , Eindhoven University of Technology , P.O. Box 513, 5600 MB Eindhoven , The Netherlands.,Molecular Biosensing for Medical Diagnostics, Department of Biomedical Engineering , Eindhoven University of Technology , P.O. Box 513, 5600 MB Eindhoven , The Netherlands
| | - Lorenzo Albertazzi
- Laboratory of Chemical Biology and Institute for Complex Molecular Systems , Eindhoven University of Technology , P.O. Box 513, 5600 MB Eindhoven , The Netherlands.,Molecular Biosensing for Medical Diagnostics, Department of Biomedical Engineering , Eindhoven University of Technology , P.O. Box 513, 5600 MB Eindhoven , The Netherlands
| | - Tom F A de Greef
- Laboratory of Chemical Biology and Institute for Complex Molecular Systems , Eindhoven University of Technology , P.O. Box 513, 5600 MB Eindhoven , The Netherlands.,Computational Biology Group, Department of Biomedical Engineering , Eindhoven University of Technology , P.O. Box 513, 5600 MB Eindhoven , The Netherlands.,Institute for Molecules and Materials , Radboud University , Heyendaalseweg 135 , 6525 AJ Nijmegen , The Netherlands
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26
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Teunissen AJP, Paffen TFE, Filot IAW, Lanting MD, van der Haas RJC, de Greef TFA, Meijer EW. Supramolecular interactions between catalytic species allow rational control over reaction kinetics. Chem Sci 2019; 10:9115-9124. [PMID: 31827754 PMCID: PMC6889839 DOI: 10.1039/c9sc02357g] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2019] [Accepted: 08/14/2019] [Indexed: 11/21/2022] Open
Abstract
The adaptivity of biological reaction networks largely arises through non-covalent regulation of catalysts' activity. Such type of catalyst control is still nascent in synthetic chemical networks and thereby hampers their ability to display life-like behavior. Here, we report a bio-inspired system in which non-covalent interactions between two complementary phase-transfer catalysts are used to regulate reaction kinetics. While one catalyst gives bimolecular kinetics, the second displays autoinductive feedback, resulting in sigmoidal kinetics. When both catalysts are combined, the interactions between them allow rational control over the shape of the kinetic curves. Computational models are used to gain insight into the structure, interplay, and activity of each catalytic species, and the scope of the system is examined by optimizing the linearity of the kinetic curves. Combined, our findings highlight the effectiveness of regulating reaction kinetics using non-covalent catalyst interactions, but also emphasize the risk for unforeseen catalytic contributions in complex systems and the necessity to combine detailed experiments with kinetic modelling.
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Affiliation(s)
- Abraham J P Teunissen
- Institute for Complex Molecular Systems , Eindhoven University of Technology , P.O. Box 513 , 5600 MB Eindhoven , The Netherlands . ; .,Laboratory of Macromolecular and Organic Chemistry , Eindhoven University of Technology , P.O. Box 513 , 5600 MB Eindhoven , The Netherlands
| | - Tim F E Paffen
- Institute for Complex Molecular Systems , Eindhoven University of Technology , P.O. Box 513 , 5600 MB Eindhoven , The Netherlands . ; .,Laboratory of Macromolecular and Organic Chemistry , Eindhoven University of Technology , P.O. Box 513 , 5600 MB Eindhoven , The Netherlands
| | - Ivo A W Filot
- Institute for Complex Molecular Systems , Eindhoven University of Technology , P.O. Box 513 , 5600 MB Eindhoven , The Netherlands . ; .,Schuit Institute for Catalysis , Eindhoven University of Technology , P.O. Box 513 , 5600 MB Eindhoven , The Netherlands
| | - Menno D Lanting
- Institute for Complex Molecular Systems , Eindhoven University of Technology , P.O. Box 513 , 5600 MB Eindhoven , The Netherlands . ; .,Laboratory of Macromolecular and Organic Chemistry , Eindhoven University of Technology , P.O. Box 513 , 5600 MB Eindhoven , The Netherlands
| | - Roy J C van der Haas
- Institute for Complex Molecular Systems , Eindhoven University of Technology , P.O. Box 513 , 5600 MB Eindhoven , The Netherlands . ; .,Laboratory of Macromolecular and Organic Chemistry , Eindhoven University of Technology , P.O. Box 513 , 5600 MB Eindhoven , The Netherlands
| | - Tom F A de Greef
- Institute for Complex Molecular Systems , Eindhoven University of Technology , P.O. Box 513 , 5600 MB Eindhoven , The Netherlands . ; .,Computational Biology , Eindhoven University of Technology , P.O. Box 513 , 5600 MB Eindhoven , The Netherlands
| | - E W Meijer
- Institute for Complex Molecular Systems , Eindhoven University of Technology , P.O. Box 513 , 5600 MB Eindhoven , The Netherlands . ; .,Laboratory of Macromolecular and Organic Chemistry , Eindhoven University of Technology , P.O. Box 513 , 5600 MB Eindhoven , The Netherlands
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Herkert L, Droste J, Kartha KK, Korevaar PA, de Greef TFA, Hansen MR, Fernández G. Pathway Control in Cooperative vs. Anti-Cooperative Supramolecular Polymers. Angew Chem Int Ed Engl 2019; 58:11344-11349. [PMID: 31119831 DOI: 10.1002/anie.201905064] [Citation(s) in RCA: 43] [Impact Index Per Article: 8.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2019] [Indexed: 11/07/2022]
Abstract
Controlling the nanoscale morphology in assemblies of π-conjugated molecules is key to developing supramolecular functional materials. Here, we report an unsymmetrically substituted amphiphilic PtII complex 1 that shows unique self-assembly behavior in nonpolar media, providing two competing anti-cooperative and cooperative pathways with distinct molecular arrangement (long- vs. medium-slipped, respectively) and nanoscale morphology (discs vs. fibers, respectively). With a thermodynamic model, we unravel the competition between the anti-cooperative and cooperative pathways: buffering of monomers into small-sized, anti-cooperative species affects the formation of elongated assemblies, which might open up new strategies for pathway control in self-assembly. Our findings reveal that side-chain immiscibility is an efficient method to control anti-cooperative assemblies and pathway complexity in general.
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Affiliation(s)
- Lorena Herkert
- Organisch-Chemisches Institut, Westfälische-Wilhelms Universität Münster, Corrensstraße 40, 48149, Münster, Germany
| | - Jörn Droste
- Institut für Physikalische Chemie, Westfälische-Wilhelms Universität Münster, Corrensstraße 28/30, 48149, Münster, Germany
| | - Kalathil K Kartha
- Organisch-Chemisches Institut, Westfälische-Wilhelms Universität Münster, Corrensstraße 40, 48149, Münster, Germany
| | - Peter A Korevaar
- Institute for Molecules and Materials, Radboud University, Heyendaalseweg 135, 6525, AJ, Nijmegen, The Netherlands
| | - Tom F A de Greef
- Institute for Molecules and Materials, Radboud University, Heyendaalseweg 135, 6525, AJ, Nijmegen, The Netherlands.,Institute for Complex Molecular Systems, Department of Biomedical Engineering, Eindhoven University of Technology, The Netherlands
| | - Michael Ryan Hansen
- Institut für Physikalische Chemie, Westfälische-Wilhelms Universität Münster, Corrensstraße 28/30, 48149, Münster, Germany
| | - Gustavo Fernández
- Organisch-Chemisches Institut, Westfälische-Wilhelms Universität Münster, Corrensstraße 40, 48149, Münster, Germany
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28
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Joesaar A, Yang S, Bögels B, van der Linden A, Pieters P, Kumar BVVSP, Dalchau N, Phillips A, Mann S, de Greef TFA. DNA-based communication in populations of synthetic protocells. Nat Nanotechnol 2019; 14:369-378. [PMID: 30833694 PMCID: PMC6451639 DOI: 10.1038/s41565-019-0399-9] [Citation(s) in RCA: 186] [Impact Index Per Article: 37.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/29/2018] [Accepted: 01/22/2019] [Indexed: 05/20/2023]
Abstract
Developing molecular communication platforms based on orthogonal communication channels is a crucial step towards engineering artificial multicellular systems. Here, we present a general and scalable platform entitled 'biomolecular implementation of protocellular communication' (BIO-PC) to engineer distributed multichannel molecular communication between populations of non-lipid semipermeable microcapsules. Our method leverages the modularity and scalability of enzyme-free DNA strand-displacement circuits to develop protocellular consortia that can sense, process and respond to DNA-based messages. We engineer a rich variety of biochemical communication devices capable of cascaded amplification, bidirectional communication and distributed computational operations. Encapsulating DNA strand-displacement circuits further allows their use in concentrated serum where non-compartmentalized DNA circuits cannot operate. BIO-PC enables reliable execution of distributed DNA-based molecular programs in biologically relevant environments and opens new directions in DNA computing and minimal cell technology.
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Affiliation(s)
- Alex Joesaar
- Laboratory of Chemical Biology, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
- Institute for Complex Molecular Systems, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
- Computational Biology Group, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
| | - Shuo Yang
- Laboratory of Chemical Biology, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
- Institute for Complex Molecular Systems, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
- Computational Biology Group, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
| | - Bas Bögels
- Laboratory of Chemical Biology, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
- Institute for Complex Molecular Systems, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
- Computational Biology Group, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
| | - Ardjan van der Linden
- Laboratory of Chemical Biology, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
- Institute for Complex Molecular Systems, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
- Computational Biology Group, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
| | - Pascal Pieters
- Laboratory of Chemical Biology, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
- Institute for Complex Molecular Systems, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
- Computational Biology Group, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands
| | - B V V S Pavan Kumar
- Centre for Protolife Research and Centre for Organized Matter Chemistry, School of Chemistry, University of Bristol, Bristol, UK
| | | | | | - Stephen Mann
- Centre for Protolife Research and Centre for Organized Matter Chemistry, School of Chemistry, University of Bristol, Bristol, UK
| | - Tom F A de Greef
- Laboratory of Chemical Biology, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands.
- Institute for Complex Molecular Systems, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands.
- Computational Biology Group, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands.
- Institute for Molecules and Materials, Radboud University, Nijmegen, The Netherlands.
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29
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Yelleswarapu M, van der Linden AJ, van Sluijs B, Pieters PA, Dubuc E, de Greef TFA, Huck WTS. Sigma Factor-Mediated Tuning of Bacterial Cell-Free Synthetic Genetic Oscillators. ACS Synth Biol 2018; 7:2879-2887. [PMID: 30408412 PMCID: PMC6305555 DOI: 10.1021/acssynbio.8b00300] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
![]()
Cell-free
transcription–translation provides a simplified
prototyping environment to rapidly design and study synthetic networks.
Despite the presence of a well characterized toolbox of genetic elements,
examples of genetic networks that exhibit complex temporal behavior
are scarce. Here, we present a genetic oscillator implemented in an E. coli-based cell-free system under steady-state conditions
using microfluidic flow reactors. The oscillator has an activator–repressor
motif that utilizes the native transcriptional machinery of E. coli: the RNAP and its associated sigma factors.
We optimized a kinetic model with experimental data using an evolutionary
algorithm to quantify the key regulatory model parameters. The functional
modulation of the RNAP was investigated by coupling two oscillators
driven by competing sigma factors, allowing the modification of network
properties by means of passive transcriptional regulation.
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Affiliation(s)
- Maaruthy Yelleswarapu
- Radboud University, Institute for Molecules and Materials, Heyendaalseweg 135, 6525 AJ Nijmegen, The Netherlands
| | - Ardjan J. van der Linden
- Institute for Complex Molecular Systems, Department of Biomedical Engineering, Computational Biology Group, Eindhoven University of Technology, P.O. Box 513, 5600 MB Eindhoven, The Netherlands
| | - Bob van Sluijs
- Radboud University, Institute for Molecules and Materials, Heyendaalseweg 135, 6525 AJ Nijmegen, The Netherlands
| | - Pascal A. Pieters
- Institute for Complex Molecular Systems, Department of Biomedical Engineering, Computational Biology Group, Eindhoven University of Technology, P.O. Box 513, 5600 MB Eindhoven, The Netherlands
| | - Emilien Dubuc
- Institute for Complex Molecular Systems, Department of Biomedical Engineering, Computational Biology Group, Eindhoven University of Technology, P.O. Box 513, 5600 MB Eindhoven, The Netherlands
| | - Tom F. A. de Greef
- Institute for Complex Molecular Systems, Department of Biomedical Engineering, Computational Biology Group, Eindhoven University of Technology, P.O. Box 513, 5600 MB Eindhoven, The Netherlands
| | - Wilhelm T. S. Huck
- Radboud University, Institute for Molecules and Materials, Heyendaalseweg 135, 6525 AJ Nijmegen, The Netherlands
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30
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Mariottini D, Idili A, Nijenhuis MAD, de Greef TFA, Ricci F. DNA-Based Nanodevices Controlled by Purely Entropic Linker Domains. J Am Chem Soc 2018; 140:14725-14734. [PMID: 30351025 DOI: 10.1021/jacs.8b07640] [Citation(s) in RCA: 26] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
We demonstrate here the rational design of purely entropic domains as a versatile approach to achieve control of the input/output response of synthetic molecular receptors. To do so and to highlight the versatility and generality of this approach, we have rationally re-engineered two model DNA-based receptors: a clamp-like DNA-based switch that recognizes a specific DNA sequence and an ATP-binding aptamer. We show that, by varying the length of the linker domain that connects the two recognition portions of these receptors, it is possible to finely control their affinity for their specific ligand. Through mathematical modeling and thermodynamic characterization, we also demonstrate for both systems that entropy changes associated with changes in linker length are responsible for affinity modulation and that the linker we have designed behaves as a disordered random-coil polymer. The approach also allows us to regulate the ligand concentration range at which the receptors respond and show optimal specificity. Given these attributes, the use of purely entropic domains appears as a versatile and general approach to finely control the activity of synthetic receptors in a highly predictable and controlled fashion.
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Affiliation(s)
- Davide Mariottini
- Chemistry Department , University of Rome Tor Vergata , Via della Ricerca Scientifica , 00133 Rome , Italy
| | - Andrea Idili
- Chemistry Department , University of Rome Tor Vergata , Via della Ricerca Scientifica , 00133 Rome , Italy
| | - Minke A D Nijenhuis
- Institute for Complex Molecular Systems , Eindhoven University of Technology , 5600 MB Eindhoven , The Netherlands
| | - Tom F A de Greef
- Institute for Complex Molecular Systems , Eindhoven University of Technology , 5600 MB Eindhoven , The Netherlands
| | - Francesco Ricci
- Chemistry Department , University of Rome Tor Vergata , Via della Ricerca Scientifica , 00133 Rome , Italy
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31
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Rosier BJHM, Cremers GAO, Engelen W, Merkx M, Brunsveld L, de Greef TFA. Incorporation of native antibodies and Fc-fusion proteins on DNA nanostructures via a modular conjugation strategy. Chem Commun (Camb) 2018; 53:7393-7396. [PMID: 28617516 PMCID: PMC5708335 DOI: 10.1039/c7cc04178k] [Citation(s) in RCA: 33] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
Abstract
A photocrosslinkable protein G adapter was used to site-specifically conjugate complex native proteins to oligonucleotides, allowing for efficient incorporation on DNA origami nanostructures.
A photocrosslinkable protein G variant was used as an adapter protein to covalently and site-specifically conjugate an antibody and an Fc-fusion protein to an oligonucleotide. This modular approach enables straightforward decoration of DNA nanostructures with complex native proteins while retaining their innate binding affinity, allowing precise control over the nanoscale spatial organization of such proteins for in vitro and in vivo biomedical applications.
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Affiliation(s)
- Bas J H M Rosier
- Laboratory of Chemical Biology and Institute for Complex Molecular Systems, Eindhoven University of Technology, P.O. Box 513, 5600 MB Eindhoven, The Netherlands
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33
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Abstract
Supramolecular polymerization has been traditionally focused on the thermodynamic equilibrium state, where one-dimensional assemblies reside at the global minimum of the Gibbs free energy. The pathway and rate to reach the equilibrium state are irrelevant, and the resulting assemblies remain unchanged over time. In the past decade, the focus has shifted to kinetically trapped (non-dissipative non-equilibrium) structures that heavily depend on the method of preparation (i.e., pathway complexity), and where the assembly rates are of key importance. Kinetic models have greatly improved our understanding of competing pathways, and shown how to steer supramolecular polymerization in the desired direction (i.e., pathway selection). The most recent innovation in the field relies on energy or mass input that is dissipated to keep the system away from the thermodynamic equilibrium (or from other non-dissipative states). This tutorial review aims to provide the reader with a set of tools to identify different types of self-assembled states that have been explored so far. In particular, we aim to clarify the often unclear use of the term "non-equilibrium self-assembly" by subdividing systems into dissipative, and non-dissipative non-equilibrium states. Examples are given for each of the states, with a focus on non-dissipative non-equilibrium states found in one-dimensional supramolecular polymerization.
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Affiliation(s)
- Alessandro Sorrenti
- University of Strasbourg , CNRS , ISIS UMR 7006 , F-67000 Strasbourg , France .
| | | | - Albert J. Markvoort
- Computational Biology Group and Institute for Complex Molecular Systems , Eindhoven University of Technology , P.O. Box 513 , 5600 MB Eindhoven , The Netherlands .
| | - Tom F. A. de Greef
- Computational Biology Group and Institute for Complex Molecular Systems , Eindhoven University of Technology , P.O. Box 513 , 5600 MB Eindhoven , The Netherlands .
| | - Thomas M. Hermans
- University of Strasbourg , CNRS , ISIS UMR 7006 , F-67000 Strasbourg , France .
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34
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van Rosmalen M, Janssen BMG, Hendrikse NM, van der Linden AJ, Pieters PA, Wanders D, de Greef TFA, Merkx M. Affinity Maturation of a Cyclic Peptide Handle for Therapeutic Antibodies Using Deep Mutational Scanning. J Biol Chem 2016; 292:1477-1489. [PMID: 27974464 DOI: 10.1074/jbc.m116.764225] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2016] [Revised: 11/29/2016] [Indexed: 11/06/2022] Open
Abstract
Meditopes are cyclic peptides that bind in a specific pocket in the antigen-binding fragment of a therapeutic antibody such as cetuximab. Provided their moderate affinity can be enhanced, meditope peptides could be used as specific non-covalent and paratope-independent handles in targeted drug delivery, molecular imaging, and therapeutic drug monitoring. Here we show that the affinity of a recently reported meditope for cetuximab can be substantially enhanced using a combination of yeast display and deep mutational scanning. Deep sequencing was used to construct a fitness landscape of this protein-peptide interaction, and four mutations were identified that together improved the affinity for cetuximab 10-fold to 15 nm Importantly, the increased affinity translated into enhanced cetuximab-mediated recruitment to EGF receptor-overexpressing cancer cells. Although in silico Rosetta simulations correctly identified positions that were tolerant to mutation, modeling did not accurately predict the affinity-enhancing mutations. The experimental approach reported here should be generally applicable and could be used to develop meditope peptides with low nanomolar affinity for other therapeutic antibodies.
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Affiliation(s)
- Martijn van Rosmalen
- From the Laboratory of Chemical Biology and Institute for Complex Molecular Systems (ICMS), Department of Biomedical Engineering, Eindhoven University of Technology, 5600 MB Eindhoven, The Netherlands
| | - Brian M G Janssen
- From the Laboratory of Chemical Biology and Institute for Complex Molecular Systems (ICMS), Department of Biomedical Engineering, Eindhoven University of Technology, 5600 MB Eindhoven, The Netherlands
| | - Natalie M Hendrikse
- From the Laboratory of Chemical Biology and Institute for Complex Molecular Systems (ICMS), Department of Biomedical Engineering, Eindhoven University of Technology, 5600 MB Eindhoven, The Netherlands
| | - Ardjan J van der Linden
- From the Laboratory of Chemical Biology and Institute for Complex Molecular Systems (ICMS), Department of Biomedical Engineering, Eindhoven University of Technology, 5600 MB Eindhoven, The Netherlands
| | - Pascal A Pieters
- From the Laboratory of Chemical Biology and Institute for Complex Molecular Systems (ICMS), Department of Biomedical Engineering, Eindhoven University of Technology, 5600 MB Eindhoven, The Netherlands
| | - Dave Wanders
- From the Laboratory of Chemical Biology and Institute for Complex Molecular Systems (ICMS), Department of Biomedical Engineering, Eindhoven University of Technology, 5600 MB Eindhoven, The Netherlands
| | - Tom F A de Greef
- From the Laboratory of Chemical Biology and Institute for Complex Molecular Systems (ICMS), Department of Biomedical Engineering, Eindhoven University of Technology, 5600 MB Eindhoven, The Netherlands
| | - Maarten Merkx
- From the Laboratory of Chemical Biology and Institute for Complex Molecular Systems (ICMS), Department of Biomedical Engineering, Eindhoven University of Technology, 5600 MB Eindhoven, The Netherlands
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35
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Abstract
The modulation of the hierarchical nucleated self-assembly of tri-β(3) -peptides has been studied. β(3) -Tyrosine provided a handle to control the assembly process through host-guest interactions with CB[7] and CB[8]. By varying the cavity size from CB[7] to CB[8] distinct phases of assembling tri-β(3) -peptides were arrested. Given the limited size of the CB[7] cavity, only one aromatic β(3) -tyrosine can be simultaneously hosted and, hence, CB[7] was primarily acting as an inhibitor of self-assembly. In strong contrast, the larger CB[8] can form a ternary complex with two aromatic amino acids and hence CB[8] was acting primarily as cross-linker of multiple fibers and promoting the formation of larger aggregates. General insights on modulating supramolecular assembly can lead to new ways to introduce functionality in supramolecular polymers.
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Affiliation(s)
- Tushar Satav
- Molecular Nanofabrication Group of the MESA+, Institute for Nanotechnology, University of Twente, P.O. Box 217, 7500AE, Enschede, Netherlands
- Bioinspired Molecular Engineering Laboratory of the MIRA Institute for Biomedical Technology and Technical Medicine, University of Twente, P.O. Box 217, 7500AE, Enschede, Netherlands
| | - Peter Korevaar
- Institute for Complex Molecular Systems, Eindhoven University of Technology, P.O. Box 513, 5600 MB, Eindhoven, Netherlands
| | - Tom F A de Greef
- Institute for Complex Molecular Systems, Eindhoven University of Technology, P.O. Box 513, 5600 MB, Eindhoven, Netherlands
| | - Jurriaan Huskens
- Molecular Nanofabrication Group of the MESA+, Institute for Nanotechnology, University of Twente, P.O. Box 217, 7500AE, Enschede, Netherlands.
| | - Pascal Jonkheijm
- Molecular Nanofabrication Group of the MESA+, Institute for Nanotechnology, University of Twente, P.O. Box 217, 7500AE, Enschede, Netherlands.
- Bioinspired Molecular Engineering Laboratory of the MIRA Institute for Biomedical Technology and Technical Medicine, University of Twente, P.O. Box 217, 7500AE, Enschede, Netherlands.
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36
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Bosmans RPG, Briels JM, Milroy LG, de Greef TFA, Merkx M, Brunsveld L. Supramolecular Control over Split-Luciferase Complementation. Angew Chem Int Ed Engl 2016; 55:8899-903. [PMID: 27356091 PMCID: PMC5113697 DOI: 10.1002/anie.201602807] [Citation(s) in RCA: 55] [Impact Index Per Article: 6.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2016] [Revised: 05/17/2016] [Indexed: 01/18/2023]
Abstract
Supramolecular split-enzyme complementation restores enzymatic activity and allows for on-off switching. Split-luciferase fragment pairs were provided with an N-terminal FGG sequence and screened for complementation through host-guest binding to cucurbit[8]uril (Q8). Split-luciferase heterocomplex formation was induced in a Q8 concentration dependent manner, resulting in a 20-fold upregulation of luciferase activity. Supramolecular split-luciferase complementation was fully reversible, as revealed by using two types of Q8 inhibitors. Competition studies with the weak-binding FGG peptide revealed a 300-fold enhanced stability for the formation of the ternary heterocomplex compared to binding of two of the same fragments to Q8. Stochiometric binding by the potent inhibitor memantine could be used for repeated cycling of luciferase activation and deactivation in conjunction with Q8, providing a versatile module for in vitro supramolecular signaling networks.
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Affiliation(s)
- Ralph P G Bosmans
- Laboratory of Chemical Biology and Institute of Complex Molecular Systems, Department of Biomedical Engineering, Eindhoven University of Technology, Den Dolech 2, 5612, AZ, Eindhoven, The Netherlands
| | - Jeroen M Briels
- Laboratory of Chemical Biology and Institute of Complex Molecular Systems, Department of Biomedical Engineering, Eindhoven University of Technology, Den Dolech 2, 5612, AZ, Eindhoven, The Netherlands
| | - Lech-Gustav Milroy
- Laboratory of Chemical Biology and Institute of Complex Molecular Systems, Department of Biomedical Engineering, Eindhoven University of Technology, Den Dolech 2, 5612, AZ, Eindhoven, The Netherlands
| | - Tom F A de Greef
- Laboratory of Chemical Biology and Institute of Complex Molecular Systems, Department of Biomedical Engineering, Eindhoven University of Technology, Den Dolech 2, 5612, AZ, Eindhoven, The Netherlands
| | - Maarten Merkx
- Laboratory of Chemical Biology and Institute of Complex Molecular Systems, Department of Biomedical Engineering, Eindhoven University of Technology, Den Dolech 2, 5612, AZ, Eindhoven, The Netherlands
| | - Luc Brunsveld
- Laboratory of Chemical Biology and Institute of Complex Molecular Systems, Department of Biomedical Engineering, Eindhoven University of Technology, Den Dolech 2, 5612, AZ, Eindhoven, The Netherlands.
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37
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Teunissen AJP, Paffen TFE, Ercolani G, de Greef TFA, Meijer EW. Regulating Competing Supramolecular Interactions Using Ligand Concentration. J Am Chem Soc 2016; 138:6852-60. [DOI: 10.1021/jacs.6b03421] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Affiliation(s)
| | | | - Gianfranco Ercolani
- Dipartimento
di Scienze e Tecnologie Chimiche, Università di Roma Tor Vergata, Via della Ricerca Scientifica, 00133 Roma, Italy
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38
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Markvoort AJ, Eikelder HMT, Hilbers PJ, de Greef TFA. Fragmentation and Coagulation in Supramolecular (Co)polymerization Kinetics. ACS Cent Sci 2016; 2:232-41. [PMID: 27163054 PMCID: PMC4850513 DOI: 10.1021/acscentsci.6b00009] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/11/2016] [Indexed: 05/06/2023]
Abstract
The self-assembly of molecular building blocks into one-dimensional supramolecular architectures has opened up new frontiers in materials science. Due to the noncovalent interactions between the monomeric units, these architectures are intrinsically dynamic, and understanding their kinetic driving forces is key to rationally programming their morphology and function. To understand the self-assembly dynamics of supramolecular polymerizations (SP), kinetic models based on aggregate growth by sequential monomer association and dissociation have been analyzed. However, fragmentation and coagulation events can also play a role, as evident from studies on peptide self-assembly and the fact that aggregations can be sensitive to mechanical agitations. Here, we analyze how fragmentation and coagulation events influence SP kinetics by theoretical analysis of self-assembling systems of increasing complexity. Our analysis starts with single-component systems in which aggregates are able to grow via an isodesmic or cooperative nucleation-elongation mechanism. Subsequently, equilibration dynamics in cooperative two-component supramolecular copolymerizations are investigated. In the final part, we reveal how aggregate growth in the presence of competing, kinetically controlled pathways is influenced by fragmentation and coagulation reactions and reveal how seed-induced growth can give rise to block copolymers. Our analysis shows how fragmentation and coagulation reactions are able to modulate SP kinetics in ways that are highly system dependent.
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39
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Abstract
A cell-free approach reveals how genetic circuits can produce robust oscillations of proteins and other components.
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Affiliation(s)
- Bas J H M Rosier
- Department of Biomedical Engineering and Institute for Complex Molecular Systems, Eindhoven University of Technology, Eindhoven, The Netherlands
| | - Tom F A de Greef
- Department of Biomedical Engineering and Institute for Complex Molecular Systems, Eindhoven University of Technology, Eindhoven, The Netherlands
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40
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van der Zwaag D, Pieters PA, Korevaar PA, Markvoort AJ, Spiering AJH, de Greef TFA, Meijer EW. Kinetic Analysis as a Tool to Distinguish Pathway Complexity in Molecular Assembly: An Unexpected Outcome of Structures in Competition. J Am Chem Soc 2015; 137:12677-88. [PMID: 26354151 DOI: 10.1021/jacs.5b08138] [Citation(s) in RCA: 81] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
While the sensitive dependence of the functional characteristics of self-assembled nanofibers on the molecular structure of their building blocks is well-known, the crucial influence of the dynamics of the assembly process is often overlooked. For natural protein-based fibrils, various aggregation mechanisms have been demonstrated, from simple primary nucleation to secondary nucleation and off-pathway aggregation. Similar pathway complexity has recently been described in synthetic supramolecular polymers and has been shown to be intimately linked to their morphology. We outline a general method to investigate the consequences of the presence of multiple assembly pathways, and show how kinetic analysis can be used to distinguish different assembly mechanisms. We illustrate our combined experimental and theoretical approach by studying the aggregation of chiral bipyridine-extended 1,3,5-benzenetricarboxamides (BiPy-1) in n-butanol as a model system. Our workflow consists of nonlinear least-squares analysis of steady-state spectroscopic measurements, which cannot provide conclusive mechanistic information but yields the equilibrium constants of the self-assembly process as constraints for subsequent kinetic analysis. Furthermore, kinetic nucleation-elongation models based on one and two competing pathways are used to interpret time-dependent spectroscopic measurements acquired using stop-flow and temperature-jump methods. Thus, we reveal that the sharp transition observed in the aggregation process of BiPy-1 cannot be explained by a single cooperative pathway, but can be described by a competitive two-pathway mechanism. This work provides a general tool for analyzing supramolecular polymerizations and establishing energetic landscapes, leading to mechanistic insights that at first sight may seem unexpected and counterintuitive.
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Affiliation(s)
- Daan van der Zwaag
- Institute for Complex Molecular Systems, ‡Laboratory of Macromolecular and Organic Chemistry, and §Computational Biology Group, Eindhoven University of Technology , P.O. Box 513, 5600 MB Eindhoven, The Netherlands
| | - Pascal A Pieters
- Institute for Complex Molecular Systems, ‡Laboratory of Macromolecular and Organic Chemistry, and §Computational Biology Group, Eindhoven University of Technology , P.O. Box 513, 5600 MB Eindhoven, The Netherlands
| | - Peter A Korevaar
- Institute for Complex Molecular Systems, ‡Laboratory of Macromolecular and Organic Chemistry, and §Computational Biology Group, Eindhoven University of Technology , P.O. Box 513, 5600 MB Eindhoven, The Netherlands
| | - Albert J Markvoort
- Institute for Complex Molecular Systems, ‡Laboratory of Macromolecular and Organic Chemistry, and §Computational Biology Group, Eindhoven University of Technology , P.O. Box 513, 5600 MB Eindhoven, The Netherlands
| | - A J H Spiering
- Institute for Complex Molecular Systems, ‡Laboratory of Macromolecular and Organic Chemistry, and §Computational Biology Group, Eindhoven University of Technology , P.O. Box 513, 5600 MB Eindhoven, The Netherlands
| | - Tom F A de Greef
- Institute for Complex Molecular Systems, ‡Laboratory of Macromolecular and Organic Chemistry, and §Computational Biology Group, Eindhoven University of Technology , P.O. Box 513, 5600 MB Eindhoven, The Netherlands
| | - E W Meijer
- Institute for Complex Molecular Systems, ‡Laboratory of Macromolecular and Organic Chemistry, and §Computational Biology Group, Eindhoven University of Technology , P.O. Box 513, 5600 MB Eindhoven, The Netherlands
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41
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van Roekel HWH, Meijer LHH, Masroor S, Félix Garza ZC, Estévez-Torres A, Rondelez Y, Zagaris A, Peletier MA, Hilbers PAJ, de Greef TFA. Automated design of programmable enzyme-driven DNA circuits. ACS Synth Biol 2015; 4:735-45. [PMID: 25365785 DOI: 10.1021/sb500300d] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023]
Abstract
Molecular programming allows for the bottom-up engineering of biochemical reaction networks in a controlled in vitro setting. These engineered biochemical reaction networks yield important insight in the design principles of biological systems and can potentially enrich molecular diagnostic systems. The DNA polymerase-nickase-exonuclease (PEN) toolbox has recently been used to program oscillatory and bistable biochemical networks using a minimal number of components. Previous work has reported the automatic construction of in silico descriptions of biochemical networks derived from the PEN toolbox, paving the way for generating networks of arbitrary size and complexity in vitro. Here, we report an automated approach that further bridges the gap between an in silico description and in vitro realization. A biochemical network of arbitrary complexity can be globally screened for parameter values that display the desired function and combining this approach with robustness analysis further increases the chance of successful in vitro implementation. Moreover, we present an automated design procedure for generating optimal DNA sequences, exhibiting key characteristics deduced from the in silico analysis. Our in silico method has been tested on a previously reported network, the Oligator, and has also been applied to the design of a reaction network capable of displaying adaptation in one of its components. Finally, we experimentally characterize unproductive sequestration of the exonuclease to phosphorothioate protected ssDNA strands. The strong nonlinearities in the degradation of active components caused by this unintended cross-coupling are shown computationally to have a positive effect on adaptation quality.
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Affiliation(s)
| | | | | | | | - André Estévez-Torres
- Laboratoire
de Photonique et de Nanostructures, CNRS, route de Nozay, 91460 Marcoussis, France
| | - Yannick Rondelez
- LIMMS/CNRS-IIS,
Institute of Industrial Science, University of Tokyo, Komaba 4-6-1
Meguro-ku, Tokyo 153-8505, Japan
| | - Antonios Zagaris
- Department
of Applied Mathematics, University of Twente, P.O. Box 217, 7500 AE Enschede, The Netherlands
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42
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Affiliation(s)
| | - Gianfranco Ercolani
- Dipartimento
di Scienze e Tecnologie Chimiche, Università di Roma Tor Vergata, Via della Ricerca Scientifica, 00133 Roma, Italy
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43
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Semenov SN, Wong ASY, van der Made RM, Postma SGJ, Groen J, van Roekel HWH, de Greef TFA, Huck WTS. Rational design of functional and tunable oscillating enzymatic networks. Nat Chem 2015; 7:160-5. [PMID: 25615670 DOI: 10.1038/nchem.2142] [Citation(s) in RCA: 186] [Impact Index Per Article: 20.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2014] [Accepted: 11/19/2014] [Indexed: 12/27/2022]
Abstract
Life is sustained by complex systems operating far from equilibrium and consisting of a multitude of enzymatic reaction networks. The operating principles of biology's regulatory networks are known, but the in vitro assembly of out-of-equilibrium enzymatic reaction networks has proved challenging, limiting the development of synthetic systems showing autonomous behaviour. Here, we present a strategy for the rational design of programmable functional reaction networks that exhibit dynamic behaviour. We demonstrate that a network built around autoactivation and delayed negative feedback of the enzyme trypsin is capable of producing sustained oscillating concentrations of active trypsin for over 65 h. Other functions, such as amplification, analog-to-digital conversion and periodic control over equilibrium systems, are obtained by linking multiple network modules in microfluidic flow reactors. The methodology developed here provides a general framework to construct dissipative, tunable and robust (bio)chemical reaction networks.
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Affiliation(s)
- Sergey N Semenov
- Institute for Molecules and Materials, Radboud University Nijmegen, Heyendaalseweg 135, 6525 AJ Nijmegen, The Netherlands
| | - Albert S Y Wong
- Institute for Molecules and Materials, Radboud University Nijmegen, Heyendaalseweg 135, 6525 AJ Nijmegen, The Netherlands
| | - R Martijn van der Made
- Institute for Molecules and Materials, Radboud University Nijmegen, Heyendaalseweg 135, 6525 AJ Nijmegen, The Netherlands
| | - Sjoerd G J Postma
- Institute for Molecules and Materials, Radboud University Nijmegen, Heyendaalseweg 135, 6525 AJ Nijmegen, The Netherlands
| | - Joost Groen
- Institute for Molecules and Materials, Radboud University Nijmegen, Heyendaalseweg 135, 6525 AJ Nijmegen, The Netherlands
| | - Hendrik W H van Roekel
- Institute for Complex Molecular Systems, Eindhoven University of Technology, Den Dolech 2, 5600 MB Eindhoven, The Netherlands
| | - Tom F A de Greef
- Institute for Complex Molecular Systems, Eindhoven University of Technology, Den Dolech 2, 5600 MB Eindhoven, The Netherlands
| | - Wilhelm T S Huck
- Institute for Molecules and Materials, Radboud University Nijmegen, Heyendaalseweg 135, 6525 AJ Nijmegen, The Netherlands
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44
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van Roekel HWH, Rosier BJHM, Meijer LHH, Hilbers PAJ, Markvoort AJ, Huck WTS, de Greef TFA. Programmable chemical reaction networks: emulating regulatory functions in living cells using a bottom-up approach. Chem Soc Rev 2015. [DOI: 10.1039/c5cs00361j] [Citation(s) in RCA: 103] [Impact Index Per Article: 11.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
Living cells are able to produce a wide variety of biological responses when subjected to biochemical stimuli.
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Affiliation(s)
- Hendrik W. H. van Roekel
- Institute for Complex Molecular Systems
- Eindhoven University of Technology
- 5600 MB Eindhoven
- The Netherlands
- Computational Biology Group
| | - Bas J. H. M. Rosier
- Institute for Complex Molecular Systems
- Eindhoven University of Technology
- 5600 MB Eindhoven
- The Netherlands
- Computational Biology Group
| | - Lenny H. H. Meijer
- Institute for Complex Molecular Systems
- Eindhoven University of Technology
- 5600 MB Eindhoven
- The Netherlands
- Computational Biology Group
| | - Peter A. J. Hilbers
- Institute for Complex Molecular Systems
- Eindhoven University of Technology
- 5600 MB Eindhoven
- The Netherlands
- Computational Biology Group
| | - Albert J. Markvoort
- Institute for Complex Molecular Systems
- Eindhoven University of Technology
- 5600 MB Eindhoven
- The Netherlands
- Computational Biology Group
| | - Wilhelm T. S. Huck
- Institute for Molecules and Materials
- Radboud University
- 6525 AJ Nijmegen
- The Netherlands
| | - Tom F. A. de Greef
- Institute for Complex Molecular Systems
- Eindhoven University of Technology
- 5600 MB Eindhoven
- The Netherlands
- Computational Biology Group
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45
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Stals PJM, Gillissen MAJ, Paffen TFE, de Greef TFA, Lindner P, Meijer EW, Palmans ARA, Voets IK. Folding Polymers with Pendant Hydrogen Bonding Motifs in Water: The Effect of Polymer Length and Concentration on the Shape and Size of Single-Chain Polymeric Nanoparticles. Macromolecules 2014. [DOI: 10.1021/ma500273g] [Citation(s) in RCA: 78] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
Affiliation(s)
- Patrick J. M. Stals
- Institute
for Complex Molecular Systems, Laboratory of Macromolecular and Organic
Chemistry, Eindhoven University of Technology, P.O. Box 513, 5600 MB, Eindhoven, The Netherlands
| | - Martijn A. J. Gillissen
- Institute
for Complex Molecular Systems, Laboratory of Macromolecular and Organic
Chemistry, Eindhoven University of Technology, P.O. Box 513, 5600 MB, Eindhoven, The Netherlands
| | - Tim F. E. Paffen
- Institute
for Complex Molecular Systems, Laboratory of Macromolecular and Organic
Chemistry, Eindhoven University of Technology, P.O. Box 513, 5600 MB, Eindhoven, The Netherlands
| | - Tom F. A. de Greef
- Institute
for Complex Molecular Systems, Laboratory of Macromolecular and Organic
Chemistry, Eindhoven University of Technology, P.O. Box 513, 5600 MB, Eindhoven, The Netherlands
| | - Peter Lindner
- Institut Max von Laue-Paul Langevin, F-38042 Grenoble Cedex 9, France
| | - E. W. Meijer
- Institute
for Complex Molecular Systems, Laboratory of Macromolecular and Organic
Chemistry, Eindhoven University of Technology, P.O. Box 513, 5600 MB, Eindhoven, The Netherlands
| | - Anja R. A. Palmans
- Institute
for Complex Molecular Systems, Laboratory of Macromolecular and Organic
Chemistry, Eindhoven University of Technology, P.O. Box 513, 5600 MB, Eindhoven, The Netherlands
| | - Ilja K. Voets
- Institute
for Complex Molecular Systems, Laboratory of Macromolecular and Organic
Chemistry, Eindhoven University of Technology, P.O. Box 513, 5600 MB, Eindhoven, The Netherlands
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46
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Semenov SN, Markvoort AJ, de Greef TFA, Huck WTS. Threshold sensing through a synthetic enzymatic reaction-diffusion network. Angew Chem Int Ed Engl 2014; 53:8066-9. [PMID: 24700482 DOI: 10.1002/anie.201402327] [Citation(s) in RCA: 40] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2014] [Indexed: 11/09/2022]
Abstract
A wet stamping method to precisely control concentrations of enzymes and inhibitors in place and time inside layered gels is reported. By combining enzymatic reactions such as autocatalysis and inhibition with spatial delivery of components through soft lithographic techniques, a biochemical reaction network capable of recognizing the spatial distribution of an enzyme was constructed. The experimental method can be used to assess fundamental principles of spatiotemporal order formation in chemical reaction networks.
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Affiliation(s)
- Sergey N Semenov
- Department of Physical Organic Chemistry, Radboud University Nijmegen, Institute for Molecules and Materials, Heyendaalseweg 135, 6525 AJ Nijmegen (The Netherlands) http://www.ru.nl/physicalorganicchemistry/
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Vlaming MLH, Teunissen SF, van de Steeg E, van Esch A, Wagenaar E, Brunsveld L, de Greef TFA, Rosing H, Schellens JHM, Beijnen JH, Schinkel AH. Bcrp1;Mdr1a/b;Mrp2 combination knockout mice: altered disposition of the dietary carcinogen PhIP (2-amino-1-methyl-6-phenylimidazo[4,5-b]pyridine) and its genotoxic metabolites. Mol Pharmacol 2014; 85:520-30. [PMID: 24334255 DOI: 10.1124/mol.113.088823] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2023] Open
Abstract
The multidrug transporters breast cancer resistance protein (BCRP), multidrug-resistance protein 1 (MDR1), and multidrug-resistance-associated protein (MRP) 2 and 3 eliminate toxic compounds from tissues and the body and affect the pharmacokinetics of many drugs and other potentially toxic compounds. The food-derived carcinogen PhIP (2-amino-1-methyl-6-phenylimidazo[4,5-b]pyridine) is transported by BCRP, MDR1, and MRP2. To investigate the overlapping functions of Bcrp1, Mdr1a/b, and Mrp2 in vivo, we generated Bcrp1;Mdr1a/b;Mrp2(-/-) mice, which are viable and fertile. These mice, together with Bcrp1;Mrp2;Mrp3(-/-) mice, were used to study the effects of the multidrug transporters on the pharmacokinetics of PhIP and its metabolites. Thirty minutes after oral or intravenous administration of PhIP (1 mg/kg), the PhIP levels in the small intestine were reduced 4- to 6-fold in Bcrp1;Mdr1a/b;Mrp2(-/) (-) and Bcrp1;Mrp2;Mrp3(-/-) mice compared with wild-type mice. Fecal excretion of PhIP was reduced 8- to 20-fold in knockouts. Biliary PhIP excretion was reduced 41-fold in Bcrp1;Mdr1a/b;Mrp2(-/-) mice. Biliary and small intestine levels of PhIP metabolites were reduced in Bcrp1;Mrp2-deficient mice. Furthermore, in both knockout strains, kidney levels and urinary excretion of genotoxic PhIP-metabolites were significantly increased, suggesting that reduced biliary excretion of PhIP and PhIP metabolites leads to increased urinary excretion of these metabolites and increased systemic exposure. Bcrp1 and Mdr1a limited PhIP brain accumulation. In Bcrp1;Mrp2;Mrp3(-/-), but not Bcrp1;Mdr1a/b;Mrp(-/-) mice, the carcinogenic metabolites N2-OH-PhIP (2-hydroxyamino-1-methyl-6-phenylimidazo[4,5-b]pyridine) and PhIP-5-sulfate (a genotoxicity marker) accumulated in liver tissue, indicating that Mrp3 is involved in the sinusoidal secretion of these compounds. We conclude that Bcrp1, Mdr1a/b, Mrp2, and Mrp3 significantly affect tissue disposition and biliary and fecal elimination of PhIP and its carcinogenic metabolites and may affect PhIP-induced carcinogenesis as a result.
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Affiliation(s)
- Maria L H Vlaming
- Divisions of Molecular Oncology (M.L.H.V., E.v.d.S., A.v.E., E.W., A.H.S.) and Clinical Pharmacology (J.H.M.S.), The Netherlands Cancer Institute, Amsterdam, The Netherlands; Division of Pharmacy & Pharmacology, Slotervaart Hospital, Amsterdam, The Netherlands (S.F.T., H.R., J.H.B.); Laboratory of Chemical Biology, Department of Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands (L.B., T.F.A.d.G.); and Department of Pharmaceutical Sciences, Science Faculty, Utrecht University, Utrecht, The Netherlands (J.H.M.S., J.H.B.)
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48
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Felder T, de Greef TFA, Nieuwenhuizen MML, Sijbesma RP. Alternation and tunable composition in hydrogen bonded supramolecular copolymers. Chem Commun (Camb) 2014; 50:2455-7. [DOI: 10.1039/c3cc46611f] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Abstract
A quadruple hydrogen bonded supramolecular copolymer is reported which combines preferred alternation with a continuously tunable composition.
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Affiliation(s)
- Thorsten Felder
- Laboratory of Macromolecular and Organic Chemistry and Institute for Complex Molecular Systems
- Eindhoven University of Technology
- 5600 MB Eindhoven, The Netherlands
| | - Tom F. A. de Greef
- Laboratory of Macromolecular and Organic Chemistry and Institute for Complex Molecular Systems
- Eindhoven University of Technology
- 5600 MB Eindhoven, The Netherlands
| | - Marko M. L. Nieuwenhuizen
- Laboratory of Macromolecular and Organic Chemistry and Institute for Complex Molecular Systems
- Eindhoven University of Technology
- 5600 MB Eindhoven, The Netherlands
| | - Rint P. Sijbesma
- Laboratory of Macromolecular and Organic Chemistry and Institute for Complex Molecular Systems
- Eindhoven University of Technology
- 5600 MB Eindhoven, The Netherlands
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49
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van der Weegen R, Korevaar PA, Voudouris P, Voets IK, de Greef TFA, Vekemans JAJM, Meijer EW. Small sized perylene-bisimide assemblies controlled by both cooperative and anti-cooperative assembly processes. Chem Commun (Camb) 2013; 49:5532-4. [DOI: 10.1039/c3cc41636d] [Citation(s) in RCA: 39] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/24/2023]
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50
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Janssen BMG, Lempens EHM, Olijve LLC, Voets IK, van Dongen JLJ, de Greef TFA, Merkx M. Reversible blocking of antibodies using bivalent peptide–DNA conjugates allows protease-activatable targeting. Chem Sci 2013. [DOI: 10.1039/c3sc22033h] [Citation(s) in RCA: 49] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022] Open
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