1
|
Mante J, Sents Z, Britt D, Mo W, Liao C, Greer R, Myers CJ. SeqImprove: Machine-Learning-Assisted Curation of Genetic Circuit Sequence Information. ACS Synth Biol 2024. [PMID: 39230953 DOI: 10.1021/acssynbio.4c00392] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/05/2024]
Abstract
The progress and utility of synthetic biology is currently hindered by the lengthy process of studying literature and replicating poorly documented work. Reconstruction of crucial design information through post hoc curation is highly noisy and error-prone. To combat this, author participation during the curation process is crucial. To encourage author participation without overburdening them, an ML-assisted curation tool called SeqImprove has been developed. Using named entity recognition, called entity normalization, and sequence matching, SeqImprove creates machine-accessible sequence data and metadata annotations, which authors can then review and edit before submitting a final sequence file. SeqImprove makes it easier for authors to submit sequence data that is FAIR (findable, accessible, interoperable, and reusable).
Collapse
Affiliation(s)
- Jeanet Mante
- University of Colorado Boulder, Boulder, Colorado 80309, United States
| | - Zach Sents
- University of Colorado Boulder, Boulder, Colorado 80309, United States
| | - Duncan Britt
- University of Colorado Boulder, Boulder, Colorado 80309, United States
| | - William Mo
- University of Colorado Boulder, Boulder, Colorado 80309, United States
| | - Chunxiao Liao
- University of Colorado Boulder, Boulder, Colorado 80309, United States
| | - Ryan Greer
- University of Colorado Boulder, Boulder, Colorado 80309, United States
| | - Chris J Myers
- University of Colorado Boulder, Boulder, Colorado 80309, United States
| |
Collapse
|
2
|
Radde N, Mortensen GA, Bhat D, Shah S, Clements JJ, Leonard SP, McGuffie MJ, Mishler DM, Barrick JE. Measuring the burden of hundreds of BioBricks defines an evolutionary limit on constructability in synthetic biology. Nat Commun 2024; 15:6242. [PMID: 39048554 PMCID: PMC11269670 DOI: 10.1038/s41467-024-50639-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2024] [Accepted: 07/18/2024] [Indexed: 07/27/2024] Open
Abstract
Engineered DNA will slow the growth of a host cell if it redirects limiting resources or otherwise interferes with homeostasis. Escape mutants that alleviate this burden can rapidly evolve and take over cell populations, making genetic engineering less reliable and predictable. Synthetic biologists often use genetic parts encoded on plasmids, but their burden is rarely characterized. We measured how 301 BioBrick plasmids affected Escherichia coli growth and found that 59 (19.6%) were burdensome, primarily because they depleted the limited gene expression resources of host cells. Overall, no BioBricks reduced the growth rate of E. coli by >45%, which agreed with a population genetic model that predicts such plasmids should be unclonable. We made this model available online for education ( https://barricklab.org/burden-model ) and added our burden measurements to the iGEM Registry. Our results establish a fundamental limit on what DNA constructs and genetic modifications can be successfully engineered into cells.
Collapse
Affiliation(s)
- Noor Radde
- Department of Molecular Biosciences, Center for Systems and Synthetic Biology, The University of Texas at Austin, Austin, TX, USA
| | - Genevieve A Mortensen
- Department of Molecular Biosciences, Center for Systems and Synthetic Biology, The University of Texas at Austin, Austin, TX, USA
| | - Diya Bhat
- Department of Molecular Biosciences, Center for Systems and Synthetic Biology, The University of Texas at Austin, Austin, TX, USA
| | - Shireen Shah
- Department of Molecular Biosciences, Center for Systems and Synthetic Biology, The University of Texas at Austin, Austin, TX, USA
| | - Joseph J Clements
- Department of Molecular Biosciences, Center for Systems and Synthetic Biology, The University of Texas at Austin, Austin, TX, USA
| | - Sean P Leonard
- Department of Molecular Biosciences, Center for Systems and Synthetic Biology, The University of Texas at Austin, Austin, TX, USA
| | - Matthew J McGuffie
- Department of Molecular Biosciences, Center for Systems and Synthetic Biology, The University of Texas at Austin, Austin, TX, USA
| | - Dennis M Mishler
- Department of Molecular Biosciences, Center for Systems and Synthetic Biology, The University of Texas at Austin, Austin, TX, USA
- The Freshman Research Initiative, College of Natural Sciences, The University of Texas at Austin, Austin, TX, USA
| | - Jeffrey E Barrick
- Department of Molecular Biosciences, Center for Systems and Synthetic Biology, The University of Texas at Austin, Austin, TX, USA.
| |
Collapse
|
3
|
Tian C, Li J, Wu Y, Wang G, Zhang Y, Zhang X, Sun Y, Wang Y. An integrative database and its application for plant synthetic biology research. PLANT COMMUNICATIONS 2024; 5:100827. [PMID: 38297840 PMCID: PMC11121754 DOI: 10.1016/j.xplc.2024.100827] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/31/2023] [Revised: 12/27/2023] [Accepted: 01/23/2024] [Indexed: 02/02/2024]
Abstract
Plant synthetic biology research requires diverse bioparts that facilitate the redesign and construction of new-to-nature biological devices or systems in plants. Limited by few well-characterized bioparts for plant chassis, the development of plant synthetic biology lags behind that of its microbial counterpart. Here, we constructed a web-based Plant Synthetic BioDatabase (PSBD), which currently categorizes 1677 catalytic bioparts and 384 regulatory elements and provides information on 309 species and 850 chemicals. Online bioinformatics tools including local BLAST, chem similarity, phylogenetic analysis, and visual strength are provided to assist with the rational design of genetic circuits for manipulation of gene expression in planta. We demonstrated the utility of the PSBD by functionally characterizing taxadiene synthase 2 and its quantitative regulation in tobacco leaves. More powerful synthetic devices were then assembled to amplify the transcriptional signals, enabling enhanced expression of flavivirus non-structure 1 proteins in plants. The PSBD is expected to be an integrative and user-centered platform that provides a one-stop service for diverse applications in plant synthetic biology research.
Collapse
Affiliation(s)
- Chenfei Tian
- CAS-Key Laboratory of Synthetic Biology, CAS Center for Excellence in Molecular Plant Sciences, Institute of Plant Physiology and Ecology, Chinese Academy of Sciences, Shanghai 200032, China; University of Chinese Academy of Sciences, Beijing 100039, China
| | - Jianhua Li
- CAS-Key Laboratory of Synthetic Biology, CAS Center for Excellence in Molecular Plant Sciences, Institute of Plant Physiology and Ecology, Chinese Academy of Sciences, Shanghai 200032, China
| | - Yuhan Wu
- CAS-Key Laboratory of Synthetic Biology, CAS Center for Excellence in Molecular Plant Sciences, Institute of Plant Physiology and Ecology, Chinese Academy of Sciences, Shanghai 200032, China; University of Chinese Academy of Sciences, Beijing 100039, China
| | - Guangyi Wang
- CAS-Key Laboratory of Synthetic Biology, CAS Center for Excellence in Molecular Plant Sciences, Institute of Plant Physiology and Ecology, Chinese Academy of Sciences, Shanghai 200032, China; University of Chinese Academy of Sciences, Beijing 100039, China
| | - Yixin Zhang
- College of Life Science, Jilin Agricultural University, Changchun 130118, China
| | - Xiaowei Zhang
- CAS-Key Laboratory of Synthetic Biology, CAS Center for Excellence in Molecular Plant Sciences, Institute of Plant Physiology and Ecology, Chinese Academy of Sciences, Shanghai 200032, China
| | - Yuwei Sun
- CAS-Key Laboratory of Synthetic Biology, CAS Center for Excellence in Molecular Plant Sciences, Institute of Plant Physiology and Ecology, Chinese Academy of Sciences, Shanghai 200032, China.
| | - Yong Wang
- CAS-Key Laboratory of Synthetic Biology, CAS Center for Excellence in Molecular Plant Sciences, Institute of Plant Physiology and Ecology, Chinese Academy of Sciences, Shanghai 200032, China.
| |
Collapse
|
4
|
Radde N, Mortensen GA, Bhat D, Shah S, Clements JJ, Leonard SP, McGuffie MJ, Mishler DM, Barrick JE. Measuring the burden of hundreds of BioBricks defines an evolutionary limit on constructability in synthetic biology. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.04.08.588465. [PMID: 38645188 PMCID: PMC11030366 DOI: 10.1101/2024.04.08.588465] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/23/2024]
Abstract
Engineered DNA will slow the growth of a host cell if it redirects limiting resources or otherwise interferes with homeostasis. Populations of engineered cells can rapidly become dominated by "escape mutants" that evolve to alleviate this burden by inactivating the intended function. Synthetic biologists working with bacteria rely on genetic parts and devices encoded on plasmids, but the burden of different engineered DNA sequences is rarely characterized. We measured how 301 BioBricks on high-copy plasmids affected the growth rate of Escherichia coli. Of these, 59 (19.6%) negatively impacted growth. The burden imposed by engineered DNA is commonly associated with diverting ribosomes or other gene expression factors away from producing endogenous genes that are essential for cellular replication. In line with this expectation, BioBricks exhibiting burden were more likely to contain highly active constitutive promoters and strong ribosome binding sites. By monitoring how much each BioBrick reduced expression of a chromosomal GFP reporter, we found that the burden of most, but not all, BioBricks could be wholly explained by diversion of gene expression resources. Overall, no BioBricks reduced the growth rate of E. coli by >45%, which agreed with a population genetic model that predicts such plasmids should be "unclonable" because escape mutants will take over during growth of a bacterial colony or small laboratory culture from a transformed cell. We made this model available as an interactive web tool for synthetic biology education and added our burden measurements to the iGEM Registry descriptions of each BioBrick.
Collapse
Affiliation(s)
- Noor Radde
- Department of Molecular Biosciences, Center for Systems and Synthetic Biology, The University of Texas at Austin, Austin, TX 78712, USA
| | - Genevieve A. Mortensen
- Department of Molecular Biosciences, Center for Systems and Synthetic Biology, The University of Texas at Austin, Austin, TX 78712, USA
| | - Diya Bhat
- Department of Molecular Biosciences, Center for Systems and Synthetic Biology, The University of Texas at Austin, Austin, TX 78712, USA
| | - Shireen Shah
- Department of Molecular Biosciences, Center for Systems and Synthetic Biology, The University of Texas at Austin, Austin, TX 78712, USA
| | - Joseph J. Clements
- Department of Molecular Biosciences, Center for Systems and Synthetic Biology, The University of Texas at Austin, Austin, TX 78712, USA
| | - Sean P. Leonard
- Department of Molecular Biosciences, Center for Systems and Synthetic Biology, The University of Texas at Austin, Austin, TX 78712, USA
| | - Matthew J. McGuffie
- Department of Molecular Biosciences, Center for Systems and Synthetic Biology, The University of Texas at Austin, Austin, TX 78712, USA
| | - Dennis M. Mishler
- Department of Molecular Biosciences, Center for Systems and Synthetic Biology, The University of Texas at Austin, Austin, TX 78712, USA
- The Freshman Research Initiative, College of Natural Sciences, The University of Texas at Austin, Austin, TX 78712, USA
| | - Jeffrey E. Barrick
- Department of Molecular Biosciences, Center for Systems and Synthetic Biology, The University of Texas at Austin, Austin, TX 78712, USA
| |
Collapse
|
5
|
Cavero Rozas GM, Mandujano JMC, Chombo YAF, Rencoret DVM, Ortiz Mora YM, Pescarmona MEG, Torres AJD. pyBrick-DNA: A Python-Based Environment for Automated Genetic Component Assembly. J Comput Biol 2023; 30:1315-1321. [PMID: 38010519 DOI: 10.1089/cmb.2023.0008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2023] Open
Abstract
Genetic component assembly is key in the simulation and implementation of genetic circuits. Automating this process, thus accelerating prototyping, is a necessity. We present pyBrick-DNA, a software written in Python, that assembles components for the construction of genetic circuits. pyBrick-DNA (colab.pyBrick.com) is a user-friendly environment where scientists can select genetic sequences or input custom sequences to build genetic assemblies. All components are modularly fused to generate a ready-to-go single DNA fragment. It includes Clustered Regularly Interspaced Short Palindromic Repeats (CRISPR) and plant gene-editing components. Hence, pyBrick-DNA can generate a functional CRISPR construct composed of a single-guided RNA integrated with Cas9, promoters, and terminator elements. The outcome is a DNA sequence, along with a graphical representation, composed of user-selected genetic parts, ready to be synthesized and cloned in vivo. Moreover, the sequence can be exported as a GenBank file allowing its use with other synthetic biology tools.
Collapse
Affiliation(s)
- Gladys M Cavero Rozas
- Department of Bioengineering and Chemical Engineering, University of Engineering and Technology (UTEC), Barranco, Lima, Peru
| | - Jose M Cisneros Mandujano
- Department of Bioengineering and Chemical Engineering, University of Engineering and Technology (UTEC), Barranco, Lima, Peru
| | - Yomali A Ferreyra Chombo
- Department of Bioengineering and Chemical Engineering, University of Engineering and Technology (UTEC), Barranco, Lima, Peru
| | - Daniela V Moreno Rencoret
- School of Informatics and Telecommunications, Faculty of Engineering and Sciences, Universidad Diego Portales, Santiago, Chile
| | - Yerko M Ortiz Mora
- School of Informatics and Telecommunications, Faculty of Engineering and Sciences, Universidad Diego Portales, Santiago, Chile
| | - Martín E Gutiérrez Pescarmona
- School of Informatics and Telecommunications, Faculty of Engineering and Sciences, Universidad Diego Portales, Santiago, Chile
| | - Alberto J Donayre Torres
- Department of Bioengineering and Chemical Engineering, University of Engineering and Technology (UTEC), Barranco, Lima, Peru
| |
Collapse
|
6
|
Jung JK, Rasor BJ, Rybnicky GA, Silverman AD, Standeven J, Kuhn R, Granito T, Ekas HM, Wang BM, Karim AS, Lucks JB, Jewett MC. At-Home, Cell-Free Synthetic Biology Education Modules for Transcriptional Regulation and Environmental Water Quality Monitoring. ACS Synth Biol 2023; 12:2909-2921. [PMID: 37699423 DOI: 10.1021/acssynbio.3c00223] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/14/2023]
Abstract
As the field of synthetic biology expands, the need to grow and train science, technology, engineering, and math (STEM) practitioners is essential. However, the lack of access to hands-on demonstrations has led to inequalities of opportunity and practice. In addition, there is a gap in providing content that enables students to make their own bioengineered systems. To address these challenges, we develop four shelf-stable cell-free biosensing educational modules that work by simply adding water and DNA to freeze-dried crude extracts of non-pathogenic Escherichia coli. We introduce activities and supporting curricula to teach the structure and function of the lac operon, dose-responsive behavior, considerations for biosensor outputs, and a "build-your-own" activity for monitoring environmental contaminants in water. We piloted these modules with K-12 teachers and 130 high-school students in their classrooms─and at home─without professional laboratory equipment. This work promises to catalyze access to interactive synthetic biology education opportunities.
Collapse
Affiliation(s)
- Jaeyoung K Jung
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, United States
- Chemistry of Life Processes Institute, Northwestern University, Evanston, Illinois 60208, United States
- Center for Synthetic Biology, Northwestern University, Evanston, Illinois 60208, United States
- Center for Water Research, Northwestern University, Evanston, Illinois 60208, United States
| | - Blake J Rasor
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, United States
- Chemistry of Life Processes Institute, Northwestern University, Evanston, Illinois 60208, United States
- Center for Synthetic Biology, Northwestern University, Evanston, Illinois 60208, United States
| | - Grant A Rybnicky
- Chemistry of Life Processes Institute, Northwestern University, Evanston, Illinois 60208, United States
- Center for Synthetic Biology, Northwestern University, Evanston, Illinois 60208, United States
- Interdisciplinary Biological Sciences Graduate Program, Northwestern University, Evanston, Illinois 60208, United States
| | - Adam D Silverman
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, United States
- Chemistry of Life Processes Institute, Northwestern University, Evanston, Illinois 60208, United States
- Center for Synthetic Biology, Northwestern University, Evanston, Illinois 60208, United States
- Center for Water Research, Northwestern University, Evanston, Illinois 60208, United States
| | | | - Robert Kuhn
- Centennial High School, Roswell, Georgia 30076, United States
- Innovation Academy STEM High School, Alpharetta, Georgia 30009, United States
| | - Teresa Granito
- Evanston Township High School, Evanston, Illinois 60201, United States
| | - Holly M Ekas
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, United States
- Chemistry of Life Processes Institute, Northwestern University, Evanston, Illinois 60208, United States
- Center for Synthetic Biology, Northwestern University, Evanston, Illinois 60208, United States
| | - Brenda M Wang
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, United States
- Chemistry of Life Processes Institute, Northwestern University, Evanston, Illinois 60208, United States
- Center for Synthetic Biology, Northwestern University, Evanston, Illinois 60208, United States
| | - Ashty S Karim
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, United States
- Chemistry of Life Processes Institute, Northwestern University, Evanston, Illinois 60208, United States
- Center for Synthetic Biology, Northwestern University, Evanston, Illinois 60208, United States
| | - Julius B Lucks
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, United States
- Chemistry of Life Processes Institute, Northwestern University, Evanston, Illinois 60208, United States
- Center for Synthetic Biology, Northwestern University, Evanston, Illinois 60208, United States
- Center for Water Research, Northwestern University, Evanston, Illinois 60208, United States
| | - Michael C Jewett
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, United States
- Chemistry of Life Processes Institute, Northwestern University, Evanston, Illinois 60208, United States
- Center for Synthetic Biology, Northwestern University, Evanston, Illinois 60208, United States
- Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, Illinois 60611, United States
- Simpson Querrey Institute, Northwestern University, Chicago, Illinois 60611, United States
- Department of Bioengineering, Stanford University, Stanford, California 94305, United States
| |
Collapse
|
7
|
Mante J, Myers CJ. Advancing reuse of genetic parts: progress and remaining challenges. Nat Commun 2023; 14:2953. [PMID: 37221178 DOI: 10.1038/s41467-023-38791-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2023] [Accepted: 05/16/2023] [Indexed: 05/25/2023] Open
Affiliation(s)
- Jeanet Mante
- Department of Electrical, Computer, and Energy Engineering University of Colorado, Boulder, CO, 80309, USA
| | - Chris J Myers
- Department of Electrical, Computer, and Energy Engineering University of Colorado, Boulder, CO, 80309, USA.
| |
Collapse
|
8
|
Jung KJ, Rasor BJ, Rybnicky GA, Silverman AD, Standeven J, Kuhn R, Granito T, Ekas HM, Wang BM, Karim AS, Lucks JB, Jewett MC. At-home, cell-free synthetic biology education modules for transcriptional regulation and environmental water quality monitoring. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.01.09.523248. [PMID: 36711593 PMCID: PMC9881948 DOI: 10.1101/2023.01.09.523248] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
Abstract
As the field of synthetic biology expands, the need to grow and train science, technology, engineering, and math (STEM) practitioners is essential. However, the lack of access to hands-on demonstrations has led to inequalities of opportunity and practice. In addition, there is a gap in providing content that enables students to make their own bioengineered systems. To address these challenges, we develop four shelf-stable cell-free biosensing educational modules that work by just-adding-water and DNA to freeze-dried crude extracts of Escherichia coli . We introduce activities and supporting curricula to teach the structure and function of the lac operon, dose-responsive behavior, considerations for biosensor outputs, and a 'build-your-own' activity for monitoring environmental contaminants in water. We piloted these modules with K-12 teachers and 130 high school students in their classrooms - and at home - without professional laboratory equipment or researcher oversight. This work promises to catalyze access to interactive synthetic biology education opportunities.
Collapse
Affiliation(s)
- Kirsten J. Jung
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, IL 60208, USA
- Chemistry of Life Processes Institute, Northwestern University, Evanston, IL 60208, USA
- Center for Synthetic Biology, Northwestern University, Evanston, IL 60208, USA
- Center for Water Research, Northwestern University, Evanston, IL 60208, USA
| | - Blake J. Rasor
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, IL 60208, USA
- Chemistry of Life Processes Institute, Northwestern University, Evanston, IL 60208, USA
- Center for Synthetic Biology, Northwestern University, Evanston, IL 60208, USA
| | - Grant A. Rybnicky
- Chemistry of Life Processes Institute, Northwestern University, Evanston, IL 60208, USA
- Center for Synthetic Biology, Northwestern University, Evanston, IL 60208, USA
- Interdisciplinary Biological Sciences Graduate Program, Northwestern University, Evanston, IL, 60208, USA
| | - Adam D. Silverman
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, IL 60208, USA
- Chemistry of Life Processes Institute, Northwestern University, Evanston, IL 60208, USA
- Center for Synthetic Biology, Northwestern University, Evanston, IL 60208, USA
- Center for Water Research, Northwestern University, Evanston, IL 60208, USA
| | | | - Robert Kuhn
- Centennial High School, Roswell, GA 30076, USA
- Fulton County Schools Innovation Academy, Alpharetta, GA 30009, USA
| | | | - Holly M. Ekas
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, IL 60208, USA
- Chemistry of Life Processes Institute, Northwestern University, Evanston, IL 60208, USA
- Center for Synthetic Biology, Northwestern University, Evanston, IL 60208, USA
| | - Brenda M. Wang
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, IL 60208, USA
- Chemistry of Life Processes Institute, Northwestern University, Evanston, IL 60208, USA
- Center for Synthetic Biology, Northwestern University, Evanston, IL 60208, USA
| | - Ashty S. Karim
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, IL 60208, USA
- Chemistry of Life Processes Institute, Northwestern University, Evanston, IL 60208, USA
- Center for Synthetic Biology, Northwestern University, Evanston, IL 60208, USA
| | - Julius B. Lucks
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, IL 60208, USA
- Chemistry of Life Processes Institute, Northwestern University, Evanston, IL 60208, USA
- Center for Synthetic Biology, Northwestern University, Evanston, IL 60208, USA
- Center for Water Research, Northwestern University, Evanston, IL 60208, USA
| | - Michael C. Jewett
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, IL 60208, USA
- Chemistry of Life Processes Institute, Northwestern University, Evanston, IL 60208, USA
- Center for Synthetic Biology, Northwestern University, Evanston, IL 60208, USA
- Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, IL 60611, USA
- Simpson Querrey Institute, Northwestern University, Chicago, IL 60611, USA
- Department of Bioengineering, Stanford University, Stanford, CA 94305
| |
Collapse
|
9
|
Delgado A. An economy of details: standards and data reusability. SYNTHETIC BIOLOGY (OXFORD, ENGLAND) 2022; 8:ysac030. [PMID: 36628121 PMCID: PMC9817096 DOI: 10.1093/synbio/ysac030] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/15/2021] [Revised: 10/12/2022] [Accepted: 11/30/2022] [Indexed: 12/04/2022]
Abstract
Reusability has been a key issue since the origins of the parts-based approach to synthetic biology. Starting with the BioBrick™ standard part, multiple efforts have aimed to make biology more exchangeable. The reusability of parts and other deoxyribonucleic acid-based data has proven over time to be challenging, however. Drawing on a series of qualitative interviews and an international workshop, this article explores the challenges of reusability in real laboratory practice. It shows particular ways that standards are experienced as presenting shortcomings for capturing the kinds of contextual information crucial for scientists to be able to reuse biological parts and data. I argue that researchers in specific laboratories develop a sense of how much circumstantial detail they need to share for others to be able to make sense of their data and possibly reuse it. When choosing particular reporting formats, recharacterizing data to gain closer knowledge or requesting additional information, researchers enact an 'economy of details'. The farther apart two laboratories are in disciplinary, epistemological, technical and geographical terms, the more detailed information needs to be captured for data to be reusable across contexts. In synthetic biology, disciplinary distance between computing science and engineering researchers and experimentalist biologists is reflected in diverging views on standards: what kind of information should be included to enable reusability, what kind of information can be captured by standards at all and how they may serve to produce and circulate knowledge. I argue that such interdisciplinary tensions lie at the core of difficulties in setting standards in synthetic biology.
Collapse
|
10
|
Gill H, Ahsan M, Khalil Y, Feng V, Pearce J, Sharma T, Radwan M, Boucinha A, Kærn M. The BioExperience Research and Entrepreneurship Challenge: An iGEM-inspired applied research program for BIOSTEM talent and skills development. Front Bioeng Biotechnol 2022; 10:1046723. [DOI: 10.3389/fbioe.2022.1046723] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2022] [Accepted: 10/25/2022] [Indexed: 11/11/2022] Open
Abstract
Post-secondary education is falling behind in delivering the talent and skills development needed to support the growth of biology-based economies and the demands of professional and research-based graduate degree programs. Here, we describe an applied research program, the BioExperience Research and Entrepreneurship Challenge, launched in May 2020 to mitigate the impact of the COVID-19 pandemic on undergraduate experiential learning programs at the University of Ottawa, Ontario, Canada. The program provided undergraduates with meaningful talent and skills development opportunities by implementing a student-centred, project-based learning approach inspired by the International Genetically Engineered Machine (iGEM) competition. We present evidence from participant exit surveys suggesting that the program delivers a high-quality learning environment and improves learning outcomes compared to traditional work-integrated learning. Notably, 84% of respondents reported an excellent or exceptional learning experience and significant or profound improvements in skills, such as leadership (72% of respondents), problem-solving (42% of respondents) and research preparedness (52%) that are difficult to develop in conventional academic programs. Remarkably, 60% of respondents report that the job-readiness training provided by the program is better or much better than traditional work-integrated learning. Our study demonstrates that a cost-effective and scalable alternative to the iGEM competition can improve talent and skills development in BIOSTEM fields.
Collapse
|
11
|
Buecherl L, Myers CJ. Engineering genetic circuits: advancements in genetic design automation tools and standards for synthetic biology. Curr Opin Microbiol 2022; 68:102155. [PMID: 35588683 DOI: 10.1016/j.mib.2022.102155] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2022] [Revised: 04/08/2022] [Accepted: 04/11/2022] [Indexed: 01/23/2023]
Abstract
Synthetic biology (SynBio) is a field at the intersection of biology and engineering. Inspired by engineering principles, researchers use defined parts to build functionally defined biological circuits. Genetic design automation (GDA) allows scientists to design, model, and analyze their genetic circuits in silico before building them in the lab, saving time, and resources in the process. Establishing SynBio's future is dependent on GDA, since the computational approach opens the field to a broad, interdisciplinary community. However, challenges with part libraries, standards, and software tools are currently stalling progress in the field. This review first covers recent advancements in GDA, followed by an assessment of the challenges ahead, and a proposed automated genetic design workflow for the future.
Collapse
Affiliation(s)
- Lukas Buecherl
- Biomedical Engineering Program, University of Colorado Boulder, 1111 Engineering Drive, Boulder, 80309 CO, United States
| | - Chris J Myers
- Department of Electrical, Computer, and Energy Engineering, University of Colorado Boulder, 425 UCB, Boulder, 80309 CO, United States.
| |
Collapse
|
12
|
Pei L, Garfinkel M, Schmidt M. Bottlenecks and opportunities for synthetic biology biosafety standards. Nat Commun 2022; 13:2175. [PMID: 35449163 PMCID: PMC9023567 DOI: 10.1038/s41467-022-29889-y] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2021] [Accepted: 04/06/2022] [Indexed: 11/09/2022] Open
Affiliation(s)
- Lei Pei
- Biofaction KG, Vienna, Austria
| | | | | |
Collapse
|
13
|
Editorial for "Special Issue on the 2019 and 2020 iGEM Proceedings". Synth Syst Biotechnol 2022; 7:878-879. [PMID: 35601825 PMCID: PMC9096464 DOI: 10.1016/j.synbio.2022.04.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022] Open
|
14
|
Moon H. iGEM 2021: A Year in Review. BIODESIGN RESEARCH 2022; 2022:9794609. [PMID: 37850126 PMCID: PMC10521691 DOI: 10.34133/2022/9794609] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2022] [Accepted: 02/21/2022] [Indexed: 10/19/2023] Open
Abstract
The international Genetically Engineered Machine (iGEM) Foundation has continued to promote synthetic biology education throughout its 2021 competition. The 2021 Virtual iGEM Jamboree was the culmination of the competition's growth, with 350 projects from 7314 innovators globally. Collegiate, high school, and community lab teams applied their ideas to the Registry of Standard Biological Parts, designing biological systems that provide solutions to an international scope of issues. The environmental, diagnostics, and therapeutics tracks continue to be the most prevalent focal points for projects, as students devise approaches to detrimental impacts of climate change and the COVID-19 pandemic. The competition exemplifies high standards of human practices, biosafety, and biosecurity through responsible biological engineering. As the iGEM Foundation continues pioneering STEM education into the future, equal developments of the competition's economic accessibility, global diversity, and long-term impact are necessary to allow a larger range of thinkers to access the power of synthetic biology.
Collapse
|
15
|
|
16
|
|
17
|
Pillay CS, John N. Can thiol-based redox systems be utilized as parts for synthetic biology applications? Redox Rep 2021; 26:147-159. [PMID: 34378494 PMCID: PMC8366655 DOI: 10.1080/13510002.2021.1966183] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
OBJECTIVES Synthetic biology has emerged from molecular biology and engineering approaches and aims to develop novel, biologically-inspired systems for industrial and basic research applications ranging from biocomputing to drug production. Surprisingly, redoxin (thioredoxin, glutaredoxin, peroxiredoxin) and other thiol-based redox systems have not been widely utilized in many of these synthetic biology applications. METHODS We reviewed thiol-based redox systems and the development of synthetic biology applications that have used thiol-dependent parts. RESULTS The development of circuits to facilitate cytoplasmic disulfide bonding, biocomputing and the treatment of intestinal bowel disease are amongst the applications that have used thiol-based parts. We propose that genetically encoded redox sensors, thiol-based biomaterials and intracellular hydrogen peroxide generators may also be valuable components for synthetic biology applications. DISCUSSION Thiol-based systems play multiple roles in cellular redox metabolism, antioxidant defense and signaling and could therefore offer a vast and diverse portfolio of components, parts and devices for synthetic biology applications. However, factors limiting the adoption of redoxin systems for synthetic biology applications include the orthogonality of thiol-based components, limitations in the methods to characterize thiol-based systems and an incomplete understanding of the design principles of these systems.
Collapse
Affiliation(s)
- Ché S. Pillay
- School of Life Sciences, University of KwaZulu-Natal, Pietermaritzburg, South Africa
| | - Nolyn John
- School of Life Sciences, University of KwaZulu-Natal, Pietermaritzburg, South Africa
| |
Collapse
|
18
|
Mante J, Roehner N, Keating K, McLaughlin JA, Young E, Beal J, Myers CJ. Curation Principles Derived from the Analysis of the SBOL iGEM Data Set. ACS Synth Biol 2021; 10:2592-2606. [PMID: 34546707 DOI: 10.1021/acssynbio.1c00225] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
Abstract
As an engineering endeavor, synthetic biology requires effective sharing of genetic design information that can be reused in the construction of new designs. While there are a number of large community repositories of design information, curation of this information has been limited. This in turn limits the ways in which design information can be put to use. The aim of this work was to improve this situation by creating a curated library of parts from the International Genetically Engineered Machines (iGEM) registry data set. To this end, an analysis of the Synthetic Biology Open Language (SBOL) version of the iGEM registry was carried out using four different approaches-simple statistics, SnapGene autoannotation, SYNBICT autoannotation, and expert analysis-the results of which are presented herein. Key challenges encountered include the use of free text, insufficient part provenance, part duplication, lack of part removal, and insufficient continuous curation. On the basis of these analyses, the focus has shifted from the creation of a curated iGEM part library to instead the extraction of a set of lessons, which are presented here. These lessons can be exploited to facilitate the creation and curation of other part libraries using a simpler and less labor intensive process.
Collapse
Affiliation(s)
- Jeanet Mante
- University of Colorado Boulder, Boulder, Colorado 80309, United States
| | - Nicholas Roehner
- Raytheon BBN Technologies, Cambridge, Massachusetts 02138, United States
| | - Kevin Keating
- Worcester Polytechnic Institute, Worcester, Massachusetts 01609, United States
| | | | - Eric Young
- Worcester Polytechnic Institute, Worcester, Massachusetts 01609, United States
| | - Jacob Beal
- Raytheon BBN Technologies, Cambridge, Massachusetts 02138, United States
| | - Chris J. Myers
- University of Colorado Boulder, Boulder, Colorado 80309, United States
| |
Collapse
|
19
|
Moškon M, Komac R, Zimic N, Mraz M. Distributed biological computation: from oscillators, logic gates and switches to a multicellular processor and neural computing applications. Neural Comput Appl 2021. [DOI: 10.1007/s00521-021-05711-6] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
|
20
|
McGuffie MJ, Barrick JE. pLannotate: engineered plasmid annotation. Nucleic Acids Res 2021; 49:W516-W522. [PMID: 34019636 PMCID: PMC8262757 DOI: 10.1093/nar/gkab374] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2021] [Revised: 04/15/2021] [Accepted: 04/26/2021] [Indexed: 12/18/2022] Open
Abstract
Engineered plasmids are widely used in the biological sciences. Since many plasmids contain DNA sequences that have been reused and remixed by researchers for decades, annotation of their functional elements is often incomplete. Missing information about the presence, location, or precise identity of a plasmid feature can lead to unintended consequences or failed experiments. Many engineered plasmids contain sequences—such as recombinant DNA from all domains of life, wholly synthetic DNA sequences, and engineered gene expression elements—that are not predicted by microbial genome annotation pipelines. Existing plasmid annotation tools have limited feature libraries and do not detect incomplete fragments of features that are present in many plasmids for historical reasons and may impact their newly designed functions. We created the open source pLannotate web server so users can quickly and comprehensively annotate plasmid features. pLannotate is powered by large databases of genetic parts and proteins. It employs a filtering algorithm to display only the most relevant feature matches and also reports feature fragments. Finally, pLannotate displays a graphical map of the annotated plasmid, explains the provenance of each feature prediction, and allows results to be downloaded in a variety of formats. The webserver for pLannotate is accessible at: http://plannotate.barricklab.org/
Collapse
Affiliation(s)
- Matthew J McGuffie
- Department of Molecular Biosciences, Center for Systems and Synthetic Biology, The University of Texas at Austin, 2500 Speedway A5000, Austin, TX 78712, USA
| | - Jeffrey E Barrick
- Department of Molecular Biosciences, Center for Systems and Synthetic Biology, The University of Texas at Austin, 2500 Speedway A5000, Austin, TX 78712, USA
| |
Collapse
|
21
|
Wang B, Yang H, Sun J, Dou C, Huang J, Guo FB. BioMaster: An Integrated Database and Analytic Platform to Provide Comprehensive Information About BioBrick Parts. Front Microbiol 2021; 12:593979. [PMID: 33552037 PMCID: PMC7858672 DOI: 10.3389/fmicb.2021.593979] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2020] [Accepted: 01/04/2021] [Indexed: 01/25/2023] Open
Abstract
Synthetic biology seeks to create new biological parts, devices, and systems, and to reconfigure existing natural biological systems for custom-designed purposes. The standardized BioBrick parts are the foundation of synthetic biology. The incomplete and flawed metadata of BioBrick parts, however, are a major obstacle for designing genetic circuit easily, quickly, and accurately. Here, a database termed BioMaster http://www.biomaster-uestc.cn was developed to extensively complement information about BioBrick parts, which includes 47,934 items of BioBrick parts from the international Genetically Engineered Machine (iGEM) Registry with more comprehensive information integrated from 10 databases, providing corresponding information about functions, activities, interactions, and related literature. Moreover, BioMaster is also a user-friendly platform for retrieval and analyses of relevant information on BioBrick parts.
Collapse
Affiliation(s)
- Beibei Wang
- School of Life Science and Technology, University of Electronic Science and Technology of China, Chengdu, China
- Centre for Informational Biology, University of Electronic Science and Technology of China, Chengdu, China
| | - Huayi Yang
- School of Life Science and Technology, University of Electronic Science and Technology of China, Chengdu, China
| | - Jianan Sun
- School of Life Science and Technology, University of Electronic Science and Technology of China, Chengdu, China
| | - Chuhao Dou
- School of Life Science and Technology, University of Electronic Science and Technology of China, Chengdu, China
| | - Jian Huang
- School of Life Science and Technology, University of Electronic Science and Technology of China, Chengdu, China
- Centre for Informational Biology, University of Electronic Science and Technology of China, Chengdu, China
| | - Feng-Biao Guo
- School of Life Science and Technology, University of Electronic Science and Technology of China, Chengdu, China
- Centre for Informational Biology, University of Electronic Science and Technology of China, Chengdu, China
| |
Collapse
|
22
|
Lee MS, Lux MW, DeCoste JB. BEAMS: a workforce development program to bridge the gap between biologists and material scientists. Synth Biol (Oxf) 2020; 5:ysaa009. [PMID: 33134553 DOI: 10.1093/synbio/ysaa009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2020] [Revised: 06/09/2020] [Accepted: 06/10/2020] [Indexed: 11/13/2022] Open
Abstract
To maximize innovation in materials science and synthetic biology, it is critical to master interdisciplinary understanding and communication within an organization. Programming aimed at this juncture has the potential to bring members of the workforce together to frame new networks and spark collaboration. In this article, we recognize the potential synergy between materials and synthetic biology research and describe our approach to this challenge as a case study. A workforce development program was devised consisting of a lecture series, laboratory demonstrations and a hands-on laboratory competition to produce a bacterial cellulose material with the highest tensile strength. This program, combined with support for infrastructure and research, resulted in a significant return on investment with new externally funded synthetic biology for materials programs for our organization. The learning elements described here may be adapted by other institutions for a variety of settings and goals.
Collapse
Affiliation(s)
- Marilyn S Lee
- US Army Combat Capabilities Development Command Chemical Biological Center (CCDC CBC), Aberdeen Proving Ground, MD 21010, USA
| | - Matthew W Lux
- US Army Combat Capabilities Development Command Chemical Biological Center (CCDC CBC), Aberdeen Proving Ground, MD 21010, USA
| | - Jared B DeCoste
- US Army Combat Capabilities Development Command Chemical Biological Center (CCDC CBC), Aberdeen Proving Ground, MD 21010, USA
| |
Collapse
|
23
|
Guerrini CJ, Contreras JL. Credit for and Control of Research Outputs in Genomic Citizen Science. Annu Rev Genomics Hum Genet 2020; 21:465-489. [PMID: 32873078 DOI: 10.1146/annurev-genom-083117-021812] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
Citizen science encompasses activities with scientific objectives in which members of the public participate as more than passive research subjects from whom personal data or biospecimens are collected and analyzed by others. Citizen science is increasingly common in the biomedical sciences, including the fields of genetics and human genomics. Genomic citizen science initiatives are diverse and involve citizen scientists in collecting genetic data, solving genetic puzzles, and conducting experiments in community laboratories. At the same time that genomic citizen science is presenting new opportunities for individuals to participate in scientific discovery, it is also challenging norms regarding the manner in which scientific research outputs are managed. In this review, we present a typology of genomic citizen science initiatives, describe ethical and legal foundations for recognizing genomic citizen scientists' claims of credit for and control of research outputs, and detail how such claims are or might be addressed in practice across a variety of initiatives.
Collapse
Affiliation(s)
- Christi J Guerrini
- Center for Medical Ethics and Health Policy, Baylor College of Medicine, Houston, Texas 77030, USA;
| | - Jorge L Contreras
- S.J. Quinney College of Law and School of Medicine, University of Utah, Salt Lake City, Utah 84112, USA;
| |
Collapse
|
24
|
Beal J, Goñi-Moreno A, Myers C, Hecht A, de Vicente MDC, Parco M, Schmidt M, Timmis K, Baldwin G, Friedrichs S, Freemont P, Kiga D, Ordozgoiti E, Rennig M, Rios L, Tanner K, de Lorenzo V, Porcar M. The long journey towards standards for engineering biosystems: Are the Molecular Biology and the Biotech communities ready to standardise? EMBO Rep 2020; 21:e50521. [PMID: 32337821 PMCID: PMC7202200 DOI: 10.15252/embr.202050521] [Citation(s) in RCA: 34] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Affiliation(s)
- Jacob Beal
- Raytheon BBN Technologies, Cambridge, MA, USA
| | - Angel Goñi-Moreno
- School of Computing, Newcastle University, Newcastle upon Tyne, UK.,Centro de Biotecnología y Genómica de Plantas, (CBGP, UPM-INIA), Universidad Politécnica de Madrid, Pozuelo de Alarcón, Spain
| | | | | | | | | | | | - Kenneth Timmis
- Institute of Microbiology, Technical University Braunschweig, Braunschweig, Germany
| | | | | | | | | | | | - Maja Rennig
- Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, Lyngby, Denmark
| | - Leonardo Rios
- Institute for Bioengineering and Centre for Synthetic and Systems Biology, University of Edinburgh, Edinburgh, UK
| | | | | | - Manuel Porcar
- Institute for Integrative Systems Biology, University of Valencia, Paterna, Spain
| |
Collapse
|
25
|
Affiliation(s)
- Patricia J Zettler
- Moritz College of Law, The Ohio State University, Columbus, OH 43210, USA.
| | - Christi J Guerrini
- Center for Medical Ethics and Health Policy, Baylor College of Medicine, Houston, TX 77030, USA.
| | - Jacob S Sherkow
- Department of Health Policy and Management, Columbia University Mailman School of Public Health, New York, NY 10032, USA. .,Center for Advanced Studies in Biomedical Innovation Law, University of Copenhagen Faculty of Law, DK-2300 Copenhagen, Denmark.,Center for Advanced Studies in Biomedical Innovation Law, University of Copenhagen Faculty of Law, DK-2300 Copenhagen, Denmark
| |
Collapse
|
26
|
Sun Z, Popp PF, Loderer C, Revilla-Guarinos A. Genetically Engineered Bacterial Biohybrid Microswimmers for Sensing Applications. SENSORS (BASEL, SWITZERLAND) 2019; 20:E180. [PMID: 31905650 PMCID: PMC6982730 DOI: 10.3390/s20010180] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/21/2019] [Revised: 12/17/2019] [Accepted: 12/23/2019] [Indexed: 12/13/2022]
Abstract
Bacterial biohybrid microswimmers aim at exploiting the inherent motion capabilities of bacteria (carriers) to transport objects (cargoes) at the microscale. One of the most desired properties of microswimmers is their ability to communicate with their immediate environment by processing the information and producing a useful response. Indeed, bacteria are naturally equipped with such communication skills. Hereby, two-component systems (TCSs) represent the key signal transducing machinery and enable bacteria to sense and respond to a variety of stimuli. We engineered a natural microswimmer based on the Gram-positive model bacterium Bacillus subtilis for the development of biohybrids with sensing abilities. B. subtilis naturally adhered to silica particles, giving rise to different motile biohybrids systems with variable ratios of carrier(s)-to-cargo(es). Genetically engineered TCS pathways allowed us to couple the binding to the inert particles with signaling the presence of antibiotics in their surroundings. Activation of the antibiotic-induced TCSs resulted in fluorescent bacterial carriers as a response readout. We demonstrate that the genetically engineered TCS-mediated signaling capabilities of B. subtilis allow for the custom design of bacterial hybrid microswimmers able to sense and signal the presence of target molecules in the environment. The generally recognized as safe (GRAS) status of B. subtilis makes it a promising candidate for human-related applications of these novel biohybrids.
Collapse
Affiliation(s)
- Zhiyong Sun
- Department of Molecular Biotechnology, Institute für Mikrobiologie, Technische Universität Dresden, 01217 Dresden, Germany
| | - Philipp F. Popp
- Department of General Microbiology, Institute für Mikrobiologie, Technische Universität Dresden, 01217 Dresden, Germany
| | - Christoph Loderer
- Department of Molecular Biotechnology, Institute für Mikrobiologie, Technische Universität Dresden, 01217 Dresden, Germany
| | - Ainhoa Revilla-Guarinos
- Department of General Microbiology, Institute für Mikrobiologie, Technische Universität Dresden, 01217 Dresden, Germany
| |
Collapse
|
27
|
Zhang M, Zundel Z, Myers CJ. SBOLExplorer: Data Infrastructure and Data Mining for Genetic Design Repositories. ACS Synth Biol 2019; 8:2287-2294. [PMID: 31532640 DOI: 10.1021/acssynbio.9b00089] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
This paper describes SBOLExplorer, a system that is used to provide intuitive searching within the SynBioHub genetic design repository. SynBioHub stores genetic constructs encoded in the SBOL data format. These constructs can represent genetic parts, circuits, and sequences. These constructs are often numerous, exist in various states of completeness and documentation, and do not lend themselves to simple searching and discovery. In particular, this paper focuses on improving the search capabilities of SynBioHub. Inspiration is drawn from the techniques used to organize and search over the World Wide Web, a linked data set with many of the same properties of the SBOL data in SynBioHub. SBOLExplorer integrates these methods into SynBioHub's data representation and search, providing significant improvement over the previous search implementation based on pattern-matching.
Collapse
Affiliation(s)
- Michael Zhang
- School of Computing, University of Utah, Salt Lake City, Utah 84112, United States
| | - Zach Zundel
- School of Computing, University of Utah, Salt Lake City, Utah 84112, United States
| | - Chris J. Myers
- Department of Electrical and Computer Engineering, University of Utah, Salt Lake City, Utah 84112, United States
| |
Collapse
|
28
|
Davies JA. Real-World Synthetic Biology: Is It Founded on an Engineering Approach, and Should It Be? Life (Basel) 2019; 9:life9010006. [PMID: 30621107 PMCID: PMC6463249 DOI: 10.3390/life9010006] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2018] [Revised: 12/20/2018] [Accepted: 12/29/2018] [Indexed: 12/22/2022] Open
Abstract
Authors often assert that a key feature of 21st-century synthetic biology is its use of an 'engineering approach'; design using predictive models, modular architecture, construction using well-characterized standard parts, and rigorous testing using standard metrics. This article examines whether this is, or even should be, the case. A brief survey of synthetic biology projects that have reached, or are near to, commercial application outside laboratories shows that they showed very few of these attributes. Instead, they featured much trial and error, and the use of specialized, custom components and assays. What is more, consideration of the special features of living systems suggest that a conventional engineering approach will often not be helpful. The article concludes that the engineering approach may be useful in some projects, but it should not be used to define or constrain synthetic biological endeavour, and that in fact the conventional engineering has more to gain by expanding and embracing more biological ways of working.
Collapse
Affiliation(s)
- Jamie A Davies
- UK Centre for Mammalian Synthetic Biology, University of Edinburgh, Edinburgh EH8 9YL, UK.
| |
Collapse
|
29
|
Vilanova C, Porcar M. Synthetic microbiology as a source of new enterprises and job creation: a Mediterranean perspective. Microb Biotechnol 2019; 12:8-10. [PMID: 30328266 PMCID: PMC6302711 DOI: 10.1111/1751-7915.13326] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022] Open
Affiliation(s)
| | - Manuel Porcar
- Darwin Bioprospecting Excellence, SL. Paterna, Spain
- I2SysBio (Institute for Integrative Systems Biology), Universitat de València-CSIC, Paterna, Spain
| |
Collapse
|
30
|
Whitford CM, Dymek S, Kerkhoff D, März C, Schmidt O, Edich M, Droste J, Pucker B, Rückert C, Kalinowski J. Auxotrophy to Xeno-DNA: an exploration of combinatorial mechanisms for a high-fidelity biosafety system for synthetic biology applications. J Biol Eng 2018; 12:13. [PMID: 30123321 PMCID: PMC6090650 DOI: 10.1186/s13036-018-0105-8] [Citation(s) in RCA: 26] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2018] [Accepted: 06/25/2018] [Indexed: 12/19/2022] Open
Abstract
BACKGROUND Biosafety is a key aspect in the international Genetically Engineered Machine (iGEM) competition, which offers student teams an amazing opportunity to pursue their own research projects in the field of Synthetic Biology. iGEM projects often involve the creation of genetically engineered bacterial strains. To minimize the risks associated with bacterial release, a variety of biosafety systems were constructed, either to prevent survival of bacteria outside the lab or to hinder horizontal or vertical gene transfer. MAIN BODY Physical containment methods such as bioreactors or microencapsulation are considered the first safety level. Additionally, various systems involving auxotrophies for both natural and synthetic compounds have been utilized by iGEM teams in recent years. Combinatorial systems comprising multiple auxotrophies have been shown to reduced escape frequencies below the detection limit. Furthermore, a number of natural toxin-antitoxin systems can be deployed to kill cells under certain conditions. Additionally, parts of naturally occurring toxin-antitoxin systems can be used for the construction of 'kill switches' controlled by synthetic regulatory modules, allowing control of cell survival. Kill switches prevent cell survival but do not completely degrade nucleic acids. To avoid horizontal gene transfer, multiple mechanisms to cleave nucleic acids can be employed, resulting in 'self-destruction' of cells. Changes in light or temperature conditions are powerful regulators of gene expression and could serve as triggers for kill switches or self-destruction systems. Xenobiology-based containment uses applications of Xeno-DNA, recoded codons and non-canonical amino acids to nullify the genetic information of constructed cells for wild type organisms. A 'minimal genome' approach brings the opportunity to reduce the genome of a cell to only genes necessary for survival under lab conditions. Such cells are unlikely to survive in the natural environment and are thus considered safe hosts. If suitable for the desired application, a shift to cell-free systems based on Xeno-DNA may represent the ultimate biosafety system. CONCLUSION Here we describe different containment approaches in synthetic biology, ranging from auxotrophies to minimal genomes, which can be combined to significantly improve reliability. Since the iGEM competition greatly increases the number of people involved in synthetic biology, we will focus especially on biosafety systems developed and applied in the context of the iGEM competition.
Collapse
Affiliation(s)
| | - Saskia Dymek
- Center for Biotechnology, Bielefeld University, 33615 Bielefeld, Germany
| | - Denise Kerkhoff
- Center for Biotechnology, Bielefeld University, 33615 Bielefeld, Germany
| | - Camilla März
- Center for Biotechnology, Bielefeld University, 33615 Bielefeld, Germany
| | - Olga Schmidt
- Center for Biotechnology, Bielefeld University, 33615 Bielefeld, Germany
| | - Maximilian Edich
- Center for Biotechnology, Bielefeld University, 33615 Bielefeld, Germany
| | - Julian Droste
- Center for Biotechnology, Bielefeld University, 33615 Bielefeld, Germany
- Faculty of Biology, Bielefeld University, Bielefeld, Germany
| | - Boas Pucker
- Center for Biotechnology, Bielefeld University, 33615 Bielefeld, Germany
- Faculty of Biology, Bielefeld University, Bielefeld, Germany
- Present address: Evolution and Diversity, Department of Plant Sciences, University of Cambridge, Cambridge, UK
| | - Christian Rückert
- Center for Biotechnology, Bielefeld University, 33615 Bielefeld, Germany
- Faculty of Biology, Bielefeld University, Bielefeld, Germany
| | - Jörn Kalinowski
- Center for Biotechnology, Bielefeld University, 33615 Bielefeld, Germany
- Faculty of Biology, Bielefeld University, Bielefeld, Germany
| |
Collapse
|
31
|
Bartels J, López Castellanos S, Radeck J, Mascher T. Sporobeads: The Utilization of the Bacillus subtilis Endospore Crust as a Protein Display Platform. ACS Synth Biol 2018; 7:452-461. [PMID: 29284082 DOI: 10.1021/acssynbio.7b00285] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Upon starvation, the soil bacterium Bacillus subtilis forms an intracellular, metabolically inactive endospore. Its core contains the DNA, encased by three protein layers protecting it against a multitude of environmental threats. The outermost layer, the crust, harbors great potential as a protein-displaying platform: a gene of interest can be translationally fused to a crust protein gene, resulting in endospores displaying the desired protein on their surface. To unlock this potential in a standardized fashion, we designed a suite of 12 vectors (Sporovectors), based on the BioBrick cloning standard. With these vectors, proteins can easily be fused N- or C-terminally to the six crust proteins CotV, CotW, CotX, CotY, CotZ, and CgeA under the control of the strongest crust gene promoter PcotYZ. All Sporovectors were evaluated with GFP and two different laccases. On the basis of our data, CotY and CotZ represent the best anchor proteins. But there are significant differences in activity and functional stability between the two tested laccases. Our vector suite is a powerful tool to generate and evaluate a vast variety of functionalized endospores. It allows quickly identifying the best anchor and fusion site for the protein of interest. Our findings demonstrate that the crust of B. subtilis endospores is an inexpensive and easy platform for displaying different proteins of interest.
Collapse
Affiliation(s)
- Julia Bartels
- Institute of Microbiology, Technische Universität (TU) Dresden, 01062 Dresden, Germany
| | | | - Jara Radeck
- Institute of Microbiology, Technische Universität (TU) Dresden, 01062 Dresden, Germany
| | - Thorsten Mascher
- Institute of Microbiology, Technische Universität (TU) Dresden, 01062 Dresden, Germany
| |
Collapse
|
32
|
de Lorenzo V, Schmidt M. Biological standards for the Knowledge-Based BioEconomy: What is at stake. N Biotechnol 2018; 40:170-180. [DOI: 10.1016/j.nbt.2017.05.001] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2017] [Accepted: 05/03/2017] [Indexed: 02/07/2023]
|
33
|
The Bacillus BioBrick Box 2.0: expanding the genetic toolbox for the standardized work with Bacillus subtilis. Sci Rep 2017; 7:15058. [PMID: 29118374 PMCID: PMC5678133 DOI: 10.1038/s41598-017-15107-z] [Citation(s) in RCA: 67] [Impact Index Per Article: 9.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2017] [Accepted: 10/20/2017] [Indexed: 12/03/2022] Open
Abstract
Standardized and well-characterized genetic building blocks allow the convenient assembly of novel genetic modules and devices, ensuring reusability of parts and reproducibility of experiments. In the first Bacillus subtilis-specific toolbox using the BioBrick standard, we presented integrative vectors, promoters, reporter genes and epitope tags for this Gram-positive model bacterium. With the Bacillus BioBrick Box 2.0, we significantly expand the range of our toolbox by providing new integrative vectors, introducing novel tools for fine-tuning protein expression, and carefully evaluating codon-adapted fluorescence proteins in B. subtilis, which cover the whole spectrum of visible light. Moreover, we developed new reporter systems to allow evaluating the strength of promoters and ribosome binding sites. This well-evaluated extension of our BioBrick-based toolbox increases the accessibility of B. subtilis and will therefore promote the use of this model bacterium and biotechnological workhorse as a host for fundamental and applied Synthetic Biology projects.
Collapse
|
34
|
Shepherd TR, Du L, Liljeruhm J, Samudyata, Wang J, Sjödin MOD, Wetterhall M, Yomo T, Forster AC. De novo design and synthesis of a 30-cistron translation-factor module. Nucleic Acids Res 2017; 45:10895-10905. [PMID: 28977654 PMCID: PMC5737471 DOI: 10.1093/nar/gkx753] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2015] [Accepted: 08/17/2017] [Indexed: 11/17/2022] Open
Abstract
Two of the many goals of synthetic biology are synthesizing large biochemical systems and simplifying their assembly. While several genes have been assembled together by modular idempotent cloning, it is unclear if such simplified strategies scale to very large constructs for expression and purification of whole pathways. Here we synthesize from oligodeoxyribonucleotides a completely de-novo-designed, 58-kb multigene DNA. This BioBrick plasmid insert encodes 30 of the 31 translation factors of the PURE translation system, each His-tagged and in separate transcription cistrons. Dividing the insert between three high-copy expression plasmids enables the bulk purification of the aminoacyl-tRNA synthetases and translation factors necessary for affordable, scalable reconstitution of an in vitro transcription and translation system, PURE 3.0.
Collapse
Affiliation(s)
- Tyson R Shepherd
- Department of Cell and Molecular Biology, Uppsala University, Uppsala 751 36, Sweden
| | - Liping Du
- Department of Pharmacology, Vanderbilt University Medical Center, Nashville, TN 37232, USA
| | - Josefine Liljeruhm
- Department of Cell and Molecular Biology, Uppsala University, Uppsala 751 36, Sweden
| | - Samudyata
- Department of Cell and Molecular Biology, Uppsala University, Uppsala 751 36, Sweden
| | - Jinfan Wang
- Department of Cell and Molecular Biology, Uppsala University, Uppsala 751 36, Sweden
| | - Marcus O D Sjödin
- Department of Physical and Analytical Chemistry, Uppsala University, Uppsala 751 23, Sweden
| | - Magnus Wetterhall
- Department of Physical and Analytical Chemistry, Uppsala University, Uppsala 751 23, Sweden
| | - Tetsuya Yomo
- Institute of Biology and Information Science, School of Computer Science and Software Engineering, School of Life Sciences, East China Normal University, Shanghai 200062, PR China
| | - Anthony C Forster
- Department of Cell and Molecular Biology, Uppsala University, Uppsala 751 36, Sweden.,Department of Pharmacology, Vanderbilt University Medical Center, Nashville, TN 37232, USA
| |
Collapse
|
35
|
Carbohydrate active enzyme domains from extreme thermophiles: components of a modular toolbox for lignocellulose degradation. Extremophiles 2017; 22:1-12. [PMID: 29110088 DOI: 10.1007/s00792-017-0974-7] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2017] [Accepted: 10/24/2017] [Indexed: 02/06/2023]
Abstract
Lignocellulosic biomass is a promising feedstock for the manufacture of biodegradable and renewable bioproducts. However, the complex lignocellulosic polymeric structure of woody tissue is difficult to access without extensive industrial pre-treatment. Enzyme processing of partly depolymerised biomass is an established technology, and there is evidence that high temperature (extremely thermophilic) lignocellulose degrading enzymes [carbohydrate active enzymes (CAZymes)] may enhance processing efficiency. However, wild-type thermophilic CAZymes will not necessarily be functionally optimal under industrial pre-treatment conditions. With recent advances in synthetic biology, it is now potentially possible to build CAZyme constructs from individual protein domains, tailored to the conditions of specific industrial processes. In this review, we identify a 'toolbox' of thermostable CAZyme domains from extremely thermophilic organisms and highlight recent advances in CAZyme engineering which will allow for the rational design of CAZymes tailored to specific aspects of lignocellulose digestion.
Collapse
|
36
|
Appleton E, Madsen C, Roehner N, Densmore D. Design Automation in Synthetic Biology. Cold Spring Harb Perspect Biol 2017; 9:a023978. [PMID: 28246188 PMCID: PMC5378053 DOI: 10.1101/cshperspect.a023978] [Citation(s) in RCA: 57] [Impact Index Per Article: 8.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
Design automation refers to a category of software tools for designing systems that work together in a workflow for designing, building, testing, and analyzing systems with a target behavior. In synthetic biology, these tools are called bio-design automation (BDA) tools. In this review, we discuss the BDA tools areas-specify, design, build, test, and learn-and introduce the existing software tools designed to solve problems in these areas. We then detail the functionality of some of these tools and show how they can be used together to create the desired behavior of two types of modern synthetic genetic regulatory networks.
Collapse
Affiliation(s)
- Evan Appleton
- Department of Genetics, Harvard Medical School, Harvard University, Boston, Massachusetts 02115
| | - Curtis Madsen
- Biological Design Center, Boston University, Boston, Massachusetts 02215
- Department of Electrical and Computer Engineering, Boston University, Boston, Massachusetts 02215
| | - Nicholas Roehner
- Biological Design Center, Boston University, Boston, Massachusetts 02215
- Department of Electrical and Computer Engineering, Boston University, Boston, Massachusetts 02215
| | - Douglas Densmore
- Biological Design Center, Boston University, Boston, Massachusetts 02215
- Department of Electrical and Computer Engineering, Boston University, Boston, Massachusetts 02215
| |
Collapse
|
37
|
Kim SH, Cavaleiro AM, Rennig M, Nørholm MHH. SEVA Linkers: A Versatile and Automatable DNA Backbone Exchange Standard for Synthetic Biology. ACS Synth Biol 2016; 5:1177-1181. [PMID: 26917044 DOI: 10.1021/acssynbio.5b00257] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
DNA vectors serve to maintain and select recombinant DNA in cell factories, and as design complexity increases, there is a greater need for well-characterized parts and methods for their assembly. Standards in synthetic biology are top priority, but standardizing molecular cloning contrasts flexibility, and different researchers prefer and master different molecular technologies. Here, we describe a new, highly versatile and automatable standard "SEVA linkers" for vector exchange. SEVA linkers enable backbone swapping with 20 combinations of classical enzymatic restriction/ligation, Gibson isothermal assembly, uracil excision cloning, and a nicking enzyme-based methodology we term SEVA cloning. SEVA cloning is a simplistic one-tube protocol for backbone swapping directly from plasmid stock solutions. We demonstrate the different performance of 30 plasmid backbones for small molecule and protein production and obtain more than 10-fold improvement from a four-gene biosynthetic pathway and 430-fold improvement with a difficult-to-express membrane protein. The standardized linkers and protocols add to the Standard European Vectors Architecture (SEVA) resource and are freely available to the synthetic biology community.
Collapse
Affiliation(s)
- Se Hyeuk Kim
- Novo Nordisk Foundation Center
for Biosustainability, Technical University of Denmark, Hørsholm DK-2970, Denmark
| | - Ana Mafalda Cavaleiro
- Novo Nordisk Foundation Center
for Biosustainability, Technical University of Denmark, Hørsholm DK-2970, Denmark
| | - Maja Rennig
- Novo Nordisk Foundation Center
for Biosustainability, Technical University of Denmark, Hørsholm DK-2970, Denmark
| | - Morten H. H. Nørholm
- Novo Nordisk Foundation Center
for Biosustainability, Technical University of Denmark, Hørsholm DK-2970, Denmark
| |
Collapse
|
38
|
Magaraci MS, Bermudez JG, Yogish D, Pak DH, Mollov V, Tycko J, Issadore D, Mannickarottu SG, Chow BY. Toolbox for Exploring Modular Gene Regulation in Synthetic Biology Training. ACS Synth Biol 2016; 5:781-5. [PMID: 27111289 DOI: 10.1021/acssynbio.6b00057] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
We report a toolbox for exploring the modular tuning of genetic circuits, which has been specifically optimized for widespread deployment in STEM environments through a combination of bacterial strain engineering and distributable hardware development. The transfer functions of 16 genetic switches, programmed to express a GFP reporter under the regulation of the (acyl-homoserine lactone) AHL-sensitive luxR transcriptional activator, can be parametrically tuned by adjusting high/low degrees of transcriptional, translational, and post-translational processing. Strains were optimized to facilitate daily large-scale preparation and reliable performance at room temperature in order to eliminate the need for temperature controlled apparatuses, which are both cost-limiting and space-constraining. The custom-designed, automated, and web-enabled fluorescence documentation system allows time-lapse imaging of AHL-induced GFP expression on bacterial plates with real-time remote data access, thereby requiring trainees to only be present for experimental setup. When coupled with mathematical models in agreement with empirical data, this toolbox expands the scalability and scope of reliable synthetic biology experiments for STEM training.
Collapse
Affiliation(s)
- Michael S. Magaraci
- Department
of Bioengineering, University of Pennsylvania, Philadelphia, Pennsylvania 19104, United States
| | - Jessica G. Bermudez
- Department
of Bioengineering, University of Pennsylvania, Philadelphia, Pennsylvania 19104, United States
| | - Deeksha Yogish
- Department
of Bioengineering, University of Pennsylvania, Philadelphia, Pennsylvania 19104, United States
| | - Daniel H. Pak
- Department
of Bioengineering, University of Pennsylvania, Philadelphia, Pennsylvania 19104, United States
| | - Viktor Mollov
- Department
of Bioengineering, University of Pennsylvania, Philadelphia, Pennsylvania 19104, United States
| | - Josh Tycko
- Department
of Bioengineering, University of Pennsylvania, Philadelphia, Pennsylvania 19104, United States
| | - David Issadore
- Department
of Bioengineering, University of Pennsylvania, Philadelphia, Pennsylvania 19104, United States
| | - Sevile G. Mannickarottu
- Department
of Bioengineering, University of Pennsylvania, Philadelphia, Pennsylvania 19104, United States
| | - Brian Y. Chow
- Department
of Bioengineering, University of Pennsylvania, Philadelphia, Pennsylvania 19104, United States
| |
Collapse
|
39
|
Cvijovic M, Höfer T, Aćimović J, Alberghina L, Almaas E, Besozzi D, Blomberg A, Bretschneider T, Cascante M, Collin O, de Atauri P, Depner C, Dickinson R, Dobrzynski M, Fleck C, Garcia-Ojalvo J, Gonze D, Hahn J, Hess HM, Hollmann S, Krantz M, Kummer U, Lundh T, Martial G, dos Santos VM, Mauer-Oberthür A, Regierer B, Skene B, Stalidzans E, Stelling J, Teusink B, Workman CT, Hohmann S. Strategies for structuring interdisciplinary education in Systems Biology: an European perspective. NPJ Syst Biol Appl 2016; 2:16011. [PMID: 28725471 PMCID: PMC5516850 DOI: 10.1038/npjsba.2016.11] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2015] [Revised: 03/10/2016] [Accepted: 03/14/2016] [Indexed: 11/08/2022] Open
Abstract
Systems Biology is an approach to biology and medicine that has the potential to lead to a better understanding of how biological properties emerge from the interaction of genes, proteins, molecules, cells and organisms. The approach aims at elucidating how these interactions govern biological function by employing experimental data, mathematical models and computational simulations. As Systems Biology is inherently multidisciplinary, education within this field meets numerous hurdles including departmental barriers, availability of all required expertise locally, appropriate teaching material and example curricula. As university education at the Bachelor's level is traditionally built upon disciplinary degrees, we believe that the most effective way to implement education in Systems Biology would be at the Master's level, as it offers a more flexible framework. Our team of experts and active performers of Systems Biology education suggest here (i) a definition of the skills that students should acquire within a Master's programme in Systems Biology, (ii) a possible basic educational curriculum with flexibility to adjust to different application areas and local research strengths, (iii) a description of possible career paths for students who undergo such an education, (iv) conditions that should improve the recruitment of students to such programmes and (v) mechanisms for collaboration and excellence spreading among education professionals. With the growing interest of industry in applying Systems Biology approaches in their fields, a concerted action between academia and industry is needed to build this expertise. Here we present a reflection of the European situation and expertise, where most of the challenges we discuss are universal, anticipating that our suggestions will be useful internationally. We believe that one of the overriding goals of any Systems Biology education should be a student's ability to phrase and communicate research questions in such a manner that they can be solved by the integration of experiments and modelling, as well as to communicate and collaborate productively across different experimental and theoretical disciplines in research and development.
Collapse
Affiliation(s)
- Marija Cvijovic
- Department of Mathematical Sciences, Chalmers University of Technology and University of Gothenburg, Gothenburg, Sweden
| | - Thomas Höfer
- Division of Theoretical Systems Biology, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Jure Aćimović
- Centre for Functional Genomics and Bio-Chips, Institute of Biochemistry, Faculty of Medicine, University of Ljubljana, Ljubljana, Slovenia
| | - Lilia Alberghina
- University of Milano-Bicocca, Department of Biotechnology and Biosciences, Milano, Italy
| | - Eivind Almaas
- Department of Biotechnology, NTNU – Norwegian University of Science and Technology, Trondheim, Norway
| | - Daniela Besozzi
- Department of Informatics, Systems and Communication, University of Milano-Bicocca and SYSBIO Centre of Systems Biology, Milano, Italy
| | - Anders Blomberg
- Department of Marine Sciences, University of Gothenburg, Gothenburg, Sweden
| | | | - Marta Cascante
- Department of Biochemistry and Molecular Biology, Faculty of Biology, University of Barcelona, Barcelona, Spain
| | | | - Pedro de Atauri
- Department of Biochemistry and Molecular Biology, Faculty of Biology, University of Barcelona, Barcelona, Spain
| | - Cornelia Depner
- Division of Theoretical Systems Biology, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | | | | | - Christian Fleck
- Laboratory for Systems and Synthetic Biology, Wageningen UR, Wageningen, Netherlands
| | - Jordi Garcia-Ojalvo
- Universitat Pompeu Fabra, Department of Experimental and Health Sciences, Barcelona, Spain
| | - Didier Gonze
- Unité de Chronobiologie Théorique, Faculté des Sciences, CP 231 and Interuniversity Institute of Bioinformatics in Brussels (IB)2, Université Libre de Bruxelles, Brussels, Belgium
| | - Jens Hahn
- Theoretical Biophysics, Humboldt-Universität zu Berlin, Berlin, Germany
| | | | | | - Marcus Krantz
- Theoretical Biophysics, Humboldt-Universität zu Berlin, Berlin, Germany
| | | | - Torbjörn Lundh
- Department of Mathematical Sciences, Chalmers University of Technology and University of Gothenburg, Gothenburg, Sweden
| | - Gifta Martial
- BioQuant Center, University of Heidelberg, Heidelberg, Germany
| | | | | | | | | | - Egils Stalidzans
- Institute of Microbiology and Biotechnology, University of Latvia, Riga, Latvia
| | | | - Bas Teusink
- Vrije Universiteit Amsterdam, Amsterdam, Netherlands
| | | | - Stefan Hohmann
- Department of Biology and Bioengineering, Chalmers University of Technology, Göteborg, Sweden
| |
Collapse
|
40
|
Tsui J, Meyer AS. Modular projects and ‘mean questions’: best practices for advising an International Genetically Engineered Machines team. FEMS Microbiol Lett 2016; 363:fnw141. [DOI: 10.1093/femsle/fnw141] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/20/2016] [Indexed: 12/12/2022] Open
|
41
|
Macia J, Manzoni R, Conde N, Urrios A, de Nadal E, Solé R, Posas F. Implementation of Complex Biological Logic Circuits Using Spatially Distributed Multicellular Consortia. PLoS Comput Biol 2016; 12:e1004685. [PMID: 26829588 PMCID: PMC4734778 DOI: 10.1371/journal.pcbi.1004685] [Citation(s) in RCA: 37] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2015] [Accepted: 12/01/2015] [Indexed: 11/19/2022] Open
Abstract
Engineered synthetic biological devices have been designed to perform a variety of functions from sensing molecules and bioremediation to energy production and biomedicine. Notwithstanding, a major limitation of in vivo circuit implementation is the constraint associated to the use of standard methodologies for circuit design. Thus, future success of these devices depends on obtaining circuits with scalable complexity and reusable parts. Here we show how to build complex computational devices using multicellular consortia and space as key computational elements. This spatial modular design grants scalability since its general architecture is independent of the circuit’s complexity, minimizes wiring requirements and allows component reusability with minimal genetic engineering. The potential use of this approach is demonstrated by implementation of complex logical functions with up to six inputs, thus demonstrating the scalability and flexibility of this method. The potential implications of our results are outlined. Synthetic biological circuits have been built for different purposes. Nevertheless, the way these devices have been designed so far present several limitations: complex genetic engineering is required to implement complex circuits, and once the parts are built, they are not reusable. We proposed to distribute the computation in several cellular consortia that are physically separated, thus ensuring implementation of circuits independently of their complexity and using reusable components with minimal genetic engineering. This approach allows an easy implementation of multicellular computing devices for secretable inputs or biosensing purposes.
Collapse
Affiliation(s)
- Javier Macia
- ICREA-Complex Systems Laboratory, Universitat Pompeu Fabra (UPF), Barcelona, Spain
| | - Romilde Manzoni
- Cell Signaling Research Group, Departament de Ciències Experimentals i de la Salut, Universitat Pompeu Fabra (UPF), Barcelona, Spain
| | - Núria Conde
- ICREA-Complex Systems Laboratory, Universitat Pompeu Fabra (UPF), Barcelona, Spain
- Cell Signaling Research Group, Departament de Ciències Experimentals i de la Salut, Universitat Pompeu Fabra (UPF), Barcelona, Spain
| | - Arturo Urrios
- Cell Signaling Research Group, Departament de Ciències Experimentals i de la Salut, Universitat Pompeu Fabra (UPF), Barcelona, Spain
| | - Eulàlia de Nadal
- Cell Signaling Research Group, Departament de Ciències Experimentals i de la Salut, Universitat Pompeu Fabra (UPF), Barcelona, Spain
| | - Ricard Solé
- ICREA-Complex Systems Laboratory, Universitat Pompeu Fabra (UPF), Barcelona, Spain
- Santa Fe Institute, Santa Fe, New Mexico, United States of America
- * E-mail: (RS); (FP)
| | - Francesc Posas
- Cell Signaling Research Group, Departament de Ciències Experimentals i de la Salut, Universitat Pompeu Fabra (UPF), Barcelona, Spain
- * E-mail: (RS); (FP)
| |
Collapse
|
42
|
Porcar M, Peretó J. Nature versus design: synthetic biology or how to build a biological non-machine. Integr Biol (Camb) 2016; 8:451-5. [DOI: 10.1039/c5ib00239g] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
We suggest that progress in synthetic biology will be achieved by abandoning the bio-machine paradigm and by using an alliance between engineering and evolution as a guiding tool.
Collapse
Affiliation(s)
- M. Porcar
- Cavanilles Institute for Biodiversity and Evolutionary Biology
- University of Valencia
- Spain
- Institute for Integrative Systems Biology (I2SysBio)
- University of Valencia-CSIC
| | - J. Peretó
- Cavanilles Institute for Biodiversity and Evolutionary Biology
- University of Valencia
- Spain
- Institute for Integrative Systems Biology (I2SysBio)
- University of Valencia-CSIC
| |
Collapse
|
43
|
Vilanova C, Tanner K, Dorado-Morales P, Villaescusa P, Chugani D, Frías A, Segredo E, Molero X, Fritschi M, Morales L, Ramón D, Peña C, Peretó J, Porcar M. Standards not that standard. J Biol Eng 2015; 9:17. [PMID: 26435739 PMCID: PMC4591577 DOI: 10.1186/s13036-015-0017-9] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2015] [Accepted: 09/16/2015] [Indexed: 01/10/2023] Open
Abstract
There is a general assent on the key role of standards in Synthetic Biology. In two consecutive letters to this journal, suggestions on the assembly methods for the Registry of standard biological parts have been described. We fully agree with those authors on the need of a more flexible building strategy and we highlight in the present work two major functional challenges standardization efforts have to deal with: the need of both universal and orthogonal behaviors. We provide experimental data that clearly indicate that such engineering requirements should not be taken for granted in Synthetic Biology.
Collapse
Affiliation(s)
- Cristina Vilanova
- Institut Cavanilles de Biodiversitat i Biologia Evolutiva, Universitat de València, C. Catedràtic José Beltrán 2, 46980 Paterna, Spain
| | - Kristie Tanner
- Institut Cavanilles de Biodiversitat i Biologia Evolutiva, Universitat de València, C. Catedràtic José Beltrán 2, 46980 Paterna, Spain
| | - Pedro Dorado-Morales
- Institut Cavanilles de Biodiversitat i Biologia Evolutiva, Universitat de València, C. Catedràtic José Beltrán 2, 46980 Paterna, Spain
| | - Paula Villaescusa
- Institut Cavanilles de Biodiversitat i Biologia Evolutiva, Universitat de València, C. Catedràtic José Beltrán 2, 46980 Paterna, Spain
| | - Divya Chugani
- Institut Cavanilles de Biodiversitat i Biologia Evolutiva, Universitat de València, C. Catedràtic José Beltrán 2, 46980 Paterna, Spain
| | - Alba Frías
- Institut Cavanilles de Biodiversitat i Biologia Evolutiva, Universitat de València, C. Catedràtic José Beltrán 2, 46980 Paterna, Spain
| | - Ernesto Segredo
- Institut Cavanilles de Biodiversitat i Biologia Evolutiva, Universitat de València, C. Catedràtic José Beltrán 2, 46980 Paterna, Spain
| | - Xavier Molero
- Institut Cavanilles de Biodiversitat i Biologia Evolutiva, Universitat de València, C. Catedràtic José Beltrán 2, 46980 Paterna, Spain
| | - Marco Fritschi
- Institut Cavanilles de Biodiversitat i Biologia Evolutiva, Universitat de València, C. Catedràtic José Beltrán 2, 46980 Paterna, Spain
| | - Lucas Morales
- Institut Cavanilles de Biodiversitat i Biologia Evolutiva, Universitat de València, C. Catedràtic José Beltrán 2, 46980 Paterna, Spain
| | - Daniel Ramón
- Biopolis S.L, Parc Cientific Universitat de València, Paterna, Valencia Spain
| | - Carlos Peña
- Instituto de Física Corpuscular (IFIC), CSIC - Universitat de València, Burjassot, 46100 Spain
| | - Juli Peretó
- Institut Cavanilles de Biodiversitat i Biologia Evolutiva, Universitat de València, C. Catedràtic José Beltrán 2, 46980 Paterna, Spain.,Departament de Bioquímica i Biologia Molecular, Universitat de València, Burjassot, 46100 Spain
| | - Manuel Porcar
- Institut Cavanilles de Biodiversitat i Biologia Evolutiva, Universitat de València, C. Catedràtic José Beltrán 2, 46980 Paterna, Spain.,Fundació General de la Universitat de València, Valencia, Spain
| |
Collapse
|
44
|
Affiliation(s)
- Kristin Hagen
- EA European Academy of Technology and Innovation Assessment GmbH, Bad Neuenahr-Ahrweiler, Germany
| | - Margret Engelhard
- EA European Academy of Technology and Innovation Assessment GmbH, Bad Neuenahr-Ahrweiler, Germany
| | - Georg Toepfer
- Center for Literary and Cultural Research Berlin, Berlin, Germany
| |
Collapse
|
45
|
Kelwick R, Bowater L, Yeoman KH, Bowater RP. Promoting microbiology education through the iGEM synthetic biology competition. FEMS Microbiol Lett 2015; 362:fnv129. [DOI: 10.1093/femsle/fnv129] [Citation(s) in RCA: 34] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/06/2015] [Indexed: 12/14/2022] Open
|
46
|
Scaife MA, Nguyen GTDT, Rico J, Lambert D, Helliwell KE, Smith AG. Establishing Chlamydomonas reinhardtii as an industrial biotechnology host. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2015; 82:532-546. [PMID: 25641561 PMCID: PMC4515103 DOI: 10.1111/tpj.12781] [Citation(s) in RCA: 115] [Impact Index Per Article: 12.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/28/2014] [Revised: 01/19/2015] [Accepted: 01/20/2015] [Indexed: 05/20/2023]
Abstract
Microalgae constitute a diverse group of eukaryotic unicellular organisms that are of interest for pure and applied research. Owing to their natural synthesis of value-added natural products microalgae are emerging as a source of sustainable chemical compounds, proteins and metabolites, including but not limited to those that could replace compounds currently made from fossil fuels. For the model microalga, Chlamydomonas reinhardtii, this has prompted a period of rapid development so that this organism is poised for exploitation as an industrial biotechnology platform. The question now is how best to achieve this? Highly advanced industrial biotechnology systems using bacteria and yeasts were established in a classical metabolic engineering manner over several decades. However, the advent of advanced molecular tools and the rise of synthetic biology provide an opportunity to expedite the development of C. reinhardtii as an industrial biotechnology platform, avoiding the process of incremental improvement. In this review we describe the current status of genetic manipulation of C. reinhardtii for metabolic engineering. We then introduce several concepts that underpin synthetic biology, and show how generic parts are identified and used in a standard manner to achieve predictable outputs. Based on this we suggest that the development of C. reinhardtii as an industrial biotechnology platform can be achieved more efficiently through adoption of a synthetic biology approach.
Collapse
Affiliation(s)
- Mark A Scaife
- Department of Plant Science, University of CambridgeDowning Street, Cambridge, CB2 3EA, UK
- *For correspondence (e-mails or )
| | - Ginnie TDT Nguyen
- Department of Plant Science, University of CambridgeDowning Street, Cambridge, CB2 3EA, UK
| | - Juan Rico
- Department of Plant Science, University of CambridgeDowning Street, Cambridge, CB2 3EA, UK
| | - Devinn Lambert
- Department of Plant Science, University of CambridgeDowning Street, Cambridge, CB2 3EA, UK
| | - Katherine E Helliwell
- Department of Plant Science, University of CambridgeDowning Street, Cambridge, CB2 3EA, UK
| | - Alison G Smith
- Department of Plant Science, University of CambridgeDowning Street, Cambridge, CB2 3EA, UK
- *For correspondence (e-mails or )
| |
Collapse
|
47
|
Cira NJ, Chung AM, Denisin AK, Rensi S, Sanchez GN, Quake SR, Riedel-Kruse IH. A biotic game design project for integrated life science and engineering education. PLoS Biol 2015; 13:e1002110. [PMID: 25807212 PMCID: PMC4373802 DOI: 10.1371/journal.pbio.1002110] [Citation(s) in RCA: 36] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/03/2022] Open
Abstract
Engaging, hands-on design experiences are key for formal and informal Science, Technology, Engineering, and Mathematics (STEM) education. Robotic and video game design challenges have been particularly effective in stimulating student interest, but equivalent experiences for the life sciences are not as developed. Here we present the concept of a "biotic game design project" to motivate student learning at the interface of life sciences and device engineering (as part of a cornerstone bioengineering devices course). We provide all course material and also present efforts in adapting the project's complexity to serve other time frames, age groups, learning focuses, and budgets. Students self-reported that they found the biotic game project fun and motivating, resulting in increased effort. Hence this type of design project could generate excitement and educational impact similar to robotics and video games. Can games teach life sciences device design? This article in our education series describes a "biotic game design course" to motivate student learning at the interface of life sciences and device engineering.
Collapse
Affiliation(s)
- Nate J. Cira
- Department of Bioengineering, Stanford University, Stanford, California, United States of America
| | - Alice M. Chung
- Department of Bioengineering, Stanford University, Stanford, California, United States of America
| | - Aleksandra K. Denisin
- Department of Bioengineering, Stanford University, Stanford, California, United States of America
| | - Stefano Rensi
- Department of Bioengineering, Stanford University, Stanford, California, United States of America
| | - Gabriel N. Sanchez
- Department of Bioengineering, Stanford University, Stanford, California, United States of America
| | - Stephen R. Quake
- Department of Bioengineering, Stanford University, Stanford, California, United States of America
| | - Ingmar H. Riedel-Kruse
- Department of Bioengineering, Stanford University, Stanford, California, United States of America
- * E-mail:
| |
Collapse
|
48
|
Alnahhas RN, Slater B, Huang Y, Mortensen C, Monk JW, Okasheh Y, Howard MD, Gottel NR, Hammerling MJ, Barrick JE. The case for decoupling assembly and submission standards to maintain a more flexible registry of biological parts. J Biol Eng 2014; 8:28. [PMID: 25525459 PMCID: PMC4269934 DOI: 10.1186/1754-1611-8-28] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2014] [Accepted: 11/11/2014] [Indexed: 11/23/2022] Open
Abstract
The Registry of Standard Biological Parts only accepts genetic parts compatible with the RFC 10 BioBrick format. This combined assembly and submission standard requires that four unique restriction enzyme sites must not occur in the DNA sequence encoding a part. We present evidence that this requirement places a nontrivial burden on iGEM teams developing large and novel parts. We further argue that the emergence of inexpensive DNA synthesis and versatile assembly methods reduces the utility of coupling submission and assembly standards and propose a submission standard that is compatible with current quality control strategies while nearly eliminating sequence constraints on submitted parts.
Collapse
Affiliation(s)
- Razan N Alnahhas
- Department of Molecular Biosciences, Institute for Cellular and Molecular Biology, Center for Systems and Synthetic Biology, The University of Texas at Austin, Austin, Texas 78712 USA
| | - Ben Slater
- Department of Molecular Biosciences, Institute for Cellular and Molecular Biology, Center for Systems and Synthetic Biology, The University of Texas at Austin, Austin, Texas 78712 USA
| | - Yunle Huang
- Department of Molecular Biosciences, Institute for Cellular and Molecular Biology, Center for Systems and Synthetic Biology, The University of Texas at Austin, Austin, Texas 78712 USA
| | - Catherine Mortensen
- Department of Molecular Biosciences, Institute for Cellular and Molecular Biology, Center for Systems and Synthetic Biology, The University of Texas at Austin, Austin, Texas 78712 USA
| | - Jordan W Monk
- Department of Molecular Biosciences, Institute for Cellular and Molecular Biology, Center for Systems and Synthetic Biology, The University of Texas at Austin, Austin, Texas 78712 USA
| | - Yousef Okasheh
- Department of Molecular Biosciences, Institute for Cellular and Molecular Biology, Center for Systems and Synthetic Biology, The University of Texas at Austin, Austin, Texas 78712 USA
| | - Marco D Howard
- Department of Molecular Biosciences, Institute for Cellular and Molecular Biology, Center for Systems and Synthetic Biology, The University of Texas at Austin, Austin, Texas 78712 USA
| | - Neil R Gottel
- Department of Molecular Biosciences, Institute for Cellular and Molecular Biology, Center for Systems and Synthetic Biology, The University of Texas at Austin, Austin, Texas 78712 USA
| | - Michael J Hammerling
- Department of Molecular Biosciences, Institute for Cellular and Molecular Biology, Center for Systems and Synthetic Biology, The University of Texas at Austin, Austin, Texas 78712 USA
| | - Jeffrey E Barrick
- Department of Molecular Biosciences, Institute for Cellular and Molecular Biology, Center for Systems and Synthetic Biology, The University of Texas at Austin, Austin, Texas 78712 USA
| |
Collapse
|
49
|
Martínez-García E, Aparicio T, Goñi-Moreno A, Fraile S, de Lorenzo V. SEVA 2.0: an update of the Standard European Vector Architecture for de-/re-construction of bacterial functionalities. Nucleic Acids Res 2014; 43:D1183-9. [PMID: 25392407 PMCID: PMC4383931 DOI: 10.1093/nar/gku1114] [Citation(s) in RCA: 148] [Impact Index Per Article: 14.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/14/2023] Open
Abstract
The Standard European Vector Architecture 2.0 database (SEVA-DB 2.0, http://seva.cnb.csic.es) is an improved and expanded version of the platform released in 2013 (doi: 10.1093/nar/gks1119) aimed at assisting the choice of optimal genetic tools for de-constructing and re-constructing complex prokaryotic phenotypes. By adopting simple compositional rules, the SEVA standard facilitates combinations of functional DNA segments that ease both the analysis and the engineering of diverse Gram-negative bacteria for fundamental or biotechnological purposes. The large number of users of the SEVA-DB during its first two years of existence has resulted in a valuable feedback that we have exploited for fixing DNA sequence errors, improving the nomenclature of the SEVA plasmids, expanding the vector collection, adding new features to the web interface and encouraging contributions of materials from the community of users. The SEVA platform is also adopting the Synthetic Biology Open Language (SBOL) for electronic-like description of the constructs available in the collection and their interfacing with genetic devices developed by other Synthetic Biology communities. We advocate the SEVA format as one interim asset for the ongoing transition of genetic design of microorganisms from being a trial-and-error endeavor to become an authentic engineering discipline.
Collapse
Affiliation(s)
- Esteban Martínez-García
- Systems Biology Program, Centro Nacional de Biotecnología (CNB-CSIC), 28049 Cantoblanco-Madrid, Spain
| | - Tomás Aparicio
- Systems Biology Program, Centro Nacional de Biotecnología (CNB-CSIC), 28049 Cantoblanco-Madrid, Spain
| | - Angel Goñi-Moreno
- Systems Biology Program, Centro Nacional de Biotecnología (CNB-CSIC), 28049 Cantoblanco-Madrid, Spain
| | - Sofía Fraile
- Systems Biology Program, Centro Nacional de Biotecnología (CNB-CSIC), 28049 Cantoblanco-Madrid, Spain
| | - Víctor de Lorenzo
- Systems Biology Program, Centro Nacional de Biotecnología (CNB-CSIC), 28049 Cantoblanco-Madrid, Spain
| |
Collapse
|
50
|
Porcar M, Danchin A, de Lorenzo V. Confidence, tolerance, and allowance in biological engineering: The nuts and bolts of living things. Bioessays 2014; 37:95-102. [DOI: 10.1002/bies.201400091] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Affiliation(s)
- Manuel Porcar
- Cavanilles Institute of Biodiversity and Evolutionary Biology; University of Valencia; Valencia Spain
- Fundació General; University of Valencia; Valencia Spain
| | - Antoine Danchin
- AMAbiotics SAS; ICM, Hôpital de la Pitié-Salpêtrière; Paris France
| | - Víctor de Lorenzo
- National Center of Biotechnology; CSIC; Campus Cantoblanco Madrid Spain
| |
Collapse
|