1
|
Elgabry M, Johnson S. Cyber-biological convergence: a systematic review and future outlook. Front Bioeng Biotechnol 2024; 12:1456354. [PMID: 39380896 PMCID: PMC11458441 DOI: 10.3389/fbioe.2024.1456354] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2024] [Accepted: 09/05/2024] [Indexed: 10/10/2024] Open
Abstract
The introduction of the capability to "program" a biological system is referred to as Engineered biology and can be compared to the introduction of the internet and the capability of programming a computer. Engineered biology is supported by a digital infrastructure that includes data, data storage, computer-dependent laboratory equipment, internet-connected communication networks, and supply chains. This connectivity is important. It can improve workflows and enhance productivity. At the same time and unlike computer programs, biological systems introduce unique threats as they can self-assemble, self-repair, and self-replicate. The aim of this paper is to systematically review the cyber implications of engineered biology. This includes cyber-bio opportunities and threats as engineered biology continues to integrate into cyberspace. We used a systematic search methodology to review the academic literature, and supplemented this with a review of opensource materials and "grey" literature that is not disseminated by academic publishers. A comprehensive search of articles published in or after 2017 until the 21st of October 2022 found 52 studies that focus on implications of engineered biology to cyberspace. The search was conducted using search engines that index over 60 databases-databases that specifically cover the information security, and biology literatures, as well as the wider set of academic disciplines. Across these 52 articles, we identified a total of 7 cyber opportunities including automated bio-foundries and 4 cyber threats such as Artificial Intelligence misuse and biological dataset targeting. We highlight the 4 main types of cyberbiosecurity solutions identified in the literature and we suggest a total of 9 policy recommendations that can be utilized by various entities, including governments, to ensure that cyberbiosecurity remains frontline in a growing bioeconomy.
Collapse
Affiliation(s)
- Mariam Elgabry
- DAWES Center for Future Crime at UCL, Jill Dando Institute for Security and Crime Science, London, United Kingdom
- Bronic, London, United Kingdom
| | - Shane Johnson
- DAWES Center for Future Crime at UCL, Jill Dando Institute for Security and Crime Science, London, United Kingdom
| |
Collapse
|
2
|
Hoepers AM, Heinemann JA, Zanatta CB, Chu P, Hiscox TC, Agapito-Tenfen SZ. Predicted multispecies unintended effects from outdoor genome editing. ECOTOXICOLOGY AND ENVIRONMENTAL SAFETY 2024; 282:116707. [PMID: 38996645 DOI: 10.1016/j.ecoenv.2024.116707] [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: 11/21/2023] [Revised: 07/02/2024] [Accepted: 07/07/2024] [Indexed: 07/14/2024]
Abstract
CRISPR/Cas9, a potent genetic engineering tool widely adopted in agriculture, is capable of introducing new characteristics into plants on a large scale and without conventional breeding methods. Despite its remarkable efficiency, concerns have arisen regarding unintended consequences in uncontrolled environments. Our aim was to assess potential activity in organisms that could be exposed to genome editing in uncontrolled environments. We developed three scenarios, using irrigation, fumigation and fertilization as delivery methods, based on outdoor uses in agriculture, namely pest and disease control. Using publicly available software (Cas-OFFinder, NCBI Genome Data Viewer and STRING), off-target effects were predicted in multiple species commonly found in the agroecosystem, including humans (16 of 38 (42 %) sampled). Metabolic enrichment analysis (gene IDs), by connecting off-target genes into a physiological network, predicted effects on the development of nervous and respiratory systems. Our findings emphasize the importance of exercising caution when considering the use of this genome editing in uncontrolled environments. Unintended genomic alterations may occur in unintended organisms, underscoring the significance of understanding potential hazards and implementing safety measures to protect human health and the environment.
Collapse
Affiliation(s)
- Aline Martins Hoepers
- Crop Science Department, Federal University of Santa Catarina, Florianópolis, Brazil
| | - Jack A Heinemann
- Centre for Integrated Research in Biosafety and School of Biological Sciences, University of Canterbury, Christchurch, New Zealand
| | | | - Philomena Chu
- NORCE Norwegian Research Centre AS, Climate & Environment Division, Siva Innovasjonssenter, Sykehusvn 21, Tromsø 9019, Norway
| | - Tessa C Hiscox
- Centre for Integrated Research in Biosafety and School of Biological Sciences, University of Canterbury, Christchurch, New Zealand
| | - Sarah Zanon Agapito-Tenfen
- NORCE Norwegian Research Centre AS, Climate & Environment Division, Siva Innovasjonssenter, Sykehusvn 21, Tromsø 9019, Norway.
| |
Collapse
|
3
|
Berezin CT, Peccoud S, Kar DM, Peccoud J. Cryptographic approaches to authenticating synthetic DNA sequences. Trends Biotechnol 2024; 42:1002-1016. [PMID: 38418329 PMCID: PMC11309913 DOI: 10.1016/j.tibtech.2024.02.002] [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: 10/21/2023] [Revised: 02/01/2024] [Accepted: 02/02/2024] [Indexed: 03/01/2024]
Abstract
In a bioeconomy that relies on synthetic DNA sequences, the ability to ensure their authenticity is critical. DNA watermarks can encode identifying data in short sequences and can be combined with error correction and encryption protocols to ensure that sequences are robust to errors and securely communicated. New digital signature techniques allow for public verification that a sequence has not been modified and can contain sufficient information for synthetic DNA to be self-documenting. In translating these techniques from bacteria to more complex genetically modified organisms (GMOs), special considerations must be made to allow for public verification of these products. We argue that these approaches should be widely implemented to assert authorship, increase the traceability, and detect the unauthorized use of synthetic DNA.
Collapse
Affiliation(s)
- Casey-Tyler Berezin
- Department of Chemical & Biological Engineering, Colorado State University, Fort Collins, CO, USA
| | - Samuel Peccoud
- Department of Electrical Engineering, Colorado State University, Fort Collins, CO, USA
| | - Diptendu M Kar
- Department of Computer Sciences, Northeastern University, Boston, MA, USA
| | - Jean Peccoud
- Department of Chemical & Biological Engineering, Colorado State University, Fort Collins, CO, USA; Department of Computer Sciences, Colorado State University, Fort Collins, CO, USA; School of Biomedical Engineering, Colorado State University, Fort Collins, CO, USA; Department of Systems Engineering, Colorado State University, Fort Collins, CO, USA.
| |
Collapse
|
4
|
Talukder MA, Islam MM, Uddin MA, Hasan KF, Sharmin S, Alyami SA, Moni MA. Machine learning-based network intrusion detection for big and imbalanced data using oversampling, stacking feature embedding and feature extraction. JOURNAL OF BIG DATA 2024; 11:33. [DOI: 10.1186/s40537-024-00886-w] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/18/2023] [Accepted: 01/19/2024] [Indexed: 12/30/2024]
Abstract
AbstractCybersecurity has emerged as a critical global concern. Intrusion Detection Systems (IDS) play a critical role in protecting interconnected networks by detecting malicious actors and activities. Machine Learning (ML)-based behavior analysis within the IDS has considerable potential for detecting dynamic cyber threats, identifying abnormalities, and identifying malicious conduct within the network. However, as the number of data grows, dimension reduction becomes an increasingly difficult task when training ML models. Addressing this, our paper introduces a novel ML-based network intrusion detection model that uses Random Oversampling (RO) to address data imbalance and Stacking Feature Embedding based on clustering results, as well as Principal Component Analysis (PCA) for dimension reduction and is specifically designed for large and imbalanced datasets. This model’s performance is carefully evaluated using three cutting-edge benchmark datasets: UNSW-NB15, CIC-IDS-2017, and CIC-IDS-2018. On the UNSW-NB15 dataset, our trials show that the RF and ET models achieve accuracy rates of 99.59% and 99.95%, respectively. Furthermore, using the CIC-IDS2017 dataset, DT, RF, and ET models reach 99.99% accuracy, while DT and RF models obtain 99.94% accuracy on CIC-IDS2018. These performance results continuously outperform the state-of-art, indicating significant progress in the field of network intrusion detection. This achievement demonstrates the efficacy of the suggested methodology, which can be used practically to accurately monitor and identify network traffic intrusions, thereby blocking possible threats.
Collapse
|
5
|
Mueller S. Recombination between coronaviruses and synthetic RNAs and biorisk implications motivated by a SARS-CoV-2 FCS origin controversy. Front Bioeng Biotechnol 2023; 11:1209054. [PMID: 37600318 PMCID: PMC10436746 DOI: 10.3389/fbioe.2023.1209054] [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: 04/20/2023] [Accepted: 07/12/2023] [Indexed: 08/22/2023] Open
Abstract
The urgent need for improved policy, regulation, and oversight of research with potential pandemic pathogens (PPPs) has been widely acknowledged. A 2022 article in Frontiers in Virology raises questions, reporting on a 100% sequence homology between the SARS-CoV-2 furin cleavage site (FCS) and the negative strand of a 2017 patented sequence. Even though Ambati and collaborators suspect a possible inadvertent or intentional cause leading to the FCS insert, the related underpinnings have not been studied from the perspective of potential biorisk policy gaps. A commentary on their article contests the low coincidence likelihood that was calculated by Ambati et al., arguing that the sequence match could have been a chance occurrence alone. Additionally, it has been suggested that the odds of the recombination event may be low. These considerations seem to have put many speculations related to any implied viral beginnings, notably from a research setting likely outside the Wuhan Institute of Virology, to rest. However, potential implications for future disasters in terms of biosafety and biosecurity have not been addressed. To demonstrate the feasibility of the Ambati et al. postulate, a theoretical framework is developed that substantially extends the research orientations implicated by these authors and the related patent. It is argued that specific experimental conditions, in combination, could significantly increase the implied recombination profile between coronaviruses and synthetic RNAs. Consequently, this article scrutinizes these largely unrecognized vulnerabilities to discuss implications across the spectrum of the biological risk landscape, with special attention to a potential "crime harvest." Focusing on insufficiently understood features of interaction between the natural and man-made world, vulnerabilities related to contaminants, camouflaging, and various misuse potentials fostered by the digitization and computerization of synthetic biology, it highlights novel biorisk gaps not covered by existing PPP policy. Even though this work does not aim to provide proof of the viral origin, it will make the point that, in theory, a convergence of under-appreciated lab experiments and technologies could have led to the SARS-CoV-2 FCS insert, which analogously could be exploited by various threat actors for the clandestine genesis of similar or even worse pathogens.
Collapse
Affiliation(s)
- Siguna Mueller
- Independent Transdisciplinary Researcher, Kaernten, Austria
| |
Collapse
|
6
|
Heinemann JA, Clark K, Hiscox TC, McCabe AW, Agapito-Tenfen SZ. Are null segregants new combinations of heritable material and should they be regulated? Front Genome Ed 2023; 4:1064103. [PMID: 36704579 PMCID: PMC9871356 DOI: 10.3389/fgeed.2022.1064103] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2022] [Accepted: 12/19/2022] [Indexed: 01/12/2023] Open
Abstract
Through genome editing and other techniques of gene technology, it is possible to create a class of organism called null segregants. These genetically modified organisms (GMOs) are products of gene technology but are argued to have no lingering vestige of the technology after the segregation of chromosomes or deletion of insertions. From that viewpoint regulations are redundant because any unique potential for the use of gene technology to cause harm has also been removed. We tackle this question of international interest by reviewing the early history of the purpose of gene technology regulation. The active ingredients of techniques used for guided mutagenesis, e.g., site-directed nucleases, such as CRISPR/Cas, are promoted for having a lower potential per reaction to create a hazard. However, others see this as a desirable industrial property of the reagents that will lead to genome editing being used more and nullifying the promised hazard mitigation. The contest between views revolves around whether regulations could alter the risks in the responsible use of gene technology. We conclude that gene technology, even when used to make null segregants, has characteristics that make regulation a reasonable option for mitigating potential harm. Those characteristics are that it allows people to create more harm faster, even if it creates benefits as well; the potential for harm increases with increased use of the technique, but safety does not; and regulations can control harm scaling.
Collapse
Affiliation(s)
- Jack A. Heinemann
- Centre for Integrated Research in Biosafety and School of Biological Sciences, University of Canterbury, Christchurch, New Zealand
| | - Katrin Clark
- Centre for Integrated Research in Biosafety and School of Biological Sciences, University of Canterbury, Christchurch, New Zealand
| | - Tessa C. Hiscox
- Centre for Integrated Research in Biosafety and School of Biological Sciences, University of Canterbury, Christchurch, New Zealand
| | - Andrew W. McCabe
- Centre for Integrated Research in Biosafety and School of Biological Sciences, University of Canterbury, Christchurch, New Zealand
| | - Sarah Z. Agapito-Tenfen
- Climate and Environment Division, NORCE Norwegian Research Centre AS, Tromsø, Norway,*Correspondence: Sarah Z. Agapito-Tenfen,
| |
Collapse
|
7
|
Rutjes SA, Vennis IM, Wagner E, Maisaia V, Peintner L. Biosafety and biosecurity challenges during the COVID-19 pandemic and beyond. Front Bioeng Biotechnol 2023; 11:1117316. [PMID: 36937771 PMCID: PMC10014711 DOI: 10.3389/fbioe.2023.1117316] [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: 12/06/2022] [Accepted: 02/13/2023] [Indexed: 03/05/2023] Open
Abstract
As the world continues to battle the SARS-CoV-2 pandemic, it is a stark reminder of the devastation biological threats can cause. In an unprecedented way the global community saw a massive surge in the demand for diagnostic capacities, which had a substantial impact on biosafety and biosecurity. Laboratories had to cope with a surge in laboratory testing capacity, while resources and training possibilities were limited. In addition, the pandemic highlighted the impact biological threats can have, thereby giving rise to new dialogue about biosecurity and new biological threats. This paper aims to highlight some of the most pressing issues regarding biosafety and biosecurity observed during the COVID-19 pandemic with special focus on low and lower middle-income countries. The authors provide lessons learned, tools and recommendations to improve future biosafety and biosecurity and increase preparedness for the next global health crisis.
Collapse
Affiliation(s)
- Saskia A. Rutjes
- Laboratory for Zoonoses and Environmental Microbiology, Centre for Infectious Disease Control, National Institute for Public Health and the Environment (RIVM), Bilthoven, Netherlands
| | - Iris M. Vennis
- Laboratory for Zoonoses and Environmental Microbiology, Centre for Infectious Disease Control, National Institute for Public Health and the Environment (RIVM), Bilthoven, Netherlands
| | - Edith Wagner
- Section of Experimental Virology, Institute of Medical Microbiology, Jena University-Hospital, Jena, Germany
| | - Vakhtang Maisaia
- Faculty of Social Sciences, Caucasus International University, Tbilisi, Georgia
| | - Lukas Peintner
- Institute of Molecular Medicine and Cell Research, Albert Ludwigs University of Freiburg, Freiburg, Germany
- *Correspondence: Lukas Peintner,
| |
Collapse
|
8
|
Vignali V, Hines PA, Cruz AG, Ziętek B, Herold R. Health horizons: Future trends and technologies from the European Medicines Agency's horizon scanning collaborations. Front Med (Lausanne) 2022; 9:1064003. [PMID: 36569125 PMCID: PMC9772004 DOI: 10.3389/fmed.2022.1064003] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2022] [Accepted: 11/17/2022] [Indexed: 12/12/2022] Open
Abstract
In medicines development, the progress in science and technology is accelerating. Awareness of these developments and their associated challenges and opportunities is essential for medicines regulators and others to translate them into benefits for society. In this context, the European Medicines Agency uses horizon scanning to shine a light on early signals of relevant innovation and technological trends with impact on medicinal products. This article provides the results of systematic horizon scanning exercises conducted by the Agency, in collaboration with the World Health Organization (WHO) and the European Commission's Joint Research Centre's (DG JRC). These collaborative exercises aim to inform policy-makers of new trends and increase preparedness in responding to them. A subset of 25 technological trends, divided into three clusters were selected and reviewed from the perspective of medicines regulators. For each of these trends, the expected impact and challenges for their adoption are discussed, along with recommendations for developers, regulators and policy makers.
Collapse
Affiliation(s)
- Valentina Vignali
- European Medicines Agency, Amsterdam, Netherlands
- Department of Biomedical Engineering, W.J. Kolff Institute, University Medical Center Groningen, Groningen, Netherlands
| | - Philip A. Hines
- European Medicines Agency, Amsterdam, Netherlands
- Faculty of Health Medicines and Life Sciences, Maastricht University, Maastricht, Netherlands
| | | | | | - Ralf Herold
- European Medicines Agency, Amsterdam, Netherlands
| |
Collapse
|
9
|
Wahiduzzaman M, Liu Y, Huang T, Wei W, Li Y. Cell-cell communication analysis for single-cell RNA sequencing and its applications in carcinogenesis and COVID-19. BIOSAFETY AND HEALTH 2022. [DOI: 10.1016/j.bsheal.2022.03.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022] Open
|
10
|
Drape T, Magerkorth N, Sen A, Simpson J, Seibel M, Murch RS, Duncan SE. Assessing the Role of Cyberbiosecurity in Agriculture: A Case Study. Front Bioeng Biotechnol 2021; 9:737927. [PMID: 34490231 PMCID: PMC8416673 DOI: 10.3389/fbioe.2021.737927] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2021] [Accepted: 08/06/2021] [Indexed: 11/13/2022] Open
Abstract
Agriculture has adopted the use of smart technology to help meet growing food demands. This increased automation and associated connectivity increases the risk of farms being targeted by cyber-attacks. Increasing frequency of cybersecurity breaches in many industries illustrates the need for securing our food supply chain. The uniqueness of biological data, the complexity of integration across the food and agricultural system, and the importance of this system to the U.S. bioeconomy and public welfare suggests an urgency as well as unique challenges that are not common across all industries. To identify and address the gaps in awareness and knowledge as well as encourage collaborations, Virginia Tech hosted a virtual workshop consisting of professionals from agriculture, cybersecurity, government, and academia. During the workshop, thought leaders and influencers discussed 1) common food and agricultural system challenges, scenarios, outcomes and risks to various sectors of the system; 2) cyberbiosecurity strategies for the system, gaps in workforce and training, and research and policy needs. The meeting sessions were transcribed and analyzed using qualitative methodology. The most common themes that emerged were challenges, solutions, viewpoints, common vocabulary. From the results of the analysis, it is evident that none of the participating groups had available cybersecurity training and resources. Participants were uncertain about future pathways for training, implementation, and outreach related to cyberbiosecurity. Recommendations include creating training and education, continued interdisciplinary collaboration, and recruiting government involvement to speed up better security practices related to cyberbiosecurity.
Collapse
Affiliation(s)
- Tiffany Drape
- Department of Agricultural Leadership and Community Education, Virginia Polytechnic Institute and State University, Blacksburg, VA, United States
- Center for Advanced Innovation in Agriculture, College of Agriculture and Life Sciences, Virginia Polytechnic Institute and State University, Blacksburg, VA, United States
| | - Noah Magerkorth
- Center for Advanced Innovation in Agriculture, College of Agriculture and Life Sciences, Virginia Polytechnic Institute and State University, Blacksburg, VA, United States
| | - Anuradha Sen
- Department of Agricultural Leadership and Community Education, Virginia Polytechnic Institute and State University, Blacksburg, VA, United States
| | - Joseph Simpson
- Center for Advanced Innovation in Agriculture, College of Agriculture and Life Sciences, Virginia Polytechnic Institute and State University, Blacksburg, VA, United States
- Integrated Security Education and Research Center, Virginia Polytechnic Institute and State University, Blacksburg, VA, United States
| | - Megan Seibel
- Department of Agricultural Leadership and Community Education, Virginia Polytechnic Institute and State University, Blacksburg, VA, United States
| | - Randall Steven Murch
- Center for Advanced Innovation in Agriculture, College of Agriculture and Life Sciences, Virginia Polytechnic Institute and State University, Blacksburg, VA, United States
| | - Susan E. Duncan
- Center for Advanced Innovation in Agriculture, College of Agriculture and Life Sciences, Virginia Polytechnic Institute and State University, Blacksburg, VA, United States
- Department of Food Science and Technology, Virginia Polytechnic Institute and State University, Blacksburg, VA, United States
- Virginia Agricultural Experiment Station, Virginia Polytechnic Institute and State University, Blacksburg, VA, United States
| |
Collapse
|
11
|
Li J, Zhao H, Zheng L, An W. Advances in Synthetic Biology and Biosafety Governance. Front Bioeng Biotechnol 2021; 9:598087. [PMID: 33996776 PMCID: PMC8120004 DOI: 10.3389/fbioe.2021.598087] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2020] [Accepted: 02/17/2021] [Indexed: 11/22/2022] Open
Abstract
Tremendous advances in the field of synthetic biology have been witnessed in multiple areas including life sciences, industrial development, and environmental bio-remediation. However, due to the limitations of human understanding in the code of life, any possible intended or unintended uses of synthetic biology, and other unknown reasons, the development and application of this technology has raised concerns over biosafety, biosecurity, and even cyberbiosecurity that they may expose public health and the environment to unknown hazards. Over the past decades, some countries in Europe, America, and Asia have enacted laws and regulations to control the application of synthetic biology techniques in basic and applied research and this has resulted in some benefits. The outbreak of the COVID-19 caused by novel coronavirus SARS-CoV-2 and various speculations about the origin of this virus have attracted more attention on bio-risk concerns of synthetic biology because of its potential power and uncertainty in the synthesis and engineering of living organisms. Therefore, it is crucial to scrutinize the control measures put in place to ensure appropriate use, promote the development of synthetic biology, and strengthen the governance of pathogen-related research, although the true origin of coronavirus remains hotly debated and unresolved. This article reviews the recent progress made in the field of synthetic biology and combs laws and regulations in governing bio-risk issues. We emphasize the urgent need for legislative and regulatory constraints and oversight to address the biological risks of synthetic biology.
Collapse
Affiliation(s)
- Jing Li
- College of Life Science and Technology, Beijing University of Chemical Technology, Beijing, China
| | - Huimiao Zhao
- College of Humanities and Law, Beijing University of Chemical Technology, Beijing, China
| | - Lanxin Zheng
- College of Life Science and Technology, Beijing University of Chemical Technology, Beijing, China
| | - Wenlin An
- College of Life Science and Technology, Beijing University of Chemical Technology, Beijing, China
| |
Collapse
|