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Mendoza ASG, Acosta MFM, Sánchez JAM, Vázquez LEC. Principles and challenges of whole cell microbial biosensors in the food industry. J Food Sci 2024. [PMID: 39175184 DOI: 10.1111/1750-3841.17294] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2024] [Revised: 07/05/2024] [Accepted: 07/23/2024] [Indexed: 08/24/2024]
Abstract
Whole cell microbial biosensors (WCMB) are mostly genetically modified microorganisms used to detect target molecules as indicators of biological and chemical contaminants as well as in the identification of compounds of interest in the food industry. The specificity and sensitivity of these biosensors are achieved through the design of genetic circuits that make use of genetic sequences such as promoters, terminators, genes encoding regulatory proteins or reporter proteins, among others. Despite the advances of WCMBs for their application, significant challenges are faced, such as cell stability, regulatory restrictions, and the need to optimize response times so that they can be a competitive detection tool in the market. This review explores the technological progress, potential and limitations of WCMBs in the food industry, starting by reviewing the operating principles of biosensors. The importance of selecting appropriate chassis cells and the integration of recognition elements and transducers to maximize their effectiveness in the detection of contaminants and compounds of interest in the food industry is highlighted.
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Affiliation(s)
- América Selene Gaona Mendoza
- Graduate Program in Biosciences, Life Science Division, University of Guanajuato Campus Irapuato-Salamanca, Irapuato, Guanajuato, México
- Food Department, Life Science Division, University of Guanajuato Campus Irapuato-Salamanca, Irapuato, Guanajuato, México
| | - María Fernanda Mendoza Acosta
- Graduate Program in Biosciences, Life Science Division, University of Guanajuato Campus Irapuato-Salamanca, Irapuato, Guanajuato, México
- Food Department, Life Science Division, University of Guanajuato Campus Irapuato-Salamanca, Irapuato, Guanajuato, México
| | - Julio Armando Massange Sánchez
- Plant Biotechnology Unit, Center for Research and Assistance in Technology and Design of the State of Jalisco A.C. (CIATEJ), Guadalajara, Mexico
| | - Luz Edith Casados Vázquez
- Graduate Program in Biosciences, Life Science Division, University of Guanajuato Campus Irapuato-Salamanca, Irapuato, Guanajuato, México
- Food Department, Life Science Division, University of Guanajuato Campus Irapuato-Salamanca, Irapuato, Guanajuato, México
- CONAHCyT-University of Guanajuato, Guanajuato, México
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2
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Jeong Y, Hsieh PH, Phal Y, Bhargava R, Irudayaraj J. Label-Free Monitoring of Coculture System Dynamics: Probing Probiotic and Cancer Cell Interactions via Infrared Spectroscopic Imaging. Anal Chem 2024; 96:11247-11254. [PMID: 38941069 DOI: 10.1021/acs.analchem.4c00894] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/29/2024]
Abstract
Evaluating the dynamic interaction of microorganisms and mammalian cells is challenging due to the lack of suitable platforms for examining interspecies interactions in biologically relevant coculture conditions. In this work, we demonstrate the interaction between probiotic bacteria (Lactococcus lactis and Escherichia coli) and A498 human cancer cells in vitro, utilizing a hydrogel-based platform in a label-free manner by infrared spectroscopy. The L. lactis strain recapitulated in the compartment system secretes polypeptide molecules such as nisin, which has been reported to trigger cell apoptosis. We propose a mid-infrared (IR) spectroscopic imaging approach to monitor the variation of biological components utilizing kidney cells (A498) as a model system cocultured with bacteria. We characterized the biochemical composition (i.e., nucleic acids, protein secondary structures, and lipid conformations) label-free using an unbiased measurement. Several IR spectral features, including unsaturated fatty acids, β-turns in protein, and nucleic acids, were utilized to predict cellular response. These features were then applied to establish a quantitative relationship through a multivariate regression model to predict cellular dynamics in the coculture system to assess the effect of nisin on A498 kidney cancer cells cocultured with bacteria. Overall, our study sheds light on the potential of using IR spectroscopic imaging as a label-free tool to monitor complex microbe-host cell interactions in biological systems. This integration will enable mechanistic studies of interspecies interactions with insights into their underlying physiological processes.
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Affiliation(s)
- Yoon Jeong
- Department of Bioengineering, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, United States
- Cancer Center at Illinois, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, United States
- Biomedical Research Center, Mills Breast Cancer Institute, Carle Foundation Hospital, Urbana, Illinois 61801, United States
| | - Pei-Hsuan Hsieh
- Department of Bioengineering, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, United States
- Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, United States
| | - Yamuna Phal
- Departments of Electrical Engineering and Quantitative Biosciences and Engineering, Colorado School of Mines, Golden, Colorado 80401, United States
- Colorado Clinical & Translational Sciences Institute, Aurora, Colorado 80045, United States
| | - Rohit Bhargava
- Department of Bioengineering, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, United States
- Department of Electrical and Computer Engineering, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, United States
- Cancer Center at Illinois, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, United States
- Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, United States
- Departments of Mechanical Science and Engineering, Chemical and Biomolecular Engineering, and Chemistry, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, United States
| | - Joseph Irudayaraj
- Department of Bioengineering, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, United States
- Cancer Center at Illinois, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, United States
- Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, United States
- Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, United States
- Biomedical Research Center, Mills Breast Cancer Institute, Carle Foundation Hospital, Urbana, Illinois 61801, United States
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Joshi SHN, Jenkins C, Ulaeto D, Gorochowski TE. Accelerating Genetic Sensor Development, Scale-up, and Deployment Using Synthetic Biology. BIODESIGN RESEARCH 2024; 6:0037. [PMID: 38919711 PMCID: PMC11197468 DOI: 10.34133/bdr.0037] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2024] [Accepted: 04/23/2024] [Indexed: 06/27/2024] Open
Abstract
Living cells are exquisitely tuned to sense and respond to changes in their environment. Repurposing these systems to create engineered biosensors has seen growing interest in the field of synthetic biology and provides a foundation for many innovative applications spanning environmental monitoring to improved biobased production. In this review, we present a detailed overview of currently available biosensors and the methods that have supported their development, scale-up, and deployment. We focus on genetic sensors in living cells whose outputs affect gene expression. We find that emerging high-throughput experimental assays and evolutionary approaches combined with advanced bioinformatics and machine learning are establishing pipelines to produce genetic sensors for virtually any small molecule, protein, or nucleic acid. However, more complex sensing tasks based on classifying compositions of many stimuli and the reliable deployment of these systems into real-world settings remain challenges. We suggest that recent advances in our ability to precisely modify nonmodel organisms and the integration of proven control engineering principles (e.g., feedback) into the broader design of genetic sensing systems will be necessary to overcome these hurdles and realize the immense potential of the field.
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Affiliation(s)
| | - Christopher Jenkins
- CBR Division, Defence Science and Technology Laboratory, Porton Down, Wiltshire SP4 0JQ, UK
| | - David Ulaeto
- CBR Division, Defence Science and Technology Laboratory, Porton Down, Wiltshire SP4 0JQ, UK
| | - Thomas E. Gorochowski
- School of Biological Sciences, University of Bristol, Bristol BS8 1TQ, UK
- BrisEngBio,
School of Chemistry, University of Bristol, Bristol BS8 1TS, UK
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Jeong Y, Han X, Vyas K, Irudayaraj J. Microbial β-Glucuronidase Hydrogel Beads Activate Chemotherapeutic Prodrug. ACS APPLIED MATERIALS & INTERFACES 2024; 16:28093-28103. [PMID: 38775441 PMCID: PMC11164065 DOI: 10.1021/acsami.4c02568] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/14/2024] [Revised: 05/08/2024] [Accepted: 05/10/2024] [Indexed: 06/07/2024]
Abstract
Bacteria-assisted chemotherapeutics have been highlighted as an alternative or supplementary approach to treating cancer. However, dynamic cancer-microbe studies at the in vitro level have remained a challenge to show the impact and effectiveness of microbial therapeutics due to the lack of relevant coculture models. Here, we demonstrate a hydrogel-based compartmentalized system for prodrug activation of a natural ingredient of licorice root, glycyrrhizin, by microbial β-glucuronidase (GUS). Hydrogel containment with Lactococcus lactis provides a favorable niche to encode GUS enzymes with excellent permeability and can serve as an independent ecosystem in the transformation of pro-apoptotic materials. Based on the confinement system of GUS expressing microbes, we quantitatively evaluated chemotherapeutic effects enhanced by microbial GUS enzyme in two dynamic coculture models in vitro (i.e., 2D monolayered cancer cells and 3D tumor spheroids). Our findings support the processes of prodrug conversion mediated by bacterial GUS enzyme which can enhance the therapeutic efficacy of a chemotherapy drug under dynamic coculture conditions. We expect our in vitro coculture platforms can be used for the evaluation of pharmacological properties and biological activity of xenobiotics as well as the potential impact of microbes on cancer therapeutics.
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Affiliation(s)
- Yoon Jeong
- Department
of Bioengineering, University of Illinois
at Urbana−Champaign, Urbana, Illinois 60801, United States
- Cancer
Center at Illinois, Carle-Illinois College
of Medicine, University of Illinois at Urbana−Champaign, Urbana, Illinois 60801, United States
- Biomedical
Research Center, Mills Breast Cancer Institute, Carle Foundation Hospital, Urbana, Illinois 60801, United States
| | - Xiaoxue Han
- Department
of Bioengineering, University of Illinois
at Urbana−Champaign, Urbana, Illinois 60801, United States
- Cancer
Center at Illinois, Carle-Illinois College
of Medicine, University of Illinois at Urbana−Champaign, Urbana, Illinois 60801, United States
- Biomedical
Research Center, Mills Breast Cancer Institute, Carle Foundation Hospital, Urbana, Illinois 60801, United States
| | - Khushali Vyas
- School
of Molecular and Cellular Biology, University
of Illinois at Urbana−Champaign, Urbana, Illinois 60801, United States
| | - Joseph Irudayaraj
- Department
of Bioengineering, University of Illinois
at Urbana−Champaign, Urbana, Illinois 60801, United States
- Cancer
Center at Illinois, Carle-Illinois College
of Medicine, University of Illinois at Urbana−Champaign, Urbana, Illinois 60801, United States
- Biomedical
Research Center, Mills Breast Cancer Institute, Carle Foundation Hospital, Urbana, Illinois 60801, United States
- Carl
R. Woese Institute for Genomic Biology, Beckman Institute, Holonyak Micro and Nanotechnology Laboratory, Urbana, Illinois 60801, United States
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5
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Jeong Y, Ahmad S, Irudayaraj J. Dynamic Effect of β-Lactam Antibiotic Inactivation Due to the Inter- and Intraspecies Interaction of Drug-Resistant Microbes. ACS Biomater Sci Eng 2024; 10:1461-1472. [PMID: 38315631 PMCID: PMC10936524 DOI: 10.1021/acsbiomaterials.3c01678] [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: 11/12/2023] [Revised: 01/15/2024] [Accepted: 01/17/2024] [Indexed: 02/07/2024]
Abstract
The presence of β-lactamase positive microorganisms imparts a pharmacological effect on a variety of organisms that can impact drug efficacy by influencing the function or composition of bacteria. Although studies to assess dynamic intra- and interspecies communication with bacterial communities exist, the efficacy of drug treatment and quantitative assessment of multiorganism response is not well understood due to the lack of technological advances that can be used to study coculture interactions in a dynamic format. In this study, we investigate how β-lactamase positive microorganisms can neutralize the effect of β-lactam antibiotics in a dynamic format at the inter- and intraspecies level using microbial bead technology. Three interactive models for the biological compartmentalization of organisms were demonstrated to evaluate the effect of β-lactam antibiotics on coculture systems. Our model at the intraspecies level attempts to mimic the biofilm matrix more closely as a community-level feature of microorganisms, which acknowledges the impact of nondrug-resistant species in shaping the dynamic response. In particular, the results of intraspecies studies are highly supportive of the biofilm mode of bacterial growth, which can provide structural support and protect the bacteria from an assault on host or environmental factors. Our findings also indicate that β-lactamase positive bacteria can neutralize the cytotoxic effect of β-lactam antibiotics at the interspecies level when cocultured with cancer cells. Results were validated using β-lactamase positive bacteria isolated from environmental niches, which can trigger phenotypical alteration of β-lactams when cocultured with other organisms. Our compartmentalization strategy acts as an independent ecosystem and provides a new avenue for multiscale studies to assess intra- and interspecies interactions.
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Affiliation(s)
- Yoon Jeong
- Department
of Bioengineering, University of Illinois
at Urbana−Champaign, Urbana, Illinois 61801, United States
- Cancer
Center at Illinois, University of Illinois
at Urbana−Champaign, Urbana, Illinois 61801, United States
- Biomedical
Research Center, Mills Breast Cancer Institute, Carle Foundation Hospital, Urbana, Illinois 61801, United States
| | - Saeed Ahmad
- Department
of Bioengineering, University of Illinois
at Urbana−Champaign, Urbana, Illinois 61801, United States
- Biomedical
Research Center, Mills Breast Cancer Institute, Carle Foundation Hospital, Urbana, Illinois 61801, United States
| | - Joseph Irudayaraj
- Department
of Bioengineering, University of Illinois
at Urbana−Champaign, Urbana, Illinois 61801, United States
- Cancer
Center at Illinois, University of Illinois
at Urbana−Champaign, Urbana, Illinois 61801, United States
- Biomedical
Research Center, Mills Breast Cancer Institute, Carle Foundation Hospital, Urbana, Illinois 61801, United States
- Carle
R. Woese Institute for Genomic Biology, Beckman Institute, Urbana, Illinois 61801, United States
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Jeong Y, Vyas K, Irudayaraj J. Toxicity of per- and polyfluoroalkyl substances to microorganisms in confined hydrogel structures. JOURNAL OF HAZARDOUS MATERIALS 2023; 456:131672. [PMID: 37236111 PMCID: PMC10330869 DOI: 10.1016/j.jhazmat.2023.131672] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/05/2023] [Revised: 05/05/2023] [Accepted: 05/20/2023] [Indexed: 05/28/2023]
Abstract
Per- and polyfluoroalkyl substances (PFAS) as a group of environmentally persistent synthetic chemicals has been widely used in industrial and consumer products. Bioaccumulation studies have documented the adverse effects of PFAS in various living organisms. Despite the large number of studies, experimental approaches to evaluate the toxicity of PFAS on bacteria in a biofilm-like niche as structured microbial communities are sparse. This study suggests a facile approach to query the toxicity of PFOS and PFOA on bacteria (Escherichia coli K12 MG1655 strain) in a biofilm-like niche provided by hydrogel-based core-shell beads. Our study shows that E. coli MG1655 upon complete confinement in hydrogel beads exhibit altered physiological characteristics of viability, biomass, and protein expression, compared to their susceptible counterpart cultivated under planktonic conditions. We find that soft-hydrogel engineering platforms may provide a protective role for microorganisms from environmental contaminants, depending on the size or thickness of the protective/barrier layer. We expect our study to provide insights on the toxicity of environmental contaminants on organisms under encapsulated conditions that could potentially be useful for toxicity screening and in evaluating ecological risk of soil, plant, and mammalian microbiome.
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Affiliation(s)
- Yoon Jeong
- Department of Bioengineering, University of Illinois Urbana-Champaign, Urbana, IL, USA; Cancer Center at Illinois, University of Illinois Urbana-Champaign, Urbana, IL, USA; Biomedical Research Center, Mills Breast Cancer Institute, Carle Foundation Hospital, Urbana, IL, USA
| | - Khushali Vyas
- School of Molecular and Cellular Biology, University of Illinois Urbana-Champaign, Urbana, IL, USA
| | - Joseph Irudayaraj
- Department of Bioengineering, University of Illinois Urbana-Champaign, Urbana, IL, USA; Cancer Center at Illinois, University of Illinois Urbana-Champaign, Urbana, IL, USA; Biomedical Research Center, Mills Breast Cancer Institute, Carle Foundation Hospital, Urbana, IL, USA; Carle R. Woese Institute for Genomic Biology, Beckman Institute, Holonyak Micro and Nanotechnology Laboratory, Urbana, IL, USA.
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Sugianto W, Altin-Yavuzarslan G, Tickman BI, Kiattisewee C, Yuan SF, Brooks SM, Wong J, Alper HS, Nelson A, Carothers JM. Gene expression dynamics in input-responsive engineered living materials programmed for bioproduction. Mater Today Bio 2023; 20:100677. [PMID: 37273790 PMCID: PMC10239009 DOI: 10.1016/j.mtbio.2023.100677] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2023] [Revised: 05/14/2023] [Accepted: 05/19/2023] [Indexed: 06/06/2023] Open
Abstract
Engineered living materials (ELMs) fabricated by encapsulating microbes in hydrogels have great potential as bioreactors for sustained bioproduction. While long-term metabolic activity has been demonstrated in these systems, the capacity and dynamics of gene expression over time is not well understood. Thus, we investigate the long-term gene expression dynamics in microbial ELMs constructed using different microbes and hydrogel matrices. Through direct gene expression measurements of engineered E. coli in F127-bisurethane methacrylate (F127-BUM) hydrogels, we show that inducible, input-responsive genetic programs in ELMs can be activated multiple times and maintained for multiple weeks. Interestingly, the encapsulated bacteria sustain inducible gene expression almost 10 times longer than free-floating, planktonic cells. These ELMs exhibit dynamic responsiveness to repeated induction cycles, with up to 97% of the initial gene expression capacity retained following a subsequent induction event. We demonstrate multi-week bioproduction cycling by implementing inducible CRISPR transcriptional activation (CRISPRa) programs that regulate the expression of enzymes in a pteridine biosynthesis pathway. ELMs fabricated from engineered S. cerevisiae in bovine serum albumin (BSA) - polyethylene glycol diacrylate (PEGDA) hydrogels were programmed to express two different proteins, each under the control of a different chemical inducer. We observed scheduled bioproduction switching between betaxanthin pigment molecules and proteinase A in S. cerevisiae ELMs over the course of 27 days under continuous cultivation. Overall, these results suggest that the capacity for long-term genetic expression may be a general property of microbial ELMs. This work establishes approaches for implementing dynamic, input-responsive genetic programs to tailor ELM functions for a wide range of advanced applications.
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Affiliation(s)
- Widianti Sugianto
- Department of Chemical Engineering, University of Washington, Seattle, WA, 98195, United States
- Molecular Engineering & Sciences Institute, University of Washington, Seattle, WA, 98195, United States
- Center for Synthetic Biology, University of Washington, Seattle, WA, 98195, United States
| | - Gokce Altin-Yavuzarslan
- Molecular Engineering & Sciences Institute, University of Washington, Seattle, WA, 98195, United States
- Department of Chemistry, University of Washington, Seattle, WA, 98195, United States
| | - Benjamin I. Tickman
- Department of Chemical Engineering, University of Washington, Seattle, WA, 98195, United States
- Molecular Engineering & Sciences Institute, University of Washington, Seattle, WA, 98195, United States
- Center for Synthetic Biology, University of Washington, Seattle, WA, 98195, United States
| | - Cholpisit Kiattisewee
- Molecular Engineering & Sciences Institute, University of Washington, Seattle, WA, 98195, United States
- Center for Synthetic Biology, University of Washington, Seattle, WA, 98195, United States
| | - Shuo-Fu Yuan
- Institute for Cellular and Molecular Biology, University of Texas at Austin, Austin, TX, 78712, United States
| | - Sierra M. Brooks
- McKetta Department of Chemical Engineering, University of Texas at Austin, Austin, TX, 78712, United States
| | - Jitkanya Wong
- Department of Chemistry, University of Washington, Seattle, WA, 98195, United States
| | - Hal S. Alper
- Institute for Cellular and Molecular Biology, University of Texas at Austin, Austin, TX, 78712, United States
- McKetta Department of Chemical Engineering, University of Texas at Austin, Austin, TX, 78712, United States
| | - Alshakim Nelson
- Molecular Engineering & Sciences Institute, University of Washington, Seattle, WA, 98195, United States
- Department of Chemistry, University of Washington, Seattle, WA, 98195, United States
| | - James M. Carothers
- Department of Chemical Engineering, University of Washington, Seattle, WA, 98195, United States
- Molecular Engineering & Sciences Institute, University of Washington, Seattle, WA, 98195, United States
- Center for Synthetic Biology, University of Washington, Seattle, WA, 98195, United States
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