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Yoon S, Kilicarslan You D, Jeong U, Lee M, Kim E, Jeon TJ, Kim SM. Microfluidics in High-Throughput Drug Screening: Organ-on-a-Chip and C. elegans-Based Innovations. BIOSENSORS 2024; 14:55. [PMID: 38275308 PMCID: PMC10813408 DOI: 10.3390/bios14010055] [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: 11/24/2023] [Revised: 01/16/2024] [Accepted: 01/19/2024] [Indexed: 01/27/2024]
Abstract
The development of therapeutic interventions for diseases necessitates a crucial step known as drug screening, wherein potential substances with medicinal properties are rigorously evaluated. This process has undergone a transformative evolution, driven by the imperative need for more efficient, rapid, and high-throughput screening platforms. Among these, microfluidic systems have emerged as the epitome of efficiency, enabling the screening of drug candidates with unprecedented speed and minimal sample consumption. This review paper explores the cutting-edge landscape of microfluidic-based drug screening platforms, with a specific emphasis on two pioneering approaches: organ-on-a-chip and C. elegans-based chips. Organ-on-a-chip technology harnesses human-derived cells to recreate the physiological functions of human organs, offering an invaluable tool for assessing drug efficacy and toxicity. In parallel, C. elegans-based chips, boasting up to 60% genetic homology with humans and a remarkable affinity for microfluidic systems, have proven to be robust models for drug screening. Our comprehensive review endeavors to provide readers with a profound understanding of the fundamental principles, advantages, and challenges associated with these innovative drug screening platforms. We delve into the latest breakthroughs and practical applications in this burgeoning field, illuminating the pivotal role these platforms play in expediting drug discovery and development. Furthermore, we engage in a forward-looking discussion to delineate the future directions and untapped potential inherent in these transformative technologies. Through this review, we aim to contribute to the collective knowledge base in the realm of drug screening, providing valuable insights to researchers, clinicians, and stakeholders alike. We invite readers to embark on a journey into the realm of microfluidic-based drug screening platforms, fostering a deeper appreciation for their significance and promising avenues yet to be explored.
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Affiliation(s)
- Sunhee Yoon
- Department of Biological Sciences and Bioengineering, Inha University, Incheon 22212, Republic of Korea; (S.Y.); (D.K.Y.); (M.L.); (E.K.)
| | - Dilara Kilicarslan You
- Department of Biological Sciences and Bioengineering, Inha University, Incheon 22212, Republic of Korea; (S.Y.); (D.K.Y.); (M.L.); (E.K.)
| | - Uiechan Jeong
- Department of Mechanical Engineering, Inha University, Incheon 22212, Republic of Korea
| | - Mina Lee
- Department of Biological Sciences and Bioengineering, Inha University, Incheon 22212, Republic of Korea; (S.Y.); (D.K.Y.); (M.L.); (E.K.)
| | - Eunhye Kim
- Department of Biological Sciences and Bioengineering, Inha University, Incheon 22212, Republic of Korea; (S.Y.); (D.K.Y.); (M.L.); (E.K.)
| | - Tae-Joon Jeon
- Department of Biological Sciences and Bioengineering, Inha University, Incheon 22212, Republic of Korea; (S.Y.); (D.K.Y.); (M.L.); (E.K.)
- Department of Biological Engineering, Inha University, Incheon 22212, Republic of Korea
- Biohybrid Systems Research Center (BSRC), Inha University, Incheon 22212, Republic of Korea
| | - Sun Min Kim
- Department of Biological Sciences and Bioengineering, Inha University, Incheon 22212, Republic of Korea; (S.Y.); (D.K.Y.); (M.L.); (E.K.)
- Department of Mechanical Engineering, Inha University, Incheon 22212, Republic of Korea
- Biohybrid Systems Research Center (BSRC), Inha University, Incheon 22212, Republic of Korea
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Sohrabi S, Cota V, Murphy CT. CeLab, a microfluidic platform for the study of life history traits, reveals metformin and SGK-1 regulation of longevity and reproductive span. LAB ON A CHIP 2023; 23:2738-2757. [PMID: 37221962 PMCID: PMC11067863 DOI: 10.1039/d3lc00028a] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/25/2023]
Abstract
The potential to carry out high-throughput assays in a whole organism in a small space is one of the benefits of C. elegans, but worm assays often require a large sample size with frequent physical manipulations, rendering them highly labor-intensive. Microfluidic assays have been designed with specific questions in mind, such as analysis of behavior, embryonic development, lifespan, and motility. While these devices have many advantages, current technologies to automate worm experiments have several limitations that prevent widespread adoption, and most do not allow analyses of reproduction-linked traits. We developed a miniature C. elegans lab-on-a-chip device, CeLab, a reusable, multi-layer device with 200 separate incubation arenas that allows progeny removal, to automate a variety of worm assays on both individual and population levels. CeLab enables high-throughput simultaneous analysis of lifespan, reproductive span, and progeny production, refuting assumptions about the disposable soma hypothesis. Because CeLab chambers require small volumes, the chip is ideal for drug screens; we found that drugs previously shown to increase lifespan also increase reproductive span, and we discovered that low-dose metformin increases both. CeLab reduces the limitations of escaping and matricide that typically limit plate assays, revealing that feeding with heat-killed bacteria greatly extends lifespan and reproductive span of mated animals. CeLab allows tracking of life history traits of individuals, which revealed that the nutrient-sensing mTOR pathway mutant, sgk-1, reproduces nearly until its death. These findings would not have been possible to make in standard plate assays, in low-throughput assays, or in normal population assays.
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Affiliation(s)
- Salman Sohrabi
- Department of Molecular Biology &, LSI Genomics, Princeton University, Princeton, NJ 08544, USA.
- LSI Genomics, Princeton University, Princeton, NJ 08544, USA
- Department of Bioengineering, The University of Texas at Arlington, Arlington, TX 76010, USA
| | - Vanessa Cota
- Department of Molecular Biology &, LSI Genomics, Princeton University, Princeton, NJ 08544, USA.
- LSI Genomics, Princeton University, Princeton, NJ 08544, USA
| | - Coleen T Murphy
- Department of Molecular Biology &, LSI Genomics, Princeton University, Princeton, NJ 08544, USA.
- LSI Genomics, Princeton University, Princeton, NJ 08544, USA
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Espejo L, Hull B, Chang LM, DeNicola D, Freitas S, Silbar V, Haskins A, Turner EA, Sutphin GL. Long-Term Culture of Individual Caenorhabditis elegans on Solid Media for Longitudinal Fluorescence Monitoring and Aversive Interventions. J Vis Exp 2022:10.3791/64682. [PMID: 36533827 PMCID: PMC10368144 DOI: 10.3791/64682] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/27/2023] Open
Abstract
Caenorhabditis elegans are widely used to study aging biology. The standard practice in C. elegans aging studies is to culture groups of worms on solid nematode growth media (NGM), allowing the efficient collection of population-level data for survival and other physiological phenotypes, and periodic sampling of subpopulations for fluorescent biomarker quantification. Limitations to this approach are the inability to (1) follow individual worms over time to develop age trajectories for phenotypes of interest and (2) monitor fluorescent biomarkers directly in the context of the culture environment. Alternative culture approaches use liquid culture or microfluidics to monitor individual animals over time, in some cases including fluorescence quantification, with the tradeoff that the culture environment is contextually distinct from solid NGM. The WorMotel is a previously described microfabricated multi-well device for culturing isolated worms on solid NGM. Each worm is maintained in a well containing solid NGM surrounded by a moat filled with copper sulfate, a contact repellent for C. elegans, allowing longitudinal monitoring of individual animals. We find copper sulfate insufficient to prevent worms from fleeing when subjected to aversive interventions common in aging research, including dietary restriction, pathogenic bacteria, and chemical agents that induce cellular stress. The multi-well devices are also molded from polydimethylsiloxane, which produces high background artifacts in fluorescence imaging. This protocol describes a new approach for culturing isolated roundworms on solid NGM using commercially available polystyrene microtrays, originally designed for human leukocyte antigen (HLA) typing, allowing the measurement of survival, physiological phenotypes, and fluorescence across the lifespan. A palmitic acid barrier prevents worms from fleeing, even in the presence of aversive conditions. Each plate can culture up to 96 animals and easily adapts to a variety of conditions, including dietary restriction, RNAi, and chemical additives, and is compatible with automated systems for collecting lifespan and activity data.
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Affiliation(s)
- Luis Espejo
- Department of Molecular & Cellular Biology, University of Arizona, Tucson
| | - Bradford Hull
- Department of Molecular & Cellular Biology, University of Arizona, Tucson
| | - Leah M Chang
- Department of Molecular & Cellular Biology, University of Arizona, Tucson
| | - Destiny DeNicola
- Department of Molecular & Cellular Biology, University of Arizona, Tucson
| | - Samuel Freitas
- Department of Molecular & Cellular Biology, University of Arizona, Tucson
| | - Vanessa Silbar
- Department of Molecular & Cellular Biology, University of Arizona, Tucson
| | - Anne Haskins
- Department of Molecular & Cellular Biology, University of Arizona, Tucson
| | - Emily A Turner
- Department of Molecular & Cellular Biology, University of Arizona, Tucson
| | - George L Sutphin
- Department of Molecular & Cellular Biology, University of Arizona, Tucson;
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Herath HMPD, Taki AC, Rostami A, Jabbar A, Keiser J, Geary TG, Gasser RB. Whole-organism phenotypic screening methods used in early-phase anthelmintic drug discovery. Biotechnol Adv 2022; 57:107937. [PMID: 35271946 DOI: 10.1016/j.biotechadv.2022.107937] [Citation(s) in RCA: 22] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2022] [Revised: 02/24/2022] [Accepted: 03/03/2022] [Indexed: 01/17/2023]
Abstract
Diseases caused by parasitic helminths (worms) represent a major global health burden in both humans and animals. As vaccines against helminths have yet to achieve a prominent role in worm control, anthelmintics are the primary tool to limit production losses and disease due to helminth infections in both human and veterinary medicine. However, the excessive and often uncontrolled use of these drugs has led to widespread anthelmintic resistance in these worms - particularly of animals - to almost all commercially available anthelmintics, severely compromising control. Thus, there is a major demand for the discovery and development of new classes of anthelmintics. A key component of the discovery process is screening libraries of compounds for anthelmintic activity. Given the need for, and major interest by the pharmaceutical industry in, novel anthelmintics, we considered it both timely and appropriate to re-examine screening methods used for anthelmintic discovery. Thus, we reviewed current literature (1977-2021) on whole-worm phenotypic screening assays developed and used in academic laboratories, with a particular focus on those employed to discover nematocides. This review reveals that at least 50 distinct phenotypic assays with low-, medium- or high-throughput capacity were developed over this period, with more recently developed methods being quantitative, semi-automated and higher throughput. The main features assessed or measured in these assays include worm motility, growth/development, morphological changes, viability/lethality, pharyngeal pumping, egg hatching, larval migration, CO2- or ATP-production and/or enzyme activity. Recent progress in assay development has led to the routine application of practical, cost-effective, medium- to high-throughput whole-worm screening assays in academic or public-private partnership (PPP) contexts, and major potential for novel high-content, high-throughput platforms in the near future. Complementing this progress are major advances in the molecular data sciences, computational biology and informatics, which are likely to further enable and accelerate anthelmintic drug discovery and development.
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Affiliation(s)
- H M P Dilrukshi Herath
- Department of Veterinary Biosciences, Melbourne Veterinary School, The University of Melbourne, Parkville, Victoria, Australia
| | - Aya C Taki
- Department of Veterinary Biosciences, Melbourne Veterinary School, The University of Melbourne, Parkville, Victoria, Australia
| | - Ali Rostami
- Infectious Diseases and Tropical Medicine Research Center, Health Research Institute, Babol University of Medical Sciences, Babol, Iran
| | - Abdul Jabbar
- Department of Veterinary Biosciences, Melbourne Veterinary School, The University of Melbourne, Parkville, Victoria, Australia
| | - Jennifer Keiser
- Department of Medical Parasitology and Infection Biology, Swiss Tropical and Public Health Institute, CH-4051 Basel, Switzerland
| | - Timothy G Geary
- Institute of Parasitology, McGill University, Sainte Anne-de-Bellevue, Quebec H9X3V9, Canada; School of Biological Sciences, Queen's University-Belfast, Belfast, Ireland
| | - Robin B Gasser
- Department of Veterinary Biosciences, Melbourne Veterinary School, The University of Melbourne, Parkville, Victoria, Australia.
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Ma S, Dang D, Wang W, Wang Y, Liu L. Concentration optimization of combinatorial drugs using Markov chain-based models. BMC Bioinformatics 2021; 22:451. [PMID: 34548014 PMCID: PMC8456646 DOI: 10.1186/s12859-021-04364-5] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2021] [Accepted: 08/31/2021] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Combinatorial drug therapy for complex diseases, such as HSV infection and cancers, has a more significant efficacy than single-drug treatment. However, one key challenge is how to effectively and efficiently determine the optimal concentrations of combinatorial drugs because the number of drug combinations increases exponentially with the types of drugs. RESULTS In this study, a searching method based on Markov chain is presented to optimize the combinatorial drug concentrations. In this method, the searching process of the optimal drug concentrations is converted into a Markov chain process with state variables representing all possible combinations of discretized drug concentrations. The transition probability matrix is updated by comparing the drug responses of the adjacent states in the network of the Markov chain and the drug concentration optimization is turned to seek the state with maximum value in the stationary distribution vector. Its performance is compared with five stochastic optimization algorithms as benchmark methods by simulation and biological experiments. Both simulation results and experimental data demonstrate that the Markov chain-based approach is more reliable and efficient in seeking global optimum than the benchmark algorithms. Furthermore, the Markov chain-based approach allows parallel implementation of all drug testing experiments, and largely reduces the times in the biological experiments. CONCLUSION This article provides a versatile method for combinatorial drug screening, which is of great significance for clinical drug combination therapy.
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Grants
- U1908215, 61925307, 61903265, 61933008, 91748212, 91848201, U1813210 National Natural Science Foundation of China
- U1908215, 61925307, 61903265, 61933008, 91748212, 91848201, U1813210 National Natural Science Foundation of China
- U1908215, 61925307, 61903265, 61933008, 91748212, 91848201, U1813210 National Natural Science Foundation of China
- 2018YFB1304700 National Key R&D Program of China
- No. QYZDB-SSW-JSC008 Key Research Program of Frontier Sciences, CAS
- No. QYZDB-SSW-JSC008 Key Research Program of Frontier Sciences, CAS
- National Key R&D Program of China
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Affiliation(s)
- Shuang Ma
- State Key Laboratory of Robotics, Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang, China
- Institutes for Robotics and Intelligent Manufacturing, Chinese Academy of Sciences, Shenyang, China
- University of Chinese Academy of Sciences, Beijing, China
| | - Dan Dang
- Faculty of Medical Devices, Shenyang Pharmaceutical University, Shenyang, China
| | - Wenxue Wang
- State Key Laboratory of Robotics, Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang, China
- Institutes for Robotics and Intelligent Manufacturing, Chinese Academy of Sciences, Shenyang, China
| | - Yuechao Wang
- State Key Laboratory of Robotics, Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang, China
- Institutes for Robotics and Intelligent Manufacturing, Chinese Academy of Sciences, Shenyang, China
| | - Lianqing Liu
- State Key Laboratory of Robotics, Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang, China
- Institutes for Robotics and Intelligent Manufacturing, Chinese Academy of Sciences, Shenyang, China
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6
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Taki AC, Byrne JJ, Boag PR, Jabbar A, Gasser RB. Practical High-Throughput Method to Screen Compounds for Anthelmintic Activity against Caenorhabditis elegans. Molecules 2021; 26:4156. [PMID: 34299431 PMCID: PMC8305057 DOI: 10.3390/molecules26144156] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2021] [Revised: 06/30/2021] [Accepted: 07/07/2021] [Indexed: 11/16/2022] Open
Abstract
In the present study, we established a practical and cost-effective high throughput screening assay, which relies on the measurement of the motility of Caenorhabditis elegans by infrared light-interference. Using this assay, we screened 14,400 small molecules from the "HitFinder" library (Maybridge), achieving a hit rate of 0.3%. We identified small molecules that reproducibly inhibited the motility of C. elegans (young adults) and assessed dose relationships for a subset of compounds. Future work will critically evaluate the potential of some of these hits as candidates for subsequent optimisation or repurposing as nematocides or nematostats. This high throughput screening assay has the advantage over many previous assays in that it is cost- and time-effective to carry out and achieves a markedly higher throughput (~10,000 compounds per week); therefore, it is suited to the screening of libraries of tens to hundreds of thousands of compounds for subsequent evaluation and development. The present phenotypic whole-worm assay should be readily adaptable to a range of socioeconomically important parasitic nematodes of humans and animals, depending on their dimensions and motility characteristics in vitro, for the discovery of new anthelmintic candidates. This focus is particularly important, given the widespread problems associated with drug resistance in many parasitic worms of livestock animals globally.
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Affiliation(s)
- Aya C. Taki
- Department of Veterinary Biosciences, Faculty of Veterinary and Agricultural Sciences, Melbourne Veterinary School, The University of Melbourne, Parkville, VIC 3010, Australia; (A.C.T.); (J.J.B.); (A.J.)
| | - Joseph J. Byrne
- Department of Veterinary Biosciences, Faculty of Veterinary and Agricultural Sciences, Melbourne Veterinary School, The University of Melbourne, Parkville, VIC 3010, Australia; (A.C.T.); (J.J.B.); (A.J.)
| | - Peter R. Boag
- Department of Biochemistry and Molecular Biology, Monash Biomedicine Discovery Institute, Monash University, Clayton, VIC 3800, Australia;
| | - Abdul Jabbar
- Department of Veterinary Biosciences, Faculty of Veterinary and Agricultural Sciences, Melbourne Veterinary School, The University of Melbourne, Parkville, VIC 3010, Australia; (A.C.T.); (J.J.B.); (A.J.)
| | - Robin B. Gasser
- Department of Veterinary Biosciences, Faculty of Veterinary and Agricultural Sciences, Melbourne Veterinary School, The University of Melbourne, Parkville, VIC 3010, Australia; (A.C.T.); (J.J.B.); (A.J.)
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Mondal S, Dubey J, Awasthi A, Sure GR, Vasudevan A, Koushika SP. Tracking Mitochondrial Density and Positioning along a Growing Neuronal Process in Individual C. elegans Neuron Using a Long-Term Growth and Imaging Microfluidic Device. eNeuro 2021; 8:ENEURO.0360-20.2021. [PMID: 34035072 PMCID: PMC8260276 DOI: 10.1523/eneuro.0360-20.2021] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2020] [Revised: 04/18/2021] [Accepted: 05/06/2021] [Indexed: 12/16/2022] Open
Abstract
The long cellular architecture of neurons requires regulation in part through transport and anchoring events to distribute intracellular organelles. During development, cellular and subcellular events such as organelle additions and their recruitment at specific sites on the growing axons occur over different time scales and often show interanimal variability thus making it difficult to identify specific phenomena in population averages. To measure the variability in subcellular events such as organelle positions, we developed a microfluidic device to feed and immobilize Caenorhabditis elegans for high-resolution imaging over several days. The microfluidic device enabled long-term imaging of individual animals and allowed us to investigate organelle density using mitochondria as a testbed in a growing neuronal process in vivo Subcellular imaging of an individual neuron in multiple animals, over 36 h in our microfluidic device, shows the addition of new mitochondria along the neuronal process and an increase in the accumulation of synaptic vesicles (SVs) at synapses. Long-term imaging of individual C. elegans touch receptor neurons (TRNs) shows that the addition of new mitochondria takes place along the entire neuronal process length at a rate of ∼0.6 mitochondria/h. The threshold for the addition of a new mitochondrion occurs when the average separation between the two preexisting mitochondria exceeds 24 μm. Our assay provides a new opportunity to move beyond simple observations obtained from in vitro assays to allow the discovery of genes that regulate positioning of mitochondria in neurons.
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Affiliation(s)
- Sudip Mondal
- National Centre for Biological Sciences, Tata Institute of Fundamental Research, Bangalore, Karnataka 560065, India
- Department of Mechanical Engineering, The University of Texas at Austin, Austin, Texas 78712
| | - Jyoti Dubey
- National Centre for Biological Sciences, Tata Institute of Fundamental Research, Bangalore, Karnataka 560065, India
- Department of Biological Sciences, Tata Institute of Fundamental Research, Mumbai, Maharashtra 400005, India
- Institute for Stem Cell Science and Regenerative Medicine, Bangalore, Karnataka 560065, India
- Manipal Academy of Higher Education, Manipal, Karnataka 576104, India
| | - Anjali Awasthi
- National Centre for Biological Sciences, Tata Institute of Fundamental Research, Bangalore, Karnataka 560065, India
- Department of Biological Sciences, Birla Institute of Technology and Science, Pilani, Rajasthan 333031, India
| | - Guruprasad Reddy Sure
- National Centre for Biological Sciences, Tata Institute of Fundamental Research, Bangalore, Karnataka 560065, India
- Sastra University, Thirumalaisamudram, Tamil Nadu 613401, India
| | - Amruta Vasudevan
- Department of Biological Sciences, Tata Institute of Fundamental Research, Mumbai, Maharashtra 400005, India
| | - Sandhya P Koushika
- Department of Biological Sciences, Tata Institute of Fundamental Research, Mumbai, Maharashtra 400005, India
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Evaluation of changes in C. elegans immune response during bacterial infection: A single nematode approach. Microbes Infect 2021; 23:104846. [PMID: 34091025 DOI: 10.1016/j.micinf.2021.104846] [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: 02/02/2021] [Revised: 04/26/2021] [Accepted: 05/17/2021] [Indexed: 11/24/2022]
Abstract
Routinely, studies were performed using age-synchronized group of C. elegans as host which suggested a collective response by the host system. Here, we report the modulation of immune response in a single nematode against Staphylococcus aureus and Proteus mirabilis. Initially, the survival of wild-type N2 was tested and was found that S. aureus killed single nematode at 42 h while P. mirabilis failed to provoke infection but colonized the nematode's intestine. With this milieu, the pathogenicity of the bacteria was assessed by Fourier Transform Infra-Red (FTIR) spectroscopy and Cyclic Voltammetry (CV) and was found that S. aureus in the presence of host elicited its virulence while P. mirabilis and Escherichia coli OP50 did not show any alteration. Vertical transmission of infection was also deduced by colony forming unit assay using Cyanine dyes. The MALDI-TOF/TOF analysis was also performed to identify the proteome changes in the single nematode that showcased different proteins related to various immune pathways. This study suggested the importance of understanding the infection pathology and traits of individual nematode which could help our understanding on otherwise the disordered processes during host and microbe interactions.
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Charles S, Aubry G, Chou HT, Paaby AB, Lu H. High-Temporal-Resolution smFISH Method for Gene Expression Studies in Caenorhabditis elegans Embryos. Anal Chem 2021; 93:1369-1376. [PMID: 33355449 PMCID: PMC10619480 DOI: 10.1021/acs.analchem.0c02966] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Recent development in fluorescence-based molecular tools has contributed significantly to developmental studies, including embryogenesis. Many of these tools rely on multiple steps of sample manipulation, so obtaining large sample sizes presents a major challenge as it can be labor-intensive and time-consuming. However, large sample sizes are required to uncover critical aspects of embryogenesis, for example, subtle phenotypic differences or gene expression dynamics. This problem is particularly relevant for single-molecule fluorescence in situ hybridization (smFISH) studies in Caenorhabditis elegans embryogenesis. Microfluidics can help address this issue by allowing a large number of samples and parallelization of experiments. However, performing efficient reagent exchange on chip for large numbers of embryos remains a bottleneck. Here, we present a microfluidic pipeline for large-scale smFISH imaging of C. elegans embryos with minimized labor. We designed embryo traps and engineered a protocol allowing for efficient chemical exchange for hundreds of C. elegans embryos simultaneously. Furthermore, the device design and small footprint optimize imaging throughput by facilitating spatial registration and enabling minimal user input. We conducted the smFISH protocol on chip and demonstrated that image quality is preserved. With one device replacing the equivalent of 10 glass slides of embryos mounted manually, our microfluidic approach greatly increases throughput. Finally, to highlight the capability of our platform to perform longitudinal studies with high temporal resolution, we conducted a temporal analysis of par-1 gene expression in early C. elegans embryos. The method demonstrated here paves the way for systematic high-temporal-resolution studies that will benefit large-scale RNAi and drug screens and in systems beyond C. elegans embryos.
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Affiliation(s)
- Seleipiri Charles
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology, 313 Ferst Drive NW, Atlanta, Georgia 30332, USA
- Interdisciplinary Program in Bioengineering, Georgia Institute of Technology, 311 Ferst Drive NW, Atlanta, Georgia 30332, USA
| | - Guillaume Aubry
- School of Chemical & Biomolecular Engineering, Georgia Institute of Technology, 311 Ferst Drive NW, Atlanta, Georgia 30332, USA
| | - Han-Ting Chou
- School of Biological Sciences, Georgia Institute of Technology, 310 Ferst Drive NW, Atlanta, Georgia 30332, USA
| | - Annalise B. Paaby
- School of Biological Sciences, Georgia Institute of Technology, 310 Ferst Drive NW, Atlanta, Georgia 30332, USA
| | - Hang Lu
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology, 313 Ferst Drive NW, Atlanta, Georgia 30332, USA
- Interdisciplinary Program in Bioengineering, Georgia Institute of Technology, 311 Ferst Drive NW, Atlanta, Georgia 30332, USA
- School of Chemical & Biomolecular Engineering, Georgia Institute of Technology, 311 Ferst Drive NW, Atlanta, Georgia 30332, USA
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Wan J, Lu H. Enabling high-throughput single-animal gene-expression studies with molecular and micro-scale technologies. LAB ON A CHIP 2020; 20:4528-4538. [PMID: 33237042 PMCID: PMC7769683 DOI: 10.1039/d0lc00881h] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
Abstract
Gene expression and regulation play diverse and important roles across all living systems. By quantifying the expression, whether in a sample of single cells, a specific tissue, or in a whole animal, one can gain insights into the underlying biology. Many biological questions now require single-animal and tissue-specific resolution, such as why individuals, even within an isogenic population, have variations in development and aging across different tissues and organs. The popular techniques that quantify the transcriptome (e.g. RNA-sequencing) process populations of animals and cells together and thus, have limitations in both individual and spatial resolution. There are single-animal assays available (e.g. fluorescent reporters); however, they suffer other technical bottlenecks, such as a lack of robust sample-handling methods. Microfluidic technologies have demonstrated various improvements throughout the years, and it is likely they can enhance the impact of these single-animal gene-expression assays. In this perspective, we aim to highlight how the engineering/method-development field have unique opportunities to create new tools that can enable us to robustly answer the next set of important questions in biology that require high-density, high-quality gene expression data.
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Affiliation(s)
- Jason Wan
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, Georgia 30332, USA.
| | - Hang Lu
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, Georgia 30332, USA. and School of Chemical & Biomolecular Engineering, Georgia Institute of Technology, Atlanta, Georgia 30332, USA and Petit Institute for Bioengineering and Bioscience, Georgia Institute of Technology, Atlanta, Georgia 30332, USA
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Berberine: A nematocidal alkaloid from Argemone mexicana against Strongyloides venezuelensis. Exp Parasitol 2020; 220:108043. [PMID: 33197440 DOI: 10.1016/j.exppara.2020.108043] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2020] [Revised: 11/05/2020] [Accepted: 11/09/2020] [Indexed: 12/14/2022]
Abstract
Strongyloidiasis is a parasitosis that represents a public health problem, in tropical regions. The present study aimed to investigate the anthelmintic effects of several extracts of Argemone mexicana, as well as its main component berberine (Ber) against the third-stage larvae (L3) of Strongyloides venezuelensis in-vitro experiments. Also, the anti-hemolytic activity of the extract, fractions, and Ber were tested in human erythrocytes. A dose-response anthelminthic bioassay demonstrated Ber as the most effective component, followed by methanolic subfraction (Fr3) and finally the crude extract of A. mexicana (Am) showing LC50 response values of 1.6, 19.5, and 92.1 μg/mL, at 96 h respectively. Also, Am, Fr3, and Ber did not produce significant hemolysis against human erythrocytes (p ≤ 0.05). Am and Fr3 showed erythrocyte protection effect capacity at the membrane level (p ≤ 0.05). Furthermore, Ber was found to have an antioxidant activity of 168.18 μg/mL. According to the results, the Fr3 of A. mexicana, and particularly Ber, exhibited potent in-vitro effects against L3 of S. venezuelensis, without hemolytic activity against human erythrocytes and presented good antioxidant capacity. In conclusion, the extracts of A. mexicana and the main component have activity against S. venezuelensis, nevertheless, further studies are required to elucidate the mechanism of action.
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Osborne B, Bakula D, Ben Ezra M, Dresen C, Hartmann E, Kristensen SM, Mkrtchyan GV, Nielsen MH, Petr MA, Scheibye-Knudsen M. New methodologies in ageing research. Ageing Res Rev 2020; 62:101094. [PMID: 32512174 DOI: 10.1016/j.arr.2020.101094] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2020] [Revised: 05/14/2020] [Accepted: 05/27/2020] [Indexed: 02/06/2023]
Abstract
Ageing is arguably the most complex phenotype that occurs in humans. To understand and treat ageing as well as associated diseases, highly specialised technologies are emerging that reveal critical insight into the underlying mechanisms and provide new hope for previously untreated diseases. Herein, we describe the latest developments in cutting edge technologies applied across the field of ageing research. We cover emerging model organisms, high-throughput methodologies and machine-driven approaches. In all, this review will give you a glimpse of what will be pushing the field onwards and upwards.
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Affiliation(s)
- Brenna Osborne
- Center for Healthy Aging, Department of Cellular and Molecular Medicine, University of Copenhagen, Copenhagen, Denmark
| | - Daniela Bakula
- Center for Healthy Aging, Department of Cellular and Molecular Medicine, University of Copenhagen, Copenhagen, Denmark
| | - Michael Ben Ezra
- Center for Healthy Aging, Department of Cellular and Molecular Medicine, University of Copenhagen, Copenhagen, Denmark
| | - Charlotte Dresen
- Center for Healthy Aging, Department of Cellular and Molecular Medicine, University of Copenhagen, Copenhagen, Denmark
| | - Esben Hartmann
- Center for Healthy Aging, Department of Cellular and Molecular Medicine, University of Copenhagen, Copenhagen, Denmark
| | - Stella M Kristensen
- Center for Healthy Aging, Department of Cellular and Molecular Medicine, University of Copenhagen, Copenhagen, Denmark
| | - Garik V Mkrtchyan
- Center for Healthy Aging, Department of Cellular and Molecular Medicine, University of Copenhagen, Copenhagen, Denmark
| | - Malte H Nielsen
- Center for Healthy Aging, Department of Cellular and Molecular Medicine, University of Copenhagen, Copenhagen, Denmark
| | - Michael A Petr
- Center for Healthy Aging, Department of Cellular and Molecular Medicine, University of Copenhagen, Copenhagen, Denmark
| | - Morten Scheibye-Knudsen
- Center for Healthy Aging, Department of Cellular and Molecular Medicine, University of Copenhagen, Copenhagen, Denmark.
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Huang X, Pan W, Kim W, White A, Li S, Li H, Lee K, Fuchs BB, Zeng K, Mylonakis E. Caenorhabditis elegans mounts a p38 MAPK pathway-mediated defence to Cutibacterium acnes infection. Cell Microbiol 2020; 22:e13234. [PMID: 32543022 DOI: 10.1111/cmi.13234] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2020] [Revised: 06/06/2020] [Accepted: 06/11/2020] [Indexed: 12/17/2022]
Abstract
Cutibacterium acnes is capable of inducing inflammation in acne and can lead to a chronic prostatic infection. The diverse pathogenicity among different strains of C. acnes has been presented, but simple appropriate animal models for the evaluation of this bacterium are lacking. In this study, the nematode Caenorhabditis elegans was used as an invertebrate infection model. We revealed that C. acnes type strain ATCC 6919 caused lethal infections to C. elegans in solid and liquid culture media (p < .0001). Compared with the strain ATCC 6919, the antibiotic-resistant strain HM-513 was more virulent, resulting in reduced survival (p < .0001). Four different C. acnes strains killed worms with a p value of less than .0001 when provided to C. elegans at 4.8 × 108 CFU/ml. The infection model was also employed to explore host defence responses. An increase in numerous immune effectors in response to C. acnes was detected. We focused on nine C-type lectins, including: clec-13, clec-17, clec-47, clec-52, clec-60, clec-61, clec-70, clec-71 and clec-227. The induced expression of these C-type lectin genes was down-regulated in mutant worms deficient in the p38 mitogen-activated protein kinase (MAPK) pathway. Meanwhile, PMK-1 (MAPK) was phosphorylated and activated at the onset of C. acnes infection. By monitoring the survival of mutant worms, we found that PMK-1, SEK-1 (MAPKK) and TIR-1 (MAPKKK) were critical in responding to C. acnes infection. C. elegans pmk-1 and tir-1 mutants exhibited higher mortality to C. acnes infection (p < .0001). In conclusion, C. elegans serves as a simple and valuable model to study C. acnes virulence and facilitates improvements in understanding of host innate immune responses.
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Affiliation(s)
- Xiaowen Huang
- Department of Dermatology, Nanfang Hospital, Southern Medical University, Guangzhou, China.,Division of Infectious Diseases, Rhode Island Hospital, Warren Alpert Medical School of Brown University, Providence, Rhode Island, USA
| | - Wen Pan
- Division of Infectious Diseases, Rhode Island Hospital, Warren Alpert Medical School of Brown University, Providence, Rhode Island, USA
| | - Wooseong Kim
- College of Pharmacy, Graduate School of Pharmaceutical Sciences, Ewha Womans University, Seoul, South Korea
| | - Alexis White
- Division of Infectious Diseases, Rhode Island Hospital, Warren Alpert Medical School of Brown University, Providence, Rhode Island, USA.,Department of Molecular Pharmacology, Physiology and Biotechnology at Brown University, Providence, Rhode Island, USA
| | - Silei Li
- Division of Infectious Diseases, Rhode Island Hospital, Warren Alpert Medical School of Brown University, Providence, Rhode Island, USA
| | - Huiying Li
- Department of Molecular and Medical Pharmacology, Crump Institute for Molecular Imaging, David Geffen School of Medicine, UCLA, Los Angeles, California, USA.,UCLA-DOE Institute for Genomics and Proteomics, Los Angeles, California, USA
| | - Kiho Lee
- Division of Infectious Diseases, Rhode Island Hospital, Warren Alpert Medical School of Brown University, Providence, Rhode Island, USA
| | - Beth Burgwyn Fuchs
- Division of Infectious Diseases, Rhode Island Hospital, Warren Alpert Medical School of Brown University, Providence, Rhode Island, USA
| | - Kang Zeng
- Department of Dermatology, Nanfang Hospital, Southern Medical University, Guangzhou, China
| | - Eleftherios Mylonakis
- Division of Infectious Diseases, Rhode Island Hospital, Warren Alpert Medical School of Brown University, Providence, Rhode Island, USA
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Wang Y, Chen Z, Bian F, Shang L, Zhu K, Zhao Y. Advances of droplet-based microfluidics in drug discovery. Expert Opin Drug Discov 2020; 15:969-979. [DOI: 10.1080/17460441.2020.1758663] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
Affiliation(s)
- Yuetong Wang
- State Key Laboratory of Bioelectronics, School of Biological Science and Medical Engineering, Southeast University, Nanjing, China
| | - Zhuoyue Chen
- State Key Laboratory of Bioelectronics, School of Biological Science and Medical Engineering, Southeast University, Nanjing, China
| | - Feika Bian
- State Key Laboratory of Bioelectronics, School of Biological Science and Medical Engineering, Southeast University, Nanjing, China
| | - Luoran Shang
- Zhongshan-Xuhui Hospital, Fudan University, and the Shanghai Key Laboratory of Medical Epigenetics, Institutes of Biomedical Sciences, Fudan University, Shanghai, China
| | - Kaixuan Zhu
- School of Electrical and Information Engineering, Suzhou Institute of Technology, Jiangsu University of Science and Technology, Zhangjiagang, China
| | - Yuanjin Zhao
- State Key Laboratory of Bioelectronics, School of Biological Science and Medical Engineering, Southeast University, Nanjing, China
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Atakan HB, Ayhan F, Gijs MAM. PDMS filter structures for size-dependent larval sorting and on-chip egg extraction of C. elegans. LAB ON A CHIP 2020; 20:155-167. [PMID: 31793616 DOI: 10.1039/c9lc00949c] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
C. elegans-based assays require age-synchronized populations prior to experimentation to achieve standardized sets of worm populations, due to which age-induced heterogeneous phenotyping effects can be avoided. There have been several approaches to synchronize populations of C. elegans at certain larval stages; however, many of these methods are tedious, complex and have low throughput. In this work, we demonstrate a polydimethylsiloxane (PDMS) microfluidic filtering device for high-throughput, efficient, and extremely rapid sorting of mixed larval populations of C. elegans. Our device consists of three plasma-activated and bonded PDMS parts and permits sorting of mixed populations of two consecutive larval stages in a matter of minutes. After sorting, we also retain the remaining larval stage of the initially mixed worm population on the chip, thereby enabling collection of the two sorted larval populations from the device. We demonstrated that the target larvae could be collected from a mixed worm population by cascading these devices. Our approach is based on only passive hydrodynamics filter structures, resulting in a user-friendly and reusable tool. In addition, we employed the equivalent of a standard bleaching procedure that is practiced in standard worm culture on agar plates for embryo harvesting on our chip, and we demonstrated rapid egg extraction and subsequent harvesting of a synchronized L1 larvae population.
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Affiliation(s)
- Huseyin Baris Atakan
- Laboratory of Microsystems, Ecole Polytechnique Fédérale de Lausanne, CH-1015 Lausanne, Switzerland.
| | - Furkan Ayhan
- Laboratory of Microsystems, Ecole Polytechnique Fédérale de Lausanne, CH-1015 Lausanne, Switzerland.
| | - Martin A M Gijs
- Laboratory of Microsystems, Ecole Polytechnique Fédérale de Lausanne, CH-1015 Lausanne, Switzerland.
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Atakan HB, Hof KS, Cornaglia M, Auwerx J, Gijs MAM. The Detection of Early Epigenetic Inheritance of Mitochondrial Stress in C. Elegans with a Microfluidic Phenotyping Platform. Sci Rep 2019; 9:19315. [PMID: 31848454 PMCID: PMC6917781 DOI: 10.1038/s41598-019-55979-x] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2019] [Accepted: 12/05/2019] [Indexed: 02/05/2023] Open
Abstract
Fluctuations and deterioration in environmental conditions potentially have a phenotypic impact that extends over generations. Transgenerational epigenetics is the defined term for such intergenerational transient inheritance without an alteration in the DNA sequence. The model organism Caenorhabditis elegans is exceptionally valuable to address transgenerational epigenetics due to its short lifespan, well-mapped genome and hermaphrodite behavior. While the majority of the transgenerational epigenetics on the nematodes focuses on generations-wide heritage, short-term and in-depth analysis of this phenomenon in a well-controlled manner has been lacking. Here, we present a novel microfluidic platform to observe mother-to-progeny heritable transmission in C. elegans at high imaging resolution, under significant automation, and enabling parallelized studies. After approximately 24 hours of culture of L4 larvae under various concentrations and application periods of doxycycline, we investigated if mitochondrial stress was transferred from the mother nematodes to the early progenies. Automated and custom phenotyping algorithms revealed that a minimum doxycycline concentration of 30 µg/mL and a drug exposure time of 15 hours applied to the mothers could induce mitochondrial stress in first embryo progenies indeed, while this inheritance was not clearly observed later in L1 progenies. We believe that our new device could find further usage in transgenerational epigenetic studies modeled on C. elegans.
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Affiliation(s)
- H B Atakan
- Laboratory of Microsystems, Ecole Polytechnique Fédérale de Lausanne, CH-1015, Lausanne, Switzerland
| | - K S Hof
- Laboratory of Integrative Systems Physiology, Ecole Polytechnique Fédérale de Lausanne, CH-1015, Lausanne, Switzerland
| | - M Cornaglia
- Laboratory of Microsystems, Ecole Polytechnique Fédérale de Lausanne, CH-1015, Lausanne, Switzerland
| | - J Auwerx
- Laboratory of Integrative Systems Physiology, Ecole Polytechnique Fédérale de Lausanne, CH-1015, Lausanne, Switzerland
| | - M A M Gijs
- Laboratory of Microsystems, Ecole Polytechnique Fédérale de Lausanne, CH-1015, Lausanne, Switzerland.
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