101
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Bjork SM, Sjostrom SL, Andersson-Svahn H, Joensson HN. Metabolite profiling of microfluidic cell culture conditions for droplet based screening. BIOMICROFLUIDICS 2015; 9:044128. [PMID: 26392830 PMCID: PMC4560712 DOI: 10.1063/1.4929520] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/21/2015] [Accepted: 08/12/2015] [Indexed: 05/04/2023]
Abstract
We investigate the impact of droplet culture conditions on cell metabolic state by determining key metabolite concentrations in S. cerevisiae cultures in different microfluidic droplet culture formats. Control of culture conditions is critical for single cell/clone screening in droplets, such as directed evolution of yeast, as cell metabolic state directly affects production yields from cell factories. Here, we analyze glucose, pyruvate, ethanol, and glycerol, central metabolites in yeast glucose dissimilation to establish culture formats for screening of respiring as well as fermenting yeast. Metabolite profiling provides a more nuanced estimate of cell state compared to proliferation studies alone. We show that the choice of droplet incubation format impacts cell proliferation and metabolite production. The standard syringe incubation of droplets exhibited metabolite profiles similar to oxygen limited cultures, whereas the metabolite profiles of cells cultured in the alternative wide tube droplet incubation format resemble those from aerobic culture. Furthermore, we demonstrate retained droplet stability and size in the new better oxygenated droplet incubation format.
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102
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Li H, Yang Q, Li G, Li M, Wang S, Song Y. Splitting a droplet for femtoliter liquid patterns and single cell isolation. ACS APPLIED MATERIALS & INTERFACES 2015; 7:9060-5. [PMID: 25761507 DOI: 10.1021/am509177s] [Citation(s) in RCA: 66] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/15/2023]
Abstract
Well-defined microdroplet generation has attracted great interest, which is important for the high-resolution patterning and matrix distribution for chemical reactions and biological assays. By sliding a droplet on a patterned superhydrophilic/superhydrophobic substrate, tiny microdroplet arrays low to femtoliter were achieved with uniform volume and composition. Using this method, cells were successfully isolated, resulting in a single cell array. The droplet-splitting method is facile, sample-effective, and low-cost, which will be of great potential for the development of microdroplet arrays for biological analysis as well as patterning system and devices.
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Affiliation(s)
- Huizeng Li
- ‡Beijing National Laboratory for Molecular Science (BNLMS), Key Laboratory of Green Printing, Institute of Chemistry, Chinese Academy of Sciences, Beijing 100190, People's Republic of China
- §University of Chinese Academy of Sciences, Beijing 100049, People's Republic of China
| | - Qiang Yang
- ‡Beijing National Laboratory for Molecular Science (BNLMS), Key Laboratory of Green Printing, Institute of Chemistry, Chinese Academy of Sciences, Beijing 100190, People's Republic of China
- §University of Chinese Academy of Sciences, Beijing 100049, People's Republic of China
| | - Guannan Li
- ‡Beijing National Laboratory for Molecular Science (BNLMS), Key Laboratory of Green Printing, Institute of Chemistry, Chinese Academy of Sciences, Beijing 100190, People's Republic of China
- §University of Chinese Academy of Sciences, Beijing 100049, People's Republic of China
| | - Mingzhu Li
- ‡Beijing National Laboratory for Molecular Science (BNLMS), Key Laboratory of Green Printing, Institute of Chemistry, Chinese Academy of Sciences, Beijing 100190, People's Republic of China
| | - Shutao Wang
- ‡Beijing National Laboratory for Molecular Science (BNLMS), Key Laboratory of Green Printing, Institute of Chemistry, Chinese Academy of Sciences, Beijing 100190, People's Republic of China
| | - Yanlin Song
- ‡Beijing National Laboratory for Molecular Science (BNLMS), Key Laboratory of Green Printing, Institute of Chemistry, Chinese Academy of Sciences, Beijing 100190, People's Republic of China
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103
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Yu HY, Eckmann DM, Ayyaswamy PS, Radhakrishnan R. Composite generalized Langevin equation for Brownian motion in different hydrodynamic and adhesion regimes. PHYSICAL REVIEW. E, STATISTICAL, NONLINEAR, AND SOFT MATTER PHYSICS 2015; 91:052303. [PMID: 26066173 PMCID: PMC4467459 DOI: 10.1103/physreve.91.052303] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/28/2015] [Indexed: 05/19/2023]
Abstract
We present a composite generalized Langevin equation as a unified framework for bridging the hydrodynamic, Brownian, and adhesive spring forces associated with a nanoparticle at different positions from a wall, namely, a bulklike regime, a near-wall regime, and a lubrication regime. The particle velocity autocorrelation function dictates the dynamical interplay between the aforementioned forces, and our proposed methodology successfully captures the well-known hydrodynamic long-time tail with context-dependent scaling exponents and oscillatory behavior due to the binding interaction. Employing the reactive flux formalism, we analyze the effect of hydrodynamic variables on the particle trajectory and characterize the transient kinetics of a particle crossing a predefined milestone. The results suggest that both wall-hydrodynamic interactions and adhesion strength impact the particle kinetics.
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Affiliation(s)
- Hsiu-Yu Yu
- Department of Chemical and Biomolecular Engineering and Department of Bioengineering, University of Pennsylvania, Philadelphia, Pennsylvania 19104, USA
| | - David M Eckmann
- Department of Anesthesiology and Critical Care and Department of Bioengineering, University of Pennsylvania, Philadelphia, Pennsylvania 19104, USA
| | - Portonovo S Ayyaswamy
- Department of Mechanical Engineering and Applied Mechanics, University of Pennsylvania, Philadelphia, Pennsylvania 19104, USA
| | - Ravi Radhakrishnan
- Department of Bioengineering and Department of Chemical and Biomolecular Engineering, University of Pennsylvania, Philadelphia, Pennsylvania 19104, USA
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104
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Hess D, Rane A, deMello AJ, Stavrakis S. High-throughput, quantitative enzyme kinetic analysis in microdroplets using stroboscopic epifluorescence imaging. Anal Chem 2015; 87:4965-72. [PMID: 25849725 DOI: 10.1021/acs.analchem.5b00766] [Citation(s) in RCA: 37] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
Droplet-based microfluidic systems offer a range of advantageous features for the investigation of enzyme kinetics, including high time resolution and the ability to probe extremely large numbers of discrete reactions while consuming low sample volumes. Kinetic measurements within droplet-based microfluidic systems are conventionally performed using single point detection schemes. Unfortunately, such an approach prohibits the measurement of an individual droplet over an extended period of time. Accordingly, we present a novel approach for the extensive characterization of enzyme-inhibitor reaction kinetics within a single experiment by tracking individual and rapidly moving droplets as they pass through an extended microfluidic channel. A series of heterogeneous and pL-volume droplets, containing varying concentrations of the fluorogenic substrate resorufin β-d-galactopyranoside and a constant amount of the enzyme β-galactosidase, is produced at frequencies in excess of 150 Hz. By stroboscopic manipulation of the excitation laser light and adoption of a dual view detection system, "blur-free" images containing up to 150 clearly distinguishable droplets per frame are extracted, which allow extraction of kinetic data from all formed droplets. The efficiency of this approach is demonstrated via a Michaelis-Menten analysis which yields a Michaelis constant, Km, of 353 μM. Additionally, the dissociation constant for the competitive inhibitor isopropyl β-d-1-thiogalactopyranoside is extracted using the same method.
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Affiliation(s)
- David Hess
- Institute for Chemical and Bioengineering, Department of Chemistry and Applied Biosciences, ETH Zürich, Vladimir Prelog Weg 1, 8093 Zürich, Switzerland
| | - Anandkumar Rane
- Institute for Chemical and Bioengineering, Department of Chemistry and Applied Biosciences, ETH Zürich, Vladimir Prelog Weg 1, 8093 Zürich, Switzerland
| | - Andrew J deMello
- Institute for Chemical and Bioengineering, Department of Chemistry and Applied Biosciences, ETH Zürich, Vladimir Prelog Weg 1, 8093 Zürich, Switzerland
| | - Stavros Stavrakis
- Institute for Chemical and Bioengineering, Department of Chemistry and Applied Biosciences, ETH Zürich, Vladimir Prelog Weg 1, 8093 Zürich, Switzerland
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105
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Chiu TK, Lei KF, Hsieh CH, Hsiao HB, Wang HM, Wu MH. Development of a microfluidic-based optical sensing device for label-free detection of circulating tumor cells (CTCs) through their lactic acid metabolism. SENSORS 2015; 15:6789-806. [PMID: 25808775 PMCID: PMC4435186 DOI: 10.3390/s150306789] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/30/2015] [Revised: 03/02/2015] [Accepted: 03/17/2015] [Indexed: 12/18/2022]
Abstract
This study reports a microfluidic-based optical sensing device for label-free detection of circulating tumor cells (CTCs), a rare cell species in blood circulation. Based on the metabolic features of cancer cells, live CTCs can be quantified indirectly through their lactic acid production. Compared with the conventional schemes for CTC detection, this label-free approach could prevent the biological bias due to the heterogeneity of the surface antigens on cancer cells. In this study, a microfluidic device was proposed to generate uniform water-in-oil cell-encapsulating micro-droplets, followed by the fluorescence-based optical detection of lactic acid produced within the micro-droplets. To test its feasibility to quantify cancer cells, experiments were carried out. Results showed that the detection signals were proportional to the number of cancer cells within the micro-droplets, whereas such signals were insensitive to the existence and number of leukocytes within. To further demonstrate its feasibility for cancer cell detection, the cancer cells with known cell number in a cell suspension was detected based on the method. Results revealed that there was no significant difference between the detected number and the real number of cancer cells. As a whole, the proposed method opens up a new route to detect live CTCs in a label-free manner.
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Affiliation(s)
- Tzu-Keng Chiu
- Department of Chemical and Materials Engineering, Chang Gung University, Taoyuan 33302, Taiwan.
| | - Kin-Fong Lei
- Graduate Institute of Medical Mechatronics, Chang Gung University, Taoyuan 33302, Taiwan.
- Department of Mechanical Engineering, Chang Gung University, Taoyuan 33302, Taiwan.
| | - Chia-Hsun Hsieh
- Department of Chemical and Materials Engineering, Chang Gung University, Taoyuan 33302, Taiwan.
- Division of Hematology-Oncology, Department of Internal Medicine, Chang Gung Memorial Hospital at Linkuo, Taoyuan 33302, Taiwan.
| | - Hung-Bo Hsiao
- Graduate Institute of Biochemical and Biomedical Engineering, Chang Gung University, Taoyuan 33302, Taiwan.
| | - Hung-Ming Wang
- Division of Hematology-Oncology, Department of Internal Medicine, Chang Gung Memorial Hospital, Chang Gung University, Taoyuan 33302, Taiwan.
| | - Min-Hsien Wu
- Graduate Institute of Biochemical and Biomedical Engineering, Chang Gung University, Taoyuan 33302, Taiwan.
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106
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Affiliation(s)
- Jialan Cao
- Department of Physical Chemistry and Microreaction Technology; Institute for Micro and Nanotechnologies/Institute for Chemistry and Biotechnology; Ilmenau University of Technology; Ilmenau Germany
| | - Johann Michael Köhler
- Department of Physical Chemistry and Microreaction Technology; Institute for Micro and Nanotechnologies/Institute for Chemistry and Biotechnology; Ilmenau University of Technology; Ilmenau Germany
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107
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Pitchford WH, Kim HJ, Ivanov AP, Kim HM, Yu JS, Leatherbarrow RJ, Albrecht T, Kim KB, Edel JB. Synchronized optical and electronic detection of biomolecules using a low noise nanopore platform. ACS NANO 2015; 9:1740-8. [PMID: 25635821 DOI: 10.1021/nn506572r] [Citation(s) in RCA: 42] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/21/2023]
Abstract
In the past two decades there has been a tremendous amount of research into the use of nanopores as single molecule sensors, which has been inspired by the Coulter counter and molecular transport across biological pores. Recently, the desire to increase structural resolution and analytical throughput has led to the integration of additional detection methods such as fluorescence spectroscopy. For structural information to be probed electronically high bandwidth measurements are crucial due to the high translocation velocity of molecules. The most commonly used solid-state nanopore sensors consist of a silicon nitride membrane and bulk silicon substrate. Unfortunately, the photoinduced noise associated with illumination of these platforms limits their applicability to high-bandwidth, high-laser-power synchronized optical and electronic measurements. Here we present a unique low-noise nanopore platform, composed of a predominately Pyrex substrate and silicon nitride membrane, for synchronized optical and electronic detection of biomolecules. Proof of principle experiments are conducted showing that the Pyrex substrates have substantially lowers ionic current noise arising from both laser illumination and platform capacitance. Furthermore, using confocal microscopy and a partially metallic pore we demonstrate high signal-to-noise synchronized optical and electronic detection of dsDNA.
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Affiliation(s)
- William H Pitchford
- Department of Chemistry, Imperial College London, South Kensington Campus , London SW7 2AZ, U.K
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108
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Janiesch JW, Weiss M, Kannenberg G, Hannabuss J, Surrey T, Platzman I, Spatz JP. Key factors for stable retention of fluorophores and labeled biomolecules in droplet-based microfluidics. Anal Chem 2015; 87:2063-7. [PMID: 25607822 DOI: 10.1021/ac504736e] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
Abstract
Water-in-oil emulsion droplets created in droplet-based microfluidic devices have been tested and used recently as well-defined picoliter-sized 3D compartments for various biochemical and biomedical applications. In many of these applications, fluorescence measurements are applied to reveal the protein content, spatial distribution, and dynamics in the droplets. However, emulsion droplets do not always provide entirely sealed compartments, and partitioning of dyes or labeled molecules to the oil phase is frequently observed. Therefore, stable molecular retention in the droplets represents a challenge, and many physical and chemical key factors of microfluidic system components have to be considered. In this study, we investigated the retention of 12 commonly used water-soluble dyes in droplets having six different aqueous phase conditions. We demonstrate that the physicochemical properties of the dyes have a major influence on the retention level. In particular, hydrophilicity has a strong influence on retention, with highly hydrophilic dyes (LogD < -7) showing stable, buffer/medium independent retention. In the case of less hydrophilic dyes, we showed that retention can be improved by adjusting the surfactants physical properties, such as geometry, length, and concentration. Furthermore, we analyzed the retention stability of labeled biomolecules such as antibodies, streptavidin, and tubulin proteins and showed that stable retention can be strongly dependent on dye and surfactants selection.
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Affiliation(s)
- Jan-Willi Janiesch
- Department of New Materials and Biosystems, Max Planck Institute for Intelligent Systems , Heisenbergstr. 3, 70569 Stuttgart, Germany
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109
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Hammar P, Angermayr SA, Sjostrom SL, van der Meer J, Hellingwerf KJ, Hudson EP, Joensson HN. Single-cell screening of photosynthetic growth and lactate production by cyanobacteria. BIOTECHNOLOGY FOR BIOFUELS 2015; 8:193. [PMID: 26613003 PMCID: PMC4660834 DOI: 10.1186/s13068-015-0380-2] [Citation(s) in RCA: 32] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/09/2015] [Accepted: 11/09/2015] [Indexed: 05/07/2023]
Abstract
BACKGROUND Photosynthetic cyanobacteria are attractive for a range of biotechnological applications including biofuel production. However, due to slow growth, screening of mutant libraries using microtiter plates is not feasible. RESULTS We present a method for high-throughput, single-cell analysis and sorting of genetically engineered l-lactate-producing strains of Synechocystis sp. PCC6803. A microfluidic device is used to encapsulate single cells in picoliter droplets, assay the droplets for l-lactate production, and sort strains with high productivity. We demonstrate the separation of low- and high-producing reference strains, as well as enrichment of a more productive l-lactate-synthesizing population after UV-induced mutagenesis. The droplet platform also revealed population heterogeneity in photosynthetic growth and lactate production, as well as the presence of metabolically stalled cells. CONCLUSIONS The workflow will facilitate metabolic engineering and directed evolution studies and will be useful in studies of cyanobacteria biochemistry and physiology.
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Affiliation(s)
- Petter Hammar
- />Science for Life Laboratory, Division of Proteomics and Nanobiotechnology, KTH Royal Institute of Technology, Stockholm, Sweden
- />Novo Nordisk Foundation Center for Biosustainability, KTH Royal Institute of Technology, Stockholm, Sweden
| | - S. Andreas Angermayr
- />Swammerdam Institute for Life Sciences, University of Amsterdam, Amsterdam, The Netherlands
- />Institute of Science and Technology (IST) Austria, Klosterneuburg, Austria
| | - Staffan L. Sjostrom
- />Science for Life Laboratory, Division of Proteomics and Nanobiotechnology, KTH Royal Institute of Technology, Stockholm, Sweden
- />Novo Nordisk Foundation Center for Biosustainability, KTH Royal Institute of Technology, Stockholm, Sweden
| | - Josefin van der Meer
- />Science for Life Laboratory, Division of Proteomics and Nanobiotechnology, KTH Royal Institute of Technology, Stockholm, Sweden
| | - Klaas J. Hellingwerf
- />Swammerdam Institute for Life Sciences, University of Amsterdam, Amsterdam, The Netherlands
| | - Elton P. Hudson
- />Science for Life Laboratory, Division of Proteomics and Nanobiotechnology, KTH Royal Institute of Technology, Stockholm, Sweden
| | - Haakan N. Joensson
- />Science for Life Laboratory, Division of Proteomics and Nanobiotechnology, KTH Royal Institute of Technology, Stockholm, Sweden
- />Novo Nordisk Foundation Center for Biosustainability, KTH Royal Institute of Technology, Stockholm, Sweden
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110
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Li Y, Yan L, Liu Y, Qian K, Liu B, Yang P, Liu B. High-efficiency nano/micro-reactors for protein analysis. RSC Adv 2015. [DOI: 10.1039/c4ra12333f] [Citation(s) in RCA: 32] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
This article reviews the recent advances regarding the development of nanomaterial-based nanoreactors and microfluidic droplet reactors and their applications in protein analysis.
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Affiliation(s)
- Yixin Li
- Department of Chemistry and Institutes of Biomedical Sciences
- Fudan University
- Shanghai 200433
- China
| | - Ling Yan
- Department of Chemistry and Institutes of Biomedical Sciences
- Fudan University
- Shanghai 200433
- China
| | - Yun Liu
- Department of Chemistry and Institutes of Biomedical Sciences
- Fudan University
- Shanghai 200433
- China
| | - Kun Qian
- Center for Bio-Nano-Chips and Diagnostics in Translational Medicine
- School of Biomedical Engineering and Med-X Research Institute
- Shanghai Jiao Tong University
- Shanghai
- China
| | - Bin Liu
- Center for Bio-Nano-Chips and Diagnostics in Translational Medicine
- School of Biomedical Engineering and Med-X Research Institute
- Shanghai Jiao Tong University
- Shanghai
- China
| | - Pengyuan Yang
- Department of Chemistry and Institutes of Biomedical Sciences
- Fudan University
- Shanghai 200433
- China
| | - Baohong Liu
- Department of Chemistry and Institutes of Biomedical Sciences
- Fudan University
- Shanghai 200433
- China
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111
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Vasdekis AE, Stephanopoulos G. Review of methods to probe single cell metabolism and bioenergetics. Metab Eng 2015; 27:115-135. [PMID: 25448400 PMCID: PMC4399830 DOI: 10.1016/j.ymben.2014.09.007] [Citation(s) in RCA: 71] [Impact Index Per Article: 7.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2014] [Revised: 09/18/2014] [Accepted: 09/19/2014] [Indexed: 11/26/2022]
Abstract
Single cell investigations have enabled unexpected discoveries, such as the existence of biological noise and phenotypic switching in infection, metabolism and treatment. Herein, we review methods that enable such single cell investigations specific to metabolism and bioenergetics. Firstly, we discuss how to isolate and immobilize individuals from a cell suspension, including both permanent and reversible approaches. We also highlight specific advances in microbiology for its implications in metabolic engineering. Methods for probing single cell physiology and metabolism are subsequently reviewed. The primary focus therein is on dynamic and high-content profiling strategies based on label-free and fluorescence microspectroscopy and microscopy. Non-dynamic approaches, such as mass spectrometry and nuclear magnetic resonance, are also briefly discussed.
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Affiliation(s)
- Andreas E Vasdekis
- Environmental Molecular Sciences Laboratory, Pacific Northwest National Laboratory, PO Box 999, Richland, WA 99354, USA.
| | - Gregory Stephanopoulos
- Department of Chemical Engineering, Massachusetts Institute of Technology, Room 56-469, Cambridge, MA 02139, USA.
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112
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Gielen F, Buryska T, Vliet LV, Butz M, Damborsky J, Prokop Z, Hollfelder F. Interfacing Microwells with Nanoliter Compartments: A Sampler Generating High-Resolution Concentration Gradients for Quantitative Biochemical Analyses in Droplets. Anal Chem 2014; 87:624-32. [DOI: 10.1021/ac503336g] [Citation(s) in RCA: 35] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
Affiliation(s)
- Fabrice Gielen
- Department
of Biochemistry, University of Cambridge, 80 Tennis Court Road, Cambridge, CB2 1GA, United Kingdom
| | - Tomas Buryska
- International
Centre for Clinical Research, St. Anne’s University Hospital, Pekarska 53, 656 91 Brno, Czech Republic
- Loschmidt
Laboratories, Department of Experimental Biology and Research Centre
for Toxic Compounds in the Environment RECETOX, Faculty of Science, Masaryk University, Kamenice 5/A13, 625 00 Brno, Czech Republic
| | - Liisa Van Vliet
- Department
of Biochemistry, University of Cambridge, 80 Tennis Court Road, Cambridge, CB2 1GA, United Kingdom
| | - Maren Butz
- Department
of Biochemistry, University of Cambridge, 80 Tennis Court Road, Cambridge, CB2 1GA, United Kingdom
| | - Jiri Damborsky
- International
Centre for Clinical Research, St. Anne’s University Hospital, Pekarska 53, 656 91 Brno, Czech Republic
- Loschmidt
Laboratories, Department of Experimental Biology and Research Centre
for Toxic Compounds in the Environment RECETOX, Faculty of Science, Masaryk University, Kamenice 5/A13, 625 00 Brno, Czech Republic
| | - Zbynek Prokop
- International
Centre for Clinical Research, St. Anne’s University Hospital, Pekarska 53, 656 91 Brno, Czech Republic
- Loschmidt
Laboratories, Department of Experimental Biology and Research Centre
for Toxic Compounds in the Environment RECETOX, Faculty of Science, Masaryk University, Kamenice 5/A13, 625 00 Brno, Czech Republic
| | - Florian Hollfelder
- Department
of Biochemistry, University of Cambridge, 80 Tennis Court Road, Cambridge, CB2 1GA, United Kingdom
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113
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Ghavami S, Wolkenhauer O, Lahouti F, Ullah M, Linnebacher M. Accounting for randomness in measurement and sampling in studying cancer cell population dynamics. IET Syst Biol 2014; 8:230-41. [PMID: 25257023 DOI: 10.1049/iet-syb.2013.0031] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Knowing the expected temporal evolution of the proportion of different cell types in sample tissues gives an indication about the progression of the disease and its possible response to drugs. Such systems have been modelled using Markov processes. We here consider an experimentally realistic scenario in which transition probabilities are estimated from noisy cell population size measurements. Using aggregated data of FACS measurements, we develop MMSE and ML estimators and formulate two problems to find the minimum number of required samples and measurements to guarantee the accuracy of predicted population sizes. Our numerical results show that the convergence mechanism of transition probabilities and steady states differ widely from the real values if one uses the standard deterministic approach for noisy measurements. This provides support for our argument that for the analysis of FACS data one should consider the observed state as a random variable. The second problem we address is about the consequences of estimating the probability of a cell being in a particular state from measurements of small population of cells. We show how the uncertainty arising from small sample sizes can be captured by a distribution for the state probability.
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Affiliation(s)
- Siavash Ghavami
- Department of Systems Biology and Bioinformatics, University of Rostock, Rostock, Germany.
| | - Olaf Wolkenhauer
- Stellenbosch Institute for Advanced Study (STIAS), Wallenberg Research Centre at Stellenbosch University, Stellenbosch, South Africa
| | - Farshad Lahouti
- Center for Wireless Multimedia Communications, Center of Excellence in Applied Electromagnetic Systems, School of Electrical & Computer Engineering, College of Engineering, University of Tehran, Tehran, Iran
| | - Mukhtar Ullah
- Department of Systems Biology and Bioinformatics, University of Rostock, Rostock, Germany
| | - Michael Linnebacher
- Department of General, Thoracic, Vascular and Transplantation Surgery, University of Rostock, Rostock, Germany
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114
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Zec H, Shin DJ, Wang TH. Novel droplet platforms for the detection of disease biomarkers. Expert Rev Mol Diagn 2014; 14:787-801. [PMID: 25109704 DOI: 10.1586/14737159.2014.945437] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
Personalized medicine - healthcare based on individual genetic variation - has the potential to transform the way healthcare is delivered to patients. The promise of personalized medicine has been predicated on the predictive and diagnostic power of genomic and proteomic biomarkers. Biomarker screening may help improve health outcomes, for example, by identifying individuals' susceptibility to diseases and predicting how patients will respond to drugs. Microfluidic droplet technology offers an exciting opportunity to revolutionize the accessibility of personalized medicine. A framework for the role of droplet microfluidics in biomarker detection can be based on two main themes. Emulsion-based microdroplet platforms can provide new ways to measure and detect biomolecules. In addition, microdroplet platforms facilitate high-throughput screening of biomarkers. Meanwhile, surface-based droplet platforms provide an opportunity to develop miniaturized diagnostic systems. These platforms may function as portable benchtop environments that dramatically shorten the transition of a benchtop assay into a point-of-care format.
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Affiliation(s)
- Helena Zec
- Department of Biomedical Engineering, Johns Hopkins University, Baltimore MD 21218, USA
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115
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Fischlechner M, Schaerli Y, Mohamed MF, Patil S, Abell C, Hollfelder F. Evolution of enzyme catalysts caged in biomimetic gel-shell beads. Nat Chem 2014; 6:791-6. [DOI: 10.1038/nchem.1996] [Citation(s) in RCA: 121] [Impact Index Per Article: 12.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/02/2014] [Accepted: 05/15/2014] [Indexed: 12/23/2022]
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116
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Park KJ, Lee KG, Seok S, Choi BG, Lee MK, Park TJ, Park JY, Kim DH, Lee SJ. Micropillar arrays enabling single microbial cell encapsulation in hydrogels. LAB ON A CHIP 2014; 14:1873-1879. [PMID: 24706072 DOI: 10.1039/c4lc00070f] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/03/2023]
Abstract
Single microbial cell encapsulation in hydrogels is an important task to find valuable biological resources for human welfare. The conventional microfluidic designs are mainly targeted only for highly dispersed spherical bioparticles. Advanced structures should be taken into consideration for handling such aggregated and non-spherical microorganisms. Here, to address the challenge, we propose a new type of cylindrical-shaped micropillar array in a microfluidic device for enhancing the dispersion of cell clusters and the isolation of individual cells into individual micro-hydrogels for potential practical applications. The incorporated micropillars act as a sieve for the breaking of Escherichia coli (E. coli) clusters into single cells in a polymer mixture. Furthermore, the combination of hydrodynamic forces and a flow-focusing technique will improve the probability of encapsulation of a single cell into each hydrogel with a broad range of cell concentrations. This proposed strategy and device would be a useful platform for genetically modified microorganisms for practical applications.
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Affiliation(s)
- Kyun Joo Park
- Department of Chemical & Biomolecular Engineering, KAIST, 291 Daehak-ro, Yuseong-gu, Daejeon 305-701, Republic of Korea.
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117
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Ramji R, Wang M, Bhagat AAS, Tan Shao Weng D, Thakor NV, Teck Lim C, Chen CH. Single cell kinase signaling assay using pinched flow coupled droplet microfluidics. BIOMICROFLUIDICS 2014; 8:034104. [PMID: 24926389 PMCID: PMC4032411 DOI: 10.1063/1.4878635] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/21/2014] [Accepted: 05/07/2014] [Indexed: 05/10/2023]
Abstract
Droplet-based microfluidics has shown potential in high throughput single cell assays by encapsulating individual cells in water-in-oil emulsions. Ordering cells in a micro-channel is necessary to encapsulate individual cells into droplets further enhancing the assay efficiency. This is typically limited due to the difficulty of preparing high-density cell solutions and maintaining them without cell aggregation in long channels (>5 cm). In this study, we developed a short pinched flow channel (5 mm) to separate cell aggregates and to form a uniform cell distribution in a droplet-generating platform that encapsulated single cells with >55% encapsulation efficiency beating Poisson encapsulation statistics. Using this platform and commercially available Sox substrates (8-hydroxy-5-(N,N-dimethylsulfonamido)-2-methylquinoline), we have demonstrated a high throughput dynamic single cell signaling assay to measure the activity of receptor tyrosine kinases (RTKs) in lung cancer cells triggered by cell surface ligand binding. The phosphorylation of the substrates resulted in fluorescent emission, showing a sigmoidal increase over a 12 h period. The result exhibited a heterogeneous signaling rate in individual cells and showed various levels of drug resistance when treated with the tyrosine kinase inhibitor, gefitinib.
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Affiliation(s)
- Ramesh Ramji
- Department of Biomedical Engineering, National University of Singapore, Singapore 117575
| | - Ming Wang
- Department of Biomedical Engineering, National University of Singapore, Singapore 117575
| | | | | | - Nitish V Thakor
- Department of Biomedical Engineering, National University of Singapore, Singapore 117575 ; Singapore Institute for Neurotechnology, Singapore 117456
| | - Chwee Teck Lim
- Department of Biomedical Engineering, National University of Singapore, Singapore 117575 ; Department of Mechanical Engineering, National University of Singapore, Singapore 117575
| | - Chia-Hung Chen
- Department of Biomedical Engineering, National University of Singapore, Singapore 117575 ; Singapore Institute for Neurotechnology, Singapore 117456
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118
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Wang BL, Ghaderi A, Zhou H, Agresti J, Weitz DA, Fink GR, Stephanopoulos G. Microfluidic high-throughput culturing of single cells for selection based on extracellular metabolite production or consumption. Nat Biotechnol 2014; 32:473-8. [PMID: 24705516 PMCID: PMC4412259 DOI: 10.1038/nbt.2857] [Citation(s) in RCA: 236] [Impact Index Per Article: 23.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2013] [Accepted: 02/21/2014] [Indexed: 11/09/2022]
Abstract
Phenotyping single cells based on the products they secrete or consume is a key bottleneck in many biotechnology applications, such as combinatorial metabolic engineering for the overproduction of secreted metabolites. Here we present a flexible high-throughput approach that uses microfluidics to compartmentalize individual cells for growth and analysis in monodisperse nanoliter aqueous droplets surrounded by an immiscible fluorinated oil phase. We use this system to identify xylose-overconsuming Saccharomyces cerevisiae cells from a population containing one such cell per 10(4) cells and to screen a genomic library to identify multiple copies of the xylose isomerase gene as a genomic change contributing to high xylose consumption, a trait important for lignocellulosic feedstock utilization. We also enriched L-lactate-producing Escherichia coli clones 5,800× from a population containing one L-lactate producer per 10(4) D-lactate producers. Our approach has broad applications for single-cell analyses, such as in strain selection for the overproduction of fuels, chemicals and pharmaceuticals.
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Affiliation(s)
- Benjamin L Wang
- 1] Department of Chemical Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA. [2]
| | - Adel Ghaderi
- 1] Department of Chemical Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA. [2]
| | - Hang Zhou
- Department of Chemical Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA
| | - Jeremy Agresti
- Department of Physics and School of Engineering and Applied Sciences, Harvard University, Cambridge, Massachusetts, USA
| | - David A Weitz
- Department of Physics and School of Engineering and Applied Sciences, Harvard University, Cambridge, Massachusetts, USA
| | - Gerald R Fink
- Whitehead Institute for Biomedical Research, Cambridge, Massachusetts, USA
| | - Gregory Stephanopoulos
- Department of Chemical Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA
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119
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Li J, Wang Y, Dong E, Chen H. USB-driven microfluidic chips on printed circuit boards. LAB ON A CHIP 2014; 14:860-864. [PMID: 24401912 DOI: 10.1039/c3lc51155c] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/03/2023]
Abstract
A technology is presented to fabricate a microfluidic chip in which the microchannels and the microelectrodes of sensors are integrated directly into the copper sheet on a printed circuit board. Then, we demonstrate an application of the generation of oil-in-water and water-in-oil emulsion droplets on this microfluidic chip driven by a USB interface, and the droplet size is detected by the microelectrodes on the downstream microchannel. The integration of the microfluidic chip is improved by the direct connection of the channels to the microelectrodes of the driving unit and of the sensors on the same substrate, and it is a promising way to integrate microfluidics into a more complex micro electrical-mechanical system (MEMS).
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Affiliation(s)
- Jiang Li
- School of Mechanical Engineering, University of Science and Technology Beijing, Beijing 100083, China.
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120
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Khorshidi MA, Rajeswari PKP, Wählby C, Joensson HN, Andersson Svahn H. Automated analysis of dynamic behavior of single cells in picoliter droplets. LAB ON A CHIP 2014; 14:931-7. [PMID: 24385254 DOI: 10.1039/c3lc51136g] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/21/2023]
Abstract
We present a droplet-based microfluidic platform to automatically track and characterize the behavior of single cells over time. This high-throughput assay allows encapsulation of single cells in micro-droplets and traps intact droplets in arrays of miniature wells on a PDMS-glass chip. Automated time-lapse fluorescence imaging and image analysis of the incubated droplets on the chip allows the determination of the viability of individual cells over time. In order to automatically track the droplets containing cells, we developed a simple method based on circular Hough transform to identify droplets in images and quantify the number of live and dead cells in each droplet. Here, we studied the viability of several hundred single isolated HEK293T cells over time and demonstrated a high survival rate of the encapsulated cells for up to 11 hours. The presented platform has a wide range of potential applications for single cell analysis, e.g. monitoring heterogeneity of drug action over time and rapidly assessing the transient behavior of single cells under various conditions and treatments in vitro.
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Affiliation(s)
- Mohammad Ali Khorshidi
- Division of Proteomics and Nanobiotechnology, Science for Life Laboratory, KTH - Royal Institute of Technology, Sweden.
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121
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Gibb TR, Ivanov AP, Edel JB, Albrecht T. Single Molecule Ionic Current Sensing in Segmented Flow Microfluidics. Anal Chem 2014; 86:1864-71. [DOI: 10.1021/ac403921m] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/24/2023]
Affiliation(s)
- Thomas R. Gibb
- Department of Chemistry, Imperial College London, South Kensington Campus, London, SW7
2AZ, United Kingdom
| | - Aleksandar P. Ivanov
- Department of Chemistry, Imperial College London, South Kensington Campus, London, SW7
2AZ, United Kingdom
| | - Joshua B. Edel
- Department of Chemistry, Imperial College London, South Kensington Campus, London, SW7
2AZ, United Kingdom
| | - Tim Albrecht
- Department of Chemistry, Imperial College London, South Kensington Campus, London, SW7
2AZ, United Kingdom
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122
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Yu J, Zhou J, Sutherland A, Wei W, Shin YS, Xue M, Heath JR. Microfluidics-based single-cell functional proteomics for fundamental and applied biomedical applications. ANNUAL REVIEW OF ANALYTICAL CHEMISTRY (PALO ALTO, CALIF.) 2014; 7:275-95. [PMID: 24896308 DOI: 10.1146/annurev-anchem-071213-020323] [Citation(s) in RCA: 52] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/07/2023]
Abstract
We review an emerging microfluidics-based toolkit for single-cell functional proteomics. Functional proteins include, but are not limited to, the secreted signaling proteins that can reflect the biological behaviors of immune cells or the intracellular phosphoproteins associated with growth factor-stimulated signaling networks. Advantages of the microfluidics platforms are multiple. First, 20 or more functional proteins may be assayed simultaneously from statistical numbers of single cells. Second, cell behaviors (e.g., motility) may be correlated with protein assays. Third, extensions to quantized cell populations can permit measurements of cell-cell interactions. Fourth, rare cells can be functionally identified and then separated for further analysis or culturing. Finally, certain assay types can provide a conduit between biology and the physicochemical laws. We discuss the history and challenges of the field then review design concepts and uses of the microchip platforms that have been reported, with an eye toward biomedical applications. We then look to the future of the field.
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Affiliation(s)
- Jing Yu
- Division of Chemistry and Chemical Engineering, California Institute of Technology, Pasadena, California 91125;
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123
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Satoh T, Kodama K, Hattori K, Ichikawa S, Sugiura S, Kanamori T. Pressure-Driven Microfluidic Device for Droplet Formation with Minimized Dead Volume. JOURNAL OF CHEMICAL ENGINEERING OF JAPAN 2014. [DOI: 10.1252/jcej.14we103] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Affiliation(s)
- Taku Satoh
- Research Center for Stem Cell Engineering, National Institute of
Advanced Industrial Science and Technology (AIST)
| | - Kohei Kodama
- Graduate School of Life and Environmental Sciences, University of Tsukuba
| | - Koji Hattori
- Research Center for Stem Cell Engineering, National Institute of
Advanced Industrial Science and Technology (AIST)
| | - Sosaku Ichikawa
- Graduate School of Life and Environmental Sciences, University of Tsukuba
| | - Shinji Sugiura
- Research Center for Stem Cell Engineering, National Institute of
Advanced Industrial Science and Technology (AIST)
| | - Toshiyuki Kanamori
- Research Center for Stem Cell Engineering, National Institute of
Advanced Industrial Science and Technology (AIST)
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124
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Chokkalingam V, Tel J, Wimmers F, Liu X, Semenov S, Thiele J, Figdor CG, Huck WTS. Probing cellular heterogeneity in cytokine-secreting immune cells using droplet-based microfluidics. LAB ON A CHIP 2013; 13:4740-4. [PMID: 24185478 DOI: 10.1039/c3lc50945a] [Citation(s) in RCA: 160] [Impact Index Per Article: 14.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/04/2023]
Abstract
Here, we present a platform to detect cytokine (IL-2, IFN-γ, TNF-α) secretion of single, activated T-cells in droplets over time. We use a novel droplet-based microfluidic approach to encapsulate cells in monodisperse agarose droplets together with functionalized cytokine-capture beads for subsequent binding and detection of secreted cytokines from single cells. This method allows high-throughput detection of cellular heterogeneity and maps subsets within cell populations with specific functions.
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Affiliation(s)
- Venkatachalam Chokkalingam
- Institute for Molecules and Materials, Radboud University Nijmegen, Heyendaalseweg 135, 6525 AJ Nijmegen, The Netherlands.
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125
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Abate AR, Hung T, Sperling RA, Mary P, Rotem A, Agresti JJ, Weiner MA, Weitz DA. DNA sequence analysis with droplet-based microfluidics. LAB ON A CHIP 2013; 13:4864-9. [PMID: 24185402 PMCID: PMC4090915 DOI: 10.1039/c3lc50905b] [Citation(s) in RCA: 72] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/19/2023]
Abstract
Droplet-based microfluidic techniques can form and process micrometer scale droplets at thousands per second. Each droplet can house an individual biochemical reaction, allowing millions of reactions to be performed in minutes with small amounts of total reagent. This versatile approach has been used for engineering enzymes, quantifying concentrations of DNA in solution, and screening protein crystallization conditions. Here, we use it to read the sequences of DNA molecules with a FRET-based assay. Using probes of different sequences, we interrogate a target DNA molecule for polymorphisms. With a larger probe set, additional polymorphisms can be interrogated as well as targets of arbitrary sequence.
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Affiliation(s)
- Adam R Abate
- University of California, San Francisco - Bioengineering and Therapeutic Sciences, San Francisco, California, USA
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126
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Haselgrübler T, Haider M, Ji B, Juhasz K, Sonnleitner A, Balogi Z, Hesse J. High-throughput, multiparameter analysis of single cells. Anal Bioanal Chem 2013; 406:3279-96. [PMID: 24292433 DOI: 10.1007/s00216-013-7485-x] [Citation(s) in RCA: 34] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2013] [Revised: 11/04/2013] [Accepted: 11/04/2013] [Indexed: 12/23/2022]
Abstract
Heterogeneity of cell populations in various biological systems has been widely recognized, and the highly heterogeneous nature of cancer cells has been emerging with clinical relevance. Single-cell analysis using a combination of high-throughput and multiparameter approaches is capable of reflecting cell-to-cell variability, and at the same time of unraveling the complexity and interdependence of cellular processes in the individual cells of a heterogeneous population. In this review, analytical methods and microfluidic tools commonly used for high-throughput, multiparameter single-cell analysis of DNA, RNA, and proteins are discussed. Applications and limitations of currently available technologies for cancer research and diagnostics are reviewed in the light of the ultimate goal to establish clinically applicable assays.
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Affiliation(s)
- Thomas Haselgrübler
- Center for Advanced Bioanalysis GmbH, Gruberstraße 40-42, 4020, Linz, Austria,
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127
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Geng T, Novak R, Mathies RA. Single-cell forensic short tandem repeat typing within microfluidic droplets. Anal Chem 2013; 86:703-12. [PMID: 24266330 DOI: 10.1021/ac403137h] [Citation(s) in RCA: 38] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
A short tandem repeat (STR) typing method is developed for forensic identification of individual cells. In our strategy, monodisperse 1.5 nL agarose-in-oil droplets are produced with a high frequency using a microfluidic droplet generator. Statistically dilute single cells, along with primer-functionalized microbeads, are randomly compartmentalized in the droplets. Massively parallel single-cell droplet polymerase chain reaction (PCR) is performed to transfer replicas of desired STR targets from the single-cell genomic DNA onto the coencapsulated microbeads. These DNA-conjugated beads are subsequently harvested and reamplified under statistically dilute conditions for conventional capillary electrophoresis (CE) STR fragment size analysis. The 9-plex STR profiles of single cells from both pure and mixed populations of GM09947 and GM09948 human lymphoid cells show that all alleles are correctly called and allelic drop-in/drop-out is not observed. The cell mixture study exhibits a good linear relationship between the observed and input cell ratios in the range of 1:1 to 10:1. Additionally, the STR profile of GM09947 cells could be deduced even in the presence of a high concentration of cell-free contaminating 9948 genomic DNA. Our method will be valuable for the STR analysis of samples containing mixtures of cells/DNA from multiple contributors and for low-concentration samples.
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Affiliation(s)
- Tao Geng
- Department of Chemistry, University of California , Berkeley, California 94720, United States
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128
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Lim J, Vrignon J, Gruner P, Karamitros CS, Konrad M, Baret JC. Ultra-high throughput detection of single cell β-galactosidase activity in droplets using micro-optical lens array. APPLIED PHYSICS LETTERS 2013; 103:203704. [PMID: 32095020 PMCID: PMC7028306 DOI: 10.1063/1.4830046] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/13/2013] [Accepted: 10/28/2013] [Indexed: 05/06/2023]
Abstract
We demonstrate the use of a hybrid microfluidic-micro-optical system for the screening of enzymatic activity at the single cell level. Escherichia coli β-galactosidase activity is revealed by a fluorogenic assay in 100 pl droplets. Individual droplets containing cells are screened by measuring their fluorescence signal using a high-speed camera. The measurement is parallelized over 100 channels equipped with microlenses and analyzed by image processing. A reinjection rate of 1 ml of emulsion per minute was reached corresponding to more than 105 droplets per second, an analytical throughput larger than those obtained using flow cytometry.
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Affiliation(s)
| | - Jérémy Vrignon
- Max Planck Institute for Dynamics and Self-Organization, Am Fassberg 17, D-37077 Goettingen, Germany
| | - Philipp Gruner
- Max Planck Institute for Dynamics and Self-Organization, Am Fassberg 17, D-37077 Goettingen, Germany
| | - Christos S Karamitros
- Max Planck Institute for Biophysical Chemistry, Am Fassberg 11, D-37077 Goettingen, Germany
| | - Manfred Konrad
- Max Planck Institute for Biophysical Chemistry, Am Fassberg 11, D-37077 Goettingen, Germany
| | - Jean-Christophe Baret
- Max Planck Institute for Dynamics and Self-Organization, Am Fassberg 17, D-37077 Goettingen, Germany
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129
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Schneider T, Yen GS, Thompson AM, Burnham DR, Chiu DT. Self-digitization of samples into a high-density microfluidic bottom-well array. Anal Chem 2013; 85:10417-23. [PMID: 24099270 DOI: 10.1021/ac402383n] [Citation(s) in RCA: 35] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
This paper describes a sample digitization method that generates tens of thousands of nanoliter-sized droplets in a high-density array in a matter of minutes. We show that the sample digitization depends on both the geometric design of the microfluidic device and the viscoelastic forces between the aqueous sample and a continuous oil phase. Our design avoids sample loss: Samples are split into tens of thousands of discrete volumes with close to 100% efficiency without the need for any expensive valving or pumping systems. We envision this technology will have broad applications that require simple sample digitization within minutes, such as digital polymerase chain reactions and single-cell studies.
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Affiliation(s)
- Thomas Schneider
- Department of Chemistry, University of Washington , Seattle, Washington 98195-1700, United States
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130
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Zang E, Brandes S, Tovar M, Martin K, Mech F, Horbert P, Henkel T, Figge MT, Roth M. Real-time image processing for label-free enrichment of Actinobacteria cultivated in picolitre droplets. LAB ON A CHIP 2013; 13:3707-13. [PMID: 23881253 DOI: 10.1039/c3lc50572c] [Citation(s) in RCA: 48] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/12/2023]
Abstract
The majority of today's antimicrobial therapeutics is derived from secondary metabolites produced by Actinobacteria. While it is generally assumed that less than 1% of Actinobacteria species from soil habitats have been cultivated so far, classic screening approaches fail to supply new substances, often due to limited throughput and frequent rediscovery of already known strains. To overcome these restrictions, we implement high-throughput cultivation of soil-derived Actinobacteria in microfluidic pL-droplets by generating more than 600,000 pure cultures per hour from a spore suspension that can subsequently be incubated for days to weeks. Moreover, we introduce triggered imaging with real-time image-based droplet classification as a novel universal method for pL-droplet sorting. Growth-dependent droplet sorting at frequencies above 100 Hz is performed for label-free enrichment and extraction of microcultures. The combination of both cultivation of Actinobacteria in pL-droplets and real-time detection of growing Actinobacteria has great potential in screening for yet unknown species as well as their undiscovered natural products.
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Affiliation(s)
- Emerson Zang
- Bio Pilot Plant, Leibniz Institute for Natural Product Research and Infection Biology, Hans Knöll Institute, Jena, Germany
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131
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Wei W, Shin YS, Ma C, Wang J, Elitas M, Fan R, Heath JR. Microchip platforms for multiplex single-cell functional proteomics with applications to immunology and cancer research. Genome Med 2013; 5:75. [PMID: 23998271 PMCID: PMC3978720 DOI: 10.1186/gm479] [Citation(s) in RCA: 44] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023] Open
Abstract
Single-cell functional proteomics assays can connect genomic information to biological function through quantitative and multiplex protein measurements. Tools for single-cell proteomics have developed rapidly over the past 5 years and are providing approaches for directly elucidating phosphoprotein signaling networks in cancer cells or for capturing high-resolution snapshots of immune system function in patients with various disease conditions. We discuss advances in single-cell proteomics platforms, with an emphasis on microchip methods. These methods can provide a direct correlation of morphological, functional and molecular signatures at the single-cell level. We also provide examples of how those platforms are being applied to both fundamental biology and clinical studies, focusing on immune-system monitoring and phosphoprotein signaling networks in cancer.
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Affiliation(s)
- Wei Wei
- NanoSystems Biology Cancer Center, Division of Chemistry and Chemical Engineering, California Institute of Technology, Pasadena, CA 91125, USA ; Department of Applied Physics and Materials Science, California Institute of Technology, Pasadena, CA 91125, USA
| | - Young Shik Shin
- NanoSystems Biology Cancer Center, Division of Chemistry and Chemical Engineering, California Institute of Technology, Pasadena, CA 91125, USA
| | - Chao Ma
- NanoSystems Biology Cancer Center, Division of Chemistry and Chemical Engineering, California Institute of Technology, Pasadena, CA 91125, USA
| | - Jun Wang
- NanoSystems Biology Cancer Center, Division of Chemistry and Chemical Engineering, California Institute of Technology, Pasadena, CA 91125, USA
| | - Meltem Elitas
- Department of Biomedical Engineering, Yale University, New Haven, CT 06520, USA
| | - Rong Fan
- Department of Biomedical Engineering, Yale University, New Haven, CT 06520, USA
| | - James R Heath
- NanoSystems Biology Cancer Center, Division of Chemistry and Chemical Engineering, California Institute of Technology, Pasadena, CA 91125, USA
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132
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Gu Y, Fisher AC. An AC voltammetry approach for the detection of droplets in microfluidic devices. Analyst 2013; 138:4448-52. [PMID: 23799232 DOI: 10.1039/c3an00822c] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
A simple electrochemical method using ac voltammetry to detect aqueous droplets up to 480 droplets per second in a flow-focusing microfluidic device is presented. The method offers a promising and versatile platform with simple and inexpensive instrumentation for droplets real time detection and preliminary characterization.
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Affiliation(s)
- Yunfeng Gu
- Department of Chemical Engineering and Biotechnology, University of Cambridge, New Museum Site, Pembroke Street, Cambridge, CB2 3RA, UK
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133
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Benz C, Retzbach H, Nagl S, Belder D. Protein-protein interaction analysis in single microfluidic droplets using FRET and fluorescence lifetime detection. LAB ON A CHIP 2013; 13:2808-2814. [PMID: 23674080 DOI: 10.1039/c3lc00057e] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/02/2023]
Abstract
Herein, we demonstrate the feasibility of a protein-protein interaction analysis and reaction progress monitoring in microfluidic droplets using FRET and microscopic fluorescence lifetime measurements. The fabrication of microdroplet chips using soft- and photolithographic techniques is demonstrated and the resulting chips reliably generate microdroplets of 630 pL and 6.71 nL at frequencies of 7.9 and 0.75 Hz, respectively. They were used for detection of protein-protein interactions in microdroplets using a model system of Alexa Fluor 488 labelled biotinylated BSA, Alexa Fluor 594 labelled streptavidin and unlabelled chicken egg white avidin. These microchips could be used for quantitative detection of avidin and streptavidin in microdroplets in direct and competitive assay formats with nanomolar detection limits, corresponding to attomole protein amounts. Four droplets were found to be sufficient for analytical determination. Fluorescence intensity ratio and fluorescence lifetime measurements were performed and compared for microdroplet FRET determination. A competitive on-chip binding assay for determination of unlabelled avidin using fluorescence lifetime detection could be performed within 135 s only.
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Affiliation(s)
- Christian Benz
- Institut für Analytische Chemie, Universität Leipzig, Johannisallee 29, Leipzig, Germany
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134
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Zhu Y, Fang Q. Analytical detection techniques for droplet microfluidics—A review. Anal Chim Acta 2013; 787:24-35. [DOI: 10.1016/j.aca.2013.04.064] [Citation(s) in RCA: 250] [Impact Index Per Article: 22.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/02/2013] [Revised: 04/27/2013] [Accepted: 04/30/2013] [Indexed: 01/26/2023]
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135
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Bai Y, Patil SN, Bowden SD, Poulter S, Pan J, Salmond GPC, Welch M, Huck WTS, Abell C. Intra-species bacterial quorum sensing studied at single cell level in a double droplet trapping system. Int J Mol Sci 2013; 14:10570-81. [PMID: 23698779 PMCID: PMC3676854 DOI: 10.3390/ijms140510570] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2013] [Revised: 05/09/2013] [Accepted: 05/10/2013] [Indexed: 11/24/2022] Open
Abstract
In this paper, we investigated the intra-species bacterial quorum sensing at the single cell level using a double droplet trapping system. Escherichia coli transformed to express the quorum sensing receptor protein, LasR, were encapsulated in microdroplets that were positioned adjacent to microdroplets containing the autoinducer, N-(3-oxododecanoyl)- l-homoserine lactone (OdDHL). Functional activation of the LasR protein by diffusion of the OdDHL across the droplet interface was measured by monitoring the expression of green fluorescent protein (GFP) from a LasR-dependent promoter. A threshold concentration of OdDHL was found to induce production of quorum-sensing associated GFP by E. coli. Additionally, we demonstrated that LasR-dependent activation of GFP expression was also initiated when the adjacent droplets contained single E. coli transformed with the OdDHL synthase gene, LasI, representing a simple quorum sensing circuit between two droplets.
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Affiliation(s)
- Yunpeng Bai
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, UK; E-Mails: (Y.B.); (S.N.P.); (J.P.); (W.T.S.H.)
| | - Santoshkumar N. Patil
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, UK; E-Mails: (Y.B.); (S.N.P.); (J.P.); (W.T.S.H.)
| | - Steven D. Bowden
- Department of Biochemistry, University of Cambridge, Tennis Court Road, Cambridge CB2 1QW, UK; E-Mails: (S.D.B.); (S.P.); (G.P.C.S.); (M.W.)
| | - Simon Poulter
- Department of Biochemistry, University of Cambridge, Tennis Court Road, Cambridge CB2 1QW, UK; E-Mails: (S.D.B.); (S.P.); (G.P.C.S.); (M.W.)
| | - Jie Pan
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, UK; E-Mails: (Y.B.); (S.N.P.); (J.P.); (W.T.S.H.)
| | - George P. C. Salmond
- Department of Biochemistry, University of Cambridge, Tennis Court Road, Cambridge CB2 1QW, UK; E-Mails: (S.D.B.); (S.P.); (G.P.C.S.); (M.W.)
| | - Martin Welch
- Department of Biochemistry, University of Cambridge, Tennis Court Road, Cambridge CB2 1QW, UK; E-Mails: (S.D.B.); (S.P.); (G.P.C.S.); (M.W.)
| | - Wilhelm T. S. Huck
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, UK; E-Mails: (Y.B.); (S.N.P.); (J.P.); (W.T.S.H.)
- Radboud University Nijmegen, Institute for Molecules and Materials, Heyendaalseweg 135, Nijmegen 6525 AJ, The Netherlands
| | - Chris Abell
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, UK; E-Mails: (Y.B.); (S.N.P.); (J.P.); (W.T.S.H.)
- Author to whom correspondence should be addressed; E-Mail: ; Tel.: +44-1223-336-405
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136
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Mazutis L, Gilbert J, Ung WL, Weitz DA, Griffiths AD, Heyman JA. Single-cell analysis and sorting using droplet-based microfluidics. Nat Protoc 2013; 8:870-91. [PMID: 23558786 PMCID: PMC4128248 DOI: 10.1038/nprot.2013.046] [Citation(s) in RCA: 852] [Impact Index Per Article: 77.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
We present a droplet-based microfluidics protocol for high-throughput analysis and sorting of single cells. Compartmentalization of single cells in droplets enables the analysis of proteins released from or secreted by cells, thereby overcoming one of the major limitations of traditional flow cytometry and fluorescence-activated cell sorting. As an example of this approach, we detail a binding assay for detecting antibodies secreted from single mouse hybridoma cells. Secreted antibodies are detected after only 15 min by co-compartmentalizing single mouse hybridoma cells, a fluorescent probe and single beads coated with anti-mouse IgG antibodies in 50-pl droplets. The beads capture the secreted antibodies and, when the captured antibodies bind to the probe, the fluorescence becomes localized on the beads, generating a clearly distinguishable fluorescence signal that enables droplet sorting at ∼200 Hz as well as cell enrichment. The microfluidic system described is easily adapted for screening other intracellular, cell-surface or secreted proteins and for quantifying catalytic or regulatory activities. In order to screen ∼1 million cells, the microfluidic operations require 2-6 h; the entire process, including preparation of microfluidic devices and mammalian cells, requires 5-7 d.
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Affiliation(s)
- Linas Mazutis
- School of Engineering and Applied Sciences (SEAS), Harvard University, Cambridge, Massachusetts, USA
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137
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138
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Liu H, Crooks RM. Highly reproducible chronoamperometric analysis in microdroplets. LAB ON A CHIP 2013; 13:1364-1370. [PMID: 23386119 DOI: 10.1039/c3lc41263f] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/01/2023]
Abstract
Here we report a method for highly reproducible chronoamperometric analysis of the contents of microdroplets. Aqueous microdroplets having volumes on the order of 1 nL and separated by a fluorocarbon solvent are generated within a microfluidic device using a T-shaped junction. The key finding is that stable and reproducible quasi-steady-state currents are observed if the electrochemical measurements are made in a narrowed segment of a microchannel. Under these conditions, the microdroplets are stretched, here by a factor of 10, leading to desirable intradroplet mass transfer characteristics. Microdroplet frequencies up to 0.67 s(-1) are accessible using this method. The quasi-steady-state currents resulting from chronoamperometric analysis of microdroplets containing 1.0 mM Ru(NH3)6(3+) have relative standard deviations of just 1.8% and 2.8% at flow rates of 30 nL min(-1) and 60 nL min(-1), respectively. Importantly, the design of the microelectrochemical device ensures direct contact between intradroplet redox molecules and the electrode surface. That is, the fluorocarbon between microdroplets does interfere with inner-sphere electrocatalytic processes such as the oxygen reduction reaction. Finite-element simulations are presented that are in accord with the experimental findings.
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Affiliation(s)
- Hong Liu
- Department of Chemistry and Biochemistry, Center for Electrochemistry, The University of Texas at Austin, Austin, TX 78712-0165, USA
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139
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Zhang Y, Ho YP, Chiu YL, Chan HF, Chlebina B, Schuhmann T, You L, Leong KW. A programmable microenvironment for cellular studies via microfluidics-generated double emulsions. Biomaterials 2013; 34:4564-72. [PMID: 23522800 DOI: 10.1016/j.biomaterials.2013.03.002] [Citation(s) in RCA: 58] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2013] [Accepted: 03/01/2013] [Indexed: 10/27/2022]
Abstract
High throughput cellular studies require small sample volume to reduce costs and enhance sensitivity. Microfluidics-generated water-in-oil (W/O) single emulsion droplet systems, in particular, provide uniform, well defined and discrete microenvironment for cell culture, screening, and sorting. However, these single emulsion droplets are incapable of continuous supply of nutrient molecule and are not compatible with aqueous phase-based analysis. A solution is to entrap W/O droplets in another aqueous phase, forming water-in-oil-in-water (W/O/W) double emulsions. The external aqueous phase efficiently prevents desiccation and reduces the amount of organic component, and yet retaining the advantages of compartmentalization. The internal environment can also be programmed dynamically without the need of rupturing the droplets. In this study, we explore the potential application of W/O/W double emulsion droplets for cell cultivation, genetic activation and study of more complicated biological events such as bacteria quorum-sensing as an example. This study demonstrates the advantages and potential application of double emulsion for the study of complex biological processes.
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Affiliation(s)
- Ying Zhang
- Department of Biomedical Engineering, Duke University, Durham, NC 27708, USA
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140
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Devenish SRA, Kaltenbach M, Fischlechner M, Hollfelder F. Droplets as reaction compartments for protein nanotechnology. Methods Mol Biol 2013; 996:269-286. [PMID: 23504430 DOI: 10.1007/978-1-62703-354-1_16] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/01/2023]
Abstract
Extreme miniaturization of biological and chemical reactions in pico- to nanoliter microdroplets is emerging as an experimental paradigm that enables more experiments to be carried out with much lower sample consumption, paving the way for high-throughput experiments. This review provides the protein scientist with an experimental framework for (a) formation of polydisperse droplets by emulsification or, alternatively, of monodisperse droplets using microfluidic devices; (b) construction of experimental rigs and microfluidic chips for this purpose; and (c) handling and analysis of droplets.
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141
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142
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Yang H, Zhou Q, Fan LS. Three-dimensional numerical study on droplet formation and cell encapsulation process in a micro T-junction. Chem Eng Sci 2013. [DOI: 10.1016/j.ces.2012.10.008] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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143
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Kintses B, Hein C, Mohamed MF, Fischlechner M, Courtois F, Lainé C, Hollfelder F. Picoliter cell lysate assays in microfluidic droplet compartments for directed enzyme evolution. ACTA ACUST UNITED AC 2012; 19:1001-9. [PMID: 22921067 DOI: 10.1016/j.chembiol.2012.06.009] [Citation(s) in RCA: 165] [Impact Index Per Article: 13.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2012] [Revised: 05/31/2012] [Accepted: 06/04/2012] [Indexed: 11/29/2022]
Abstract
We demonstrate the utility of a microfluidic platform in which water-in-oil droplet compartments serve to miniaturize cell lysate assays by a million-fold for directed enzyme evolution. Screening hydrolytic activities of a promiscuous sulfatase demonstrates that this extreme miniaturization to the single-cell level does not come at a high price in signal quality. Moreover, the quantitative readout delivers a level of precision previously limited to screening methodologies with restricted throughput. The sorting of 3 × 10(7) monodisperse droplets per round of evolution leads to the enrichment of clones with improvements in activity (6-fold) and expression (6-fold). The detection of subtle differences in a larger number of screened clones provides the combination of high sensitivity and high-throughput needed to rescue a stalled directed evolution experiment and make it viable.
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Affiliation(s)
- Balint Kintses
- Department of Biochemistry, University of Cambridge, Cambridge CB2 1GA, UK
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144
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Joensson HN, Andersson Svahn H. Tröpfchen-Mikrofluidik für die Einzelzellanalyse. Angew Chem Int Ed Engl 2012. [DOI: 10.1002/ange.201200460] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
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145
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Joensson HN, Andersson Svahn H. Droplet Microfluidics-A Tool for Single-Cell Analysis. Angew Chem Int Ed Engl 2012. [DOI: 10.1002/anie.201200460] [Citation(s) in RCA: 384] [Impact Index Per Article: 32.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
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146
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Ohlsson G, Tabaei SR, Beech J, Kvassman J, Johanson U, Kjellbom P, Tegenfeldt JO, Höök F. Solute transport on the sub 100 ms scale across the lipid bilayer membrane of individual proteoliposomes. LAB ON A CHIP 2012; 12:4635-4643. [PMID: 22895529 DOI: 10.1039/c2lc40518k] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/01/2023]
Abstract
Screening assays designed to probe ligand and drug-candidate regulation of membrane proteins responsible for ion-translocation across the cell membrane are wide spread, while efficient means to screen membrane-protein facilitated transport of uncharged solutes are sparse. We report on a microfluidic-based system to monitor transport of uncharged solutes across the membrane of multiple (>100) individually resolved surface-immobilized liposomes. This was accomplished by rapidly switching (<10 ms) the solution above dye-containing liposomes immobilized on the floor of a microfluidic channel. With liposomes encapsulating the pH-sensitive dye carboxyfluorescein (CF), internal changes in pH induced by transport of a weak acid (acetic acid) could be measured at time scales down to 25 ms. The applicability of the set up to study biological transport reactions was demonstrated by examining the osmotic water permeability of human aquaporin (AQP5) reconstituted in proteoliposomes. In this case, the rate of osmotic-induced volume changes of individual proteoliposomes was time resolved by imaging the self quenching of encapsulated calcein in response to an osmotic gradient. Single-liposome analysis of both pure and AQP5-containing liposomes revealed a relatively large heterogeneity in osmotic permeability. Still, in the case of AQP5-containing liposomes, the single liposome data suggest that the membrane-protein incorporation efficiency depends on liposome size, with higher incorporation efficiency for larger liposomes. The benefit of low sample consumption and automated liquid handling is discussed in terms of pharmaceutical screening applications.
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Affiliation(s)
- Gabriel Ohlsson
- Department of Applied Physics, Chalmers University of Technology, Gothenburg, Sweden
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147
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Kaminski TS, Jakiela S, Czekalska MA, Postek W, Garstecki P. Automated generation of libraries of nL droplets. LAB ON A CHIP 2012; 12:3995-4002. [PMID: 22968539 DOI: 10.1039/c2lc40540g] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/05/2023]
Abstract
We demonstrate an integrated system for rapid and automated generation of multiple, chemically distinct populations of ~10(3)-10(4) sub-nanoliter droplets. Generation of these 'libraries of droplets' proceeds in the following automated steps: i) generation of a sequence of micro-liter droplets of individually predetermined composition, ii) injection of these 'parental' droplets onto a chip, iii) transition from a mm- to a μm-scale of the channels and splitting each of the parental drops with a flow-focusing module into thousands of tightly monodisperse daughter drops and iv) separation of such formed homogeneous populations with plugs of a third immiscible fluid. This method is compatible both with aspiration of microliter portions of liquid from a 96-well plate with a robotic station and with automated microfluidic systems that generate (~μL) droplets of preprogrammed compositions. The system that we present bridges the techniques that provide elasticity of protocols executed on microliter droplets with the techniques for high-throughput screening of small (~pL, ~nL) droplet libraries. The method that we describe can be useful in exploiting the synergy between the ability to rapidly screen distinct chemical environments and to perform high-throughput studies of single cells or molecules and in digital droplet PCR systems.
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Affiliation(s)
- Tomasz S Kaminski
- Institute of Physical Chemistry, Polish Academy of Sciences, Warsaw, Poland
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148
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Rane TD, Zec H, Puleo C, Lee AP, Wang TH. Droplet microfluidics for amplification-free genetic detection of single cells. LAB ON A CHIP 2012; 12:3341-7. [PMID: 22842841 PMCID: PMC3696383 DOI: 10.1039/c2lc40537g] [Citation(s) in RCA: 54] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/19/2023]
Abstract
In this article we present a novel droplet microfluidic chip enabling amplification-free detection of single pathogenic cells. The device streamlines multiple functionalities to carry out sample digitization, cell lysis, probe-target hybridization for subsequent fluorescent detection. A peptide nucleic acid fluorescence resonance energy transfer probe (PNA beacon) is used to detect 16S rRNA present in pathogenic cells. Initially the sensitivity and quantification abilities of the platform are tested using a synthetic target mimicking the actual expression level of 16S rRNA in single cells. The capability of the device to perform "sample-to-answer" pathogen detection of single cells is demonstrated using E. coli as a model pathogen.
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Affiliation(s)
- Tushar D. Rane
- Department of Biomedical Engineering, Johns Hopkins University, Baltimore, USA.; Tel: +1 410 5164746
| | - Helena Zec
- Department of Biomedical Engineering, Johns Hopkins University, Baltimore, USA.; Tel: +1 410 5164746
| | - Chris Puleo
- Department of Biomedical Engineering, Johns Hopkins University, Baltimore, USA.; Tel: +1 410 5164746
| | - Abraham P. Lee
- Department of Biomedical Engineering, University of California, Irvine, Irvine, USA.; Tel: +1 949 824 9691
| | - Tza-Huei Wang
- Department of Biomedical Engineering, Johns Hopkins University, Baltimore, USA.; Tel: +1 410 5164746
- Department of Mechanical Engineering, Johns Hopkins University, Baltimore, USA.; Tel: +1 410 516 7086
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149
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Zec H, Rane TD, Wang TH. Microfluidic platform for on-demand generation of spatially indexed combinatorial droplets. LAB ON A CHIP 2012; 12:3055-62. [PMID: 22810353 PMCID: PMC3657393 DOI: 10.1039/c2lc40399d] [Citation(s) in RCA: 45] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/03/2023]
Abstract
We propose a highly versatile and programmable nanolitre droplet-based platform that accepts an unlimited number of sample plugs from a multi-well plate, performs digitization of these sample plugs into smaller daughter droplets and subsequent synchronization-free, robust injection of multiple reagents into the sample daughter droplets on-demand. This platform combines excellent control of valve-based microfluidics with the high-throughput capability of droplet microfluidics. We demonstrate the functioning of a proof-of-concept device which generates combinatorial mixture droplets from a linear array of sample plugs and four different reagents, using food dyes to mimic samples and reagents. Generation of a one dimensional array of the combinatorial mixture droplets on the device leads to automatic spatial indexing of these droplets, precluding the need to include a barcode in each droplet to identify its contents. We expect this platform to further expand the range of applications of droplet microfluidics to include applications requiring a high degree of multiplexing as well as high throughput analysis of multiple samples.
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Affiliation(s)
- Helena Zec
- Department of Biomedical Engineering, Johns Hopkins University, Baltimore, USA.; Tel: +1 410 5164746
| | - Tushar D. Rane
- Department of Biomedical Engineering, Johns Hopkins University, Baltimore, USA.; Tel: +1 410 5164746
| | - Tza-Huei Wang
- Department of Biomedical Engineering, Johns Hopkins University, Baltimore, USA.; Tel: +1 410 5164746
- Department of Mechanical Engineering, Johns Hopkins University, Baltimore, USA.; Tel: +1 410 516 7086
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150
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Abstract
In the present paper, we review and discuss current developments and challenges in the field of droplet-based microfluidics. This discussion includes an assessment of the basic fluid dynamics of segmented flows, material requirements, fundamental unit operations and how integration of functional components can be applied to specific biological problems.
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