201
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Chao TC, Ros A. Microfluidic single-cell analysis of intracellular compounds. J R Soc Interface 2008; 5 Suppl 2:S139-50. [PMID: 18682362 DOI: 10.1098/rsif.2008.0233.focus] [Citation(s) in RCA: 74] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022] Open
Abstract
Biological analyses traditionally probe cell ensembles in the range of 103-106 cells, thereby completely averaging over relevant individual cell responses, such as differences in cell proliferation, responses to external stimuli or disease onset. In past years, this fact has been realized and increasing interest has evolved for single-cell analytical methods, which could give exciting new insights into genomics, proteomics, transcriptomics and systems biology. Microfluidic or lab-on-a-chip devices are the method of choice for single-cell analytical tools as they allow the integration of a variety of necessary process steps involved in single-cell analysis, such as selection, navigation, positioning or lysis of single cells as well as separation and detection of cellular analytes. Along with this advantageous integration, microfluidic devices confine single cells in compartments near their intrinsic volume, thus minimizing dilution effects and increasing detection sensitivity. This review overviews the developments and achievements of microfluidic single-cell analysis of intracellular compounds in the past few years, from proof-of-principle devices to applications demonstrating a high biological relevance.
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Affiliation(s)
- Tzu-Chiao Chao
- Department of Chemistry and Biochemistry, Arizona State University, Box 871604, Tempe, AZ 85287-1604, USA
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202
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Luo Y, Zare RN. Perforated membrane method for fabricating three-dimensional polydimethylsiloxane microfluidic devices. LAB ON A CHIP 2008; 8:1688-94. [PMID: 18813392 DOI: 10.1039/b807751g] [Citation(s) in RCA: 30] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/13/2023]
Abstract
A procedure is described for making layer-to-layer interconnections in polydimethylsiloxane (PDMS) microfluidic devices. Thin (approximately 50 microm) perforated PDMS membranes are bonded to thicker (0.1 cm or more) PDMS slabs by means of thermally cured PDMS prepolymer to form a three-dimensional (3D) channel structure, which may contain channel or valve arrays that can pass over and under one another. Devices containing as many as two slabs and three perforated membranes are demonstrated. We also present 3D PDMS microfluidic devices for display and for liquid dispensing.
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Affiliation(s)
- Yiqi Luo
- Department of Chemistry, Stanford University, Stanford, California 94305-5080, USA
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203
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Scherp P, Hasenstein KH. Solid phase gene extraction isolates mRNA at high spatial and temporal resolution. Biotechniques 2008; 45:172-8. [DOI: 10.2144/000112831] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
Rapid, localized changes in gene expression require mRNA extraction at high temporal and spatial resolution. Current small-scale mRNA extractions depend on the removal of the cells/tissue from an organism or preserved specimens. What these methods have in common is that they are destructive and do not distinguish between genomic DNA and RNA. Therefore, extracted (m)RNA is typically contaminated by extracted cytoplasm, nuclear DNA, or other compounds, and the required purification leads to loss of especially low-abundant mRNA. The need to repeatedly remove mRNA from living material has led to the development of solid phase gene extraction (SPGE). SPGE sampling can be achieved using gene-specific or generic sequences and is not species-specific. Here we demonstrate the versatility and validity of this novel RNA extraction by simultaneously profiling nanos and bicoid mRNA in individual Drosophila eggs. The SPGE technique detects previously described distribution profiles of nanos and bicoid. Its low impact is underscored by the normal development of repeatedly sampled eggs. In our study, quantification of actin mRNA in germinating flax seeds linked gene expression to distinct developmental processes. These data demonstrate the universality of SPGE as a simple generic, analytical, and diagnostic procedure.
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Affiliation(s)
- Peter Scherp
- Biology Department, University of Louisiana at Lafayette, Lafayette, LA, USA
| | - Karl H. Hasenstein
- Biology Department, University of Louisiana at Lafayette, Lafayette, LA, USA
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204
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Matsunaga T, Hosokawa M, Arakaki A, Taguchi T, Mori T, Tanaka T, Takeyama H. High-Efficiency Single-Cell Entrapment and Fluorescence in Situ Hybridization Analysis Using a Poly(dimethylsiloxane) Microfluidic Device Integrated with a Black Poly(ethylene terephthalate) Micromesh. Anal Chem 2008; 80:5139-45. [DOI: 10.1021/ac800352j] [Citation(s) in RCA: 48] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023]
Affiliation(s)
- Tadashi Matsunaga
- Department of Biotechnology, Tokyo University of Agriculture and Technology, 2-24-16 Naka-cho, Koganei, Tokyo 184-8588, Japan
| | - Masahito Hosokawa
- Department of Biotechnology, Tokyo University of Agriculture and Technology, 2-24-16 Naka-cho, Koganei, Tokyo 184-8588, Japan
| | - Atsushi Arakaki
- Department of Biotechnology, Tokyo University of Agriculture and Technology, 2-24-16 Naka-cho, Koganei, Tokyo 184-8588, Japan
| | - Tomoyuki Taguchi
- Department of Biotechnology, Tokyo University of Agriculture and Technology, 2-24-16 Naka-cho, Koganei, Tokyo 184-8588, Japan
| | - Tetsushi Mori
- Department of Biotechnology, Tokyo University of Agriculture and Technology, 2-24-16 Naka-cho, Koganei, Tokyo 184-8588, Japan
| | - Tsuyoshi Tanaka
- Department of Biotechnology, Tokyo University of Agriculture and Technology, 2-24-16 Naka-cho, Koganei, Tokyo 184-8588, Japan
| | - Haruko Takeyama
- Department of Biotechnology, Tokyo University of Agriculture and Technology, 2-24-16 Naka-cho, Koganei, Tokyo 184-8588, Japan
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205
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West J, Becker M, Tombrink S, Manz A. Micro Total Analysis Systems: Latest Achievements. Anal Chem 2008; 80:4403-19. [PMID: 18498178 DOI: 10.1021/ac800680j] [Citation(s) in RCA: 351] [Impact Index Per Article: 21.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Affiliation(s)
- Jonathan West
- ISAS, Institute for Analytical Sciences, Bunsen-Kirchhoff-Strasse 11, D-44139 Dortmund, Germany
| | - Marco Becker
- ISAS, Institute for Analytical Sciences, Bunsen-Kirchhoff-Strasse 11, D-44139 Dortmund, Germany
| | - Sven Tombrink
- ISAS, Institute for Analytical Sciences, Bunsen-Kirchhoff-Strasse 11, D-44139 Dortmund, Germany
| | - Andreas Manz
- ISAS, Institute for Analytical Sciences, Bunsen-Kirchhoff-Strasse 11, D-44139 Dortmund, Germany
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206
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Puleo CM, Yeh HC, Liu KJ, Wang TH. Coupling confocal fluorescence detection and recirculating microfluidic control for single particle analysis in discrete nanoliter volumes. LAB ON A CHIP 2008; 8:822-5. [PMID: 18432356 DOI: 10.1039/b717941c] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/16/2023]
Abstract
The recent proliferation of platforms designed to handle arrays of nano- and picolitre volumes is in response to the need to perform biological assays on discrete entities, such as single cells. However, a critical challenge associated with this trend for in vitro compartmentalization is the need for highly sensitive, yet low-volume detection platforms. In this paper, we coupled confocal fluorescence detection with recirculating microfluidic control to perform single particle DNA assays within five nL chambers. The performance of this low-volume assay was shown to match that of traditional single molecule detection platforms. However, volume requirements per measurement were nearly 3 orders of magnitude less than conventional systems, enabling future integration with lab-on-a-chip systems that require discrete or digitalized sample processing.
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Affiliation(s)
- C M Puleo
- Department of Biomedical Engineering, Johns Hopkins University, Baltimore, MD 21218, USA
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207
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Huang WH, Ai F, Wang ZL, Cheng JK. Recent advances in single-cell analysis using capillary electrophoresis and microfluidic devices. J Chromatogr B Analyt Technol Biomed Life Sci 2008; 866:104-22. [DOI: 10.1016/j.jchromb.2008.01.030] [Citation(s) in RCA: 86] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2007] [Revised: 01/10/2008] [Accepted: 01/18/2008] [Indexed: 01/09/2023]
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208
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Ziober BL, Mauk MG, Falls EM, Chen Z, Ziober AF, Bau HH. Lab-on-a-chip for oral cancer screening and diagnosis. Head Neck 2008; 30:111-21. [PMID: 17902150 DOI: 10.1002/hed.20680] [Citation(s) in RCA: 62] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022] Open
Abstract
Oral squamous cell carcinoma (OSCC) is a disfiguring and deadly cancer. Despite advances in therapy, many patients continue to face a poor prognosis. Early detection is an important factor in determining the survival of patients with OSCC. No accurate, cost-efficient, and reproducible method exists to screen patients for OSCC. As a result, many patients are diagnosed at advanced stages of the disease. Early detection would identify patients, facilitating timely treatment and close monitoring. Mass screening requires a rapid oral cancer diagnostic test that can be used in a clinical setting. Current diagnostic techniques for OSCC require modern laboratory facilities, sophisticated equipment, and elaborate and lengthy processing by skilled personnel. The lab-on-chip technology holds the promise of replacing these techniques with miniaturized, integrated, automated, inexpensive diagnostic devices. This article describes lab-on-chip devices for biomarker-based identification of oral cancer. Similar methods can be employed for the screening of other types of cancers.
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Affiliation(s)
- Barry L Ziober
- Department of Otorhinolaryngology, School of Medicine, University of Pennsylvania, 3400 Spruce Street, Philadelphia, PA 19104, USA
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209
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Bontoux N, Dauphinot L, Vitalis T, Studer V, Chen Y, Rossier J, Potier MC. Integrating whole transcriptome assays on a lab-on-a-chip for single cell gene profiling. LAB ON A CHIP 2008; 8:443-50. [PMID: 18305863 DOI: 10.1039/b716543a] [Citation(s) in RCA: 50] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/18/2023]
Abstract
To correlate gene expression profiles to fundamental biological processes such as cell growth, differentiation and migration, it is essential to work at the single cell level. Gene expression analysis always starts with the relatively low efficient reverse transcription (RT) of RNA into complementary DNA (cDNA), an essential step as unprocessed RNAs will not be analysed further. In this paper, we present a novel method for RT that uses microfluidics to manipulate nanolitre volumes. We compare our method to conventional protocols performed in microlitre volumes. More specifically, reverse transcription was performed either in a polydimethylsiloxane (PDMS) rotary mixer or in a tube, using a single cell amount of mouse brain RNA (10 pg), and was followed by a template-switching PCR (TS-PCR) amplification step. We demonstrate that, using the microfluidic protocol, 74% of the genes expressed in mouse brain were detected, while only 4% were found with the conventional approach. We next profiled single neuronal progenitors. Using our microfluidic approach, i.e. performing cell capture, lysis and reverse transcription on-chip followed by TS-PCR amplification in tube, a mean of 5000 genes were detected in each neuron, which corresponds to the expected number of genes expressed in a single cell. This demonstrates the outstanding sensitivity of the microfluidic method.
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Affiliation(s)
- N Bontoux
- Laboratoire de Neurobiologie et Diversité Cellulaire, CNRS UMR 7637, ESPCI, Paris Cedex 05, France
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210
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Yang AHJ, Erickson D. Stability analysis of optofluidic transport on solid-core waveguiding structures. NANOTECHNOLOGY 2008; 19:045704. [PMID: 21817521 DOI: 10.1088/0957-4484/19/04/045704] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/31/2023]
Abstract
Optofluidic transport involves the use of electromagnetic energy to transport nanoparticles through the exploitation of scattering, adsorption and gradient (polarization) based forces. This paper presents a new approach to stability analysis for a system of broad applicability to such transport, namely the optical trapping of dielectric particles in the evanescent field of low index (polymer) and high index (silicon) solid-core waveguide structures integrated with microfluidics. Three-dimensional finite element based simulations are used to determine the electromagnetic and hydrodynamic field variables for the system of interest. The net force acting on particles is determined through evaluation of the full Maxwell and flow shear stress tensors, and a trapping stability number is obtained by comparing the work required to remove a particle from the waveguide with available random thermal energy. These forces are correlated to controllable experimental parameters such as particle size, fluid velocity, and channel height, and a series of trapping stability diagrams is produced which detail the conditions under which optofluidic transport is possible.
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Affiliation(s)
- Allen H J Yang
- School of Chemical and Biomolecular Engineering, Cornell University, Ithaca, NY 14850, USA
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211
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Puleo CM, Yeh HC, Wang TH. Applications of MEMS Technologies in Tissue Engineering. ACTA ACUST UNITED AC 2007; 13:2839-54. [DOI: 10.1089/ten.2007.0214] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Affiliation(s)
- Christopher M. Puleo
- Department of Biomedical Engineering, Johns Hopkins University, Baltimore, Maryland
| | - Hsin-Chih Yeh
- Department of Mechanical Engineering, Johns Hopkins University, Baltimore, Maryland
| | - Tza-Huei Wang
- Department of Biomedical Engineering, Johns Hopkins University, Baltimore, Maryland
- Department of Mechanical Engineering, Johns Hopkins University, Baltimore, Maryland
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212
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Kang L, Chung BG, Langer R, Khademhosseini A. Microfluidics for drug discovery and development: from target selection to product lifecycle management. Drug Discov Today 2007; 13:1-13. [PMID: 18190858 DOI: 10.1016/j.drudis.2007.10.003] [Citation(s) in RCA: 209] [Impact Index Per Article: 12.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2007] [Revised: 10/01/2007] [Accepted: 10/05/2007] [Indexed: 01/09/2023]
Abstract
Microfluidic technologies' ability to miniaturize assays and increase experimental throughput have generated significant interest in the drug discovery and development domain. These characteristics make microfluidic systems a potentially valuable tool for many drug discovery and development applications. Here, we review the recent advances of microfluidic devices for drug discovery and development and highlight their applications in different stages of the process, including target selection, lead identification, preclinical tests, clinical trials, chemical synthesis, formulations studies and product management.
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Affiliation(s)
- Lifeng Kang
- Harvard-MIT Division of Health Sciences and Technology, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
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213
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Polymer microfabrication technologies for microfluidic systems. Anal Bioanal Chem 2007; 390:89-111. [DOI: 10.1007/s00216-007-1692-2] [Citation(s) in RCA: 467] [Impact Index Per Article: 27.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2007] [Revised: 10/05/2007] [Accepted: 10/09/2007] [Indexed: 01/11/2023]
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214
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Chen L, Manz A, Day PJR. Total nucleic acid analysis integrated on microfluidic devices. LAB ON A CHIP 2007; 7:1413-23. [PMID: 17960265 DOI: 10.1039/b708362a] [Citation(s) in RCA: 100] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/22/2023]
Abstract
The design and integration of microfluidic devices for on-chip amplification of nucleic acids from various biological samples has undergone extensive development. The actual benefit to the biological community is far from clear, with a growing, but limited, number of application successes in terms of a full on-chip integrated analysis. Several advances have been made, particularly with the integration of amplification and detection, where amplification is most often the polymerase chain reaction. Full integration including sample preparation remains a major obstacle for achieving a quantitative analysis. We review the recently described devices incorporating in vitro gene amplification and compare devices relative to each other and in terms of fully achieving a miniaturised total analysis system (micro-TAS).
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Affiliation(s)
- Lin Chen
- Institute for Analytical Sciences, Bunsen-Kirchhoff Str. 11, D-44139 Dortmund, Germany
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215
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Haeberle S, Zengerle R. Microfluidic platforms for lab-on-a-chip applications. LAB ON A CHIP 2007; 7:1094-110. [PMID: 17713606 DOI: 10.1039/b706364b] [Citation(s) in RCA: 526] [Impact Index Per Article: 30.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/04/2023]
Abstract
We review microfluidic platforms that enable the miniaturization, integration and automation of biochemical assays. Nowadays nearly an unmanageable variety of alternative approaches exists that can do this in principle. Here we focus on those kinds of platforms only that allow performance of a set of microfluidic functions--defined as microfluidic unit operations-which can be easily combined within a well defined and consistent fabrication technology to implement application specific biochemical assays in an easy, flexible and ideally monolithically way. The microfluidic platforms discussed in the following are capillary test strips, also known as lateral flow assays, the "microfluidic large scale integration" approach, centrifugal microfluidics, the electrokinetic platform, pressure driven droplet based microfluidics, electrowetting based microfluidics, SAW driven microfluidics and, last but not least, "free scalable non-contact dispensing". The microfluidic unit operations discussed within those platforms are fluid transport, metering, mixing, switching, incubation, separation, droplet formation, droplet splitting, nL and pL dispensing, and detection.
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Affiliation(s)
- Stefan Haeberle
- HSG-IMI - Institute for Micromachining and Information Technology, 78052 Villingen-Schwenningen, Germany.
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216
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Melin J, Quake SR. Microfluidic large-scale integration: the evolution of design rules for biological automation. ACTA ACUST UNITED AC 2007; 36:213-31. [PMID: 17269901 DOI: 10.1146/annurev.biophys.36.040306.132646] [Citation(s) in RCA: 351] [Impact Index Per Article: 20.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
Microfluidic large-scale integration (mLSI) refers to the development of microfluidic chips with thousands of integrated micromechanical valves and control components. This technology is utilized in many areas of biology and chemistry and is a candidate to replace today's conventional automation paradigm, which consists of fluid-handling robots. We review the basic development of mLSI and then discuss design principles of mLSI to assess the capabilities and limitations of the current state of the art and to facilitate the application of mLSI to areas of biology. Many design and practical issues, including economies of scale, parallelization strategies, multiplexing, and multistep biochemical processing, are discussed. Several microfluidic components used as building blocks to create effective, complex, and highly integrated microfluidic networks are also highlighted.
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Affiliation(s)
- Jessica Melin
- Department of Bioengineering, Stanford University and Howard Hughes Medical Institute, Stanford, California 94305, USA.
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217
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218
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Abstract
A goal of modern biology is to understand the molecular mechanisms underlying cellular function. The ability to manipulate and analyze single cells is crucial for this task. The advent of microengineering is providing biologists with unprecedented opportunities for cell handling and investigation on a cell-by-cell basis. For this reason, lab-on-a-chip (LOC) technologies are emerging as the next revolution in tools for biological discovery. In the current discussion, we seek to summarize the state of the art for conventional technologies in use by biologists for the analysis of single, mammalian cells, and then compare LOC devices engineered for these same single-cell studies. While a review of the technical progress is included, a major goal is to present the view point of the practicing biologist and the advances that might increase adoption by these individuals. The LOC field is expanding rapidly, and we have focused on areas of broad interest to the biology community where the technology is sufficiently far advanced to contemplate near-term application in biological experimentation. Focus areas to be covered include flow cytometry, electrophoretic analysis of cell contents, fluorescent-indicator-based analyses, cells as small volume reactors, control of the cellular microenvironment, and single-cell PCR.
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Affiliation(s)
- Christopher E Sims
- Department of Physiology and Biophysics, University of California, Irvine, California 92697, USA
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219
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Fischer NO, Tarasow TM, Tok JBH. Heightened sense for sensing: recent advances in pathogen immunoassay sensing platforms. Analyst 2007; 132:187-91. [PMID: 17325749 DOI: 10.1039/b615477h] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
Rapid and efficient sensors are essential for effective defense against the emerging threat of bioterrorism and biological warfare. This review article describes several recent immunosensing advances that are relevant to biothreat detection. These highly diverse examples are intended to demonstrate the breadth of these immunochemical sensing systems and platforms while highlighting those technologies that are suitable for pathogen detection.
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Affiliation(s)
- Nicholas O Fischer
- BioSecurity and NanoSciences Laboratory, Chemistry, Materials & Life Sciences Directorate, Lawrence Livermore National Laboratory, Livermore, CA 94551, USA
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220
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Gross PG, Kartalov EP, Scherer A, Weiner LP. Applications of microfluidics for neuronal studies. J Neurol Sci 2007; 252:135-43. [PMID: 17207502 DOI: 10.1016/j.jns.2006.11.009] [Citation(s) in RCA: 59] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2006] [Revised: 11/01/2006] [Accepted: 11/07/2006] [Indexed: 10/23/2022]
Abstract
Microfabrication processes have changed the technology used in consumer goods, and have now advanced into applications in biology. Microfluidic platforms are microfabricated tools that are gaining popularity for studies of molecular and cellular biology. These platforms can allow precise control of the environment surrounding individual cells and they have been used to study physiologic and pharmacologic responses at the single-cell level. This article reviews microfluidic technology with emphasis on advances that could apply to the study of the nervous system, including architecture for isolation of axons, integrated electrophysiology, patterned physical and chemical substrate cues, and devices for the precisely controlled delivery of possible therapeutic agents such as trophic factors and drugs. The potential of these chips for the study of neurological diseases is also discussed.
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Affiliation(s)
- Pamela G Gross
- Department of Neurology, Keck School of Medicine, University of Southern California, Los Angeles, CA 90033, USA.
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221
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Chin CD, Linder V, Sia SK. Lab-on-a-chip devices for global health: past studies and future opportunities. LAB ON A CHIP 2007; 7:41-57. [PMID: 17180204 DOI: 10.1039/b611455e] [Citation(s) in RCA: 433] [Impact Index Per Article: 25.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/06/2023]
Abstract
A rapidly emerging field in lab-on-a-chip (LOC) research is the development of devices to improve the health of people in developing countries. In this review, we identify diseases that are most in need of new health technologies, discuss special design criteria for LOC devices to be deployed in a variety of resource-poor settings, and review past research into LOC devices for global health. We focus mainly on diagnostics, the nearest-term application in this field.
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Affiliation(s)
- Curtis D Chin
- Department of Biomedical Engineering, Columbia University, New York, NY 10027, USA
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