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Feng J, He Y. Long-distance Transport in Bacterial Swarms Revealed by Single Nanoparticle Tracking. Bio Protoc 2020; 10:e3812. [PMID: 33659465 DOI: 10.21769/bioprotoc.3812] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2020] [Revised: 08/14/2020] [Accepted: 08/20/2020] [Indexed: 11/02/2022] Open
Abstract
During swarming, high density flagella-driven bacteria migrate collectively in a swirling pattern on wet agar surfaces, immersed in a thin viscous fluid layer called "swarm fluid". Though the fluid environment has essential role in the emergence of swarming behavior, the microscopic mechanisms of it in mediating the cooperation of bacteria populations are not fully understood. Here, instead of micro-sized tracers used in previous research, we use gold nanorods as single particle tracers to probe the dynamics of the swarm fluid. This protocol includes five major parts: (1) the culture of swarming bacterial colony; (2) the preparations of gold nanorod tracers and the micro-spraying technique which are used to put the nanotracers into the upper fluid of bacterial swarms; (3) imaging and tracking; (4) other necessary control experiments; (5) data analysis and fitting of physical models. With this method, the nano-sized tracers could move long distances above motile cells without direct collisions with the bacteria bodies. In this way, the microscopic dynamics of the swarm fluid could be tracked with high spatiotemporal resolution. Moreover, the comprehensive analysis of multi-particle trajectories provides systematic visualization of the fluid dynamics. The method is promising to probe the fluid dynamics of other natural or artificial active matter systems.
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Affiliation(s)
- Jingjing Feng
- Department of Chemistry, Tsinghua University, Beijing, China
| | - Yan He
- Department of Chemistry, Tsinghua University, Beijing, China
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2
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Zhao H, Zhou Q, Xia M, Feng J, Chen Y, Zhang S, Zhang X. Characterize Collective Lysosome Heterogeneous Dynamics in Live Cell with a Space- and Time-Resolved Method. Anal Chem 2018; 90:9138-9147. [PMID: 29996056 DOI: 10.1021/acs.analchem.8b01563] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/13/2023]
Abstract
While studies of collective cell migration and bacteria swarming have tremendously promoted our fundamental knowledge of the complex systematic phenomena, the quantitative characterization of the collective organelles movement at subcellular level is yet to be fully explored. Here we tagged the lysosomes in live cells with fluorescent probe and imaged their spatial motion with wide field microscopy. To quantitatively characterize the collective lysosomal behavior with high spatiotemporal heterogeneity dynamics, we developed the particle collective analysis (PECAN) method based on the single particle tracking techniques. Thousands of trajectories were detected and analyzed in each single cell. The reliability was validated by comparing with traditional PIV method, simulated and experimental data sets. We show that the lysosomes in live cells move collectively with spatial heterogeneous and temporal long-term correlated dynamics. Furthermore, the continuous wavelet analysis suggested the existence of collective lysosomal oscillation in mouse neural cells. Generally, our method provides a practical workflow for characterizing the collective lysosomal motions which can benefit related areas such as organelles mediated drug delivery and cell activity profiling.
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Affiliation(s)
- Hansen Zhao
- Department of Chemistry , Tsinghua University , Beijing 100084 , China
| | - Qiming Zhou
- Beijing National Research Center for Information Science and Technology, BNRist, School of Medicine , Tsinghua University , Beijing 100084 , China
| | - Mengchan Xia
- Department of Chemistry , Tsinghua University , Beijing 100084 , China
| | - Jiaxin Feng
- Department of Chemistry , Tsinghua University , Beijing 100084 , China
| | - Yang Chen
- Beijing National Research Center for Information Science and Technology, BNRist, School of Medicine , Tsinghua University , Beijing 100084 , China.,Beijing National Research Center for Information Science and Technology, BNRist, Department of Automation , Tsinghua University , Beijing , 100084 , China
| | - Sichun Zhang
- Department of Chemistry , Tsinghua University , Beijing 100084 , China
| | - Xinrong Zhang
- Department of Chemistry , Tsinghua University , Beijing 100084 , China
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3
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Chang PS, McLane LT, Fogg R, Scrimgeour J, Temenoff JS, Granqvist A, Curtis JE. Cell Surface Access Is Modulated by Tethered Bottlebrush Proteoglycans. Biophys J 2017; 110:2739-2750. [PMID: 27332132 DOI: 10.1016/j.bpj.2016.05.027] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2016] [Revised: 05/04/2016] [Accepted: 05/13/2016] [Indexed: 12/18/2022] Open
Abstract
The hyaluronan-rich pericellular matrix (PCM) plays physical and chemical roles in biological processes ranging from brain plasticity, to adhesion-dependent phenomena such as cell migration, to the onset of cancer. This study investigates how the spatial distribution of the large negatively charged bottlebrush proteoglycan, aggrecan, impacts PCM morphology and cell surface access. The highly localized pericellular milieu limits transport of nanoparticles in a size-dependent fashion and sequesters positively charged molecules on the highly sulfated side chains of aggrecan. Both rat chondrocyte and human mesenchymal stem cell PCMs possess many unused binding sites for aggrecan, showing a 2.5x increase in PCM thickness from ∼7 to ∼18 μm when provided exogenous aggrecan. Yet, full extension of the PCM occurs well below aggrecan saturation. Hence, cells equipped with hyaluronan-rich PCM can in principle manipulate surface accessibility or sequestration of molecules by tuning the bottlebrush proteoglycan content to alter PCM porosity and the number of electrostatic binding sites.
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Affiliation(s)
- Patrick S Chang
- School of Physics, Georgia Institute of Technology, Atlanta, Georgia; Parker H. Petit Institute for Bioengineering and Bioscience, Georgia Institute of Technology, Atlanta, Georgia
| | - Louis T McLane
- School of Physics, Georgia Institute of Technology, Atlanta, Georgia; Parker H. Petit Institute for Bioengineering and Bioscience, Georgia Institute of Technology, Atlanta, Georgia; Department of Biochemistry and Molecular Biology, Baylor College of Medicine, Houston, Texas
| | - Ruth Fogg
- School of Physics, Georgia Institute of Technology, Atlanta, Georgia; Parker H. Petit Institute for Bioengineering and Bioscience, Georgia Institute of Technology, Atlanta, Georgia
| | - Jan Scrimgeour
- School of Physics, Georgia Institute of Technology, Atlanta, Georgia; Parker H. Petit Institute for Bioengineering and Bioscience, Georgia Institute of Technology, Atlanta, Georgia; Department of Physics, Clarkson University, Potsdam, New York
| | - Johnna S Temenoff
- Parker H. Petit Institute for Bioengineering and Bioscience, Georgia Institute of Technology, Atlanta, Georgia; W.H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology, Atlanta, Georgia
| | - Anna Granqvist
- School of Physics, Georgia Institute of Technology, Atlanta, Georgia; Parker H. Petit Institute for Bioengineering and Bioscience, Georgia Institute of Technology, Atlanta, Georgia
| | - Jennifer E Curtis
- School of Physics, Georgia Institute of Technology, Atlanta, Georgia; Parker H. Petit Institute for Bioengineering and Bioscience, Georgia Institute of Technology, Atlanta, Georgia.
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Xu R, Xiong B, Zhou R, Shen H, Yeung ES, He Y. Pericellular matrix plays an active role in retention and cellular uptake of large-sized nanoparticles. Anal Bioanal Chem 2014; 406:5031-7. [PMID: 24908403 DOI: 10.1007/s00216-014-7877-6] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2014] [Revised: 04/28/2014] [Accepted: 05/05/2014] [Indexed: 01/11/2023]
Abstract
As the outmost coating of cells, the pericellular matrix (PCM) involved in various cellular functions has been exploited previously to be able to accumulate 120 nm Au nanoparticles (NPs), adjust their diffusion coefficient similar to that of membrane receptors, and enhance their uptake efficiency. In this study, the interactions between PCM and NPs with different sizes and materials were systematically investigated. We found that PCM can selectively enhance the retention and cellular uptake of NPs with diameters from 50 to 180 nm, but has no enhancement effect for 20 nm NPs. Identical behaviors of PCM was observed for both Au NPs and polystyrene NPs, indicating that this unique phenomenon is more related to the dimensions of the NPs. The study of single-particle tracking of 50-180 nm NPs on the surface of thick PCM cells revealed that PCM actively adjusts the diffusion coefficient of NPs to ∼0.1 μm(2)/s regardless of their sizes. By blocking the receptor-mediated endocytosis (RME) pathway with four different inhibitors, this active role of PCM can be effectively suppressed, further confirming that the trapping and retention of NPs by PCM is an inherent biological function. These findings provided new insights for better understanding of the RME pathway and may have promising NP-based applications for controlled drug delivery and therapy in biomedicine.
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Affiliation(s)
- Ruili Xu
- State Key Laboratory of Chemo/Biosensing and Chemometrics, College of Chemistry and Chemical Engineering, College of Biology, Hunan University, Changsha, 410082, China
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Xu D, He Y, Yeung ES. Direct Imaging of Transmembrane Dynamics of Single Nanoparticles with Darkfield Microscopy: Improved Orientation Tracking at Cell Sidewall. Anal Chem 2014; 86:3397-404. [DOI: 10.1021/ac403700u] [Citation(s) in RCA: 32] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Affiliation(s)
- Dong Xu
- State Key Laboratory of Chemo/Biosensing
and Chemometrics, College of Chemistry and Chemical Engineering, College
of Biology, Hunan University, Changsha, Hunan 410082, P. R. China
| | - Yan He
- State Key Laboratory of Chemo/Biosensing
and Chemometrics, College of Chemistry and Chemical Engineering, College
of Biology, Hunan University, Changsha, Hunan 410082, P. R. China
| | - Edward S. Yeung
- State Key Laboratory of Chemo/Biosensing
and Chemometrics, College of Chemistry and Chemical Engineering, College
of Biology, Hunan University, Changsha, Hunan 410082, P. R. China
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Mercatelli R, Ratto F, Centi S, Soria S, Romano G, Matteini P, Quercioli F, Pini R, Fusi F. Quantitative readout of optically encoded gold nanorods using an ordinary dark-field microscope. NANOSCALE 2013; 5:9645-9650. [PMID: 23832142 DOI: 10.1039/c3nr00726j] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/27/2023]
Abstract
In this paper we report on a new use for dark-field microscopy in order to retrieve two-dimensional maps of optical parameters of a thin sample such as a cryptograph, a histological section, or a cell monolayer. In particular, we discuss the construction of quantitative charts of light absorbance and scattering coefficients of a polyvinyl alcohol film that was embedded with gold nanorods and then etched using a focused mode-locked Ti:Sapphire oscillator. Individual pulses from this laser excite plasmonic oscillations of the gold nanorods, thus triggering plastic deformations of the particles and their environment, which are confined within a few hundred nm of the light focus. In turn, these deformations modify the light absorbance and scattering landscape, which can be measured with optical resolution in a dark-field microscope equipped with an objective of tuneable numerical aperture. This technique may prove to be valuable for various applications, such as the fast readout of optically encoded data or to model functional interactions between light and biological tissue at the level of cellular organelles, including the photothermolysis of cancer.
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Tracking of fluorescence nanoparticles with nanometre resolution in a biological system: assessing local viscosity and microrheology. Biomech Model Mechanobiol 2013; 13:275-88. [DOI: 10.1007/s10237-013-0499-7] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2013] [Accepted: 05/04/2013] [Indexed: 10/26/2022]
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Gu Y, Sun W, Wang G, Zimmermann MT, Jernigan RL, Fang N. Revealing rotational modes of functionalized gold nanorods on live cell membranes. SMALL (WEINHEIM AN DER BERGSTRASSE, GERMANY) 2013; 9:785-792. [PMID: 23124917 DOI: 10.1002/smll.201201808] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/26/2012] [Revised: 10/11/2012] [Indexed: 06/01/2023]
Abstract
A full understanding of cell mechanics requires knowledge of both translational and rotational dynamics. The single particle orientation and rotational tracking (SPORT) technique is combined here with correlation analysis to identify the fundamental rotational modes: in-plane rotation and out-of-plane tilting, as well as other more complex rotational patterns, from the vast image data captured at a temporal resolution of 5 ms for single gold nanorod probes in live cell imaging experiments. The unique capabilities of visualizing and understanding rotational motions of functional nanoparticles on live cell membranes allow correlation of the rotational and translational dynamics in unprecedented detail and provide new insights into complex membrane processes. Particles with functionalized surfaces, which interact with the membrane in fundamentally different ways, can exhibit distinct rotational modes and are, for the first time, directly visualized, and these show the early events for membrane approach and attachment.
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Affiliation(s)
- Yan Gu
- Ames Laboratory, US Department of Energy and Department of Chemistry, Iowa State University, Ames, Iowa 50011-3111, USA
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Li L, Yu H, Liu D, You T. A novel dark-field microscopy technique coupled with capillary electrophoresis for visual analysis of single nanoparticles. Analyst 2013; 138:3705-10. [DOI: 10.1039/c3an00408b] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023]
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10
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Zhou R, Zhou H, Xiong B, He Y, Yeung ES. Pericellular Matrix Enhances Retention and Cellular Uptake of Nanoparticles. J Am Chem Soc 2012; 134:13404-9. [DOI: 10.1021/ja304119w] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2023]
Affiliation(s)
- Rui Zhou
- State Key Laboratory of Chemo/Biosensing and Chemometrics,
College of Chemistry and Chemical Engineering, College of Biology, Hunan University, Changsha 410082, P.R. China
| | - Haiying Zhou
- State Key Laboratory of Chemo/Biosensing and Chemometrics,
College of Chemistry and Chemical Engineering, College of Biology, Hunan University, Changsha 410082, P.R. China
| | - Bin Xiong
- State Key Laboratory of Chemo/Biosensing and Chemometrics,
College of Chemistry and Chemical Engineering, College of Biology, Hunan University, Changsha 410082, P.R. China
| | - Yan He
- State Key Laboratory of Chemo/Biosensing and Chemometrics,
College of Chemistry and Chemical Engineering, College of Biology, Hunan University, Changsha 410082, P.R. China
| | - Edward S. Yeung
- State Key Laboratory of Chemo/Biosensing and Chemometrics,
College of Chemistry and Chemical Engineering, College of Biology, Hunan University, Changsha 410082, P.R. China
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Gao J, Huang X, Liu H, Zan F, Ren J. Colloidal stability of gold nanoparticles modified with thiol compounds: bioconjugation and application in cancer cell imaging. LANGMUIR : THE ACS JOURNAL OF SURFACES AND COLLOIDS 2012; 28:4464-71. [PMID: 22276658 DOI: 10.1021/la204289k] [Citation(s) in RCA: 209] [Impact Index Per Article: 16.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/15/2023]
Abstract
Gold nanoparticles (GNPs) are attractive alternative optical probes and good biocompatible materials due to their special physical and chemical properties. However, GNPs have a tendency to aggregate particularly in the presence of high salts and certain biological molecules such as nucleic acids and proteins. How to improve the stability of GNPs and their bioconjugates in aqueous solution is a critical issue in bioapplications. In this study, we first synthesized 17 nm GNPs in aqueous solution and then modified them with six thiol compounds, including glutathione, mercaptopropionic acid (MPA), cysteine, cystamine, dihydrolipoic acid, and thiol-ending polyethylene glycol (PEG-SH), via a Au-S bond. We systematically investigated the effects of the thiol ligands, buffer pH, and salt concentrations of the solutions on the colloidal stability of GNPs using UV-vis absorption spectroscopy. We found that GNPs modified with PEG-SH were the most stable in aqueous solution compared to other thiol compounds. On the basis of the above results, we developed a simple and efficient approach for modification of GNPs using a mixture of PEG-SH and MPA as ligands. These biligand-modified GNPs were facilely conjugated to antibody using 1-ethyl-3-[3-(dimethylamino)propyl]carbodiimide and N-hydroxysulfosuccinimide as linkage reagents. We conjugated GNPs to epidermal growth factor receptor antibodies and successfully used the antibody-GNP conjugates as targeting probes for imaging of cancer cells using the illumination of a dark field. Compared to current methods for modification and conjugation of GNPs, our method described here is simple, has a low cost, and has potential applications in bioassays and cancer diagnostics and studies.
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Affiliation(s)
- Jie Gao
- College of Chemistry & Chemical Engineering, State Key Laboratory of Metal Matrix Composites, Shanghai Jiaotong University, Shanghai, People's Republic of China
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