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Mostajabi Sarhangi S, Matyushov DV. Remarkable Insensitivity of Protein Diffusion to Protein Charge. J Phys Chem Lett 2024; 15:9502-9508. [PMID: 39259029 DOI: 10.1021/acs.jpclett.4c02062] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/12/2024]
Abstract
Friction to translational diffusion of ionic particles in polar liquids should scale linearly with the squared ion charge, according to standard theories. Substantial slowing of translational diffusion is expected for proteins in water. In contrast, our simulations of charge mutants of green fluorescent proteins in water show remarkable insensitivity of the translational diffusion constant to protein's charge in the range of charges between -29 and +35. The friction coefficient is given as a product of the force variance and the memory function relaxation time. We find remarkably accurate equality between the variance of the electrostatic force and the negative cross-correlation of the electrostatic and van der Waals forces. The charge invariance of the diffusion constant is a combined effect of the force variance and relaxation time invariances with the protein charge. The temperature dependence of the protein diffusion constant is highly non-Arrhenius, with a fragile-to-strong crossover at the glass transition.
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Affiliation(s)
- Setare Mostajabi Sarhangi
- Department of Physics, Arizona State University, PO Box 871504, Tempe, Arizona 85287-1504, United States
| | - Dmitry V Matyushov
- School of Molecular Sciences and Department of Physics, Arizona State University, PO Box 871504, Tempe, Arizona 85287-1504, United States
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2
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Lang Q, Ren Y, Hobson D, Tao Y, Hou L, Jia Y, Hu Q, Liu J, Zhao X, Jiang H. In-plane microvortices micromixer-based AC electrothermal for testing drug induced death of tumor cells. BIOMICROFLUIDICS 2016; 10:064102. [PMID: 27917250 PMCID: PMC5106430 DOI: 10.1063/1.4967455] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/08/2016] [Accepted: 10/28/2016] [Indexed: 05/20/2023]
Abstract
Herein, we first describe a perfusion chip integrated with an AC electrothermal (ACET) micromixer to supply a uniform drug concentration to tumor cells. The in-plane fluid microvortices for mixing were generated by six pairs of reconstructed novel ACET asymmetric electrodes. To enhance the mixing efficiency, the novel ACET electrodes with rotating angles of 0°, 30°, and 60° were investigated. The asymmetric electrodes with a rotating angle of 60° exhibited the highest mixing efficiency by both simulated and experimental results. The length of the mixing area is 7 mm, and the mixing efficiency is 89.12% (approximate complete mixing) at a voltage of 3 V and a frequency of 500 kHz. The applicability of our micromixer with electrodes rotating at 60° was demonstrated by the drug (tamoxifen) test of human breast cancer cells (MCF-7) for five days, which implies that our ACET in-plane microvortices micromixer has great potential for the application of drug induced rapid death of tumor cells and mixing of biomaterials in organs-on-a-chip systems.
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Affiliation(s)
| | | | - Divia Hobson
- Interdisciplinary division of Biomedical Engineering, the Hong King Polytechnique University , Hunghom, Hong Kong, China
| | - Ye Tao
- School of Mechatronics Engineering, Harbin Institute of Technology , Harbin 150001, China
| | - Likai Hou
- School of Mechatronics Engineering, Harbin Institute of Technology , Harbin 150001, China
| | - Yankai Jia
- School of Mechatronics Engineering, Harbin Institute of Technology , Harbin 150001, China
| | - Qingming Hu
- School of Mechatronics Engineering, Harbin Institute of Technology , Harbin 150001, China
| | - Jiangwei Liu
- School of Mechatronics Engineering, Harbin Institute of Technology , Harbin 150001, China
| | - Xin Zhao
- Interdisciplinary division of Biomedical Engineering, the Hong King Polytechnique University , Hunghom, Hong Kong, China
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3
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Sasaki N, Kitamori T, Kim HB. Fluid mixing using AC electrothermal flow on meandering electrodes in a microchannel. Electrophoresis 2012; 33:2668-73. [DOI: 10.1002/elps.201200099] [Citation(s) in RCA: 42] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
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4
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Kennedy MJ, Ladouceur HD, Moeller T, Kirui D, Batt CA. Analysis of a laminar-flow diffusional mixer for directed self-assembly of liposomes. BIOMICROFLUIDICS 2012; 6:44119. [PMID: 24348890 PMCID: PMC3555636 DOI: 10.1063/1.4772602] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/07/2012] [Accepted: 12/04/2012] [Indexed: 05/15/2023]
Abstract
The present work describes the operation and simulation of a microfluidic laminar-flow mixer. Diffusive mixing takes place between a core solution containing lipids in ethanol and a sheath solution containing aqueous buffer, leading to self assembly of liposomes. Present device architecture hydrodynamically focuses the lipid solution into a cylindrical core positioned at the center of a microfluidic channel of 125 × 125-μm(2) cross-section. Use of the device produces liposomes in the size range of 100-300 nm, with larger liposomes forming at greater ionic strength in the sheath solution and at lower lipid concentration in the core solution. Finite element simulations compute the concentration distributions of solutes at axial distances of greater than 100 channel widths. These simulations reduce computation time and enable computation at long axial distances by utilizing long hexahedral elements in the axial flow region and fine tetrahedral elements in the hydrodynamic focusing region. Present meshing technique is generally useful for simulation of long microfluidic channels and is fully implementable using comsol Multiphysics. Confocal microscopy provides experimental validation of the simulations using fluorescent solutions containing fluorescein or enhanced green fluorescent protein.
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Affiliation(s)
- Matthew J Kennedy
- NRC Research Associate at Naval Research Laboratory, Chemistry Division, Washington, DC 20375, USA ; Department of Electrical and Computer Engineering, Cornell University, Ithaca, New York 14853, USA
| | - Harold D Ladouceur
- Naval Research Laboratory, Chemistry Division, Washington, DC 20375, USA
| | - Tiffany Moeller
- Department of Food Science, Cornell University, Ithaca, New York 14853, USA
| | - Dickson Kirui
- Department of Biomedical Engineering, Cornell University, Ithaca, New York 14853, USA
| | - Carl A Batt
- Department of Food Science, Cornell University, Ithaca, New York 14853, USA
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5
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Bridier A, Tischenko E, Dubois-Brissonnet F, Herry JM, Thomas V, Daddi-Oubekka S, Waharte F, Steenkeste K, Fontaine-Aupart MP, Briandet R. Deciphering Biofilm Structure and Reactivity by Multiscale Time-Resolved Fluorescence Analysis. ADVANCES IN EXPERIMENTAL MEDICINE AND BIOLOGY 2011; 715:333-49. [DOI: 10.1007/978-94-007-0940-9_21] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/18/2023]
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6
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Diffusion measurements inside biofilms by image-based fluorescence recovery after photobleaching (FRAP) analysis with a commercial confocal laser scanning microscope. Appl Environ Microbiol 2010; 76:5860-9. [PMID: 20639359 DOI: 10.1128/aem.00754-10] [Citation(s) in RCA: 44] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Research about the reactional and structural dynamics of biofilms at the molecular level has made great strides, owing to efficient fluorescence imaging methods in terms of spatial resolution and fast acquisition time but also to noninvasive conditions of observation consistent with in situ biofilm studies. In addition to conventional fluorescence intensity imaging, the fluorescence recovery after photobleaching (FRAP) module can now be routinely implemented on commercial confocal laser scanning microscopes (CLSMs). This method allows measuring of local diffusion coefficients in biofilms and could become an alternative to fluorescence correlation spectroscopy (FCS). We present here an image-based FRAP protocol to improve the accuracy of FRAP measurements inside "live" biofilms and the corresponding analysis. An original kymogram representation allows control of the absence of perturbing bacterial movement during image acquisition. FRAP data analysis takes into account molecular diffusion during the bleach phase and uses the image information to extract molecular diffusion coefficients. The fluorescence spatial intensity profile analysis used here for the first time with biofilms is supported both by our own mathematical model and by a previously published one. This approach was validated to FRAP experiments on fluorescent-dextran diffusion inside Lactococcus lactis and Stenotrophomonas maltophilia biofilms, and the results were compared to previously published FCS measurements.
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Briandet R, Lacroix-Gueu P, Renault M, Lecart S, Meylheuc T, Bidnenko E, Steenkeste K, Bellon-Fontaine MN, Fontaine-Aupart MP. Fluorescence correlation spectroscopy to study diffusion and reaction of bacteriophages inside biofilms. Appl Environ Microbiol 2008; 74:2135-43. [PMID: 18245240 PMCID: PMC2292585 DOI: 10.1128/aem.02304-07] [Citation(s) in RCA: 111] [Impact Index Per Article: 6.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2007] [Accepted: 01/25/2008] [Indexed: 11/20/2022] Open
Abstract
In the natural environment, most of the phages that target bacteria are thought to exist in biofilm ecosystems. The purpose of this study was to gain a clearer understanding of the reactivity of these viral particles when they come into contact with bacteria embedded in biofilms. Experimentally, we quantified lactococcal c2 phage diffusion and reaction through model biofilms using in situ fluorescence correlation spectroscopy with two-photon excitation. Correlation curves for fluorescently labeled c2 phage in nonreacting Stenotrophomonas maltophilia biofilms indicated that extracellular polymeric substances did not provide significant resistance to phage penetration and diffusion, even though penetration and diffusion were sometimes restricted because of the noncontractile tail of the viral particle. Fluctuations in the fluorescence intensity of the labeled phage were detected throughout the thickness of biofilms formed by c2-sensitive and c2-resistant strains of Lactococcus lactis but could never be correlated with time, revealing that the phage was immobile. This finding confirmed that recognition binding receptors for the viral particles were present on the resistant bacterial cell wall. Taken together, our results suggest that biofilms may act as "active" phage reservoirs that can entrap and amplify viral particles and protect them from harsh environments.
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Affiliation(s)
- R Briandet
- UMR763 BHM INRA-AgroParisTech, 25 Avenue République, 91300 Massy, France.
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8
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Grailhe R, Merola F, Ridard J, Couvignou S, Le Poupon C, Changeux JP, Laguitton-Pasquier H. Monitoring protein interactions in the living cell through the fluorescence decays of the cyan fluorescent protein. Chemphyschem 2007; 7:1442-54. [PMID: 16739159 DOI: 10.1002/cphc.200600057] [Citation(s) in RCA: 41] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Using fluorescence lifetime microspectroscopy and imaging techniques, we have studied the fluorescence of cyan fluorescent protein (CFP) transiently expressed in HEK-293 cells, in the presence or absence of its fluorescence resonance energy transfer (FRET) partner, yellow fluorescent protein (YFP). When the two proteins are attached through a 27-amino-acid linker, a 33 % average efficiency of intramolecular energy transfer is accurately determined inside the cell. Additionally, we observe a systematic quenching of the CFP fluorescence with increasing levels of protein expression. This quenching cannot be accounted for by formation of the previously described dimer of GFP-related proteins, since its magnitude is unchanged when the fluorescent proteins carry the mutation A206K shown to dissociate this dimer in vitro. Even when the intracellular protein concentration largely exceeds the in vitro dissociation constant of the dimer, self-association remains undetectable, either between free proteins or intramolecularly within the CFP-YFP construct. Instead, the detailed concentration effects are satisfactorily accounted for by a model of intermolecular, concentration-dependent energy transfer, arising from molecular proximity and crowding. In the case of CFP alone, we suggest that self-quenching could result from a pseudo-homo FRET mechanism between different, spectrally shifted emissive forms of the protein. These phenomena require careful consideration in intracellular FRET studies.
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Affiliation(s)
- Regis Grailhe
- Institut Pasteur, Laboratoire Recepteurs et Cognition, 25 rue du Dr. Roux, F-75015 Paris, France.
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9
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Williams RM, Zipfel WR, Tinsley ML, Farnum CE. Solute transport in growth plate cartilage: in vitro and in vivo. Biophys J 2007; 93:1039-50. [PMID: 17496046 PMCID: PMC1913140 DOI: 10.1529/biophysj.106.097675] [Citation(s) in RCA: 34] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Bone elongation originates from cartilaginous discs (growth plates) at both ends of a growing bone. Here chondrocytes proliferate and subsequently enlarge (hypertrophy), laying down a matrix that serves as the scaffolding for subsequent bone matrix deposition. Because cartilage is generally avascular, all nutrients, oxygen, signaling molecules, and waste must be transported relatively long distances through the tissue for it to survive and function. Here we examine the transport properties of growth plate cartilage. Ex vivo, fluorescence photobleaching recovery methods are used in tissue explants. In vivo, multiphoton microscopy is used to image through an intact perichondrium and into the cartilage of anesthetized mice. Systemically introduced fluorescent tracers are monitored directly as they move from the vasculature into the cartilage. We demonstrate the existence of a relatively permissive region at the midplane of the growth plate, where chondrocytes transition from late proliferative to early hypertrophic stages and where paracrine communication is known to occur between chondrocytes and cells in the surrounding perichondrium. Transport in the living mouse is also significantly affected by fluid flow from the two chondro-osseus junctions, presumably resulting from a pressure difference between the bone vasculature and the cartilage.
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Affiliation(s)
- Rebecca M Williams
- Applied and Engineering Physics, Cornell University, Ithaca, New York, USA.
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10
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Guiot E, Georges P, Brun A, Fontaine-Aupart MP, Bellon-Fontaine MN, Briandet R. Heterogeneity of Diffusion Inside Microbial Biofilms Determined by Fluorescence Correlation Spectroscopy Under Two-photon Excitation¶. Photochem Photobiol 2007. [DOI: 10.1562/0031-8655(2002)0750570hodimb2.0.co2] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
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11
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Lacroix-Gueu P, Briandet R, Lévêque-Fort S, Bellon-Fontaine MN, Fontaine-Aupart MP. In situ measurements of viral particles diffusion inside mucoid biofilms. C R Biol 2005; 328:1065-72. [PMID: 16314285 DOI: 10.1016/j.crvi.2005.09.010] [Citation(s) in RCA: 50] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2005] [Accepted: 09/30/2005] [Indexed: 11/23/2022]
Abstract
Fluorescence correlation spectroscopy (FCS) under two-photon excitation was used successfully to characterize the diffusion properties of model virus particles (bacteriophages) in bacterial biofilm of Stenotrophonas maltophilia. The results are compared to those obtained with fluorescent latex beads used as a reference. The FCS data clearly demonstrated the possibility for viral particles to penetrate inside the exopolymeric matrix of mucoid biofilms, and hence to benefit from its protective effect toward antimicrobials (antibiotics and biocides). Microbial biofilms should hence be considered as potential reservoirs of pathogenic viruses, and are probably responsible for numerous persistent viral infections.
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Affiliation(s)
- Pascaline Lacroix-Gueu
- Laboratoire de photophysique moléculaire, UPR 3361, fédération LUMAT, université Paris-Sud, 91405 Orsay, France
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12
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Fadda GC, Lairez D, Arrio B, Carton JP, Larreta-Garde V. Enzyme-catalyzed gel proteolysis: an anomalous diffusion-controlled mechanism. Biophys J 2004; 85:2808-17. [PMID: 14581186 PMCID: PMC1303562 DOI: 10.1016/s0006-3495(03)74704-3] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022] Open
Abstract
Enzyme-catalyzed proteolysis of gelatin gels has been studied. We report a gel degradation rate varying as the square of the enzyme concentration. The diffusion motion of enzymes in the gel has been measured by two-photon fluorescence correlation spectroscopy and identified as being anomalously slow. These experimental results are discussed from a theoretical point of view and interpreted in terms of a diffusion-controlled mechanism for the gel degradation. These results make a step toward the understanding of enzyme-catalyzed gel degradation and give new insight on biological processes such as the action of metalloproteinases in the extracellular matrix involved in cellular invasion.
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Affiliation(s)
- G C Fadda
- Laboratoire Léon Brillouin, Commissariat à l'Energie Atomique/Saclay, Gif-sur-Yvette, France
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13
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Wang Z, Shah JV, Chen Z, Sun CH, Berns MW. Fluorescence correlation spectroscopy investigation of a GFP mutant-enhanced cyan fluorescent protein and its tubulin fusion in living cells with two-photon excitation. JOURNAL OF BIOMEDICAL OPTICS 2004; 9:395-403. [PMID: 15065907 DOI: 10.1117/1.1646416] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/24/2023]
Abstract
This study investigates the feasibility of using the enhanced cyan mutant of green fluorescent protein (ECFP) as a probe for two-photon fluorescence correlation spectroscopy (FCS). Molecular dynamics and other properties of ECFP and an ECFP-tubulin fusion protein were investigated in living Potorous tridactylis (PTK2) cells. ECFP has high molecular brightness in the nucleus (eta=3.3 kcpsm) and in the cytoplasm (3.2 kcpsm) under our experimental conditions. The diffusion constants of ECFP were determined to be 20+/-7 microm(2)/s in the nucleus and 21+/-8 microm(2)/s in the cytoplasm. ECFP has stable molecular characteristics with negligible photobleaching and photodynamic effects in our measurements. At the highest concentration of monomer ECFP (425 nM) the amount of dimer ECFP was estimated to be negligible ( approximately 1.8 nM), consistent with our data analysis using a single species model. ECFP-tubulin has a diffusion constant of 6 microm(2)/s in the living cells. In addition, we demonstrate that analysis of the molecular brightness can provide a new avenue for studying the polymerization state of tubulin. We suggest that the tubulin in the vicinity of the nucleus exists primarily as a heterodimer subunit while those in the area away from the nucleus (d>5 microm) are mostly oligomers. We conclude that ECFP is a useful genetic fluorescent probe for FCS studies of various cellular processes when in fusion to other biomolecules of interest.
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Affiliation(s)
- Zifu Wang
- Beckman Laser Institute, University of California at Irvine, Irvine, California 92612, USA
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Gulot E, Georges P, Brun A, Fontaine-Aupart MP, Bellon-Fontaine MN, Briandet R. Heterogeneity of diffusion inside microbial biofilms determined by fluorescence correlation spectroscopy under two-photon excitation. Photochem Photobiol 2002; 75:570-8. [PMID: 12081317 DOI: 10.1562/0031-8655(2002)075<0570:hodimb>2.0.co;2] [Citation(s) in RCA: 63] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Abstract
Fluorescence correlation spectroscopy (FCS) under two-photon excitation was applied successfully to characterize the penetration and diffusion capabilities of fluorescent probes (latex beads and fluorescein isothiocyanate-dextran) of different size and electrical charge in two models of monomicrobial biofilms with low (Lactococcus lactis biofilm) or high (Stenotrophonas maltophilia biofilm) contents of extracellular polymeric substance (EPS). FCS measurements performed on each biofilm can show deviation from Brownian diffusion, depending on the local structure of the biofilm and the fluorophore size. In this case, we fitted the data to an anomalous diffusion model and determined apparent diffusion coefficients, which can be 50 times smaller than the values in aqueous solutions. This result was interpreted as steric hindrance of the diffusion of the fluorescent particles within the biofilm that can lead to a total inhibition as observed particularly in the mushroom-like structure of the S. maltophilia biofilm. Alternatively, mechanisms for the absence of FCS signal behavior were related to attractive electrostatic interactions between cationic particles and negatively charged bacteria or to specific interactions between dextrans and EPS of the biofilm matrix.
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Affiliation(s)
- E Gulot
- Laboratoire Charles Fabry de I'Institut d'Optique, UMR 8501, Orsay, France
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Lakowicz JR, Gryczynski I, Piszczek G, Murphy CJ. Emission Spectral Properties of Cadmium Sulfide Nanoparticles with Multiphoton Excitation. J Phys Chem B 2002; 106:5365-5370. [PMID: 31903048 PMCID: PMC6941905 DOI: 10.1021/jp0134953] [Citation(s) in RCA: 51] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
We describe the luminescence spectral properties of CdS nanoparticles with multiphoton excitation. Three types of CdS nanoparticles were examined which were a CdS/dendrimer composite which displays high anisotropy, Cd2+-enriched nanoparticles which display two emission maxima, and polyphosphate-stabilized nanoparticles which display long wavelength emission. Illumination with long wavelengths near 700-790 nm resulted in two-photon excitation. Essentially the same emission spectra and intensity decays were observed with one-photon and two-photon excitation. Comparison with fluorescein indicates the NPs display large two-photon cross sections near 100 GM. The CdS/dendrimer and Cd2+-enriched CdS nanoparticles displayed large anisotropy values with two-photon excitation, substantially larger than with one-photon excitation. It appears that semiconductor nanoparticles are comparable to organic fluorophores which display the same spectral properties with one-photon and two-photon excitation.
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Affiliation(s)
- Joseph R Lakowicz
- Department of Biochemistry and Molecular Biology, Center for Fluorescence Spectroscopy, University of Maryland School of Medicine, 725 West Lombard Street, Baltimore, Maryland 21201
| | - Ignacy Gryczynski
- Department of Biochemistry and Molecular Biology, Center for Fluorescence Spectroscopy, University of Maryland School of Medicine, 725 West Lombard Street, Baltimore, Maryland 21201
| | - Gregorz Piszczek
- Department of Biochemistry and Molecular Biology, Center for Fluorescence Spectroscopy, University of Maryland School of Medicine, 725 West Lombard Street, Baltimore, Maryland 21201
| | - Catherine J Murphy
- Department of Chemistry and Biochemistry, University of South Carolina, Columbia, South Carolina 29208
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Steenkeste K, Guiot E, Tfibel F, Pernot P, Mérola F, Georges P, Fontaine-Aupart M. Camptothecins–guanine interactions: mechanism of charge transfer reaction upon photoactivation. Chem Phys 2002. [DOI: 10.1016/s0301-0104(01)00529-8] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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