Four techniques for analyzing single molecule tracking data--confinement level analysis, time series analysis and statistical analysis of lateral diffusion, multistate kinetics, and a newly developed method, radius of gyration evolution analysis--are compared using a set of sample fluorophore trajectories obtained from the lipophilic carbocyanine dye 1,1'-dioctadecyl-3,3,3'3'-tetramethylindocarbocyanine, DiIC(18), partitioned into surface tethered poly(n-isopropylacrylamide). The purpose here is two-fold: first to test that these techniques can be applied to single molecules trajectories, which typically contain a smaller total number of frames than those obtained from other particles, e.g. quantum dots or gold nanoparticles; and second to critically compare the information obtained from each method against the others. A set of five SMT trajectories, ranging in length from 41 to 273 steps with a 30 ms frame transfer exposure, were all successfully analyzed by all four techniques, provided two important criteria were met: enough steps to define the motion were acquired in the trajectory, generally on the order of 50 steps, and the fast and slow diffusion coefficients differ by at least a factor of 5. Beyond that the four trajectory analysis methods studied provide partially confirmatory and partially complementary information. SMT data resulting from more complex physical behavior may well benefit from using these techniques in succession to identify and sort populations.
In this thesis project, single molecule tracking, SMT, experiments in poly(nisopropylacrylamide, pNIPAAm, were carried out using probe fluorophores that had partitioned into the polymer. When the pNIPAAm switches from expanded to collapsed at elevated temperatures, the free volume accessible to the diffusing molecules decreases and trajectories become more confined.The work presented here can be best understood when organized into two categories-SMT trajectory analysis techniques and SMT results in pNIPAAm. In the first category, four techniques for analyzing SMT data -confinement level analysis, time series analysis and statistical analysis of lateral diffusion, multistate kinetics, and a newly developed, radius of gyration evolution analysis -were compared using a set of sample fluorophore trajectories obtained from diffuse probe in surface-tethered pNIPAAm. The five SMT trajectories, ranging in length from 41 to 273 steps, were all successfully analyzed by all four techniques, provided two important criteria were met: enough steps to define the motion were acquired in the trajectory, generally on the order of 50 steps, and the fast and slow diffusion coefficients differed by at least a factor of 5. Beyond that, the four trajectory analysis methods studied provide partially confirmatory and partially complementary information. SMT data resulting from more complex physical behavior may well benefit from using these techniques in succession to identify and sort populations.In the second category of research, spatial and temporal heterogeneities in expanded and collapsed surface bound pNIPAAm films were studied by SMT experiments. Tracking data were analyzed using two methods involving radius of gyration (R g ) evolution and confinement iii level calculations. These two analysis techniques were used to elucidate the range of behaviors displayed by hundreds of single molecules, which exhibited complex diffusion. The main conclusions that were drawn from this work were: 1) small molecule probe behavior in pNIPAAm is dictated by the free volume within surface tethered chains, and the distribution of probe behavior can be used to gain nanometer-scale information about the state of the polymer brush at high and low temperatures, 2) confinement level calculations and radius of gyration evolution results show a larger degree of confinement at higher temperatures, measureable in higher percentage of confined steps in a trajectory, longer periods of confined events, and smaller area of confined zones.
Extrusion of hydrated lipid suspensions is frequently employed to produce vesicles of uniform size, and the resulting vesicles are often reported to be unilamellar. We describe a method for the quantitative fluorescence image analysis of individual vesicles to obtain information on the size, lamellarity, and structure of vesicles produced by extrusion. In contrast to methods for bulk analysis, fluorescence microscopy provides information about individual vesicles, rather than averaged results, and heterogeneities in vesicle populations can be characterized. Phosphatidylcholine vesicles containing small fractions of biotin-modified phospholipid and fluorescently labeled 7-nitro-2,1,3-benzoxadiazol-4-yl (NBD) phospholipid were immobilized through biotin-avidin-biotin binding to the surface of a biotin-modified glass coverslip. Biotin was attached to the surface in a mixed cyano-terminated silane monolayer. Initial fluorescence intensities for each immobilized vesicle were recorded, and a solution of membrane impermeable quencher was passed through the flow cell to quench the fluorescence of the outer layer. Fluorescence from individual vesicles was measured by fitting the spots to 2-dimensional Gaussian functions. The integrated signals under the peaks yielded a pre- and postquench intensity. From the fractional loss of intensity, the number and structure of the bilayers in individual vesicles could be quantified; the results showed that extruded vesicles exhibit a distribution of size, lamellarity, and structure.
A versatile and rapid sol−gel technique for the fabrication of high quality one-dimensional photonic bandgap materials was developed. Silica/titania multilayer materials are fabricated by a sol−gel chemistry route combined with dip-coating onto planar or curved substrates. A shock-cooling step immediately following the thin-film heat-treatment process is introduced. This step was found crucial in the prevention of film crack formation especially in silica/titania alternating stack materials with a high number of layers. The versatility of this sol−gel method is demonstrated by the fabrication of various Bragg stack-type materials with fine-tuned optical properties by tailoring the number and sequence of alternating layers, the film thickness and the effective refractive index of the deposited thin films. Measured optical properties show good agreement with theoretical simulations, confirming the high quality of these sol−gel fabricated optical materials.
Encapsulation of molecules in phospholipid vesicles provides unique opportunities to study chemical reactions in small volumes as well as the behavior of individual proteins, enzymes, and ribozymes in a confined region without requiring a tether to immobilize the molecule to a surface. These experiments generally depend on generating a predictable loading of vesicles with small numbers of target molecules and thus raise a significant measurement challenge, namely, to quantify molecular occupancy of vesicles at the single-molecule level. In this work, we describe an imaging experiment to measure the time-dependent fluorescence from individual dye molecules encapsulated in ~130 nm vesicles that are adhered to a glass surface. For determining a fit of the molecular occupancy data to a Poisson model, it is critical to count empty vesicles in the population since these dominate the sample when the mean occupancy is small, λ ≤ ~1. Counting empty vesicles was accomplished by subsequently labeling all the vesicles with a lipophilic dye and reimaging the sample. By counting both the empty vesicles and those containing fluors, and quantifying the number of fluors present, we demonstrate a self-consistent Poisson distribution of molecular occupancy for well-solvated molecules, as well as anomalies due to aggregation of dye, which can arise even at very low solution concentrations. By observation of many vesicles in parallel in an image, this approach provides quantitative information about the distribution of molecular occupancy in a population of vesicles.
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