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3D single-molecule localization microscopy is utilized to probe the spatial positions and motion trajectories of fluorescently labeled proteins in living bacterial cells. The experimental and data analysis protocol described herein determines the prevalent diffusive behaviors of cytosolic proteins based on pooled single-molecule trajectories.
Single-molecule localization microscopy probes the position and motions of individual molecules in living cells with tens of nanometer spatial and millisecond temporal resolution. These capabilities make single-molecule localization microscopy ideally suited to study molecular level biological functions in physiologically relevant environments. Here, we demonstrate an integrated protocol for both acquisition and processing/analysis of single-molecule tracking data to extract the different diffusive states a protein of interest may exhibit. This information can be used to quantify molecular complex formation in living cells. We provide a detailed description of a camera-based 3D single-molecule localization experiment, as well as the subsequent data processing steps that yield the trajectories of individual molecules. These trajectories are then analyzed using a numerical analysis framework to extract the prevalent diffusive states of the fluorescently labeled molecules and the relative abundance of these states. The analysis framework is based on stochastic simulations of intracellular Brownian diffusion trajectories that are spatially confined by an arbitrary cell geometry. Based on the simulated trajectories, raw single-molecule images are generated and analyzed in the same way as experimental images. In this way, experimental precision and accuracy limitations, which are difficult to calibrate experimentally, are explicitly incorporated into the analysis workflow. The diffusion coefficient and relative population fractions of the prevalent diffusive states are determined by fitting the distributions of experimental values using linear combinations of simulated distributions. We demonstrate the utility of our protocol by resolving the diffusive states of a protein that exhibits different diffusive states upon forming homo- and hetero-oligomeric complexes in the cytosol of a bacterial pathogen.
Examining the diffusive behavior of biomolecules provides insight into their biological functions. Fluorescence microscopy-based techniques have become valuable tools for observing biomolecules in their native cell environment. Fluorescence recovery after photobleaching (FRAP) and fluorescence correlation spectroscopy (FCS)1 provide ensemble-averaged diffusive behaviors. Conversely, single-molecule localization microscopy enables observation of individual fluorescently tagged molecules with high spatial and temporal resolution2,3,4. Observing individua....
1. Double-helix point-spread-function calibration
NOTE: Images described in this and the following sections are acquired using a custom built inverted fluorescence microscope, as described in Rocha et al.23. The same procedure is applicable to different microscope implementations designed for single-molecule localization and tracking microscopy2,3,4. All software for image acquis.......
Under the experimental conditions described here (20,000 frames, trajectory length minimum of 4 localizations) and depending on the expression levels of the fluorescently labeled fusion proteins, approximately 200-3,000 localizations yielding 10-150 trajectories can be generated per cell (Figure 2a,b). A large number of trajectories is necessary to produce a well-sampled distribution of apparent diffusion coefficients. The size of FOV collect.......
A critical factor for the successful application of the presented protocol is to ensure that single-molecule signals are well-separated from each other (i.e., they need to be sparse in space and in time (Supplementary Mov. 1)). If there is more than one fluorescing molecule in a cell at the same time, then localization could be incorrectly assigned to another molecules’ trajectory. This is referred to as the linking problem30. Experimental conditions, such as protein express.......
We thank Alecia Achimovich and Ting Yan for critical reading of the manuscript. We thank Ed Hall, senior staff scientist in the Advanced Research Computing Services group at the University of Virginia, for help with setting up the optimization routines used in this work. Funding for this work was provided by the University of Virginia.
....Name | Company | Catalog Number | Comments |
2,6-diaminopimelic acid | Chem Impex International | 5411 | Necessary for growth of Y. enterocolitica cells used. |
4f lenses | Thorlabs | AC508-080-A | f = 80mm, 2" |
514 nm laser | Coherent | Genesis MX514 MTM | Use for fluorescence excitation |
agarose | Inivtrogen | 16520100 | Used to make gel pads to mount liquid bacterial sample on microscope. |
ammonium chloride | Sigma Aldrich | A9434 | M2G ingredient. |
bandpass filter | Chroma | ET510/bp | Excitation pathway. |
Brain Heart Infusion | Sigma Aldrich | 53286 | Growth media for Y. enterocolitica. |
calcium chloride | Sigma Aldrich | 223506 | M2G ingredient. |
camera | Imaging Source | DMK 23UP031 | Camera for phase contrast imaging. |
dielectric phase mask | Double Helix, LLC | N/A | Produces DHPSF signal. |
disodium phosphate | Sigma Aldrich | 795410 | M2G ingredient. |
ethylenediaminetetraacetic acid | Fisher Scientific | S311-100 | Chelates Ca2+. Induces secretion in the T3SS. |
flip mirror | Newport | 8892-K | Allows for switching between fluorescence and phase contrast pathways. |
fluospheres | Invitrogen | F8792 | Fluorescent beads. 540/560 exication and emission wavelengths. 40 nm diameter. |
glass cover slip | VWR | 16004-302 | #1.5, 22mmx22mm |
glucose | Chem Impex International | 811 | M2G ingredient. |
immersion oil | Olympus | Z-81025 | Placed on objective lens. |
iron(II) sulfate | Sigma Aldrich | F0518 | M2G ingredient. |
long pass filter | Semrock | LP02-514RU-25 | Emission pathway. |
magnesium sulfate | Fisher Scientific | S25414A | M2G ingredient. |
microscope platform | Mad City Labs | custom | Platform for inverted microscope. |
nalidixic acid | Sigma Aldrich | N4382 | Y. enterocolitica cells used are resistant to nalidixic acid. |
objective lens | Olympus | 1-U2B991 | 60X, 1.4 NA |
Ozone cleaner | Novascan | PSD-UV4 | Used to eliminate background fluorescence on glass cover slips. |
potassium phosphate | Sigma Aldrich | 795488 | M2G ingredient. |
Red LED | Thorlabs | M625L3 | Illuminates sample for phase contrast imaging. 625nm. |
sCMOS camera | Hamamatsu | ORCA-Flash 4.0 V2 | Camera for fluorescence imaging. |
short pass filter | Chroma | ET700SP-2P8 | Emission pathway. |
Tube lens | Thorlabs | AC508-180-A | f=180 mm, 2" |
Yersinia enterocolitica dHOPEMTasd | N/A | N/A | Strain AD4442, eYFP-YscQ |
zero-order quarter-wave plate | Thorlabs | WPQ05M-514 | Excitation pathway. |
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