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- 1 Startup Prompt
- 2 Main Dialog
- 2.1 Menu Commands
- 2.2 Main Tab
- 2.3 Options Tab
- 2.4 3D Tab
- 3 Contextual Menu
- 4 Path Manager
- 5 Fill Manager
SNT is initialized by running . All the options in the startup prompt can be set once SNT is opened, but the startup prompt provides the convenience of setting the most important parameters at once. ▶ ▶
- Image/Image File The image to be traced/analyzed (optional). The drop-down menu will list all images currently open in ImageJ. Alternatively, an image path may be specified by clicking Browse and choosing an image file. If no image is chosen, SNT will create an empty display canvas from the computed bounding box of the reconstruction file (if provided).
- Reconstruction file The path of the reconstruction file to be imported (optional). SNT will automatically try to guess if there is a reconstruction file associated with the chosen image by looking at all the reconstruction files (.traces, .(e)swc, or .json) in the image directory, and choosing one that more closely matches the image filename.
- User interface Specifies which views to display for 3D images. The default setting provides the XY, ZY, and XZ views and allows for more accurate node placement but requires more RAM.
- Tracing Channel Specifies the image channel to trace on (this option is ignored with single-channel images).
Lists commands for I/O operations. Most are self-explanatory. Noteworthy:
- Specifies the image to trace on without having to restart SNT. To trace on an image currently open in ImageJ, use From Open Image.... A prompt with the currently open images will appear, allowing selection of one. To browse for an image file, use From File.... You should toggle the validate spatial calibration checkbox to ensure the image to be imported is compatible with the existing one. ▶
- This option assumes you are tracing on the same spatial coordinates of an annotated neuropil, for which compartments have been segmented (labeled) and stored in an ▶ Amira labels file. Once loaded, SNT will report the name of the compartments in the ImageJ status bar when hovering over the image.
- Allows import of neuronal reconstructions from the ▶ ▶ FlyCircuit, MouseLight and NeuroMorpho remote databases.
- Allows export of all traced paths in the ▶ SWC file format, the most common format for representing neuronal reconstructions. Note that you can also export subsets of paths using the Path Manager. Additionally, useful numeric properties of paths can be stored in a CSV file by choosing the CSV Properties... export option.
- Shows a table with summary statistics for all existing paths. To measure only selected paths, use in the Path Manager. ▶
- Shows a help menu which describes how to conduct Sholl Analysis from within SNT on existing paths.
- Conducts Strahler Analysis on existing paths, producing a table of analysis results and a Strahler plot.
- Plots a dynamic 2D projection of all existing paths. A control panel is included which allows adjustment of the spatial orientation of the tracing. If paths are assigned color tags, use from the control panel to render the (static) plot with color-mapped paths, with the final orientation matching that of the dynamic plot. ▶
- Given two input reconstruction files, runs Quick Measurements on both and generates a plot with summary statistics, allowing for quick morphometric comparisons.
Contains commands for organizing tracing views on screen, plus commands for displaying cached data used for auto-tracing.
- Arrange Views Resets the view pane on-screen positions to their default.
- Hide Tracing Canvas Allows toggling of the visibility of the three view panes as well as the Legacy 3D View window.
- Show Cached Filtered Image Displays the cached filtered image in a separate window. Note a filtered image must be loaded in order to use this feature. The process of loading a filtered image is detailed in Generating Filtered Images.
- Show Cached Hessian Tubeness Image Displays the cached Hessian (Tubeness) image in a separate window. Note there are two ways to enable this feature. Either 1) enable Hessian-based analysis then run the Cache All Hessian Computations command from the "Auto-tracing" gear drop-down menu or 2) use the Load Precomputed "Tubeness" Image option in the same gear menu. These features are detailed in the "Auto-tracing" section of the Main Dialog overview guide.
This home tab aggregated widgets for tracing and frequent operations.
Enable Snapping checkbox If active (the default) the cursor snaps to the brightest voxel in its vicinity (Toggling shortcut: S). To accomplish this, SNT takes the cuboid of the specified dimensions (in pixels) centered on the current cursor position and searches quickly for local maxima in that neighborhood, moving the cursor to that position. The Z-plane in which the maximum was found is automatically selected if the "Z" parameter is greater than 0. Noteworthy:
- This feature assumes the signal is brighter than the background as typically found in fluorescent images.
- If multiple maxima exist (e.g., when the signal is saturated), it snaps to their centroid.
- To streamline the computation: XYZ dimensions are constrained to even numbers and limited range.
- Snapping occurs in 2D (i.e., in the active plane) if Z=0.
- The XZ, ZY views are synchronized when 3D snapping is active (i.e., Z>0).
Enable A* search algorithm By default, SNT uses the A* search to automatically trace paths between two manually selected points. To manually place nodes in a path, toggle this feature off. Note that it is also possible to enable other algorithms through the installation of SNT add-ons. See Tubular Geodesics for details.
Hessian-based analysis (Toggling shortcut: H) A quick way to improve the quality and efficiency of the pathfinding is to enable this feature, in which paths are computed after filtering the image for tube-like structures. Upon such filtering, SNT will use a measure of Tubeness at each point of the image to define the best path through it, based on eigenvalues and eigenvectors of the Hessian matrix. The later can be used to infer the likelihood that a point in the image belongs to a tube-like structure. This concept is also known as vesselness or neuriteness.
Hessian options (Specified in the gear drop-down menu) may be chosen Manually (if you already have a quantitative understanding of the image) or Visually (generally more intuitive). Hessian analysis requires two parameters to be specified:
- Sigma Controls the spatial scale of the filter. A lower sigma (σ) will capture small scale structure but is more sensitive to noise. A larger σ will consider larger scale structures but is less sensitive to local shape characteristics. It is generally advised to pick a value which reflects the average radius of the structures to be traced. It corresponds to the standard deviation of the 3D Gaussian kernel used to smooth the image prior to Tubeness filtering
- Maximum The maximum pixel intensity on the Tubeness image beyond which the cost function for A* search is minimized.
If you choose Visually, the dialog will prompt you to click on a representative region of the image which has meaningful structure. Once you click there, a 9-square palette is generated showing increasing values of sigma (from top-left to bottom-right) applied to that region of the image. The palette is an image stack which can be scrolled through with the mouse wheel.
|Choosing sigma and max. parameters visually for hessian analysis from a representative region in the image (orange box). With saturated max, the cost function for A* search is equivalent across the signal. Also, note how lower sigma values cause the axon to be dimmer on the center and brighter on the edges, while higher sigma values eliminate detail from the structure.|
Experiment with different Adjusted max. values to find a setting which captures the structures you are interested in while taking care to avoid over or under-saturation. In the former case, the search might consider pixels outside of the tubular structures, giving a less accurate result. In the latter case, the search might take significantly longer, since each pixel will carry greater cost than is reasonable. It is usually safe to choose a value somewhere near the default. Once you have chosen this value, click on the square in the palette with the sigma that best fits your application (its border will turn green) then press "Apply". The parameters will be transferred to the interface and a Gaussian convolution will be run over the image, which may take some time depending on its size. Once it's done, pathfinding will occur on the Hessian (a.k.a. Tubeness) image.
Other options are also available in the gear drop-down menu:
- Cache All Hessian Computations By default SNT computes the Hessian matrix on a "compute-as-you-go" basis, which saves memory but increases the pathfinding time. If you have enough RAM, you can use this option to compute once the matrix and for the full image and cache the result, which in certain cases, can lead to almost-instantaneous searches. Note that this computation adopts the current values of sigma and max. reported in the widget, so you should adjust those before running this command.
- Flush Cached Data Removes cached data from memory
- Load Precomputed "Tubeness Image" This (advanced) option prompts you to load a file of a Tubeness image generated elsewhere. This is useful if e.g., you want o experiment algorithms from other software packages, or your own. Note that loaded image is assumed to have compatible dimensions with the image currently being traced.
- Show Cached "Tubeness Image" Displays the Tubeness data currently cached. Useful for debugging purposes. Also mirrored in . ▶
Tracing on Filtered Image
This is one of SNT's most advanced features. Hessian-based analysis provides a convenient and easy way to perform auto-tracing on pre-process data in which voxels defining the traced structure are scored by their likelihood of belonging to a tube-like structure. However, it is just one approach for "tubeness" classification. What if your data requires different filtering?, or you want to experiment with other approaches?, or the perfect pre-processing algorithm for your images is not yet available in ImageJ? Tracing on Filtered Image is the answer to these questions: It allows you to feed SNT with pre-processed data on which the A*star search will operate. Here are two specific usages for this option:
- Frangi Vesselness filtering For certain datasets Frangi filtering (Frangi et al. 1998) is more effective than Tubeness at enhancing tube-like structures in the image. However, it is more computation intensive, and thus, less suitable to be adopted by the "compute-as-needed" approach used in Hessian-based analysis. Thus, one can import a pre-computed Frangi-filtered image using this option.
- Hessian-analysis at multiple scales Let's consider a structure formed simultaneously by very thick and very thin processes. To trace it one would need to adjust continuously the sigma parameter while tracing. Instead, to trace structures of variable diameters more effectively, the Hessian image associated with the second sigma could be loaded as Filtered Image.
- Adopting probability maps Pre-classified images (using e.g., machine learning) could also be loaded here.
Importantly, this option can be toggled at will, during tracing. Indeed, one can ping-pong between filtered image and tracing image simply, by pressing I, the shortcut for the Trace on filtered Image checkbox.
Filtered Image options can be specified in the gear drop-down menu, including commands for Loading/displaying the image file and the powerful Generate Filtered Image command:
- Load Specified File Loads the filtered image specified in the File textbox.
- Show Path in File Explorer Opens the directory containing the filtered image specified in the File textbox in the File Explorer GUI.
- Generate Filtered Image Enables processing of the currently open image directly from SNT. Three routines are currently supported: Frangi, Frangi (without Gaussian) and Tubeness. Supports saving and display of the resulting image. Noteworthy: It is assumed that the current sigma value in the Auto-tracing widget reflects the size of structures to be filtered. If that is not the case, the sigma should be adjusted before running this command.
- Show Cached image Displays the currently loaded filtered image in a separate window.
See the Generating Filtered Images walk-through for more details.
Filters for Visibility of Paths
By default, the entire path is projected onto the current Z-slice. This is useful to see how much has been completed and gives a sense of the overall structure of the reconstruction. However, SNT provides 3 additional visibility options for paths:
- Only selected paths (hide deselected) Only show paths that have been manually selected in the Path Manager or with the G key (⇧ Shift+G to select multiple paths).
- Only nodes within X nearby Z-slices Only highlight nodes within X number of Z-slices on either side of the current slice. The projected skeletons of all paths remain visible.
- Only paths from active channel/frame If tracing on a multichannel image or an image with a time axis, only show paths from the active channel or frame.
Any combination of these options may be toggled simultaneously.
Default Path Colors
By default, finished paths are colored by their selection status (only selected paths can be edited, or extended). The default colors are Green (selected paths) and Magenta (deselected). Default colors can be customized by pressing the respective button in the widget and using the CMYK color chooser. For customizing unconfirmed and temporary paths, see the Colors option in the UI Interaction widget.
Enforce default colors (ignore color tags) If active, SNT will force all paths to conform to the default "Selected" and "Deselected" color buttons. Any custom color tags will be ignored until the option is toggled off.
This tab aggregated widgets for advanced settings.
If tracing on a multi-dimensional image (i.e., one with multiple data channels and/or a time axis), a particular channel/frame can be loaded into the views by selecting each and pressing the "Reload" button.
- Overlay MIP(s) at X% opacity Overlays the Maximum Intensity Projection of the image "over" the image canvas at the specified opacity. Overlaid projection is only used as a visualization aid and is ignored by the auto-tracing algorithms. It is rendered using the LUT of the channel currently being traced. To reload the overlay (e.g., in case the image being traced changes during a tracing session) toggle the checkbox twice.
- Draw diameters in XY view Displays the stored diameter (if any) in the XY view for all existing nodes. Each diameter is drawn as a line segment with length = diameter, which is bisected by the orthogonal tangent vector to the path at that node.
- Apply zoom changes to all views If a zoom change is applied to any one of the XY, ZY or XZ views, apply the same change to the two other views if they are open. Since in ImageJ zooming may resize the image window, you can use to reset their positions ▶
- Resize Canvas If using a display canvas to view reconstructions, reset its dimensions to the default. (Currently, this command is only available for display canvases, to resize an image go to IJ's command ▶ ▶
- Display ZY/XZ views If currently using the XY only view, display the ZY and XZ views as well.
- Confirm temporary segments If active, prompts for either confirmation or denial of whether or not to keep an unconfirmed path segment. If inactive, automatically confirms the path segment created on each left-click after starting a path (first click). Applies to both auto-traced and manually traced path segments. The following two settings are only toggle-able when this setting is active.
- Pressing 'Y' twice finishes path Finish a temporary path on two successive Y key presses.
- Pressing 'N' twice cancels path Discard a temporary or unconfirmed path, including the start node, on two successive N key presses.
- Colors Specifies how components should be rendered, including:
- Canvas annotations The label shown on the top-left corner of the views indicating the state of the UI ("Tracing Paused", "Choosing Sigma", etc.)
- Fills The pixels that have been reached by the Fill search
- Unconfirmed and Temporary paths.
- Path nodes rendering scale (default scale is inferred from current zoom level) Adjusts the radius of the circles representing path nodes. A path node is rendered as a circle centered at the XYZ coordinate of the point annotation.
- Activate canvas on mouse hovering If active, moving the mouse cursor over the any of the views automatically brings the view window into focus, allowing it to receive input.
- Skip confirmation dialogs If active, forgoes the Are you sure? prompt preceding major actions. Note that this option does not apply to irreversible actions such as deleting paths.
- Debug mode If active, logs detailed information about actions in the console.
- Preferences... Allows setting other options, namely:
- Whether the position of dialogs should be remembered across restarts
- Whether Gzip compression (lossless) should be used to reduce the storage footprint of ".traces" files.
- "Reset Preferences..." Allows the reset of all options to their defaults. A restart of SNT may be required for changes to take effect.
This tab aggregates widgets related to 3D interaction.
The Reconstruction Viewer is an advanced OpenGL visualization tool. For performance reasons, some Path Manager changes may need to be synchronized manually from RV controls. To open Reconstruction Viewer with the currently loaded tracings, press Open Reconstruction Viewer. For more information, see the Reconstruction Viewer wiki page.
Legacy 3D Viewer
The Legacy 3D Viewer is a functional tracing canvas but it depends on outdated services that are now deprecated. It may not function reliably on recent operating systems. For usage instructions, see Tracing using the Legacy 3D Viewer.
SciView is IJ2's modern replacement for the Legacy 3D Viewer providing 3D visualization and virtual reality capabilities for both images and meshes. It is not yet available in SNT.
Right-clicking on any of the image views will bring up a menu with various editing tools. The corresponding keyboard shortcuts are shown to the right of each option.
- Select Nearest Path G or ⇧ Shift+G Will select the path closest to the mouse cursor.
- Fork at Nearest Node ⇧ Shift+⎇ Alt+Left Click Creates a fork point at the node closest to the mouse cursor. Once a fork point is made, the branch may be extended as described in Step-By-Step Instructions.
- Continue Extending Path Allows continued tracing of previously finished paths. Note only one path may be extended at a time. To extend a path: first select it, choose this option, then place additional nodes as shown in Step-By-Step Instructions.
- Pause SNT Waives all keyboard and mouse inputs to ImageJ, allowing you to interleave image processing routines with tracing operations. Note that if the image contents change while SNT is paused, the image should be reloaded so that SNT is aware of the changes. Tracing views are annotated with the SNT Paused label to indicate this state.
- Pause Tracing Disables tracing functions until this option is deselected. Tracing views are annotated with the Tracing Paused label to indicate this state.
- Sholl Analysis at Nearest Node ⇧ Shift+⎇ Alt+A Runs the Sholl Analysis plugin found in . Note the Center parameter, which sets the center point of the analysis, is left out as this value is given by the selected node. ▶ ▶
Pressing Edit Path with a single path selected will activate Edit Mode, allowing use of the menu options under the Edit Path option. When Edit Mode is active, moving the mouse cursor along the path will activate the nearest node and synchronize the current Z-slice to the location of that node. Note that the ability to create new paths is temporarily disabled when in Edit Mode.
- Reset Active Node Clears the active node from the cursor.
- Delete Active Node D or ⌫ Backspace Permanently removes the active node from the path.
- Insert New Node At Cursor Position I Inserts a new node at the cursor position. The inserted node is placed between the active node and its parent.
- Move Active Node to Cursor Position M Moves the active node to the cursor position.
- Bring Active Node to Current Z-plane B Moves the active node to the active Z-plane. Note that the translation is only done in Z. XY positions are unchanged.
- Connect To (Start Join) Allows two existing paths to be merged or joined.
The Path Manager dialog displays all existing paths in a hierarchical structure (tree), where one path is "primary" (path 0) and all other paths (paths 1...N) are children of the primary path. The dialog also contains several menus with various editing, tagging, refinement/fitting, filling and analysis options. Paths can be searched by name and/or tags in the text filter, with more sophisticated search capabilities in the Advanced Filtering Menu.
- Delete Removes selected path(s) from the Path Manager.
- Rename Renames the selected path.
- Make Primary Makes the selected path the primary path, moving it to the top of the tree. Note that this will alter the reconstruction topology.
- Disconnect Disconnects the selected path from all of its connections (Undoable operation)
- Merge Merges the selected paths (at least two) into one. Note the starting node of path i is merged to the endpoint of path i+1
- Specify Radius Assigns a constant radius to all the nodes of selected path(s). This setting only applies to unfitted paths and overrides any existing values.
- Ramer-Douglas-Peuker Downsampling Given an inputted maximum permitted distance between adjacent nodes, performs Ramer-Douglas-Peucker downsampling on the selected path(s).
Assigns tags to Paths. Tags are organized in the following categories:
- Type Type of neurite compartment (Axon, (Basal) Dendrite, etc.), as used by the SWC format. It is also possible to pair each type with a color tag by enabling the respective option in ▶
These tags are considered to be essential annotations and all paths are assigned the Undefined-type tag when created. For this reason they are not eliminated by the Remove All Tags command.
- Color A preset swatch color, a custom one chosen from the color chooser. Note that is also possible to assign mapping LUTs using the command. ▶
- Image Metadata Information on hyperstack position details (e.g., channel or frame on which a path was traced).
- Morphology Morphometric properties, such as Path length, Path mean radius or branch order.
- Custom Ad-hoc comments.
Note that only SWC-type tags are preserved across restarts when saving traces in the SWC format. All others require data to be saved in SNT's own .Traces format.
SNT can use the fluorescent signal around traced paths to optimize curvatures and estimate the thickness of traced structures to sub-voxel accuracy. The optimization algorithm uses pixel intensities to fit circular cross-sections around each node. Once computed, fitted cross-sections can be used to: 1) Infer the radius of nodes, and/or 2) refine node positioning, by snapping their coordinates to the cross-section centroid. The menu contains three entries: ▶
- Fit Paths/Un-fit paths/Apply Existing Fit This option will change depending on which paths are currently selected. You can use it to 1) Fit selected paths, 2) un-fit paths that have already been fitted, or 3) apply a generated preview of the fit.
- Explore/Preview Fit Carves out a region of the image along and around each path node, generating an animated cross-view "fly-through" with the result of the fitting operation. The generated image is annotated with details of the fit: i) Fitted radius; ii) normalized score quantifying the circularity of a node's cross section, and iii) the angle between a node and its parent.
- Discard Fit Deletes the existing fit(s) for the selected path(s), or all fits if no paths are selected.
Before computing the fit, SNT will prompt you to specify two parameters:
- Type of Refinement: Either 1) Assign radii of fitted cross-sections to nodes, 2) Snap node coordinates to cross-section centroids, or 1) & 2) Assign fitted radii and snap node coordinates
- Max. Radius Defines (in pixels) the largest radius allowed in the fit. It constrains the optimization to minimize fitting artifacts caused by neighboring structures. A good rule of thumb is to use 1.5-2x the largest radius in the traced structure. Default is 40 pixels on each side of the path
Assuming you chose to fit both centroids and radii, a fitted path might look like the rightmost image below. Notice how the nodes follow the center line of the structure more closely, and how each node now has a non-zero radius approximating that of the traced axon.
- Fill Out Begins the filling process for selected paths. For detailed instructions see Filling: Step-By-Step Instructions.
This menu contains several options which provide quick ways to analyze and visualize numerical properties of paths.
- Color Coding Assigns color codes to paths based on the chosen metric.
- Color by Drop-down menu containing the metrics which inform the color mapping.
- LUT Drop-down menu containing the LUTs (Look Up Tables) that define the color palettes. The LUTs are those that come packaged with ImageJ. The selected LUT is displayed in the color bar directly underneath.
- Rec. Viewer Color Map If active, opens an instance of the Reconstruction Viewer with the selected paths color coded with the selected LUT.
- Rec. Plotter Color Map If active, open an instance of the Reconstruction Plotter with the selected paths color coded with the selected LUT.
- Remove Existing Color Coding Removes existing color coding from the selected paths.
|After choosing metric: Branch Order, LUT: Ice, showing the Reconstruction Viewer with the color-mapped OP_1 tracing.|
- Distribution Analysis Plots a histogram of the selected metric.
- Measurement - Drop-down menu with the available metrics.
|Choosing Branch Order for the measurement.|
- Measure Shows a table of summary statistics for selected paths. If measuring multiple tracings, the table can be sorted by column.
- Convert to ROIs Allows conversion of paths to ROIs (Regions of Interest). Creates an instance of the ROI Manager
- Convert Drop-down menu specifying the compartment to convert.
- View Drop-down menu specifying which view to overlay the ROIs.
- Impose SWC colors
- Adopt path diameter as line thickness
- Discard existing ROIs in ROI Manager
|Converting paths to ROIs with the default parameters.|
- Plot Profile Uses the pixel intensity values under point annotations to generate a pixel intensity vs. distance plot for selected paths.
|Intensity profile for Path 0 of OP_1.|
- Skeletonize Outputs a binary image that is a topographic skeleton, ie, it generates an empty (zero-filled) image of the same dimensions of the one being traced, then paints a pixel at each node coordinates following the topographic rules of bitmap skeletons in which fork points, tips and slab voxels are determined by voxel connectivity.
- Roi filtering
- Convert only segments contained by ROI
- Run "Analyze Skeleton" after conversion Runs the AnalyzeSkeleton plugin on the skeletonized output image.
- Roi filtering
|Converting paths to a topographic skeleton with default parameters.|
- Save as SWC Exports selected paths as an SWC file. Note the paths to be exported must include a primary path (i.e., one a the top level in the Path Manager tree).
The filter toolbar allows paths to be searched and filtered quickly using tags (colors, annotations, SWC-type, etc.) or morphometric properties. The text field is used for text-based searches (recent searches can be recovered through its drop-down menu). The and buttons find the next/previous occurrence of the entered phrase (shortcuts: ↑ ↓), while the button highlights all occurrences of the entered phrase. Settings for advance text-based filtering can be accessed through the , including wildcard support, case sensitive matching, and replace-by-pattern. In addition, the Advanced Filtering Menu provides other sophisticated means of filtering paths:
- Color Filters Allows filtering of paths by color tags. Custom colors may be selected by right-clicking an empty swatch, which will bring up the CMYK palette. The chosen color is temporarily saved in that swatch.
- Morphology Filters Allows filtering of paths by selected morphological properties. Note that these filters do not require paths to be labeled using .
- Branch Order Filters for paths of branch order in the inputted range. Example queries: 1-2: selects all primary and secondary branches; max-max: selects all terminal branches.
- Length Filters for paths of length within the inputted range. Example queries: 10-20: selects all paths with lengths between 10 and 20μm; max-max: selects the longest path(s).
- Mean Radius Filters for paths of mean radius within the inputted range.
- No. of Nodes Filters for paths with node count within the inputted range.
- SWC Type Filters for paths with the selected SWC type tags. Note that the paths of interest must have been tagged using the menu. ▶ ▶
Provides controls for all filling operations. It is described in more detail in the Filling: Step-By-Step Instructions.
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