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Project description
Tracy (Beta)
Note: Tracy is currently in beta — features and workflows may change regularly.
Table of Contents
Installation
Install Tracy with your terminal:
# Create and activate a dedicated environment
conda create -n tracy python=3.10 -y
conda activate tracy
# Install Tracy
pip install tracyspot
Tip: On Windows, you can download Anaconda and use the Anaconda Prompt as your terminal.
Getting Started
1. Launching Tracy
conda activate tracy # if not already active
pip install tracyspot --upgrade # update during beta
tracy & # run in the background
Note: The first launch may take a few seconds.
2. Loading Your Movie
- Click Load Movie (or use Load » Movie).
- Select a single- or multi-channel TIFF movie.
- If necessary, enter pixel size and frame interval when prompted.
- Pan by holding down the middle button (or Ctrl/Cmd) and dragging, zoom with the mouse wheel.
- If available, switch channels by clicking the channel label (shortcut:
1,2, …). - Toggle the maximum projection with the button below the movie (shortcut:
m). - Adjust the contrast using the slider.
3. Browsing Spots
-
Click on the movie to detect a spot at the click location.
- Blue square: search region.
- Magenta circle: fitted spot (radius = 2σ).
-
Hover over the inset to view a 3D fit (scroll to zoom, drag to rotate).
-
Hold
r+ scroll (or use Spot » Search Radius) to adjust the search radius. -
Navigate frames with the slider under the movie.
The spot histogram shows intensities in the search area and highlights values in the spot.
4. Generating Kymographs
- Switch to Line mode (slider under movie or
n). - (Optional) Toggle max‑projection (
m) to guide line placement or load a reference image. - Draw a segmented line by clicking anchors (press
Escto cancel). - Double‑click to finish and generate the kymograph.
- For multi‑channel movies, a kymograph is generated for each channel (toggle with
1,2, …). - Cycle through kymographs with
,(previous) and.(next).
Tip: Apply a LoG filter via Kymograph » Apply LoG filter for clearer tracks (applies to subsequent kymographs).
5. Generating Trajectories
A. From a Kymograph
- On the kymograph, draw a segmented line (blue anchors) to follow the track.
- Double‑click to finish and compute a trajectory using your search radius and tracking mode (see tracking options).
- Click any kymograph or plot point to jump to that spot; use
→/←to step forward and backward. - Press spacebar to animate the trajectory.
- If you want to recalculate the trajectory with new tracking options, press
Enter(or Trajectory » Recalculate). - (Optional) Fill gaps via Kymograph » Connect Spot Gaps.
Trajectories are displayed on kymographs dynamically, so overlapping kymographs may share trajectories.
B. Direct Movie Tracking
- Click an initial spot on the movie.
- Skip a few frames and click the next spot. Repeat until the track is covered.
- End a click sequence with
Enteror cancel withEsc. - Browse/select tracks as above.
- If you want to recalculate the trajectory with new tracking options, press
Enter(or Trajectory » Recalculate).
You can use “video‑game” controls:
w/a/s/dto move the cursor,l/jto change frames,kto select the spot.
Tracking Options
-
Search Radius: adjust with
r+ scroll -
Tracking Mode (
t):- Independent (default): fits each frame independently.
- Tracked: uses previous frame’s spot as center.
- Smooth: independent + post‑filter outliers.
-
Tracking options are set for any subsequent analysis. An existing trajectory can be recalculated using the currently set options by pressing
Enter(or Trajectory » Recalculate). -
If a spot looks wrong, you can invalidate it with
xwhen it's highlighted. -
Avoid using spots in existing tracks via Spot » Avoid previous spots.
Plots
- Intensity Plot: integrated spot intensity at each frame.
- Speed Histogram: frame‑to‑frame speeds with the net speed overlayed (i.e. only considering start and end position).
Browsing Trajectories
- New trajectories append to the Trajectory Table.
- Click trajectories in the table or use the arrow keys (
↑,↓). Right‑click for options (e.g., Go to kymograph). - Delete a trajectory with
Backspace.
Additional Features
Drift Correction
- Identify a stationary reference spot that can be found in most frames.
- Click it and ensure it is found (i.e. a magenta circle appears). It does not matter which frame you choose.
- Use Movie » Correct Drift to track it from start‑to‑end and apply the frame shifts.
- Review and save if satisfactory.
Colocalization
- Determines colocalization if a spot exists within 4 pixels in the other channel.
- Toggle under Spot » Colocalization for multi‑channel movies.
- Existing trajectories prompt analysis
- Results appear as new table columns.
Step Finding
- Calculates steps in the intensity profile.
- Enable Trajectory » Calculate Steps.
- Adjust rolling‑average window and minimum step size.
- Existing trajectories prompt analysis.
- Results appear as steps in the Intensity Plot.
- Detected steps and sizes are saved in Per‑Trajectory sheet; each point’s step ID in Data Points.
Reference Image
- Useful for overlaying filaments or guides during kymograph creation.
- Load via Load » Reference Image
- Toggle with the icon under the movie.
- While toggled, use shift+arrows to move the reference image if necessary
Custom Columns
-
Right‑click any column header or use Trajectories » Add Column.
- Binary: Yes/No flags.
- Value: any numeric/text value.
-
Assign via right‑click on table row or kymograph label.
Color by Value
- If custom column or colocalization data exists, under Trajectories » Color By choose binary, value, or colocalization.
Saving & Loading
Save Trajectories
-
Save » Trajectories exports an Excel workbook with four sheets:
- Data Points: per-frame spot measurements along each trajectory.
- Per‑Trajectory: one-row summary statistics for each trajectory.
- Per‑Kymograph: aggregates grouped by kymograph/ROI (geometry).
- Aggregate analysis: a single-row summary across the whole movie.
Sheet: Data Points
Each row is one frame from one trajectory.
Columns
- Trajectory: trajectory ID.
- Channel: movie channel the trajectory was tracked in.
- Frame: 1-indexed frame number.
- Original Coordinate X / Y: the original (raw) coordinate for that frame.
- Search Center X / Y: the search center used for tracking in that frame.
- Spot Center X / Y: fitted spot center for that frame (blank if fit failed).
- Intensity: integrated spot intensity (blank if invalid/missing).
- Sigma: fitted spot σ (blank if fit failed).
- Peak: fitted peak amplitude (blank if fit failed).
- Background from trajectory:
Yesif a fixed background was used for the trajectory, elseNo. - Background: per-frame background estimate (blank if not computed).
- Speed (px/frame): frame-to-frame speed in pixels.
- Speed (μm/s) / Speed (μm/min): speed converted using pixel size + frame interval (blank if either is missing).
Optional columns: step finding
Only present if step-finding is enabled and steps exist.
- Step Number: step segment index for that frame.
- Step Intensity Value: median intensity for that step segment.
- Step Intensity Value (background-adjusted): step median minus the per-frame background (when available).
Optional columns: colocalization
Only present for multi-channel movies when colocalization is enabled.
- Colocalized w/any channel:
Yes/Noper frame (blank if not evaluated). - Colocalized w/ch1, Colocalized w/ch2, …:
Yes/Noper frame for each channel (the reference channel column is left blank).
Sheet: Per‑Trajectory
Each row is one trajectory.
Columns
- Movie: movie file name.
- Trajectory: trajectory ID.
- Channel: channel the trajectory was tracked in.
- Start Frame / End Frame: 1-indexed start/end frames.
- Anchors: JSON list of anchor points used to define the kymograph track line (frame index + x/y in px; frame index is Tracy’s internal frame index).
- ROI: JSON description of the kymograph ROI geometry.
- Total Points: number of frames in the trajectory.
- Valid Points: number of frames with a valid intensity (>0).
- Percent Valid:
100 * Valid Points / Total Points. - Search Center X Start / Y Start: starting search center coordinate.
- Search Center X End / Y End: ending search center coordinate.
- Distance (μm): straight-line displacement from start→end converted to μm (blank if pixel size missing).
- Time (s): duration from start→end in seconds (blank if frame interval missing).
- Background: fixed trajectory background value (blank if not used).
- Average Intensity: mean intensity over valid points.
- Median Intensity: median intensity over valid points.
- Net Speed (px/frame): straight-line displacement / (end-start frames).
- Net Speed (μm/s) / Net Speed (μm/min): net speed converted using pixel size + frame interval (blank if either is missing).
- Avg. Speed (px/frame): mean of per-frame speeds.
- Avg. Speed (μm/s) / Avg. Speed (μm/min): average speed converted (blank if either is missing).
Optional columns: step finding
Only present if step-finding is enabled and steps exist.
- Number of Steps
- Average Step Size: average absolute difference between consecutive step medians.
- Average Step Size w/Step to Background: as above, but also includes the final step-to-background difference when a fixed background exists.
Optional columns: custom columns
Only present if you added custom columns in the UI.
- Custom columns appear as
<Name> [binary]or<Name> [value]depending on the column type.
Optional columns: colocalization summary columns
Only present for multi-channel movies when colocalization columns exist.
- Ch. 1 co. %, Ch. 2 co. %, …: percent of frames colocalized with each other channel.
- For 2-channel movies, the non-reference channel column is the overall colocalization percent.
- For >2 channels, each non-reference column is computed separately per target channel.
- The reference channel’s own Ch. X co. % cell is left blank.
Sheet: Per‑Kymograph
Each row is one ROI geometry (kymograph).
Columns
- ROI: ROI JSON (same format as in Per‑Trajectory).
- Total distance (μm): total polyline length of the ROI in μm (blank if pixel size missing).
- Total time (s): total movie duration in seconds (blank if frame interval missing).
- Number of trajectories: trajectories whose ROI matches this ROI JSON.
- Events (/min):
Number of trajectories / (Total time in minutes)(blank if frame interval missing). - Events (/μm/min):
Events (/min) / Total distance (μm)(blank if pixel size or frame interval missing). - Average net speed (μm/s): mean Net Speed (μm/s) across trajectories in this ROI.
- Average average speed (μm/s): mean Avg. Speed (μm/s) across trajectories in this ROI.
- Average run length (μm): mean Distance (μm) across trajectories in this ROI.
- Average run time (s): mean Time (s) across trajectories in this ROI.
- Average median intensity: mean Median Intensity across trajectories in this ROI.
- Average average intensity: mean Average Intensity across trajectories in this ROI.
Sheet: Aggregate analysis
A single row summarizing the whole movie.
Columns
- Pixel size (nm/px): pixel size used for unit conversions (blank if unknown).
- Frame time (ms): frame interval used for unit conversions (blank if unknown).
- Total movie frames
- Total time (s): total movie duration (blank if frame time unknown).
- Movie dimensions (px):
width, height. - Movie dimensions (μm):
width, heightconverted using pixel size (blank if unknown). - Total kymographs: number of ROI geometries (see multi-channel caveat below).
- Total kymograph distance (μm): sum of all ROI lengths (includes empty ROIs; blank if pixel size unknown).
- Empty kymographs: ROIs with zero trajectories.
- Number of trajectories
- Number of events (/min): total trajectories per total movie time in minutes (blank if frame time unknown).
- Number of events (/μm/min): events per minute divided by total kymograph distance (blank if pixel size or frame time unknown).
- Average net speed (μm/s), Average average speed (μm/s), Average run length (μm), Average run time (s), Average median intensity, Average average intensity: means across all trajectories, regardless of ROI.
Caveats (especially important for multi-channel movies)
- Per‑Kymograph and Aggregate “kymograph” counts are ROI-based, not per-channel. In multi-channel movies, Tracy draws a kymograph for each channel from the same ROI geometry, but the export currently groups by ROI geometry only. That means:
- Total kymographs counts ROI geometries (not
ROI × channels). - Per‑Kymograph rows are ROI geometries (not separate rows per channel).
- Total kymographs counts ROI geometries (not
- Overlapping ROIs / shared trajectories: if the same trajectory is associated with multiple ROIs/kymographs, the Per‑Kymograph sheet can double-count trajectories and bias the averages.
Load Trajectories
- Load
.xlsxfiles with the above sheets or similar formats (requires columns: Trajectory, Channel, Frame, Search Center X, Search Center Y). - Use Kymograph » Draw from Trajectories to redraw embedded lines.
Import TrackMate Data
- Load
.csvfrom TrackMate (spot file) via Load Trajectories; usesTRACK_ID,FRAME,POSITION_X,POSITION_Yto perform a search.
License
This project is released under the MIT License — see LICENSE.txt.
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