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Life science · Medium

Cell migration from time-lapse microscopy

Turn a structured image experiment into reviewed segmentations, correctly paired migration rates, statistical comparisons, plots, and a reproducible report.

Bright-field inputs at zero, twelve and twenty-four hours
One control replicate across time. White closed contours were drawn by the experimenter and are part of the agent-visible input.
18bright-field images
2control and experimental groups
3 × 3time points × biological replicates
1360 × 1024pixels per image

Experimental structure

Filename semantics encode time point, group, and biological replicate. Every longitudinal calculation must preserve this pairing.

0h-{C,E}{1..3}.jpg

Six baseline images used as the denominator for the corresponding replicate.

12h-{C,E}{1..3}.jpg

Six intermediate images paired to the same group and replicate at baseline.

24h-{C,E}{1..3}.jpg

Six final-time images paired to the same baseline record.

Closed white contour

An experimenter annotation encloses the unmigrated region; contour quality varies and requires inspection.

Required workflow

  1. Segment and inspect

    Detect the enclosed region in every image and visually check atypical contours instead of trusting one brittle parameter set.

  2. Preserve biological pairing

    Match 12 h and 24 h measurements only to the 0 h image with the same group and replicate number.

  3. Compare groups

    Calculate replicate-level migration rates, then report group mean, sample standard deviation, and independent-samples tests separately by time point.

  4. Reconcile outputs

    Ensure the image-level table, statistical table, mean ± SD plots, p-value labels, method description, and conclusions agree.

Artifact contract

analysis.pyresult.csv · 18 rowsmigration_stats.csvmigration_12h.pngmigration_24h.pngmigration_report.md
The source images are de-identified and contain no personal information or unpublished sample identifiers. Derived masks and numerical outcomes are deliberately not published here.