PanoBrain Home PanoBrain Glossary Whole-Brain Batch Pipeline
End-to-End

Whole-Brain Batch Pipeline

From slides to statistics with no manual steps

Definition
An end-to-end automated workflow that chains slide scanning, atlas registration, nuclear segmentation, marker classification, and per-region quantification across an entire cohort, producing publication-ready data without manual intervention.
Cohort Scale
Hundreds of sections processed automatically
Reproducible
Same pipeline, same parameters, same results

The Complete Pipeline

The PanoBrain + StrataQuest batch pipeline:

  1. Scan — PanoBrain batch-processes all slides automatically
  2. Register — Panolyzer assigns atlas coordinates to each section
  3. Segment — StrataQuest detects all nuclei using deep learning
  4. Classify — marker-positive cells identified per channel
  5. Quantify — per-region measurements extracted for all atlas regions
  6. Export — summary tables ready for statistical analysis

A complete cohort study (20 animals, 10 sections each, 200 total sections) can be processed from slides to data tables with minimal hands-on time.

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