SACHET: seeded contour tracking measures Rab conversion kinetics on individual endosomes in live cells

Membrane-labeled endosomes appear as hollow rings in a projection; they move, deform and exchange their coat, which population trackers (tools that detect every object of one kind and link the detections across frames) are not designed to follow. Here we introduce SACHET (Seeded Adaptive Contour & Hollow Endosome Tracking), a human-supervised Fiji tool that tracks one endosome at a time. On simulated ground truth it localizes the center to 10 nm, recovers transition time constants and lags without bias and holds the target among touching neighbors; comparisons with tuned TrackMate and Cellpose delineate where each is superior. In crowded spinning-disk projections, TrackMate followed one of seven marked Rab5-to-Rab7 conversions; supervised SACHET followed all 37. SACHET thus provides a stable per-endosome frame in which membrane morphology and protein exchange can be quantified: in five cell lines the conversion toggles like a digital switch within seconds to minutes, differing between lines.

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Publication Details

Journal
bioRxiv (Cold Spring Harbor Laboratory)
Published
2026-11-02
DOI
https://doi.org/10.64898/2026.10.30.763220
Primary Topic
Cell Image Analysis Techniques
Type
preprint
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preprint

SACHET: seeded contour tracking measures Rab conversion kinetics on individual endosomes in live cells

Oddmund Bakke, Michael P. Sheetz, Xian Hu, Anna Vik Rødseth et al.
bioRxiv (Cold Spring Harbor Laboratory)
Cell Image Analysis Techniques
preprint

SACHET: seeded contour tracking measures Rab conversion kinetics on individual endosomes in live cells

Oddmund Bakke, Michael P. Sheetz, Xian Hu, Anna Vik Rødseth, Duarte Mateus, Felix Margadant, Ann-Christin Borchers, Vinodha Manovaseegaran, Xiaochun Xu
preprint en

Abstract

Membrane-labeled endosomes appear as hollow rings in a projection; they move, deform and exchange their coat, which population trackers (tools that detect every object of one kind and link the detections across frames) are not designed to follow. Here we introduce SACHET (Seeded Adaptive Contour & Hollow Endosome Tracking), a human-supervised Fiji tool that tracks one endosome at a time. On simulated ground truth it localizes the center to 10 nm, recovers transition time constants and lags without bias and holds the target among touching neighbors; comparisons with tuned TrackMate and Cellpose delineate where each is superior. In crowded spinning-disk projections, TrackMate followed one of seven marked Rab5-to-Rab7 conversions; supervised SACHET followed all 37. SACHET thus provides a stable per-endosome frame in which membrane morphology and protein exchange can be quantified: in five cell lines the conversion toggles like a digital switch within seconds to minutes, differing between lines.

bioRxiv (Cold Spring Harbor Laboratory)
Oslo University Hospital (NO), National University of Singapore (SG), University of Oslo (NO), Mechanobiology Institute (SG)
Cell Image Analysis Techniques
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SACHET: seeded contour tracking measures Rab conversion kinetics on individual endosomes in live cells — Oddmund Bakke, Michael P. Sheetz, et al. · bioRxiv (Cold Spring Harbor Laboratory) (2026) | TGRS Research Map | TGRS