Evidence map›Paper›PMID 41566483›Full record

ArticlePlant methods2026

The Tonoplast Topology Index-a new metric for describing vacuole organization.

Helena Kočová, George Alexandru Caldarescu, Radek Bezvoda, Fatima Cvrčková

Abstract read
In one paragraph

Article in Plant methods, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

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Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. The fate and function of theFrontiers in plant science · 2025
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4 · The record

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5 · Who and what money

Authors and funding

4 authors.

Helena Kočová *Faculty of Science, Department of Experimental Plant Biology, Charles University, Viničná 5, CZ 128 43, Prague, Czechia.ORCID http://orcid.org/0009-0000-7404-6368
George Alexandru Caldarescu *Faculty of Science, Department of Experimental Plant Biology, Charles University, Viničná 5, CZ 128 43, Prague, Czechia.ORCID http://orcid.org/0000-0002-2839-5302
Radek BezvodaFaculty of Science, Department of Experimental Plant Biology, Charles University, Viničná 5, CZ 128 43, Prague, Czechia.ORCID http://orcid.org/0000-0002-9540-7422
Fatima CvrčkováFaculty of Science, Department of Experimental Plant Biology, Charles University, Viničná 5, CZ 128 43, Prague, Czechia. fatima.cvrckova@natur.cuni.cz.ORCID http://orcid.org/0000-0002-5560-8473

Funding

Grantová Agentura České Republiky 22-33471SMinisterstvo Školství, Mládeže a Tělovýchovy ERDF OP JAK CZ.02.01.01/00/22_008/0004581
6 · The paper itself

Abstract

backgroundThe plant vacuole arises by orchestrated interplay of membrane trafficking, cytoskeletal rearrangements and a variety of signaling pathways. In the root, the characteristic large central vacuole develops by endomembrane reorganization occurring mainly in the transition zone. The vacuole's bounding membrane-the tonoplast-can be visualized in vivo using fluorescent protein markers, allowing for quantitative analysis of confocal microscopy images. Tonoplast organization can thus serve as a sensitive indicator of changes to any of the processes involved in vacuole biogenesis. The Vacuolar Morphology Index (VMI) is widely accepted as a quantitative measure of vacuole structure. However, this metric has two drawbacks-it only reflects the size of the largest vacuolar compartment (missing therefore possible differences in the organization of smaller compartments), and its determination is labor intensive, limiting its use on large datasets.

resultsWe developed an alternative metric for describing vacuole organization, named the Tonoplast Topology Index (TTI), which overcomes the above-mentioned shortcomings of the VMI. We compared the performance of our protocol with VMI on a simulated dataset and on real data. To validate the methods´ performance, we used it to confirm the previously reported differences in vacuole shape and size between Arabidopsis thaliana roots grown on the surface of an agar medium compared to those embedded inside the agar. Both VMI and TTI could efficiently detect the relatively subtle changes in vacuole organization depending on the position of the root in the agar, and provided correlated results. However, only TTI produced data with close to normal value distribution, simplifying subsequent statistical evaluation.

conclusionsWe present the protocol for TTI determination as a two-stage semi-automated procedure involving microscopic image analysis employing an ImageJ macro and subsequent processing of numeric data in the Jupyter Notebook environment, together with benchmarking image data. Since this implementation is freeware-based, platform-independent and (relatively) user-friendly, we hope it will find its use as a high throughput, added value alternative to the VMI metric.

Indexed as

Arabidopsis thalianaConfocal microscopyImage analysisLive imagingTonoplast

Identifiers

PMID41566483
PMCPMC12821817

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.