Evidence map›Paper›PMID 42472481›Full record

ArticleThe Plant journal : for cell and molecular biology2026

Robust quantification of multiplexed fluorescent protein-based biosensors in plant tissues.

Valentina Levak, Anže Županič, Karmen Pogačar, Nastja Marondini, Katja Stare, Tina Arnšek, Katja Fink, Kristina Gruden, Tjaša Lukan

Abstract read
In one paragraph

Article in The Plant journal : for cell and molecular biology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0cells of the map it votes in
0citing papers in PubMed
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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

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

9 authors.

Valentina LevakDepartment of Biotechnology and Systems Biology, National Institute of Biology, Ljubljana, Slovenia.ORCID https://orcid.org/0000-0001-5975-4032
Anže ŽupaničDepartment of Biotechnology and Systems Biology, National Institute of Biology, Ljubljana, Slovenia.ORCID https://orcid.org/0000-0003-3303-9086
Karmen PogačarDepartment of Biotechnology and Systems Biology, National Institute of Biology, Ljubljana, Slovenia.ORCID https://orcid.org/0000-0001-5190-7217
Nastja MarondiniDepartment of Biotechnology and Systems Biology, National Institute of Biology, Ljubljana, Slovenia.
Katja StareDepartment of Biotechnology and Systems Biology, National Institute of Biology, Ljubljana, Slovenia.ORCID https://orcid.org/0000-0002-3999-9400
Tina ArnšekDepartment of Biotechnology and Systems Biology, National Institute of Biology, Ljubljana, Slovenia.
Katja FinkDepartment of Biotechnology and Systems Biology, National Institute of Biology, Ljubljana, Slovenia.ORCID https://orcid.org/0000-0002-3663-7543
Kristina GrudenDepartment of Biotechnology and Systems Biology, National Institute of Biology, Ljubljana, Slovenia.ORCID https://orcid.org/0000-0001-5906-8569
Tjaša LukanDepartment of Biotechnology and Systems Biology, National Institute of Biology, Ljubljana, Slovenia.ORCID https://orcid.org/0000-0002-6235-2816

Funding

The Slovenian Research and Innovation Agency J4-1777The Slovenian Research and Innovation Agency J4-60073The Slovenian Research and Innovation Agency J4-70169The Slovenian Research and Innovation Agency P4-0165The Slovenian Research and Innovation Agency P4-0463
6 · The paper itself

Abstract

Genetically encoded biosensors are one of the essential tools in biological research. They enable visualization of molecules of interest from the subcellular level to entire organism level in vivo and can be used to monitor the presence of small molecules, gene expression, protein activity, and protein degradation. However, multiplexing fluorescent biosensors in plants is notoriously difficult due to signal bleed-through and strong autofluorescence from chlorophyll. In this study, we investigated the potential of multiplexing biosensors based on the selection of reporter fluorescent proteins. We characterized the emission spectra, fluorescence lifetimes, and relative brightness of diverse fluorescent proteins in plant leaves. We show that selected proteins exhibit comparable brightness, supporting their use in co-expression experiments and reliable quantification of individual signals. To separate three overlapping signals, we applied two different linear unmixing approaches and compared them to results obtained without unmixing. We identified the channel separation unmixing approach as the most suitable for biosensors. Additionally, we show how unmixing with the selected approach can be applied to separate autofluorescence and five fluorescent proteins. We further validated this approach in virus-infected cells by following organelle dynamics in vivo. Finally, we demonstrate the feasibility of high-throughput segmentation and quantification with a custom MATLAB workflow for nuclei, chloroplasts, and cytoplasm signal analysis. Overall, our work demonstrates that biosensors can be multiplexed, even when their emission spectra overlap.

Indexed as

Biosensing TechniquesLuminescent ProteinsFluorescenceGreen Fluorescent ProteinsNicotianaPlant LeavesGreen Fluorescent ProteinsLuminescent Proteinsautofluorescencefluorescent protein multiplexingfluorescent proteinsgenetically encoded biosensorslinear unmixingorganelle segmentationpotato transgenicsSolanum tuberosumtechnical advance

Identifiers

PMID42472481
PMCPMC13381040

What OpenQuestion holds

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LicenceCC BY
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None linked

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 OpenQuestion graph.