Evidence map›Paper›PMID 41063458›Full record

ArticleBiophysical journal2025

Mapping intracellular dynamics across the whole cell with spatial statistics.

Yohei Okabe, Takumi Saito, Outa Nakashima, Daiki Matsunaga, Shinji Deguchi

Abstract read
In one paragraph

Article in Biophysical journal, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
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

5 authors.

Yohei OkabeGraduate School of Engineering Science, The University of Osaka, Toyonaka, Osaka, Japan.
Takumi SaitoGraduate School of Engineering Science, The University of Osaka, Toyonaka, Osaka, Japan. Electronic address: saito.takumi.es@osaka-u.ac.jp.
Outa NakashimaGraduate School of Engineering Science, The University of Osaka, Toyonaka, Osaka, Japan.
Daiki MatsunagaGraduate School of Engineering Science, The University of Osaka, Toyonaka, Osaka, Japan.
Shinji DeguchiGraduate School of Engineering Science, The University of Osaka, Toyonaka, Osaka, Japan; R(3) Institute for Newly-Emerging Science Design, The University of Osaka, Toyonaka, Osaka, Japan; Global Center for Medical Engineering and Informatics, The University of Osaka, Toyonaka, Osaka, Japan. Electronic address: deguchi.shinji.es@osaka-u.ac.jp.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Understanding molecular diffusion within cells is crucial for gaining insights into cellular biophysical mechanisms. Despite its importance, achieving versatile mapping of such diffusion across whole cells remains challenging, as many live-cell measurement techniques including fluorescence recovery after photobleaching (FRAP) provide data only at discrete spatial locations due to experimental constraints. To overcome this limitation, we developed probabilistic FRAP (Pro-FRAP), a novel approach that integrates FRAP with sequential Gaussian simulation (SGS), an advanced spatial statistical method incorporating probabilistic modeling to estimate diffusion in unmeasured regions. Pro-FRAP applies SGS to standardize measured FRAP data, perform conditional simulations based on spatial correlations, and generate statistically robust estimates. In separate analyses, numerical simulations were conducted to optimize the spatial arrangement of measurement points, enhancing data accuracy and coverage. Unlike deterministic interpolation methods, Pro-FRAP captures spatial variability and quantifies uncertainty in intracellular diffusion, providing a more detailed representation of molecular transport. While this study focuses on molecular diffusion, the proposed approach is applicable to other intracellular dynamics measurable at limited spatial points such as molecular turnover, thus offering a generalizable tool for whole-cell biophysical analysis under sparse sampling conditions.

Indexed as

Fluorescence Recovery After PhotobleachingIntracellular SpaceDiffusionHumansNormal Distribution

Identifiers

PMID41063458
PMCPMC12709384

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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 OpenQuestion graph.