Evidence map›Paper›PMID 42382522›Full record

ReviewComputational and structural biotechnology journal2026

From Pixels to Patterns: A Multidimensional Framework to Decode Cytoskeletal Organization.

Diogo Fróis Vieira, Joana Figueiredo, João Sanches

Abstract readReview
In one paragraph

Review in Computational and structural biotechnology journal, 2026. 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
–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

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

3 authors.

Diogo Fróis VieiraInstitute for Systems and Robotics (ISR), LARSyS, Instituto Superior Técnico (IST), 1049-001 Lisboa, Portugal.ORCID https://orcid.org/0000-0003-3515-4782
Joana Figueiredoi3S - Instituto de Investigação e Inovação em Saúde, University of Porto, 4200-135 Porto, Portugal.ORCID https://orcid.org/0000-0002-1590-1974
João SanchesInstitute for Systems and Robotics (ISR), LARSyS, Instituto Superior Técnico (IST), 1049-001 Lisboa, Portugal.ORCID https://orcid.org/0000-0001-9089-2740

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The cytoskeleton is a dynamic filamentous network that supports essential cellular processes, from shape maintenance to cell division and migration. Advances in microscopy and computational image analysis now enable visualization and quantification of its organization with increasing precision, either as a whole structure or at an individual filament level. However, existing approaches to describe cytoskeletal architecture remain constrained by network complexity and heterogeneity in imaging and processing methods. In most studies, analysis focuses on a single organizational parameter, providing valuable but limited insights into cytoskeletal behavior and thus lacking an integrated perspective. Herein, we have compiled and analyzed the quantitative metrics reported for cytoskeletal characterization in 2-dimensional microscopy images, and organized them into a structured framework that synthesizes current methodologies. This pipeline addresses 8 complementary aspects, including morphology, orientation, quantity, compactness/density, bundling/thickness, connectivity, complexity, and interaction with cellular organelles, with each aspect representing a distinct dimension of filament structure. By classifying descriptors from diverse studies into a coherent conceptual framework, this review unveils a foundation for systematic and comparable analyses of cytoskeletal organization. Further, it can guide future investigations, supporting a more consistent interpretation of cytoskeletal organization across biological systems and experimental contexts.

Identifiers

PMID42382522
PMCPMC13315331

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

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.