Evidence map›Paper›PMID 40431763›Full record

ArticleSensors (Basel, Switzerland)2025

RT-4M: Real-Time Mosaicing Manager for Manual Microscopy System.

Nobuhito Mori, Yoshihiro Miyazaki, Tatsuya Oda, Yasuyuki S Kida

Abstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 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
–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

4 authors.

Nobuhito MoriCellular and Molecular Biotechnology Research Institute, National Institute of Advanced Industrial Science and Technology (AIST), Tsukuba 305-8565, Ibaraki, Japan.ORCID 0000-0002-3444-7068
Yoshihiro MiyazakiDepartment of Gastrointestinal and Hepato-Biliary-Pancreatic Surgery, Institute of Medicine, University of Tsukuba, Tsukuba 305-8575, Ibaraki, Japan.ORCID 0000-0002-1851-964X
Tatsuya OdaDepartment of Gastrointestinal and Hepato-Biliary-Pancreatic Surgery, Institute of Medicine, University of Tsukuba, Tsukuba 305-8575, Ibaraki, Japan.
Yasuyuki S KidaCellular and Molecular Biotechnology Research Institute, National Institute of Advanced Industrial Science and Technology (AIST), Tsukuba 305-8565, Ibaraki, Japan.ORCID 0000-0002-9972-293X

Funding

Japan Society for the Promotion of Science JP23K26520
6 · The paper itself

Abstract

The creation of virtual slides, i.e., high-resolution digital images of biological samples, is expensive, and existing manual methods often suffer from stitching errors and additional reimaging costs. To address these issues, we propose a real-time mosaicing manager for manual microscopy (RT-4M) that performs real-time stitching and allows users to preview slides during imaging using existing manual microscopy systems, thereby reducing the need for reimaging. We install it on two different microscopy systems, successfully creating virtual slides of hematoxylin and eosin- and fluorescent-stained tissues obtained from humans and mice. The fluorescent-stained tissues consist of two colors, requiring the manual switching of the filter and an exposure time of 1.6 s per color. Even in the case of the largest dataset in this study (over 900 images), the entire sample is captured without any omissions. Moreover, RT-4M exhibits a processing time of less than one second per registration, indicating that it does not hinder the user's imaging workflow. Additionally, the composition process reduces the misalignment rate by a factor of 20 compared to existing software. We believe that the proposed software will prove useful in the fields of pathology and bio-research, particularly for facilities with relatively limited budgets.

Indexed as

Image Processing, Computer-AssistedMicroscopyAnimalsHumansMiceSoftwaredigital pathologystitchingvirtual slidewhole slide imaging

Identifiers

PMID40431763
PMCPMC12114642

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Registered trials

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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.