ReviewFrontiers in cell and developmental biology2026
Advances in organoid imaging and automated morphometric analysis: from optical microscopy to computational approaches.
Review in Frontiers in cell and developmental 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.
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.
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.
Who cites it
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
10 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Researchers worldwide are increasingly interested in methods for reproducing organogenesis by culturing spheroids and organoids. Unlike spheroids, organoids are more closely related to organs in structure and functional activity. Due to the diversity of organoid production protocols and the lack of precise morphological criteria for standardizing these methods, there is a growing need to identify morphological features as significant distinguishing indicators of mature and functionally healthy organoids. Various semi- and automated programs have been developed to address these issues. This review examines programs for the morphometric analysis of spheroids and organoids. Most of these programs utilize images taken with a brightfield microscope and a confocal laser microscope.
Indexed as
Identifiers
What Socratic holds
Registered trials
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.