ReviewNature biomedical engineering2026
A practical toolbox for modelling fibrosis in vitro.
Review in Nature biomedical engineering, 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
16 authors.
Funding
Abstract
Fibrosis is a widespread disease implicated in millions of deaths worldwide and impacting diverse organs, including the heart, lung, kidney, liver and synovium. Characterized by excessive extracellular matrix deposition, fibrosis leads to tissue scarring and dysfunction, ultimately resulting in organ failure. The development of faithful experimental models of fibrosis is challenged by its complexity, limiting the discovery of effective therapeutics. Human in vitro tissue models are emerging as powerful systems that capture the pathophysiology of fibrosis to uncover disease mechanisms, identify biomarkers and facilitate drug discovery. Here we define the hallmarks of fibrosis across organ systems to establish foundational design criteria necessary for modelling human fibrosis in vitro. We provide an overview of state-of-the-art technologies and recent advancements in tissue fibrosis models pointing towards potential future directions. Finally, we offer a practical toolkit for researchers with diverse expertise to implement these considerations into future tissue models.
Identifiers
42595808What 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.