Evidence map›Paper›PMID 41770454›Full record

ArticleHistory and philosophy of the life sciences2026

Towards functional precision medicine? Evidence standards of organoids as patient-specific models.

Sara Green, Henrik Vogt, Maxence Gaillard

Abstract read
In one paragraph

Article in History and philosophy of the life sciences, 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.

Sara GreenSection for History and Philosophy of Science, Department of Science Education, University of Copenhagen, Copenhagen, Denmark. sara.green@ind.ku.dk.ORCID http://orcid.org/0000-0001-7011-7202
Henrik VogtDepartment of Community Medicine and Global Health, Faculty of Medicine, Institute for Health and Society, University of Oslo, Oslo, Norway.ORCID http://orcid.org/0000-0003-2206-0250
Maxence GaillardCentre for Medical Ethics, Institute of Health and Society, University of Oslo, Oslo, Norway.ORCID http://orcid.org/0000-0002-4741-4564

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Evidence-based medicine (EBM), with meta-analysis of randomized clinical trials as its gold standard, has been criticized for failing to represent the individuality and variability of disease. Precision medicine (PM) has been proposed as an alternative to EBM's "averaging approach", leveraging genomic and other biological information at the individual level. However, PM is still an emerging and changing concept. It is unclear what constitutes acceptable evidence, when the number of patients with a specific condition approaches one. Despite large investments, PM´s overall capacity to predict and improve treatment responses remains limited. This raises the question of whether PM has failed, or whether another strategy can improve the situation. Here, we examine the implications of functional precision medicine (FPM), a strategy aiming to bridge the gap between genomic information and phenotypic complexity through functional testing of treatments on patient-derived organoid (PDO), an advanced form of cell culture. We unpack how observed treatment effects in such personalized models are emerging as a means to predict treatment efficacy in individual patients. Drawing on exploratory interviews with scientists at the forefront of clinical implementation, we examine the philosophical implications of FPM in the contexts of cystic fibrosis and cancer. We unpack how the "functional approach" addresses biological complexity by black boxing many mechanistic details and focusing on phenotypic responses in PDOs. Moreover, we show that, to work as personalized models, they paradoxically must be validated by developing the same type of population-based evidence they aim to reduce reliance on.

Indexed as

Evidence-Based MedicineOrganoidsPrecision MedicineCystic FibrosisHumansCancer medicineCystic fibrosisEvidence standardsFunctional precision medicinePatient-derived organoids

Identifiers

PMID41770454
PMCPMC12953487

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.