Evidence map›Paper›PMID 42486471›Full record

ArticleImmunoHorizons2026

Non-animal models in undergraduate education: opportunities, applications, and future directions.

Sarah Teakel, Joanne Connolly, Thiru Vanniasinkam, Maurizio Costabile

Abstract read
In one paragraph

Article in ImmunoHorizons, 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

4 authors.

Sarah TeakelSchool of Agricultural, Environmental and Veterinary Sciences, Charles Sturt University, NSW, Australia.ORCID 0000-0002-7322-8677
Joanne ConnollySchool of Agricultural, Environmental and Veterinary Sciences, Charles Sturt University, NSW, Australia.ORCID 0000-0002-8797-1007
Thiru VanniasinkamSchool of Dentistry and Medical Sciences, Charles Sturt University, Sydney, NSW, Australia.ORCID 0000-0001-9318-3982
Maurizio CostabileSchool of Pharmacy and Biomedical Sciences, Adelaide University, Adelaide, South Australia, Adelaide, SA 5001, Australia.ORCID 0000-0002-2162-6497

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The use of animals in education and research has received increased scrutiny due to ethical and pedagogical considerations. Researchers have used non-animal models in immunology, medical, and veterinary disciplines for decades. Conversely, in education, there has been a reduced focus on teaching the theoretical and practical applications of these technologies. This has resulted in a gap between research and practice, limiting student exposure to the potential advantages of these technologies. In the last few decades, as non-animal technologies have become more sophisticated and widely available, the traditional reliance on animal models has slowly declined. With the emergence of new approach methodologies (NAMs), including organoids, organ-on-chip systems, bioprinting, computer simulations and other interactive digital tools, these offer authentic experiences while significantly reducing the need for animal use. Technologies such as organoids and computer simulations are now being increasingly introduced into undergraduate education. This "On The Horizons" narrative examines current non-animal model technologies, their benefits and limitations, and their implications for the evolving landscape of higher education. Importantly, the technologies covered in this paper have the potential to improve the student experience in programs that traditionally require the use of animals.

Indexed as

Allergy and ImmunologyModels, BiologicalAcademiaAnimalsBioprintingComputer SimulationHumansMicrophysiological SystemsModels, AnimalOrganoidsCUREseducationimmunologynon-animal modelssimulation based educationsimulations

Identifiers

PMID42486471
PMCPMC13391161

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.