ReviewTheranostics2023
Organ-on-a-chip meets artificial intelligence in drug evaluation.
Review in Theranostics, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 100 papers, 3 of them syntheses that pooled 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.
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
100 citing papers in PubMed, 3 syntheses or guidelines pooled it.
- Recent Developments and Applicability of In Vitro Gut Microbiota Models in Biomedical Research and Digestive Diseases-A Systematic Review.Medicina (Kaunas, Lithuania) · 2026Pooled it
- Integration of microphysiological systems with computational and digital twin modeling for pharmaceutical development: a systematic review.Journal of pharmacy & pharmaceutical sciences : a publication of the Canadian Society for Pharmaceutical Sciences, Societe canadienne des sciences pharmaceutiques · 2026Pooled it
- Pooled it
- hiPSC-derived Organoids and Organ-on-chip Systems: New Frontiers in Neural Tube Defect Research.Stem cell reviews and reports · 2026Review
- PK-Informed Microphysiological Systems: From Dynamic Dosing to Quantitative In Vitro-In Vivo Translation.Pharmaceutics · 2026Review
- Multi-omics technologies: Novel tools and methods for assessing nerve injury and regeneration.Neural regeneration research · 2026Article
- Organoid intelligence: a promising paradigm for autism spectrum disorder research.Molecular psychiatry · 2026Review
- Artificial Intelligence-Driven Reproductive Bioengineering: Integrating Fertility Diagnostics, Organ-on-Chip Systems, Cryobiology and Epigenetic Safety for Precision Reproductive Medicine.Bioengineering (Basel, Switzerland) · 2026Review
- Biomedical Materials and Fabrication Methods for Construction of In Vitro Neurovascular Unit Models.Materials (Basel, Switzerland) · 2026Review
- Review
- Ethical Challenges and Governance Strategies for Microphysiological Systems Technology.Biology · 2026Review
- From monolayer to organoids and multi-organ microphysiological systems: advancing regenerative medicine and precision therapies.Stem cell research & therapy · 2026Review
- Sensing, Imaging, and Computation as One: Rethinking Microfluidic Platform Design.Micromachines · 2026Article
- Microfluidic Platforms for Modeling Cancer-Associated Thrombosis: Current Status and Future Directions.Research and practice in thrombosis and haemostasis · 2026Review
- Organoid technology in cancer research.Molecular biomedicine · 2026Review
- Systemic Effects of Repeated Intraperitoneal Application of Graphene Oxide and Polyethylene Glycol-Functionalized Graphene Oxide Nanoparticles in Long Evans Male Rats.International journal of molecular sciences · 2026Article
- Tumor organoids as a revolutionary platform for advancing cancer nanomedicine.Molecular cancer · 2026Review
- Organ-on-a-chip toxicology.Innovation (Cambridge (Mass.)) · 2026Review
- Engineering skin microphysiological systems for transdermal drug screening based on strategic model selection and quantitative prediction roadmaps.Materials today. Bio · 2026Review
- Recent Advances in Exosome-Based Therapeutic Strategies for Acute Lung Injury: Mechanisms and Translational Advances.Antioxidants (Basel, Switzerland) · 2026Review
40 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
8 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Drug evaluation has always been an important area of research in the pharmaceutical industry. However, animal welfare protection and other shortcomings of traditional drug development models pose obstacles and challenges to drug evaluation. Organ-on-a-chip (OoC) technology, which simulates human organs on a chip of the physiological environment and functionality, and with high fidelity reproduction organ-level of physiology or pathophysiology, exhibits great promise for innovating the drug development pipeline. Meanwhile, the advancement in artificial intelligence (AI) provides more improvements for the design and data processing of OoCs. Here, we review the current progress that has been made to generate OoC platforms, and how human single and multi-OoCs have been used in applications, including drug testing, disease modeling, and personalized medicine. Moreover, we discuss issues facing the field, such as large data processing and reproducibility, and point to the integration of OoCs and AI in data analysis and automation, which is of great benefit in future drug evaluation. Finally, we look forward to the opportunities and challenges faced by the coupling of OoCs and AI. In summary, advancements in OoCs development, and future combinations with AI, will eventually break the current state of drug evaluation.
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What OpenQuestion 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 OpenQuestion graph.