In-vitro to in-vivo acetaminophen hepatotoxicity extrapolation using classical schemes, pharmaco-dynamic models and a multiscale spatial-temporal liver twin
Jules Dichamp, Geraldine Celli\`ere, Ahmed Ghallab, Reham Hassan,, Noemie Boissier, Ute Hofmann, Joerg Reinders, Selahaddin Sezgin, Sebastian, Z\"uhlke, Jan Hengstler, Dirk Drasdo

TL;DR
This paper compares classical and multiscale liver models to improve in-vitro to in-vivo extrapolation of acetaminophen toxicity, highlighting the advantages of detailed spatial-temporal modeling over traditional methods.
Contribution
It introduces a multiscale digital twin model for liver toxicity prediction, providing a novel approach to improve extrapolation accuracy over classical models.
Findings
Multiscale liver model outperforms classical models in certain extrapolation scenarios.
Mechanistic models incorporating liver microarchitecture improve toxicity predictions.
Comparison shows when detailed models are advantageous over Cmax or AUC based strategies.
Abstract
In vitro to in vivo extrapolation represents a critical challenge in toxicology. In this paper we explore extrapolation strategies for acetaminophen (APAP) based on mechanistic models, comparing classical homogeneous compartment pharmaco-dynamic (PD) models and a multiscale digital twin model resolving liver microarchitecture at cellular resolution. The models integrate consensus detoxification reactions in each individual hepatocyte. We study the consequences of the two model types on the extrapolation and show in which cases these models perform better than the classical extrapolation strategy that is based either on the maximal drug concentration (Cmax) or the area under the pharmaco-kinetic curve (AUC) of the drug blood concentration.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsMathematical Biology Tumor Growth · Liver physiology and pathology · Microtubule and mitosis dynamics
