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Publication: mAbs

Abstract

IL-12 is a potent immune-activating cytokine whose clinical use in solid tumors has been limited by severe systemic toxicity. The authors engineered a novel, reversible antibody format that conditionally activates IL-12 only where the tumor matrix antigen Fibronectin-EDB (FN-EDB) is present. The design pairs a dual-specificity “switch arm” (which competitively binds either tethered IL-12 or FN-EDB, keeping IL-12 masked in circulation) with an FN-EDB “targeting arm” that drives avidity-based binding in the tumor to unveil IL-12. A quantitative systems pharmacology (QSP) model was used to define the binding parameters needed for tumor-selective activity and to project an improved therapeutic window versus clinically tested IL-12 molecules. Phage display and rational, machine-learning-guided library design generated switch binders (Switch1 and Switch2) with the target profiles, and in vitro ELISA and IFN-gamma release assays confirmed FN-EDB-dependent IL-12 unmasking. These functional data were fed back into the QSP model to further refine and expand the predicted therapeutic index. This is described as the first demonstration of a reversible trans-activation logic gate for tumor-conditional cytokine delivery.

Authors: Josephine D. Kahn, Kothai Parthiban, Peter Slavny, Aaron Arvey, Marc Presler, Jamie Nosbisch, Adrienne Rothschilds, Allan Capili, Teresa Barata, Joana Martins, Jiang Zhu, Robert Kamen, Robert Tepper, Ton N. Schumacher, Lioudmila Tchistiakova, and Divya Mathur

Published: 2026 年 7 月 23 日

Model First. Build Smarter.

Before a molecule exists, QSP modeling can define what it needs to be. In this program, Certara’s team used mechanistic simulation to set the switch molecule’s design targets and predict its therapeutic window — de-risking a masked, conditionally active biologic where no animal model could. It’s exactly the kind of question Certara’s Early Feasibility Assessment is built to answer.

Early Feasibility Assessment with QSP Modeling

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