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26 July 2026

Multimodal cheminformatic and network biology analysis enables deeper mechanistic understanding of PFAS-induced hepatotoxicity

PFAS (per- and polyfluoroalkyl substances) are widespread environmental contaminants linked to a range of health concerns. While previous research has shown that PFAS can affect the liver, understanding exactly how different compounds cause harm has remained difficult.

Through the Sanofi iDEA-TECH Awards, a group of researchers used Ignota Labs' SAFEPATH to combine multiple sources of biological and chemical data to better understand how different PFAS compounds cause toxicity.

SAFEPATH discovered novel compound-specific regulatory patterns that will help create testable hypotheses for experimental validation and a blueprint for safer drug development.

The findings in this collaborative paper highlight how integrating multiple data sources can reveal insights that traditional research methods may overlook.

Read more:
Multimodal cheminformatic and network biology analysis enables deeper mechanistic understanding of PFAS-induced hepatotoxicity’ can be read in full in BMC Bioinformatics.

Authors: Matthew Mason, Sara Masarone, Thomas Clelford, Ella Atlas, Matthew J. Meier, Andrea Rowan-Carroll, Lavinia-Lorena Pruteanu, Panuwat Trairatphisan, Friedemann Schmidt, Jordan Lane & Layla Hosseini-Gerami

Published: 26 July 2026