bioRxivPharmacology & ToxicologyPreprint
Phenotypic Screening Coupled with AI-Driven Target Deconvolution Identifies α-Terthienyl as a Dual DPP-IV/HSD17β13 Modulator with Efficacy in a Mouse Model of MASLD
Kathryn M. HoegemaniD, Jesse W. WotringiD, Reid M. FursmidtiD, Jedidiah GaetziD, Ehab M. KhaliliD, Douglas W. SelingeriD, Ilya KovalenkoiD, Tracey L. SchultziD, Sean M. McCartyiD, Matthew J. O’MearaiD, Martin C. ClasbyiD, Jonathan Z. SextoniD
Abstract
BackgroundMetabolic dysfunction-associated steatotic liver disease (MASLD) is a highly prevalent condition characterized by fat build-up in the liver and ranges from benign steatosis to progression to metabolic dysfunction-associated steatohepatitis (MASH), fibrosis, cirrhosis and end-stage liver disease including hepatocellular carcinoma, representing a significant cause of chronic liver disease globally.1,2 Current treatment options are limited, primarily relying on lifestyle modifications, highlighting an urgent need for novel therapeutic strategies. MethodsA Cell Painting-style high-content screening phenotypic assay was employed using the PH5CH8 human hepatocyte cell line to identify small molecules capable of modulating induced hepatic steatosis. The Plex Research artificial intelligence (AI) platform was utilized for target deconvolution of the lead hit compound, -terthienyl. In vivo efficacy was assessed in a diet-induced obesity (DIO) C57BL/6J mouse model of MASLD. Biochemical assays and molecular docking simulations were performed to validate predicted target interactions. ResultsPhenotypic screening identified 15 chemical probes/drugs that elicit dose-responsive inhibition of steatosis, and 16 that exacerbate steatosis, which could contribute to worsening of the disease clinically. -terthienyl, a plant-derived natural product, was identified as a potent and non-toxic inhibitor of steatosis in PH5CH8 cells with an EC50 of 106 nM. In vivo, -terthienyl administration to diet-induced obesity (60% fat diet) mice significantly reduced hepatic steatosis histologically, improved glucose tolerance, and favorably modulated serum biomarkers including ALT and AST. AI-driven analysis predicted dipeptidyl peptidase 4 (DPP-IV) and 17-beta hydroxysteroid dehydrogenase 13 (HSD17{beta}13) as potential molecular targets of -terthienyl. Biochemical inhibition of DPP-IV was observed and an oxidized -terthienyl analog inhibited HSD17{beta}13. Molecular docking supported these predictions, indicating binding to DPP-IV and HSD17{beta}13. ConclusionThis study demonstrates the successful application of phenotypic screening integrated with AI-driven target deconvolution to identify compounds and drugs that ameliorate or exacerbate hepatic steatosis. -terthienyl was identified as a novel modulator of hepatic steatosis with in vivo efficacy in a MASLD model. Our findings suggest a dual-target mechanism involving DPP-IV and HSD17{beta}13, potentially engaged by the parent compound and its metabolite, respectively, offering a promising polypharmacological approach for MASLD treatment.
- organism: mouse
- assay: bulk RNA-seq
- research focus: drug response / drug discovery
- approach: deep learning
- Citations
- 1
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Hydroxysteroid 17-beta dehydrogenase 13 (Hsd17b13) knockdown attenuates liver steatosis in high-fat diet obese mice
Shehroz Mahmood, Nicola Morrice, … Nimesh Mody·Experimental PhysiologyPeer-reviewed·Feb 27, 2025
- DPP4 inhibition affects metabolism and inflammation associated pathways in hiPSC-derived steatotic HLCs
Christiane Loerch, Wasco Wruck, … Nina Graffmann·Frontiers in Cell and Developmental BiologyPeer-reviewed·Feb 26, 2026
- Totum-448, a polyphenol-rich plant extract, decreases hepatic steatosis and inflammation in diet-induced MASLD mice
Joost M. Lambooij, Vivien Chavanelle, … Bruno Guigas·npj gut and liver.Peer-reviewed·Sep 3, 2025
- Inhibition of p107 alleviates liver steatosis by reducing de novo fatty acid synthesis.
Juan Cuñarro, Marta Varela Miguens, … Sulay A. Tovar·bioRxiv·Apr 16, 2026
- Genomics-Informed Drug Repurposing Strategy Identifies Novel Therapeutic Targets for Metabolic Dysfunction-Associated Steatotic Liver Disease.
Hannah M. Seagle, Alexis T. Akerele, … Marijana Vujković·medRxiv·Feb 18, 2025
- PPARalpha-ERRalpha crosstalk mitigates metabolic dysfunction-associated steatotic liver disease progression
Milton Boaheng Antwi, Sander Lefere, … Karolien De Bosscher·MetabolismPeer-reviewed·Dec 30, 2024