Related Experiment Video
Updated: Nov 27, 2025

A Data Integration Workflow to Identify Drug Combinations Targeting Synthetic Lethal Interactions
Published on: May 27, 2021
Predicting Drug Interactions with Human Equilibrative Nucleoside Transporters 1 and 2 Using Functional Knockout Cell
Siennah R Miller1, Xiaohong Zhang1, Raymond K Hau1
1Department of Pharmacology and Toxicology, College of Pharmacy (S.R.M., R.K.H., J.L.J., E.Q.J., J.J.G., N.J.C.), and Department of Physiology, College of Medicine (X.Z., S.H.W.), University of Arizona, Tucson, Arizona and Collaborations Pharmaceuticals, Inc., Raleigh, North Carolina (D.H.F., K.M.Z., S.E.).
This study developed Bayesian models to predict how drugs interact with equilibrative nucleoside transporters (ENTs) 1 and 2. This can help identify drugs that effectively cross the blood-testis barrier for reproductive tract treatments.
Area of Science:
- Pharmacology and Drug Discovery
- Molecular Biology
- Reproductive Medicine
Background:
- Equilibrative nucleoside transporters (ENTs) 1 and 2 are crucial for nucleoside transport across the blood-testis barrier (BTB).
- Targeting these endogenous transport pathways could enhance drug delivery to the testes for treating reproductive tract diseases.
Purpose of the Study:
- To generate and characterize CRISPR/CRISPR-associated protein 9-generated HeLa cell lines with limited ENT1 or ENT2 expression.
- To develop Bayesian models for predicting drug interactions with ENT1 and ENT2.
- To identify compounds that can utilize ENT1 and ENT2 to circumvent the BTB.
Main Methods:
- CRISPR/CRISPR-associated protein 9 was used to create ENT1 and ENT2 functional knockouts in HeLa S3 cells.
- Uridine transport was quantified in the presence of the ENT inhibitor NBMPR to assess transporter function.
- Bayesian models were generated using Assay Central machine learning software and validated with ChEMBL data.
Main Results:
- Twenty-one out of 46 evaluated compounds inhibited uridine uptake via ENT1 and/or ENT2.
- Abacavir, nevirapine, ticagrelor, and uridine triacetate exhibited differential IC50 values for ENT1 versus ENT2.
- Clofarabine and cladribine were identified as ENT1 and ENT2 substrates, while nevirapine and lexibulin were non-transported inhibitors.
Conclusions:
- This study presents the first Bayesian models for predicting drug interactions with ENT1 and ENT2.
- The developed models demonstrate good internal validation performance.
- Identifying drug interactions with ENTs aids in predicting substrates that can bypass the BTB via Sertoli cell transepithelial transport.
More Related Videos
Related Concept Videos
Physiological Pharmacokinetic Models: Incorporating Hepatic Transporter-Mediated Clearance
A recent model describes pravastatin's hepatobiliary excretion,...
Pharmacokinetic Models: Comparison and Selection Criterion
Physiological models take a detailed approach by considering specific molecular processes. They can predict drug distribution, metabolism, and elimination changes, providing a comprehensive understanding of how drugs interact with the body.
Nonlinear Pharmacokinetics: Role of Transporters
Polymorphisms occurring in drug transporters can alter...
Pharmacokinetics: Drug–Drug Interactions
Pharmacokinetic Models: Overview
There are three primary types of models: empirical, compartment, and physiological. Empirical models, with minimal...
Drug Distribution as One-Compartment Model and Elimination by Nonlinear Pharmacokinetics: Overview
For instance, consider the metabolism of sodium salicylate. This compound is metabolized into two distinct substances: a glucuronide and a glycine conjugate. The rate of conjugation depends...

