# In silico and in vitro investigations of the drug–drug interaction mechanisms between fludarabine and busulfan

**Authors:** Khalil Ben Hassine, Shannon Robin, Frederic Baleydier, Mourad Mseddi, Vid Mlakar, Jayaraman Muthukumaran, Marc Ansari, Chakradhara Rao Satyanarayana Uppugunduri

PMC · DOI: 10.3389/fphar.2026.1744021 · 2026-03-10

## TL;DR

This study explores how fludarabine might affect busulfan metabolism in cancer treatment, finding minimal impact on detoxification enzymes.

## Contribution

The study combines in silico and in vitro methods to investigate drug interactions between fludarabine and busulfan, revealing minimal enzymatic inhibition.

## Key findings

- In silico analysis predicted weak inhibition of GST enzymes by fludarabine with Ki values ranging from 0.2 to 23.9 µM.
- In vitro assays showed no significant inhibition of GST enzymes by fludarabine at clinical concentrations.
- Fludarabine did not alter GSTA1 expression or cellular glutathione levels in HepaRG cells.

## Abstract

Understanding drug interactions in hematopoietic stem cell transplantation (HSCT) is crucial given the narrow therapeutic index of busulfan (BU), which is a key conditioning agent. In this study, we investigate the potential impacts of fludarabine (Flu) as a frequently co-administered agent in HSCT on BU pharmacokinetics (PK). Specifically, we examine whether Flu can alter BU metabolism by affecting the predominantly expressed cytosolic glutathione-S-transferases (GSTs), particularly GSTA1, GSTM1, and GSTP1, which are essential for BU detoxification.

We conducted molecular docking and atomistic molecular dynamics simulations using the crystal structures of GSTA1, GSTM1, and GSTP1 to study the estimated binding affinity of Flu as well as its metabolites to these target enzymes. We then performed in vitro assays on human recombinant GST enzymes and HepaRG hepatocyte cells by focusing on enzymatic inhibition, GST expression analysis, and glutathione level measurements. Enzymatic assays were conducted using 1-chloro-2,4-dinitrobenzene as a substrate alongside Western blotting and cell-viability-corrected glutathione (GSH) assays to determine the influences of Flu on the enzymatic activities and expression of GSTs.

In silico analysis predicted the binding affinities of Flu to the GST isoforms, with estimated Ki values of 0.2 µM, 5.2 µM, and 23.9 µM for GSTA1, GSTM1, and GSTP1, respectively; although these are micromolar (µM) inhibition values that indicate relatively weak or moderate inhibition, they are still insightful for understanding the potential interactions. However, the in vitro assays revealed no significant inhibition of the GST enzymes by Flu, even at concentrations up to ten times the clinical peak (Cmax). Further, Flu did not notably alter GSTA1 expression or affect cellular glutathione levels in the HepaRG cells. These experimental findings suggest that Flu may have minimal influence on the GST-mediated detoxifying pathway in the context of cancer treatment.

The present study underscores the importance of empirically validating in silico observations in pharmacological research by emphasizing the minimal effect of Flu on GST activity and its implications in clinical oncology. Moreover, the findings suggest that Flu is not likely to alter BU pharmacokinetics via the GSH-conjugation pathway.

## Linked entities

- **Proteins:** GSTA1 (glutathione S-transferase alpha 1), GSTM1 (glutathione S-transferase mu 1), GSTP1 (glutathione S-transferase pi 1)
- **Chemicals:** fludarabine (PubChem CID 657237), busulfan (PubChem CID 2478), glutathione (PubChem CID 124886), 1-chloro-2,4-dinitrobenzene (PubChem CID 6)

## Full-text entities

- **Genes:** GSTA1 (glutathione S-transferase alpha 1) [NCBI Gene 2938] {aka GST-epsilon, GST2, GSTA1-1, GTH1}, GSTP1 (glutathione S-transferase pi 1) [NCBI Gene 2950] {aka DFN7, FAEES3, GST3, GSTP, GSTP1-1, HEL-S-22}, GSTM1 (glutathione S-transferase mu 1) [NCBI Gene 2944] {aka GST1, GSTM1-1, GSTM1a-1a, GSTM1b-1b, GTH4, GTM1}, GSTK1 (glutathione S-transferase kappa 1) [NCBI Gene 373156] {aka GST, GST 13-13, GST13, GST13-13, GSTK1-1, hGSTK1}
- **Diseases:** cancer (MESH:D009369)
- **Chemicals:** Flu (MESH:C024352), 1-chloro-2,4-dinitrobenzene (MESH:D004137), BU (MESH:D002066), GSH (MESH:D005978)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Figures

3 figures with captions in the complete paper: https://tomesphere.com/paper/PMC13010162/full.md

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Source: https://tomesphere.com/paper/PMC13010162