Advancing Simulation of 6-Mercaptopurine and Methotrexate Therapy by Using Synthetic Childhood Acute Lymphoblastic Leukemia Patients

6-Mercaptopurine (6-MP) and Methotrexate (MTX) are two drugs used for maintenance therapy of Childhood Acute Lymphoblastic Leukemia (ALL). In terms of therapy, optimum drug dosing for 6-MP and MTX are important for sustainable antileukemic activity without high myelosuppression. Because of this, the literature has efforts on modeling pharmacokinetics (PK) and pharmacodynamics (PD) of both drugs. Beyond modeling, additional analyses should always be done to see how defined models respond to different patient parameters and produce further insights. However, it is an open challenge to work on real patient data, which can be insufficient to produce meaningful findings for validating the models. In this context, the objective of this study is to develop a platform, which can produce synthetic patients and simulate the maintenance therapy on them. In this way, it is believed that a wider perspective can be achieved to understand the potential of the models and produce realistic data for potential use in advanced technologies such as Artificial Intelligence.

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Publication Details

Published
2025-05-23
DOI
https://doi.org/10.1109/ichora65333.2025.11016988
Citations
2
Primary Topic
Acute Lymphoblastic Leukemia research
Type
article
Field-Weighted Citation Impact
3.76
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article

Advancing Simulation of 6-Mercaptopurine and Methotrexate Therapy by Using Synthetic Childhood Acute Lymphoblastic Leukemia Patients

Utku Köse, Hakan SÖKÜN, Gamze Yüksel, Sadik Kacakci et al.
2 citations
Acute Lymphoblastic Leukemia research
3.76
article

Advancing Simulation of 6-Mercaptopurine and Methotrexate Therapy by Using Synthetic Childhood Acute Lymphoblastic Leukemia Patients

Utku Köse, Hakan SÖKÜN, Gamze Yüksel, Sadik Kacakci, Mustafa Can Ince
article en
2 citations

Abstract

6-Mercaptopurine (6-MP) and Methotrexate (MTX) are two drugs used for maintenance therapy of Childhood Acute Lymphoblastic Leukemia (ALL). In terms of therapy, optimum drug dosing for 6-MP and MTX are important for sustainable antileukemic activity without high myelosuppression. Because of this, the literature has efforts on modeling pharmacokinetics (PK) and pharmacodynamics (PD) of both drugs. Beyond modeling, additional analyses should always be done to see how defined models respond to different patient parameters and produce further insights. However, it is an open challenge to work on real patient data, which can be insufficient to produce meaningful findings for validating the models. In this context, the objective of this study is to develop a platform, which can produce synthetic patients and simulate the maintenance therapy on them. In this way, it is believed that a wider perspective can be achieved to understand the potential of the models and produce realistic data for potential use in advanced technologies such as Artificial Intelligence.

Süleyman Demirel Üniversitesi (TR), Muğla University (TR)
Good health and well-being
Openalex Percentile: Top 7%
Acute Lymphoblastic Leukemia research
3.76
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Advancing Simulation of 6-Mercaptopurine and Methotrexate Therapy by Using Synthetic Childhood Acute Lymphoblastic Leukemia Patients — Utku Köse, Hakan SÖKÜN, et al. · (2025) | TGRS Research Map | TGRS