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Comparative Study
. 2021 Sep;88(3):379-391.
doi: 10.1007/s00280-021-04288-0. Epub 2021 May 22.

Evaluation of two software using Bayesian methods for monitoring exposure and dosing once-daily intravenous busulfan in paediatric patients receiving haematopoietic stem cell transplantation

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Comparative Study

Evaluation of two software using Bayesian methods for monitoring exposure and dosing once-daily intravenous busulfan in paediatric patients receiving haematopoietic stem cell transplantation

Rachael Lawson et al. Cancer Chemother Pharmacol. 2021 Sep.

Abstract

Aim: To assess the ability of model-based personalised dosing tools to estimate busulfan exposure (i) in comparison to clinically used intensive sampling exposure estimation procedure, (ii) using limited sampling strategies and (iii) to predict changes in busulfan clearance during busulfan treatment.

Methods: Data on intravenous busulfan dosing for patients with 4 consecutive days were entered into Bayesian forecasting software, InsightRX and NextDose. Prediction of busulfan cumulative exposure was compared to current clinical practice estimation, aiming for pre-defined individualised target of cumulative exposure. Estimation performance was tested given several limited sampling strategies.

Results: Thirty-two paediatric patients (0.2-16.5 years) provided a total of 103 daily exposure measurements estimated using 7 samples taken per day (full sampling), with 19 patients having sampling following all doses administered. Both software tools utilising Bayesian methods provided acceptable relative bias and precision of cumulative exposure estimations under the tested sampling scenarios. Relative bias ranged from median RE of 0.1-14.6% using InsightRX and from 3.4-7.8% using NextDose. Precision ranged from median RMSE of 0.19-0.32 mg·h·L-1 for InsightRX and 0.08-0.1 mg·h·L-1 for NextDose. A median reduction in busulfan clearance from day 1 to day 4 was observed in the clinical data (-10.9%), when using InsightRX (-18.6%) and with NextDose (-14.7%).

Conclusion: Bayesian methods were shown to have relatively low bias and precisely estimate busulfan exposure using intensive sampling and several limited sampling strategies, which provides evidence for prospective studies to evaluate these tools in clinical practice. A trend to overestimation of exposure using Bayesian methods was observed compared to clinical practice. Reduction of busulfan clearance from day 1 to 4 of once daily dosing was confirmed and should be considered when adjusting doses.

Keywords: Bayesian forecasting; Busulfan; Model-based personalised dosing; Paediatric; Population pharmacokinetics; Stem cell transplantation; Target concentration intervention.

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References

    1. Ciurea SO, Andersson BS (2009) Busulfan in hematopoietic stem cell transplantation. Biol Blood Marrow Transplant 15(5):523–536. https://doi.org/10.1016/j.bbmt.2008.12.489 - DOI - PubMed - PMC
    1. Huezo-Diaz P, Uppugunduri CR, Tyagi AK, Krajinovic M, Ansari M (2014) Pharmacogenetic aspects of drug metabolizing enzymes in busulfan based conditioning prior to allogenic hematopoietic stem cell transplantation in children. Curr Drug Metab 15(3):251–264 - DOI
    1. Otsuka Australia Pharmaceutical Pty Ltd. Australian Product Information Busulfex (Busulfan) Injection. eMIMs2018. pp 1–21
    1. Bartelink IH, Bredius RG, Belitser SV, Suttorp MM, Bierings M, Knibbe CA et al (2009) Association between busulfan exposure and outcome in children receiving intravenous busulfan before hematologic stem cell transplantation. Biol Blood Marrow Transplant 15(2):231–241. https://doi.org/10.1016/j.bbmt.2008.11.022 - DOI - PubMed
    1. Bartelink IH, Lalmohamed A, van Reij EM, Dvorak CC, Savic RM, Zwaveling J et al (2016) Association of busulfan exposure with survival and toxicity after haemopoietic cell transplantation in children and young adults: a multicentre, retrospective cohort analysis. Lancet Haematol 3(11):e526–e536. https://doi.org/10.1016/s2352-3026(16)30114-4 - DOI - PubMed - PMC

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