Artificial intelligence and machine learning approaches to facilitate therapeutic drug management and model-informed precision dosing
EA Poweleit, AA Vinks, T Mizuno - Therapeutic drug monitoring, 2023 - journals.lww.com
Background: Therapeutic drug monitoring (TDM) and model-informed precision dosing
(MIPD) have greatly benefitted from computational and mathematical advances over the …
(MIPD) have greatly benefitted from computational and mathematical advances over the …
Model-informed precision dosing of antibiotics in pediatric patients: a narrative review
Optimal pharmacotherapy in pediatric patients with suspected infections requires
understanding and integration of relevant data on the antibiotic, bacterial pathogen, and …
understanding and integration of relevant data on the antibiotic, bacterial pathogen, and …
A hybrid machine learning/pharmacokinetic approach outperforms maximum a posteriori Bayesian estimation by selectively flattening model priors
Abstract Model‐informed precision dosing (MIPD) approaches typically apply maximum a
posteriori (MAP) Bayesian estimation to determine individual pharmacokinetic (PK) …
posteriori (MAP) Bayesian estimation to determine individual pharmacokinetic (PK) …
A pooled subgroup analysis of glucarpidase treatment in 86 pediatric, adolescent, and young adult patients receiving high‐dose methotrexate therapy in open‐label …
KA Janeway, L Gros, S Schwartz… - Pediatric Blood & …, 2023 - Wiley Online Library
Background Delayed methotrexate elimination can occur in patients undergoing high‐dose
methotrexate cancer treatment. Effectiveness of glucarpidase for rapidly reducing …
methotrexate cancer treatment. Effectiveness of glucarpidase for rapidly reducing …
[HTML][HTML] External evaluation and systematic review of population pharmacokinetic models for high-dose methotrexate in cancer patients
Y Yang, C Wang, Y Chen, X Wang, Z Jiao… - European Journal of …, 2023 - Elsevier
Several population pharmacokinetic (PPK) models have been established to optimize the
therapeutic regimen and reduce the toxicity of high-dose methotrexate (HDMTX) in patients …
therapeutic regimen and reduce the toxicity of high-dose methotrexate (HDMTX) in patients …
Extracorporeal treatment for methotrexate poisoning: systematic review and recommendations from the EXTRIP workgroup
M Ghannoum, DM Roberts, DS Goldfarb… - Clinical Journal of the …, 2022 - journals.lww.com
Methotrexate is used in the treatment of many malignancies, rheumatological diseases, and
inflammatory bowel disease. Toxicity from use is associated with severe morbidity and …
inflammatory bowel disease. Toxicity from use is associated with severe morbidity and …
Clinical decision support for chemotherapy‐induced neutropenia using a hybrid pharmacodynamic/machine learning model
Consensus guidelines recommend use of granulocyte colony stimulating factor in patients
deemed at risk of chemotherapy‐induced neutropenia, however, these risk models are …
deemed at risk of chemotherapy‐induced neutropenia, however, these risk models are …
Clinical implementation of pharmacogenetics and model‐informed precision dosing to improve patient care
T Mizuno, M Dong, ZL Taylor… - British Journal of …, 2022 - Wiley Online Library
Providing maximal therapeutic efficacy without toxicity is a universal goal of rational drug
therapy. However, substantial between‐patient variability in drug response often impedes …
therapy. However, substantial between‐patient variability in drug response often impedes …
Population pharmacokinetics of high-dose methotrexate in Chinese pediatric patients with acute lymphoblastic leukemia
X Gao, XW Qian, XH Zhu, Y Yu, H Miao… - Frontiers in …, 2021 - frontiersin.org
High-dose methotrexate (HD-MTX) is widely used in pediatric acute lymphoblastic leukemia
(ALL) treatment regimens. In this study, we aimed to develop a population pharmacokinetic …
(ALL) treatment regimens. In this study, we aimed to develop a population pharmacokinetic …
Status toward the implementation of precision dosing in children
JS Barrett, RF Barrett, AA Vinks - The Journal of Clinical …, 2021 - Wiley Online Library
Precision dosing is progressing beyond the conceptual and proof‐of‐concept stages toward
implementation. As the availability of dosing algorithms, tools, and platforms increases, so …
implementation. As the availability of dosing algorithms, tools, and platforms increases, so …