Joint use of population pharmacokinetics and machine learning for prediction of valproic acid plasma concentration in elderly epileptic patients Article Swipe
Pan Ma
,
Shenglan Shang
,
Yifan Huang
,
Ruixiang Liu
,
Hongfan Yu
,
Zhou Fan
,
Mengchen Yu
,
Xiao Qin
,
Ying Zhang
,
Qianxue Ding
,
Yuxian Nie
,
Zhibiao Wang
,
Yongchuan Chen
,
Airong Yu
,
Qiuling Shi
·
YOU?
·
· 2024
· Open Access
·
· DOI: https://doi.org/10.1016/j.ejps.2024.106876
YOU?
·
· 2024
· Open Access
·
· DOI: https://doi.org/10.1016/j.ejps.2024.106876
Our model was specifically tailored for elderly epileptic patients, providing an efficient and cost-effective approach to predict VPA plasma concentration. The model combined classical PPK with machine learning, and underwent optimization through feature selection and algorithm integration. Our model can serve as a fundamental tool for clinicians in determining VPA plasma concentration and individualized dosing regimens accordingly.
Related Topics
Concepts
Feature selection
Categorical variable
Valproic Acid
Artificial intelligence
Machine learning
Gradient boosting
Pharmacokinetics
Computer science
Boosting (machine learning)
Population
Random forest
Epilepsy
Feature (linguistics)
Pharmacology
Medicine
Psychiatry
Linguistics
Philosophy
Environmental health
Metadata
- Type
- article
- Language
- en
- Landing Page
- https://doi.org/10.1016/j.ejps.2024.106876
- OA Status
- gold
- Cited By
- 6
- References
- 31
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W4401486957
All OpenAlex metadata
Raw OpenAlex JSON
- OpenAlex ID
-
https://openalex.org/W4401486957Canonical identifier for this work in OpenAlex
- DOI
-
https://doi.org/10.1016/j.ejps.2024.106876Digital Object Identifier
- Title
-
Joint use of population pharmacokinetics and machine learning for prediction of valproic acid plasma concentration in elderly epileptic patientsWork title
- Type
-
articleOpenAlex work type
- Language
-
enPrimary language
- Publication year
-
2024Year of publication
- Publication date
-
2024-08-10Full publication date if available
- Authors
-
Pan Ma, Shenglan Shang, Yifan Huang, Ruixiang Liu, Hongfan Yu, Zhou Fan, Mengchen Yu, Xiao Qin, Ying Zhang, Qianxue Ding, Yuxian Nie, Zhibiao Wang, Yongchuan Chen, Airong Yu, Qiuling ShiList of authors in order
- Landing page
-
https://doi.org/10.1016/j.ejps.2024.106876Publisher landing page
- Open access
-
YesWhether a free full text is available
- OA status
-
goldOpen access status per OpenAlex
- OA URL
-
https://doi.org/10.1016/j.ejps.2024.106876Direct OA link when available
- Concepts
-
Feature selection, Categorical variable, Valproic Acid, Artificial intelligence, Machine learning, Gradient boosting, Pharmacokinetics, Computer science, Boosting (machine learning), Population, Random forest, Epilepsy, Feature (linguistics), Pharmacology, Medicine, Psychiatry, Linguistics, Philosophy, Environmental healthTop concepts (fields/topics) attached by OpenAlex
- Cited by
-
6Total citation count in OpenAlex
- Citations by year (recent)
-
2025: 6Per-year citation counts (last 5 years)
- References (count)
-
31Number of works referenced by this work
- Related works (count)
-
10Other works algorithmically related by OpenAlex
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