Construction and validation of a predictive model for the efficacy of valproic acid monotherapy in epilepsy based on Lasso-logistic regression

Epilepsy patients are at an increased risk of developing drug resistance when undergoing VPA monotherapy. The risk prediction model based on Lasso-Logistic regression demonstrates strong predictive capabilities. The SNORD3A gene may serve as a valuable biomarker for predicting the likelihood of VPA resistance.

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Publication Details

Journal
Clinics
Published
2025-01-01
DOI
https://doi.org/10.1016/j.clinsp.2025.100684
Primary Topic
Pharmacological Effects and Toxicity Studies
Type
article
Field-Weighted Citation Impact
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article

Construction and validation of a predictive model for the efficacy of valproic acid monotherapy in epilepsy based on Lasso-logistic regression

Zheng Liu, Renzhu Liu, Qichang Xing, Jia Chen et al.
Clinics
Pharmacological Effects and Toxicity Studies
article

Construction and validation of a predictive model for the efficacy of valproic acid monotherapy in epilepsy based on Lasso-logistic regression

Zheng Liu, Renzhu Liu, Qichang Xing, Jia Chen, Xiang Liu, Haibo Lei
article en

Abstract

Epilepsy patients are at an increased risk of developing drug resistance when undergoing VPA monotherapy. The risk prediction model based on Lasso-Logistic regression demonstrates strong predictive capabilities. The SNORD3A gene may serve as a valuable biomarker for predicting the likelihood of VPA resistance.

ClinicsVol. 80
Xiangyang Central Hospital (CN)
Good health and well-being
Openalex Percentile: Top 76%
Pharmacological Effects and Toxicity Studies
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