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强迫症患者对氟伏沙明的反应:贝叶斯有序分位数回归

Response to Fluvoxamine in the Obsessive-Compulsive Disorder Patients: Bayesian Ordinal Quantile Regression.

作者信息

Safiloo Samad, Mehrabi Yadollah, Asadi Sareh, Khodakarim Soheila

机构信息

School of Allied Medical Sciences, Shahid Beheshti University of Medical Sciences, Tehran, Iran.

School of Public Health and Safety, Shahid Beheshti University of Medical Sciences, Tehran, Iran.

出版信息

Clin Pract Epidemiol Ment Health. 2021 Oct 15;17:146-151. doi: 10.2174/1745017902117010151. eCollection 2021.

Abstract

BACKGROUND

Obsessive-Compulsive Disorder (OCD) is a chronic neuropsychiatric disorder associated with unpleasant thoughts or mental images, making the patient repeat physical or mental behaviors to relieve discomfort. 40-60% of patients do not respond to Serotonin Reuptake Inhibitors, including fluvoxamine therapy.

INTRODUCTION

The aim of the study is to identify the predictors of fluvoxamine therapy in OCD patients by Bayesian Ordinal Quantile Regression Model.

METHODS

This study was performed on 109 patients with OCD. Three methods, including Bayesian ordinal quantile, probit, and logistic regression models, were applied to identify predictors of response to fluvoxamine. The accuracy and weighted kappa were used to evaluate these models.

RESULTS

Our result showed that rs3780413 (mean=-0.69, sd=0.39) and cleaning dimension (mean=-0.61, sd=0.20) had reverse effects on response to fluvoxamine therapy in Bayesian ordinal probit and logistic regression models. In the 75 quantile regression model, marital status (mean=1.62, sd=0.47) and family history (mean=1.33, sd=0.61) had a direct effect, and cleaning (mean=-1.10, sd=0.37) and somatic (mean=-0.58, sd=0.27) dimensions had reverse effects on response to fluvoxamine therapy.

CONCLUSION

Response to fluvoxamine is a multifactorial problem and can be different in the levels of socio-demographic, genetic, and clinical predictors. Marital status, familial history, cleaning, and somatic dimensions are associated with response to fluvoxamine therapy.

摘要

背景

强迫症(OCD)是一种慢性神经精神障碍,与不愉快的想法或心理意象相关,使患者重复身体或心理行为以缓解不适。40%-60%的患者对包括氟伏沙明治疗在内的5-羟色胺再摄取抑制剂无反应。

引言

本研究旨在通过贝叶斯有序分位数回归模型确定强迫症患者氟伏沙明治疗的预测因素。

方法

本研究对109例强迫症患者进行。应用包括贝叶斯有序分位数、概率单位和逻辑回归模型在内的三种方法来确定氟伏沙明反应的预测因素。准确性和加权kappa用于评估这些模型。

结果

我们的结果表明,在贝叶斯有序概率单位和逻辑回归模型中,rs3780413(均值=-0.69,标准差=0.39)和清洁维度(均值=-0.61,标准差=0.20)对氟伏沙明治疗反应有反向影响。在75分位数回归模型中,婚姻状况(均值=1.62,标准差=0.47)和家族史(均值=1.33,标准差=0.61)有直接影响,而清洁(均值=-1.10,标准差=0.37)和躯体(均值=-0.58,标准差=0.27)维度对氟伏沙明治疗反应有反向影响。

结论

对氟伏沙明的反应是一个多因素问题,在社会人口统计学、遗传和临床预测因素水平上可能不同。婚姻状况、家族史、清洁和躯体维度与氟伏沙明治疗反应相关。

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