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Construction of a Risk Prediction Model of Extended Release Oxycodone Tablet-Induced Nausea and Clarification of Predictive Factors

机译:延长释放羟考酮片剂诱导的恶心的风险预测模型的构建及预测因子的澄清

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摘要

Nausea is a typical adverse event associated with opioids. In this study, we performed logistic regression analysis with the aim of clarifying the risk factors for nausea induced by extended-release oxycodone (ER-OXY). Furthermore, we constructed a decision tree (DT) model, a typical data mining method, to estimate the risk of oxycodone-induced nausea by combining multiple factors. A retrospective study was conducted on patients who newly received ER-OXY for cancer pain during hospitalization at Hokkaido University Hospital in Japan from April 2015 to March 2018. In logistic regression and DT analyses, the dependent variable was the presence or absence of nausea. Independent variables were the potential risk factors. First, univariate analyses were performed to screen potential factors associated with oxycodone-induced nausea. Then, multivariate and DT analyses were performed using factors with p-values <0.1 in the univariate analysis. Of 267 cases included in this study, nausea was observed in 30.3% (81/267). In multivariate logistic regression analysis, only female sex was extracted as an independent factor affecting nausea (odds ratio, 1.98). In the DT analysis, we additionally revealed that an age <50 years was a risk factor for nausea in female patients. Thus, our DT model indicated that the risk of ER-OXY-induced nausea was highest in the subgroup comprising females <50 years of age (66.7%) and lowest in male patients (25.1%). The DT model suggested that the factor of young women may be an increased risk of ER-OXY-induced nausea.
机译:恶心是与阿片类药物相关的典型不良事件。在这项研究中,我们进行了逻辑回归分析,目的是阐明延长释放羟考酮(ER-Oxy)诱导恶心的危险因素。此外,我们构建了决策树(DT)模型,典型的数据挖掘方法,通过组合多种因素来估算羟考酮诱导的恶心的风险。对2015年4月至2018年3月在日本北海道大学医院住院期间新接受癌症疼痛的患者的回顾性研究。在Logistic回归和DT分析中,受抚养变量是恶心的存在或不存在。独立变量是潜在的风险因素。首先,进行单变量分析以进行筛选与羟考酮诱导的恶心相关的潜在因子。然后,使用在单变量分析中使用P值<0.1的因子进行多变量和DT分析。本研究中包含的267例,在30.3%(81/267)中观察到恶心。在多变量逻辑回归分析中,仅提取女性作为影响恶心的独立因素(赔率比,1.98)。在DT分析中,我们还透露,年龄<50岁是女性患者恶心的危险因素。因此,我们的DT模型表明,在男性患者50岁(66.7%)的亚组中,ER-oxx诱导的恶心的风险最高,男性患者(25.1%)。 DT模型表明,少女因子可能是ER-oxx诱导的恶心的风险。

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  • 作者单位

    Hokkaido Univ Hosp Dept Pharm Kita Ku Kita 14 Nishi 5 Sapporo Hokkaido 0608648 Japan;

    Hokkaido Univ Fac Pharmaceut Sci Lab Pharmacokinet Kita Ku Kita 12 Nishi 6 Sapporo Hokkaido 0600812 Japan;

    Hokkaido Univ Hosp Dept Pharm Kita Ku Kita 14 Nishi 5 Sapporo Hokkaido 0608648 Japan;

    Hokkaido Univ Hosp Dept Pharm Kita Ku Kita 14 Nishi 5 Sapporo Hokkaido 0608648 Japan;

    Hokkaido Univ Hosp Canc Ctr Palliat Care Team Kita Ku Kita 14 Nishi 5 Sapporo Hokkaido 0608648 Japan;

    Hokkaido Univ Sci Fac Pharmaceut Sci Dept Pharmacotherapy Teine Ku 15-4-1 Maeda 7 Sapporo Hokkaido 0068585 Japan;

    Hokkaido Univ Hosp Dept Pharm Kita Ku Kita 14 Nishi 5 Sapporo Hokkaido 0608648 Japan;

    Hokkaido Univ Hosp Dept Pharm Kita Ku Kita 14 Nishi 5 Sapporo Hokkaido 0608648 Japan;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 药学;
  • 关键词

    nausea; oxycodone; risk assessment; anti-emetics; retrospective study;

    机译:恶心;羟考酮;风险评估;反媒体;回顾性研究;

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