期刊文献+

Logistic模型和ROC曲线对利奈唑胺致血小板减少症的预测分析 被引量:21

Logistic model and ROC curve used for predictive analysis of linezolid-induced thrombocytopenia
原文传递
导出
摘要 目的:应用Logistic模型和接受者工作特征曲线(ROC)探讨接受利奈唑胺治疗的危重感染患者发生相关血小板减少症的危险因素,并对血小板减少症发生的风险进行预测。方法:收集利奈唑胺治疗的危重感染患者资料,分析接受利奈唑胺治疗的患者发生血小板减少症的危险因素,建立Logistic模型,绘制风险因素的ROC曲线并寻找患者发生血小板减少症的最佳界值,以预测血小板减少症发生的危险性。结果:151名患者(男性107名,女性44名)纳入研究,43名患者(28.5%)发生血小板减少症。多因素Logistic模型分析显示,年龄(≥65岁)(OR=3.52;95%CI,1.46~8.49;P=0.005)、体质量(OR=0.92;95%CI,0.88~0.96;P〈0.0001)、基础血小板值(PLT〈200×10^9/L)(OR=7.21;95%CI,2.61~19.91;P〈0.0001)等是发生血小板减少症的独立危险因素。根据Logistic模型分析的结果,分别用年龄、体质量、基础血小板值及联合预测因子构建ROC曲线,联合预测因子的ROC曲线下面积(0.847;95%CI,0.781~0.912;P〈0.0001)大于其他3个单一指标,风险预测价值较优,Y0uden指数最大(O.576)时的切点为ROC曲线上的最佳界值(466.89),对应切点的敏感度为79.1%,特异度为78.5%。结论:与利奈唑胺致血小板减少症相关的独立危险因素包括年龄(≥65岁)、体质量、基础血小板值。在临床实际工作中可将患者年龄、体质量及基础血小板值代入联合预测因子计算公式(Y联合=X_PLT-2.636*X年龄+7.091*X体质量),计算联合预测因子,预测患者可能发生血小板减少症的风险,以便调整给药方案。 OBJECTIVE To study the risk factors, and to predict the risks of linezolid-associated thrombocytopenia by logistic model and receiver operating characteristic curves in critically ill patients. METHODS Data of critically ill patients who were treated with linezolid were extracted. The risk factors of linezolid-associated thrombocytopenia were analyzed, logistic model was set up,and receiver operating characteristic(ROC)curve was drawn in order to find the best cut-off value to predict the risks of thrombocytopenia. RESULTS 151 patients(107 male and 44 female)were included in the study,and thrombocytopenia occurred in 43 patients(43/151,28.5%). Based on a multivariate logistic regression analysis,only age(≥65 years) (OR = 3.52;95% CI, 1.46 - 8. 49;P = 0. 005) ,weight(OR = 0. 92; 95% CI,0. 88 - 0. 96; P〈0.000 1 ), baseline platelet count(〈200 x 109/L) (OR = 7. 21 ;95%CI, 2. 61 - 19. 91 ;P〈0. 000 1 ), were significant independent risks for linezolid-associated thrombocytopenia. The ROC area of the joint predictor, which was larger than the other three single indicators,was the more superior predictive value. When the Youden index was the largest(0. 576), the best cut-off value was 466. 89;corresponding to the sensitivity 79. 1% and the specificity 78. 5 %. CONCLUSION The risk factors of linezolid-associated thrombocytopenia included age (≥65 years), body weight, and baseline platelet count. In clinical practice, we could calculate the joint predictor by the age, weight, and baseline platelet value of the patients. Using calculation formula(Yjoint = X_PLT- 2. 636 * Xage + 7. 091 * Xweight ), we can predict the risk of the patients who may occur linezolid-associated thrombocytopenia, in order to adjust the dosing regimen, and enhancing patient medication monitoring.
出处 《中国医院药学杂志》 CAS CSCD 北大核心 2013年第22期1827-1831,共5页 Chinese Journal of Hospital Pharmacy
基金 国家自然科学基金项目(编号:81201490)
关键词 利奈唑胺 血小板减少症 LOGISTIC模型 接受者工作特征曲线 linezolid thrombocytopenia logistic model ROC curve
作者简介 董海燕,女,副主任药师,Email:dhy260113@qq.com [通讯作者]董亚琳,女,教授,电话:029—85323241,E-mail:dongyalin@medmail.com.cn 赵英仁,男,教授,E-mail:zhaoyingren@sohu.com
  • 相关文献

参考文献21

  • 1Ament PW, Jamshed N, Horne JP. Linezolid its role in the treatment of gram-positive, drug resistant bacterial infections [J]. Am Faro Physician,2002,65:663-670.
  • 2Attassi K, Hershberger E, Alam R, et al. Thrombocytopenia associated with linezolid therapy[J]. Clin Infect Dis, 2002,34 695-698.
  • 3Matsumoto K, Takeda Y, Takeshita A, et al. Renal function as a predictor of linezolid induced thrombocytopenia[J]. Int J Antimicrob Agents, 2009,33: 98-99.
  • 4Gerson SL, Kaplan SL, Bruss JB, et al. Hematologic effects of linezolid: summary of clinical experience[J]. Antimicrob A- gents Chemother, 2002,46 : 2723-2726.
  • 5Antal EJ, Hendershot PE, Batts DH, et al. Linezolid, a novel oxazolidinone antibiotic: assessment of monoamine oxidase inhibition using pressor response to oral tyramine[J]. J Clin Pharmacol,2001,41: 552-562.
  • 6Orrick J J, Johns T, Janelle J, etal. Thrombocytopenia secondary to linezolid administration: what is the risk? [J] . Clin Infect Dis,2002,35: 348-349.
  • 7Smith PF, Birmingham MC, Noskin GA, etal. Safety, efficacy and pharmacokinetics of linezolid for treatment of resistant Gram-positive infections in cancer patients with neutropenia [J]. Ann Oncol,2003,14: 795-801.
  • 8Nasraway SA, Shorr AF, Kuter DJ, et al. Linezolid does not increase the risk of thrombocytopenia in patients with nosoco- mial pneumonia: comparative analysis of linezolid and vanco- mycin use[J]. Clin Infect Dis,2003,37: 1609-1616.
  • 9Phizer. ZIVOX (linezolid) label information, 2008. Retrieved June 20,2008.
  • 10Niwa T, Suzuki A, Sakakibara S, et al. Retrospective cohort chart review study of factors associated with the development of thrombocytopenia in adult Japanese patients who received intravenous linezolid therapy[J]. Clin Ther, 20119, 31 (10) : 2126-2133.

二级参考文献15

共引文献9

同被引文献165

  • 1甲氧西林耐药的金黄色葡萄球菌肺炎诊治与预防专家共识[J].中国医学前沿杂志(电子版),2013,5(1):45-50. 被引量:26
  • 2谭守勇,林兆原,关玉华,李嫣红,潘爱华,黎燕琼,粱敏青.低蛋白血症对药物性肝功能损害的影响[J].热带医学杂志,2005,5(2):139-141. 被引量:9
  • 3杜雨华,卢次勇,陈其琛.广州市涂阳肺结核患者治疗失败及病死的影响因素分析[J].中国防痨杂志,2007,29(3):226-229. 被引量:28
  • 4Natsumoto B,Yokota K,Omata F,et al. Risk factors for linezolid-associated thrombocytopenia in adult patients[J].Infection,2014,42(6):1007-1012.
  • 5Dong HY,Xie J,Chen LH,et al. Therapeutic drug monitoring and receiver operating characteristic curve prediction may reduce the development of linezolid-associated thrombocytopenia in critically ill patients[J].Eur J Clin Microbiol Infect Dis,2014,33(6):1029-1035.
  • 6Hirano R,Sakamoto Y,Tachibana N,et al. Retrospective analysis of the risk factors for linezolid-induced thrombocytopenia in adult Japanese patients[J].Int J Clin Pharm,2014,36(4):795-799.
  • 7Wunderink RG,Niederman MS,Kollef MH,et al. Linezolid in methicillin-resistant Staphylococcus aureus nosocomial pneumonia:a randomized.Controlled Study[J].Clin Infect Dis,2012,54(5):621-629.
  • 8Sasaki T,Takane H,Ogawa K,et al. Population pharmacokinetic and pharmacodynamic analysis of linezolid and a hematologic side effect,thrombocytopenia,in Japanese patients[J].Antimicrob Agents Chemother,2011,55(5):1867-1873.
  • 9Rao N,Ziran BH,Wagener MM,et al. Similar hematologic effects of long-term linezolid and vancomycin therapy in a prospective observational study of patients with orthopedic infections[J].Clin Infect Dis,2004,38(8):1058-1064.
  • 10Grau S,Morales-Molina JA,Mateude Antonio J,et al. Linezolid:low pre-treatment platelet values could increase the risk of thrombocytopenia[J].J Antimicrob Chemother,2005,56(2):440-441.

引证文献21

二级引证文献182

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部