Bauer L A, Horn J R, Pettit H
Department of Pharmacy, University of Washington, Seattle 98195, USA.
Ther Drug Monit. 1996 Feb;18(1):46-52. doi: 10.1097/00007691-199602000-00008.
Mixed-effect modeling has been suggested as a possible tool to detect and describe drug interactions in patient populations receiving drug combinations for the treatment of disease states. The mixed-effect modeling program, NONMEM, was used to measure the effects of the well-known digoxin-quinidine and digoxin-verapamil drug interactions in 294 patients receiving oral digoxin as hospital inpatients. Fourteen percent of the population took either quinidine or verapamil concurrently with digoxin (mean quinidine dose = 857 +/- 397 mg/day, verapamil = 261 +/- 110 mg/day). Two regression models for digoxin oral clearance were used. Model 1 used the knowledge that digoxin is eliminated by both renal and nonrenal routes (TVCL = ClNR+m.CrCl, where TVCL is the population digoxin oral clearance, ClNR is the nonrenal clearance, and m is the slope of the line that relates creatinine clearance (CrCl) to digoxin clearance); model 2 used a more conventional regression approach with a simple series of multipliers. For both models, quinidine administration decreased population digoxin oral clearance by approximately 45% and verapamil therapy decreased population digoxin oral clearance by approximately 30%. These values are similar to those found by traditional drug interaction studies conducted in small patient or normal subject populations. Mixed-effect modeling can detect clinically relevant drug interactions and produce information similar to that found in traditional pharmacokinetic crossover study designs.
混合效应模型已被提议作为一种可能的工具,用于检测和描述接受药物联合治疗疾病状态的患者群体中的药物相互作用。混合效应建模程序NONMEM被用于测量294名住院接受口服地高辛治疗的患者中,众所周知的地高辛-奎尼丁和地高辛-维拉帕米药物相互作用的影响。14%的患者同时服用奎尼丁或维拉帕米与地高辛(平均奎尼丁剂量 = 857 +/- 397毫克/天,维拉帕米 = 261 +/- 110毫克/天)。使用了两个地高辛口服清除率的回归模型。模型1利用了地高辛通过肾脏和非肾脏途径消除的知识(TVCL = ClNR + m.CrCl,其中TVCL是群体地高辛口服清除率,ClNR是非肾脏清除率,m是将肌酐清除率(CrCl)与地高辛清除率相关联的直线斜率);模型2使用了一种更传统的回归方法,带有一系列简单的乘数。对于这两个模型,服用奎尼丁使群体地高辛口服清除率降低约45%,维拉帕米治疗使群体地高辛口服清除率降低约30%。这些值与在小患者群体或正常受试者群体中进行的传统药物相互作用研究中发现的值相似。混合效应建模可以检测到临床相关的药物相互作用,并产生与传统药代动力学交叉研究设计中发现的信息相似的信息。