Background Routine clinical TDM data is often used to develop population pharmacokinetic (PK) models, which are applied in turn for model-informed precision dosing. The impact of uncertainty in documented sampling and infusion times in population PK modeling and model-informed precision dosing have not yet been systematically evaluated. The aim of this study was to investigate uncertain documentation of (i) sampling times and (ii) infusion rate exemplified with two anti-infectives. Methods A stochastic simulation and estimation study was performed in NONMEM (R) using previously published population PK models of meropenem and caspofungin. Uncertainties, i.e. deviation between accurate and planned sampling and infusion times (standard deviation (SD) +/- 5 min to +/- 30 min) were added randomly in R before carrying out the simulation step. The estimation step was then performed with the accurate or planned times (replacing real time points by scheduled study values). Relative bias (rBias) and root mean squared error (rRMSE) were calculated to determine accuracy and precision of the primary and secondary PK parameters on the population and individual level. The accurate and the misspecified (using planned sampling times) model were used for Bayesian forecasting of meropenem to assess the impact on PK/PD target calculations relevant to dosing decisions. Results On the population level, the estimates of the proportional residual error (prop.-err.) and the interindividual variability (IIV) on the central volume of distribution (V1) were most affected by erroneous records in the sampling and infusion time (e.g. rBias of prop.-err.: 75.5% vs. 183% (meropenem) and 10.1% vs. 109% (caspofungin) for +/- 5 vs. +/- 30 min, respectively). On the individual level, the rBias of the planned scenario for the typical values V1, Q and V2 increased with increasing uncertainty in time, while CL, AUC and elimination half-life were least affected. Meropenem as a short half-life drug (1 h) was more affected than caspofungin ( 9-11 h). The misspecified model provided biased PK/PD target information (e.g. falsely overestimated time above MIC (T > MIC) when true T > MIC was <0.4 and thus patients at risk of undertreatment), while the accurate model gave precise estimates of the indices across all simulated patients. Conclusions Even 5-minute-uncertainties caused bias and significant imprecision of primary population and individual PK parameters. Thus, our results underline the importance of accurate documentation of time.
机构:
CHU St Etienne, Serv Med Intens Reanimat & Pole Biol Pathol, St Etienne, FranceCHU St Etienne, Serv Med Intens Reanimat & Pole Biol Pathol, St Etienne, France
Launay, Manon
Correia, Patricia
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Univ Jean Monnet St Etienne, Serv Med Intens Reanimat, CHU St Etienne, St Etienne, FranceCHU St Etienne, Serv Med Intens Reanimat & Pole Biol Pathol, St Etienne, France
Correia, Patricia
Thiery, Guillaume
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Univ Jean Monnet, Serv Med Intens Reanimat, CHU St Etienne, Res Healthcare Performance Reshape, St Etienne, FranceCHU St Etienne, Serv Med Intens Reanimat & Pole Biol Pathol, St Etienne, France
机构:
Capital Med Univ, Beijing Friendship Hosp, Dept Pharm, 95 Yongan Rd, Beijing 100050, Peoples R China
Tsinghua Univ, Hosp 1, Dept Pharm, Beijing 100016, Peoples R ChinaCapital Med Univ, Beijing Friendship Hosp, Dept Pharm, 95 Yongan Rd, Beijing 100050, Peoples R China
Hou, Jiana
Yang, Siyu
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Capital Med Univ, Beijing Friendship Hosp, Dept Pharm, 95 Yongan Rd, Beijing 100050, Peoples R ChinaCapital Med Univ, Beijing Friendship Hosp, Dept Pharm, 95 Yongan Rd, Beijing 100050, Peoples R China
Yang, Siyu
Liu, Wei
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Capital Med Univ, Beijing Youan Hosp, Dept Pharm, Beijing 100069, Peoples R ChinaCapital Med Univ, Beijing Friendship Hosp, Dept Pharm, 95 Yongan Rd, Beijing 100050, Peoples R China
Liu, Wei
Lu, Yanxia
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Peoples Liberat Army Gen Hosp, Med Supplies Ctr Chinese, Dept Pharm, Beijing 100853, Peoples R ChinaCapital Med Univ, Beijing Friendship Hosp, Dept Pharm, 95 Yongan Rd, Beijing 100050, Peoples R China
Lu, Yanxia
Wei, Jian
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Capital Med Univ, Beijing Friendship Hosp, Dept Intervent Radiog, Beijing 100050, Peoples R ChinaCapital Med Univ, Beijing Friendship Hosp, Dept Pharm, 95 Yongan Rd, Beijing 100050, Peoples R China
Wei, Jian
Li, Xingang
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Capital Med Univ, Beijing Friendship Hosp, Dept Pharm, 95 Yongan Rd, Beijing 100050, Peoples R ChinaCapital Med Univ, Beijing Friendship Hosp, Dept Pharm, 95 Yongan Rd, Beijing 100050, Peoples R China