Re: PK simulation and replicates

From: Jakob Ribbing Date: January 21, 2026 technical Source: mail-archive.com
Dear Marie, Someone else may comment on the regulatory guidelines, but before even getting into this here is something to think about. If you only intend to do simulations based on the point estimates of your population parameters (i.e. point estimates of THETA, OMEGA and SIGMA), then there is often no need to simulate a trial with replicates. For that case, just use a sufficient number of subjects for the statistic(s) you want to derive, or what you want to illustrate and simulate a single-replicate data set. One exception would be e.g. VPC, where you want to simulate replicate trials (all with the same set of population parameters) with the analysis data set, in order to establish CIs based on the data set at hand. This article may help you understand the number of replicates needed (Jonsson and Nyberg): https://pubmed.ncbi.nlm.nih.gov/35353958/ Similarly, if you want to also account for uncertainty in population parameters, the number of replicates needed depends on the confidence interval you want to report, and what precision you want to achieve. For example if you are interested in the group mean Ctrough,ss and also want to account for the uncertainty in this predicted value (by accounting for the uncertainty in population parameters): In general you would need more replicate trials in order to calculate the statistic with 99% CI as supposed to an 80% CI. And in all cases with replicate trials: you should calculate the statistic (e.g. a mean, or a percentile) separately for each replicate trial, not across all trials. I will stop there since I am not sure whether you are intend to simulate a single trial, or do the latter and account for the uncertainty as well. Best regards Jakob Jakob Ribbing, Ph.D. Principal Consultant & Client Operations Expert [email protected] +46(0)705-14 33 77 www.pharmetheus.com
Quoted reply history
> On 21 Jan 2026, at 16:21, Marie Rajerison > <[email protected]> wrote: > > Dear NM users > > Happy new year! > > Is there a regulatory guideline or general rule/recommendation regarding the > number of replicates to use in a popPK simulation and the impact on the > distribution of the simulated variables? > > Thank you in advance for your help > > Kind regards > > Marie -- *This communication is confidential and is only intended for the use of the individual or entity to which it is directed. It may contain information that is privileged and exempt from disclosure under applicable law. If you are not the intended recipient please notify us immediately. Please do not copy it or disclose its contents to any other person.* *Any personal data will be processed in accordance with Pharmetheus' privacy notice, available here https://pharmetheus.com/privacy-policy/.** *
Jan 21, 2026 Marie Rajerison PK simulation and replicates
Jan 21, 2026 약리학교실 Re: PK simulation and replicates
Jan 21, 2026 Jakob Ribbing Re: PK simulation and replicates
Jan 21, 2026 Kenneth G. Kowalski RE: PK simulation and replicates