1 research outputs found
New Insights to Compare and Choose TKTD Models for Survival Based on an Interlaboratory Study for <i>Lymnaea stagnalis</i> Exposed to Cd
Toxicokinetic-toxicodynamic
(TKTD) models, as the General Unified
Threshold model of Survival (GUTS), provide a consistent process-based
framework compared to classical doseāresponse models to analyze
both time and concentration-dependent data sets. However, the extent
to which GUTS models (Stochastic Death (SD) and Individual Tolerance
(IT)) lead to a better fitting than classical doseāresponse
model at a given target time (TT) has poorly been investigated. Our
paper highlights that GUTS estimates are generally more conservative
and have a reduced uncertainty through smaller credible intervals
for the studied data sets than classical TT approaches. Also, GUTS
models enable estimating any x% lethal concentration at any time (LC<sub><i>x</i>,<i>t</i></sub>), and provide biological
information on the internal processes occurring during the experiments.
While both GUTS-SD and GUTS-IT models outcompete classical TT approaches,
choosing one preferentially to the other is still challenging. Indeed,
the estimates of survival rate over time and LC<sub><i>x</i>,<i>t</i></sub> are very close between both models, but
our study also points out that the joint posterior distributions of
SD model parameters are sometimes bimodal, while two parameters of
the IT model seems strongly correlated. Therefore, the selection between
these two models has to be supported by the experimental design and
the biological objectives, and this paper provides some insights to
drive this choice