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Canalization effect in the coagulation cascade and the interindividual variability of
oral anticoagulant response. A simulation study.
Alexandru Dan Corlan AD,
John Ross,
Theor Biol Med Model 8:-, 2011
ABSTRACT
Increasing the predictability and reducing the rate of
side effects of oral anticoagulant treatment (OAT) requires further
clarification of the cause of about 50% of the interindividual
variability of OAT response that is currently unaccounted for. We
explore numerically the hypothesis that the effect of the
interindividual expression variability of coagulation proteins, which
does not usually result in a variability of the coagulation times in
untreated subjects, is unmasked by OAT. RESULTS: We developed a
stochastic variant of the Hockin-Mann model of the tissue factor
coagulation pathway, using literature data for the variability of
coagulation protein levels in the blood of normal subjects. We
simulated in vitro coagulation and estimated the Prothrombin Time and
the INR across a model population. In a model of untreated subjects a
canalization effect can be observed in that a coefficient of variation
of up to 33% of each protein level results in a simulated INR of 1
with a clinically irrelevant dispersion of 0.12. When the mean and the
standard deviation of vitamin-K dependent protein levels were reduced
by 80%, corresponding to the usual Warfarin treatment intensity, the
simulated INR was 2.98 +/- 0.48, a clinically relevant dispersion,
corresponding to a reduction of the canalization effect.Then we
combined the Hockin-Mann stochastic model with our previously
published model of population response to Warfarin, that takes into
account the genetical and the phenotypical variability of Warfarin
pharmacokinetics and pharmacodynamics. We used the combined model to
evaluate the coagulation protein variability effect on the variability
of the Warfarin dose required to reach an INR target of 2.5. The dose
variance when removing the coagulation protein variability was 30%
lower. The dose was mostly related to the pretreatment levels of
factors VII, X, and the tissue factor pathway inhibitor (TFPI).
CONCLUSIONS: It may be worth exploring in experimental studies whether
the pretreatment levels of coagulation proteins, in particular VII, X
and TFPI, are predictors of the individual warfarin dose, even though,
maybe due to a canalization-type effect, their effect on the INR
variance in untreated subjects appears low.
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