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2) In the original model the inferred parameters are scaled by current population size (N0) but in the second model the parameters are inferred separately using priors, following the approach of Tavaré et al [ 48] and Wilson and Balding [ 49]. 3) The original model is based on the assumption that all parameters other than mutation rate were identical across loci.
Biochemical systems theory was applied to mathematically model the inferred gene regulatory networks.
In the model, the inferred AC scores of these PWMs are used as predictors.
As each of the time series generated for each condition is an independent stochastic realisation of the model, the inferred parameter distributions can be expected to include the generating parameters, but this cannot be guaranteed.
When the data of C. albicans and C. dubliniensis are analyzed in the frame of this model, the inferred values of show large variations during the S phase and appear to have globally increased before the divergence of C. albicans and C. dubliniensis lineages.
As with the generalized Gazave model, the inferred growth speed parameter from the generalized Gravel model, b = 1.22 (1.18–1.26), is also significantly larger than the exponential speed b = 1 (P-value ≪ 10 − 12, using a one-tailed z-test; Figure 4, C and D).
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While this is adequate for the MAP model, the results inferred from the PI model must be interpreted cautiously.
For example, the L model inferred heavy traffic through the revolving door in the coelomate lineage, while the FL models inferred none.
The simulations support the model inferred previously from the crystal structures and reveal new details.
The exceptions are PMLoess_St and PMLoess_XPN, where the error for the models inferred, from the PramilaL dataset alone, is smaller than that found when the Hasse data are also included in the training set.
Tables 4 and 5 show the validation errors of the models inferred from the data of the synthetic systems depicted in Figure 3.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com