Content of the archive file dataAndCodes.zip


Part III - Chapter 7

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Model building

warfarin_data.txt the original warfarin PKPD data (only the PK data is used in this chapter)
warfarinPK_M0.mlxtran Monolix project for model M0 used in Sections 7.1, 7.2 and 7.3
warfarinPK_M1.mlxtran
warfarinPK_M2b.mlxtran
warfarinPK_M3b.mlxtran
Monolix projects for models M1, M2 and M3 used in Section 7.3.4

ERRATUM: Results presented in the book with models M2 and M3 were obtained assuming a residual error model of the form y = f + a*e1+b*f*e2 , and not of the form y = f + (a+b*f)e as stated page 199

warfarinPK_M2a.mlxtran
warfarinPK_M3a.mlxtran
Monolix projects for models M2 and M3 assuming a residual error model of the form y = f + (a+b*f)e

Bayesian estimation

warfarinPK_Bayes1.mlxtran Monolix project used Section 7.3.4, assuming that ka is fixed (ka=1)
warfarinPK_Bayes2a.mlxtran
warfarinPK_Bayes2b.mlxtran
warfarinPK_Bayes3a.mlxtran
warfarinPK_Bayes3b.mlxtran
warfarinPK_Bayes4a.mlxtran
warfarinPK_Bayes4b.mlxtran
warfarinPK_Bayes5a.mlxtran
warfarinPK_Bayes5b.mlxtran
Monolix projects used Section 7.3.4, assuming a log-normal prior for ka with standard deviation equal to 0.02 (2a and 2b), 0.04 (3a and 3b), 0.1 (4a and 4b) and 0.3 (5a and 5b).
The MAP estimate of ka is computed with projects 2a, 3a, 4a and 5a.
The posterior distribution of ka is estimated with projects 2b, 3b, 4b and 5b.


Part III - Chapter 8

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growth curves

ratMale.txt the body weight data of the 80 males used in Section 8.1
growth1_model.txt
growth2_model.txt
growth3_model.txt
Growth models represented by equations (8.1), (8.3) and (8.4)
growth1_project.mlxtran
growth2_project.mlxtran
Monolix projects used in Section 8.1.2

growth3_project.mlxtran
growth4_project.mlxtran
Monolix projects used in Section 8.1.3


warfarin PKPD

warfarin_data.txt the original warfarin PKPD data used in Section 8.2.1
pkpd1_mlxt.txt
warfpkpd1_project.mlxtran
Immediate response model and the Monolix project used Section 8.2.1.1
pkpd2_mlxt.txt
warfpkpd2_project.mlxtran
Effect compartment model and the Monolix project used in Section 8.2.1.2
pkpd3a_mlxt.txt
pkpd3b_mlxt.txt
warfpkpd3a_project.mlxtran
warfpkpd3b_project.mlxtran
Indirect response models and the Monolix projects used in Section 8.2.1.3
warfpkpd4a_project.mlxtran Monolix project used in Section 8.2.2 (sequential approach using estimated population PK parameters)
warfarin_seq_data.txt the warfarin PKPD data used Section 8.2.2 for sequential PKPD modelling
pkpd4_mlxt.txt
warfpkpd4b_project.mlxtran
Indirect response model for sequential PKPD modelling and the Monolix project used Section 8.2.2 (sequential approach using estimated individual PK parameters)
warfarin_cat_data.txt the warfarin PKPD data used in Section 8.2.3 for modelling categorical PD data
pkpd5_mlxt.txt
warfpkpd5_project.mlxtran
PKPD model for categorical PD data and the Monolix project used Section 8.2.3

gene expression

hog_data.csv the florescence data used in Section 8.3 and displayed Figure 8.14
hog1_mlxplore.txt Mlxplore project used p 225 for visualizing the variables displayed Figure 8.15

ERRATUM: the script "reactionRate1_mlxplore.txt" is incomplete and should be replaced by "hog1_mlxplore.txt"

hog_modelMlxplore.txt Hog1-induced gene expression model displayed page 226 as "reactionRate_mlxt.txt". This model is used by Mlxplore and Simulx.
hog2_mlxplore.txt Mlxplore project displayed page 227 as "reactionRate2_mlxplore.txt" for visualizing the predicted fluorescence displayed Figure 8.16
hog_modelMonolix.txt Hog1-induced gene expression model used by Monolix.
hog1_monolix.mlxtran
hog2_monolix.mlxtran
Monolix projects used in Section 8.3 for modelling the fluorescence data stored in "hog_data.csv".
hog_simulx.R
hog_simulx.m
R and Matlab codes for simulating fluorescence data with Simulx from the reaction rate model implemented in "hog_modelMlxplore.txt".
hog_mlxplore.R
hog_mlxplore.m
R and Matlab codes for visualizing with Mlxplore the reaction rate model implemented in "hog_modelMlxplore.txt".


Part III - Chapter 9

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SAEM

exsaem_data.csv simulated data used in Section 9.2.4
exsaem1_project.mlxtran
exsaem2_project.mlxtran
exsaem3_project.mlxtran
exsaem4_project.mlxtran
Monolix projects used in Section 9.2.4
saem_animation1.m Matlab code used in Section 9.2.5
saem_animation2.m additional Matlab code for visualizing the behavior of SAEM (not used in the book)

simulated annealing

joint_data.csv simulated data used in Section 9.2.6
annealing1_project.mlxtran
annealing2_project.mlxtran
annealing3_project.mlxtran
annealing4_project.mlxtran
annealing5_project.mlxtran
Monolix projects used in Section 9.2.6

MCMC

warfarin_data.txt the warfarin data used in Section 9.3
warfarinPK_project.mlxtran Monolix project used in Section 9.3

log-likelihood

PKmixt_data.txt simulated data used in Section 9.5
ll1_project.mlxtran
ll2_project.mlxtran
ll3_project.mlxtran
Monolix projects used in Section 9.5

binning

data1.csv
data2.csv
simulated data used Section 9.7 and displayed Figures 9.13 and 9.15
binning1_project.mlxtran
binning2_project.mlxtran
Monolix projects used in Section 9.7 for producing the binnings displayed Figures 9.13 and 9.15


Appendix A

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individualFitting_data.txt simulated data used Appendix A
individualFitting.R R code used Appendix A

Appendix C

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pk3_model.txt
pk4_model.txt
pk5_model.txt
PK models 3, 4 and 5 displayed in Appendix C.4
pk3_mlxplore.txt
pk4a_mlxplore.txt
pk4b_mlxplore.txt
pk5_mlxplore.txt
Mlxplore scripts used for visualizing Models 3, 4 and 5 (only Model 5 is presented in Appendix C.4 under the name "pk_model.txt")
pk3_simulx.m
pk3_simulx.R
pk4a_simulx.m
pk4a_simulx.R
pk4b_simulx.m
pk4b_simulx.R
pk5_simulx.m
pk5_simulx.R
R and Matlab codes for simulating Models 3, 4 and 5 using Simulx (only Model 5 is presented in Appendix C.4)
pk3_mlxplore.m
pk3_mlxplore.R
pk4a_mlxplore.m
pk4a_mlxplore.R
pk4b_mlxplore.m
pk4b_mlxplore.R
pk5_mlxplore.m
pk5_mlxplore.R
R and Matlab codes for visualizing Models 3, 4 and 5 using Mlxplore (these examples are not used in the book)

Appendix D

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tumor1_model.txt
tumor2_model.txt
tumor growth models used in Appendix D.1 with Mlxplore and Appendix D.2 with Simulx
tumor1a_mlxplore.txt
tumor1b_mlxplore.txt
tumor2_mlxplore.txt
Mlxplore projects used in Appendix D.1
tumor3_model.txt tumor growth model used in Appendix D.2 with Simulx
tumor1a_simulx.R
tumor1a_simulx.m
tumor1b_simulx.R
tumor1b_simulx.m
tumor2_simulx.R
tumor2_simulx.m
tumor3_simulx.R
tumor3_simulx.m
R and Matlab codes used in Appendix D.2 for simulating tumor growth data with Simulx
warfarin_data.txt
pkrtte_data.txt
warfarin data and time-to-event data used in Appendix D.3 with Datxplore
warfarin_datxplore.txt
pkrtte_datxplore.txt
Datxplore projects used in Appendix D.3