diff options
Diffstat (limited to 'tests')
28 files changed, 3257 insertions, 6331 deletions
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grouped in 15 datasets + + npar AIC BIC Lik Chisq Df Pr(>Chisq) +sfo_saem_1_reduced 5 1310 1313 -650 +sfo_saem_1_reduced_mkin 5 1310 1313 -650 0 0 +sfo_saem_1 6 1312 1316 -650 0 1 1 +sfo_saem_1_mkin 6 1310 1315 -649 1 0 diff --git a/tests/testthat/illparms_hfits_synth.txt b/tests/testthat/illparms_hfits_synth.txt new file mode 100644 index 00000000..affd1318 --- /dev/null +++ b/tests/testthat/illparms_hfits_synth.txt @@ -0,0 +1,8 @@ + error +degradation const + SFO + FOMC sd(log_alpha), sd(log_beta) + error +degradation tc + SFO sd(parent_0) + FOMC sd(parent_0), sd(log_alpha), sd(log_beta) diff --git a/tests/testthat/print_dfop_nlme_1.txt b/tests/testthat/print_dfop_nlme_1.txt index 1092821d..ccb43b86 100644 --- a/tests/testthat/print_dfop_nlme_1.txt +++ b/tests/testthat/print_dfop_nlme_1.txt @@ -8,17 +8,23 @@ d_parent/dt = - ((k1 * g * exp(-k1 * time) + k2 * (1 - g) * exp(-k2 * Data: 270 observations of 1 variable(s) grouped in 15 datasets -Log-likelihood: -612 +Log-likelihood: -695 Fixed effects: list(parent_0 ~ 1, log_k1 ~ 1, log_k2 ~ 1, g_qlogis ~ 1) parent_0 log_k1 log_k2 g_qlogis - 100.1 -2.7 -4.1 -0.5 + 100.1 -2.7 -4.1 -0.4 Random effects: Formula: list(parent_0 ~ 1, log_k1 ~ 1, log_k2 ~ 1, g_qlogis ~ 1) Level: ds Structure: Diagonal parent_0 log_k1 log_k2 g_qlogis Residual -StdDev: 0.4 0.3 0.2 0.2 2 +StdDev: 2 0.3 0.2 0.2 1 +Variance function: + Structure: Constant plus proportion of variance covariate + Formula: ~fitted(.) + Parameter estimates: + const prop + 0.9227472 -0.0480500 diff --git a/tests/testthat/print_fits_synth_const.txt b/tests/testthat/print_fits_synth_const.txt new file mode 100644 index 00000000..2ea1f133 --- /dev/null +++ b/tests/testthat/print_fits_synth_const.txt @@ -0,0 +1,11 @@ +<mmkin> object +Status of individual fits: + + dataset +model 1 2 3 4 5 6 + SFO OK OK OK OK OK OK + FOMC C C OK OK OK OK + +C: Optimisation did not converge: +false convergence (8) +OK: No warnings diff --git a/tests/testthat/print_hfits_synth.txt b/tests/testthat/print_hfits_synth.txt new file mode 100644 index 00000000..9af1cbcd --- /dev/null +++ b/tests/testthat/print_hfits_synth.txt @@ -0,0 +1,9 @@ +<mhmkin> object +Status of individual fits: + + error +degradation const tc + SFO OK OK + FOMC OK OK + +OK: Fit terminated successfully diff --git a/tests/testthat/print_multistart_biphasic.txt b/tests/testthat/print_multistart_biphasic.txt new file mode 100644 index 00000000..b4344f22 --- /dev/null +++ b/tests/testthat/print_multistart_biphasic.txt @@ -0,0 +1,4 @@ +<multistart> object with 8 fits: +OK + 8 +OK: Fit terminated successfully diff --git a/tests/testthat/print_sfo_saem_1.txt b/tests/testthat/print_sfo_saem_1.txt index a11e1e96..34eea058 100644 --- a/tests/testthat/print_sfo_saem_1.txt +++ b/tests/testthat/print_sfo_saem_1.txt @@ -7,13 +7,13 @@ Data: Likelihood computed by importance sampling AIC BIC logLik - 1311 1315 -649 + 1312 1316 -650 Fitted parameters: estimate lower upper -parent_0 1e+02 99.13 1e+02 +parent_0 1e+02 99.28 1e+02 k_parent 4e-02 0.03 4e-02 a.1 9e-01 0.75 1e+00 b.1 5e-02 0.04 5e-02 -SD.parent_0 7e-01 -1.09 3e+00 +SD.parent_0 2e-01 -6.33 7e+00 SD.k_parent 3e-01 0.20 4e-01 diff --git a/tests/testthat/setup_script.R b/tests/testthat/setup_script.R index 62cdf78e..777c998a 100644 --- a/tests/testthat/setup_script.R +++ b/tests/testthat/setup_script.R @@ -8,31 +8,18 @@ if (identical(Sys.getenv("NOT_CRAN"), "true")) { n_cores <- 1 } -# We are only allowed one core on travis, but they also set NOT_CRAN=true -if (Sys.getenv("TRAVIS") != "") n_cores = 1 +# Use the two available cores on travis +if (Sys.getenv("TRAVIS") != "") n_cores = 2 # On Windows we would need to make a cluster first if (Sys.info()["sysname"] == "Windows") n_cores = 1 -# We set up some models and fits with nls for comparisons -SFO_trans <- function(t, parent_0, log_k_parent_sink) { - parent_0 * exp(- exp(log_k_parent_sink) * t) -} -SFO_notrans <- function(t, parent_0, k_parent_sink) { - parent_0 * exp(- k_parent_sink * t) -} -f_1_nls_trans <- nls(value ~ SFO_trans(time, parent_0, log_k_parent_sink), - data = FOCUS_2006_A, - start = list(parent_0 = 100, log_k_parent_sink = log(0.1))) -f_1_nls_notrans <- nls(value ~ SFO_notrans(time, parent_0, k_parent_sink), - data = FOCUS_2006_A, - start = list(parent_0 = 100, k_parent_sink = 0.1)) - +# Very simple example fits f_1_mkin_trans <- mkinfit("SFO", FOCUS_2006_A, quiet = TRUE) f_1_mkin_notrans <- mkinfit("SFO", FOCUS_2006_A, quiet = TRUE, transform_rates = FALSE) -# mmkin object of parent fits for tests +# mmkin object of parent fits models <- c("SFO", "FOMC", "DFOP", "HS") fits <- suppressWarnings( # FOCUS A FOMC was, it seems, in testthat output mmkin(models, @@ -72,9 +59,8 @@ DFOP_par_c <- synthetic_data_for_UBA_2014[[12]]$data f_2_mkin <- mkinfit("DFOP", DFOP_par_c, quiet = TRUE) f_2_nls <- nls(value ~ SSbiexp(time, A1, lrc1, A2, lrc2), data = subset(DFOP_par_c, name == "parent")) -f_2_anova <- lm(value ~ as.factor(time), data = subset(DFOP_par_c, name == "parent")) -# Two metabolites +# mkinfit with two metabolites m_synth_SFO_lin <- mkinmod( parent = mkinsub("SFO", "M1"), M1 = mkinsub("SFO", "M2"), @@ -137,7 +123,7 @@ set.seed(123456) ds_dfop <- lapply(1:n, function(i) { ds_mean <- mkinpredict(DFOP, dfop_parms[i, ], c(parent = dfop_pop$parent_0), sampling_times) - add_err(ds_mean, const, n = 1)[[1]] + add_err(ds_mean, tc, n = 1)[[1]] }) set.seed(123456) @@ -184,20 +170,22 @@ ds_biphasic <- lapply(ds_biphasic_mean, function(ds) { # Mixed model fits mmkin_sfo_1 <- mmkin("SFO", ds_sfo, quiet = TRUE, error_model = "tc", cores = n_cores) -mmkin_dfop_1 <- mmkin("DFOP", ds_dfop, quiet = TRUE, cores = n_cores) +mmkin_dfop_1 <- mmkin("DFOP", ds_dfop, quiet = TRUE, cores = n_cores, + error_model = "tc") + mmkin_biphasic <- mmkin(list("DFOP-SFO" = DFOP_SFO), ds_biphasic, quiet = TRUE, cores = n_cores, control = list(eval.max = 500, iter.max = 400), error_model = "tc") # nlme -dfop_nlme_1 <- nlme(mmkin_dfop_1) +dfop_nlme_1 <- suppressWarnings(nlme(mmkin_dfop_1)) nlme_biphasic <- suppressWarnings(nlme(mmkin_biphasic)) # saemix sfo_saem_1 <- saem(mmkin_sfo_1, quiet = TRUE, transformations = "saemix") - -dfop_saemix_1 <- saem(mmkin_dfop_1, quiet = TRUE, transformations = "mkin") -dfop_saemix_2 <- saem(mmkin_dfop_1, quiet = TRUE, transformations = "saemix") +sfo_saem_1_reduced <- update(sfo_saem_1, no_random_effect = "parent_0") +dfop_saemix_1 <- saem(mmkin_dfop_1, quiet = TRUE, transformations = "mkin", + no_random_effect = "parent_0") saem_biphasic_m <- saem(mmkin_biphasic, transformations = "mkin", quiet = TRUE) saem_biphasic_s <- saem(mmkin_biphasic, transformations = "saemix", quiet = TRUE) diff --git a/tests/testthat/summary_dfop_nlme_1.txt b/tests/testthat/summary_dfop_nlme_1.txt index 9da3fb1b..cfee552a 100644 --- a/tests/testthat/summary_dfop_nlme_1.txt +++ b/tests/testthat/summary_dfop_nlme_1.txt @@ -14,13 +14,13 @@ Data: Model predictions using solution type analytical -Fitted in test time 0 s using 3 iterations +Fitted in test time 0 s using 5 iterations -Variance model: Constant variance +Variance model: Two-component variance function Mean of starting values for individual parameters: parent_0 log_k1 log_k2 g_qlogis - 100.06 -2.68 -4.16 0.01 + 100.2 -2.6 -4.2 0.1 Fixed degradation parameter values: None @@ -28,36 +28,42 @@ None Results: AIC BIC logLik - 1242 1274 -612 + 1410 1446 -695 Optimised, transformed parameters with symmetric confidence intervals: lower est. upper -parent_0 99.6 100.1 100.6 -log_k1 -2.9 -2.7 -2.4 +parent_0 98.7 100.1 101.5 +log_k1 -2.9 -2.7 -2.5 log_k2 -4.2 -4.1 -4.0 -g_qlogis -0.7 -0.5 -0.2 +g_qlogis -0.7 -0.4 -0.2 Correlation: pr_0 lg_1 lg_2 -log_k1 0.2 +log_k1 0.3 log_k2 0.1 0.2 -g_qlogis -0.2 -0.5 -0.4 +g_qlogis -0.1 -0.5 -0.4 Random effects: Formula: list(parent_0 ~ 1, log_k1 ~ 1, log_k2 ~ 1, g_qlogis ~ 1) Level: ds Structure: Diagonal parent_0 log_k1 log_k2 g_qlogis Residual -StdDev: 0.4 0.3 0.2 0.2 2 +StdDev: 2 0.3 0.2 0.2 1 +Variance function: + Structure: Constant plus proportion of variance covariate + Formula: ~fitted(.) + Parameter estimates: + const prop + 0.9227472 -0.0480500 Backtransformed parameters with asymmetric confidence intervals: lower est. upper -parent_0 1e+02 1e+02 1e+02 -k1 6e-02 7e-02 9e-02 -k2 1e-02 2e-02 2e-02 -g 3e-01 4e-01 5e-01 +parent_0 98.69 1e+02 1e+02 +k1 0.06 7e-02 9e-02 +k2 0.01 2e-02 2e-02 +g 0.34 4e-01 5e-01 Estimated disappearance times: DT50 DT90 DT50back DT50_k1 DT50_k2 -parent 23 111 33 10 42 +parent 23 111 33 10 43 diff --git a/tests/testthat/summary_hfit_sfo_tc.txt b/tests/testthat/summary_hfit_sfo_tc.txt new file mode 100644 index 00000000..49765187 --- /dev/null +++ b/tests/testthat/summary_hfit_sfo_tc.txt @@ -0,0 +1,61 @@ +saemix version used for fitting: Dummy 0.0 for testing +mkin version used for pre-fitting: Dummy 0.0 for testing +R version used for fitting: Dummy R version for testing +Date of fit: Dummy date for testing +Date of summary: Dummy date for testing + +Equations: +d_parent/dt = - k_parent * parent + +Data: +106 observations of 1 variable(s) grouped in 6 datasets + +Model predictions using solution type analytical + +Fitted in test time 0 s +Using 300, 100 iterations and 9 chains + +Variance model: Two-component variance function + +Mean of starting values for individual parameters: + parent_0 log_k_parent + 101 -3 + +Fixed degradation parameter values: +None + +Results: + +Likelihood computed by importance sampling + AIC BIC logLik + 533 531 -261 + +Optimised parameters: + est. lower upper +parent_0 101.01 99.57 102.45 +log_k_parent -3.32 -3.53 -3.11 +a.1 0.90 0.64 1.17 +b.1 0.05 0.04 0.06 +SD.log_k_parent 0.27 0.11 0.42 + +Correlation: + pr_0 +log_k_parent 0.1 + +Random effects: + est. lower upper +SD.log_k_parent 0.3 0.1 0.4 + +Variance model: + est. lower upper +a.1 0.90 0.64 1.17 +b.1 0.05 0.04 0.06 + +Backtransformed parameters: + est. lower upper +parent_0 1e+02 1e+02 1e+02 +k_parent 4e-02 3e-02 4e-02 + +Estimated disappearance times: + DT50 DT90 +parent 19 64 diff --git a/tests/testthat/summary_parent_FOCUS_2006.txt b/tests/testthat/summary_parent_FOCUS_2006.txt new file mode 100644 index 00000000..418476c0 --- /dev/null +++ b/tests/testthat/summary_parent_FOCUS_2006.txt @@ -0,0 +1,20 @@ +Error model: Constant variance +Fitted in test time 0 s + +Status: + dataset +model FOCUS_C FOCUS_D + SFO OK OK + FOMC OK OK + DFOP OK OK + HS OK OK + +OK: No warnings + +Ill-defined parameters: + dataset +model FOCUS_C FOCUS_D + SFO + FOMC alpha, beta + DFOP g + HS k2 diff --git a/tests/testthat/summary_saem_biphasic_s.txt b/tests/testthat/summary_saem_biphasic_s.txt index 6b203991..7c337843 100644 --- a/tests/testthat/summary_saem_biphasic_s.txt +++ b/tests/testthat/summary_saem_biphasic_s.txt @@ -38,13 +38,21 @@ Likelihood computed by importance sampling 2334 2344 -1153 Optimised parameters: - est. lower upper -parent_0 1e+02 1e+02 1e+02 -k_m1 7e-03 6e-03 7e-03 -f_parent_to_m1 5e-01 4e-01 5e-01 -k1 1e-01 9e-02 1e-01 -k2 2e-02 2e-02 3e-02 -g 5e-01 5e-01 5e-01 + est. lower upper +parent_0 1e+02 1e+02 1e+02 +k_m1 7e-03 6e-03 7e-03 +f_parent_to_m1 5e-01 4e-01 5e-01 +k1 1e-01 9e-02 1e-01 +k2 2e-02 2e-02 3e-02 +g 5e-01 5e-01 5e-01 +a.1 9e-01 8e-01 1e+00 +b.1 5e-02 5e-02 6e-02 +SD.parent_0 3e-02 -5e+01 5e+01 +SD.k_m1 2e-01 1e-01 3e-01 +SD.f_parent_to_m1 3e-01 2e-01 4e-01 +SD.k1 4e-01 2e-01 5e-01 +SD.k2 3e-01 2e-01 5e-01 +SD.g 2e-01 6e-02 4e-01 Correlation: pr_0 k_m1 f___ k1 k2 diff --git a/tests/testthat/test_confidence.R b/tests/testthat/test_confidence.R index 36e9738d..6c645ca4 100644 --- a/tests/testthat/test_confidence.R +++ b/tests/testthat/test_confidence.R @@ -1,5 +1,19 @@ context("Confidence intervals and p-values") +# We set up some models and fits with nls for comparisons +SFO_trans <- function(t, parent_0, log_k_parent_sink) { + parent_0 * exp(- exp(log_k_parent_sink) * t) +} +SFO_notrans <- function(t, parent_0, k_parent_sink) { + parent_0 * exp(- k_parent_sink * t) +} +f_1_nls_trans <- nls(value ~ SFO_trans(time, parent_0, log_k_parent_sink), + data = FOCUS_2006_A, + start = list(parent_0 = 100, log_k_parent_sink = log(0.1))) +f_1_nls_notrans <- nls(value ~ SFO_notrans(time, parent_0, k_parent_sink), + data = FOCUS_2006_A, + start = list(parent_0 = 100, k_parent_sink = 0.1)) + test_that("The confint method 'quadratic' is consistent with the summary", { expect_equivalent( confint(fit_nw_1, parm = "parent_0", method = "quadratic"), diff --git a/tests/testthat/test_mhmkin.R b/tests/testthat/test_mhmkin.R new file mode 100644 index 00000000..fc588473 --- /dev/null +++ b/tests/testthat/test_mhmkin.R @@ -0,0 +1,48 @@ +context("Batch fitting and diagnosing hierarchical kinetic models") + +test_that("Multiple hierarchical kinetic models can be fitted and diagnosed", { + + skip_on_cran() + fits_synth_const <- suppressWarnings( + mmkin(c("SFO", "FOMC"), ds_sfo[1:6], cores = n_cores, quiet = TRUE)) + + fits_synth_tc <- suppressWarnings( + update(fits_synth_const, error_model = "tc")) + + hfits <- mhmkin(list(fits_synth_const, fits_synth_tc)) + + expect_known_output( + print(hfits), + "print_hfits_synth.txt") + + expect_known_output( + print(illparms(hfits)), + "illparms_hfits_synth.txt") + + expect_equal(which.min(AIC(hfits)), 3) + expect_equal(which.min(BIC(hfits)), 3) + + hfit_sfo_tc <- update(hfits[["SFO", "tc"]], + covariance.model = diag(c(0, 1))) + expect_equal(illparms(hfit_sfo_tc), character(0)) + + test_summary <- summary(hfit_sfo_tc) + test_summary$saemixversion <- "Dummy 0.0 for testing" + test_summary$mkinversion <- "Dummy 0.0 for testing" + test_summary$Rversion <- "Dummy R version for testing" + test_summary$date.fit <- "Dummy date for testing" + test_summary$date.summary <- "Dummy date for testing" + test_summary$time <- c(elapsed = "test time 0") + + expect_known_output(print(test_summary, digits = 1), + "summary_hfit_sfo_tc.txt") + + # It depends on the platform exactly which of the + # SFO datasets fail to converge with FOMC + skip_on_travis() + + expect_known_output( + print(fits_synth_const), + "print_fits_synth_const.txt") + +}) diff --git a/tests/testthat/test_mixed.R b/tests/testthat/test_mixed.R index 6fb06656..e005c982 100644 --- a/tests/testthat/test_mixed.R +++ b/tests/testthat/test_mixed.R @@ -1,5 +1,11 @@ context("Nonlinear mixed-effects models") +# Round error model parameters as they are not rounded in print methods +dfop_nlme_1$modelStruct$varStruct$const <- + signif(dfop_nlme_1$modelStruct$varStruct$const, 3) +dfop_nlme_1$modelStruct$varStruct$prop <- + signif(dfop_nlme_1$modelStruct$varStruct$prop, 4) + test_that("Print methods work", { expect_known_output(print(fits[, 2:3], digits = 2), "print_mmkin_parent.txt") expect_known_output(print(mixed(mmkin_sfo_1), digits = 2), "print_mmkin_sfo_1_mixed.txt") diff --git a/tests/testthat/test_multistart.R b/tests/testthat/test_multistart.R new file mode 100644 index 00000000..56eb140c --- /dev/null +++ b/tests/testthat/test_multistart.R @@ -0,0 +1,38 @@ +context("Multistart method for saem.mmkin models") + +test_that("multistart works for saem.mmkin models", { + set.seed(123456) + saem_sfo_s_multi <- multistart(sfo_saem_1_reduced, n = 8, cores = n_cores, + no_random_effect = "parent_0") + anova_sfo <- anova(sfo_saem_1, + sfo_saem_1_reduced, + best(saem_sfo_s_multi), + test = TRUE + ) + expect_true(anova_sfo[3, "Pr(>Chisq)"] > 0.5) + + skip_on_cran() # Save CRAN time + set.seed(123456) + saem_biphasic_m_multi <- multistart(saem_biphasic_m, n = 8, + cores = n_cores) + expect_known_output(print(saem_biphasic_m_multi), + file = "print_multistart_biphasic.txt") + + anova_biphasic <- anova(saem_biphasic_m, + best(saem_biphasic_m_multi)) + + expect_true(anova_biphasic[2, "AIC"] < anova_biphasic[1, "AIC"]) + skip_on_travis() # Plots are platform dependent + + llhist_sfo <- function() llhist(saem_sfo_s_multi) + parplot_sfo <- function() parplot(saem_sfo_s_multi, ylim = c(0.5, 2)) + vdiffr::expect_doppelganger("llhist for sfo fit", llhist_sfo) + vdiffr::expect_doppelganger("parplot for sfo fit", parplot_sfo) + + llhist_biphasic <- function() llhist(saem_biphasic_m_multi) + parplot_biphasic <- function() parplot(saem_biphasic_m_multi, + ylim = c(0.5, 2)) + + vdiffr::expect_doppelganger("llhist for biphasic saemix fit", llhist_biphasic) + vdiffr::expect_doppelganger("parplot for biphasic saemix fit", parplot_biphasic) +}) diff --git a/tests/testthat/test_saemix_parent.R b/tests/testthat/test_saemix_parent.R index 731228d9..39efa18f 100644 --- a/tests/testthat/test_saemix_parent.R +++ b/tests/testthat/test_saemix_parent.R @@ -4,37 +4,81 @@ test_that("Parent fits using saemix are correctly implemented", { skip_on_cran() expect_error(saem(fits), "Only row objects") - # Some fits were done in the setup script + + # SFO + # mmkin_sfo_1 was generated in the setup script + # We did not introduce variance of parent_0 in the data generation + # This is correctly detected + expect_equal(illparms(sfo_saem_1), "sd(parent_0)") + # So we have also done a fit without this variance + expect_equal(illparms(sfo_saem_1_reduced), character(0)) + + # We cannot currently do the fit with completely fixed initial values mmkin_sfo_2 <- update(mmkin_sfo_1, fixed_initials = c(parent = 100)) + sfo_saem_3 <- expect_error(saem(mmkin_sfo_2, quiet = TRUE), "at least two parameters") + + # We get an error if we do not supply a suitable model specification expect_error(update(mmkin_sfo_1, models = c("SFOOO")), "Please supply models.*") - sfo_saem_2 <- saem(mmkin_sfo_1, quiet = TRUE, transformations = "mkin") - sfo_saem_3 <- expect_error(saem(mmkin_sfo_2, quiet = TRUE), "at least two parameters") - s_sfo_s1 <- summary(sfo_saem_1) - s_sfo_s2 <- summary(sfo_saem_2) + sfo_saem_1_mkin <- saem(mmkin_sfo_1, quiet = TRUE, transformations = "mkin") + expect_equal(illparms(sfo_saem_1_mkin), "sd(parent_0)") + sfo_saem_1_reduced_mkin <- update(sfo_saem_1_mkin, no_random_effect = "parent_0") + + # The endpoints obtained do not depend on the transformation + expect_equal(endpoints(sfo_saem_1), endpoints(sfo_saem_1_mkin), tol = 0.01) + expect_equal(endpoints(sfo_saem_1_reduced), endpoints(sfo_saem_1_reduced_mkin), tol = 0.01) + + s_sfo_saem_1 <- summary(sfo_saem_1) + s_sfo_saem_1_reduced <- summary(sfo_saem_1_reduced) + s_sfo_saem_1_mkin <- summary(sfo_saem_1_mkin) + s_sfo_saem_1_reduced_mkin <- summary(sfo_saem_1_reduced_mkin) sfo_nlme_1 <- expect_warning(nlme(mmkin_sfo_1), "not converge") - s_sfo_n <- summary(sfo_nlme_1) + s_sfo_nlme_1 <- summary(sfo_nlme_1) # Compare with input - expect_equal(round(s_sfo_s2$confint_ranef["SD.log_k_parent", "est."], 1), 0.3) + expect_equal(round(s_sfo_saem_1$confint_ranef["SD.k_parent", "est."], 1), 0.3) + expect_equal(round(s_sfo_saem_1_mkin$confint_ranef["SD.log_k_parent", "est."], 1), 0.3) # k_parent is a bit different from input 0.03 here - expect_equal(round(s_sfo_s1$confint_back["k_parent", "est."], 3), 0.035) - expect_equal(round(s_sfo_s2$confint_back["k_parent", "est."], 3), 0.035) + expect_equal(round(s_sfo_saem_1$confint_back["k_parent", "est."], 3), 0.035) + expect_equal(round(s_sfo_saem_1_mkin$confint_back["k_parent", "est."], 3), 0.035) # But the result is pretty unanimous between methods - expect_equal(round(s_sfo_s1$confint_back["k_parent", "est."], 3), - round(s_sfo_s2$confint_back["k_parent", "est."], 3)) - expect_equal(round(s_sfo_s1$confint_back["k_parent", "est."], 3), - round(s_sfo_n$confint_back["k_parent", "est."], 3)) - + expect_equal(round(s_sfo_saem_1_reduced$confint_back["k_parent", "est."], 3), + round(s_sfo_saem_1$confint_back["k_parent", "est."], 3)) + expect_equal(round(s_sfo_saem_1_mkin$confint_back["k_parent", "est."], 3), + round(s_sfo_saem_1$confint_back["k_parent", "est."], 3)) + expect_equal(round(s_sfo_saem_1_reduced_mkin$confint_back["k_parent", "est."], 3), + round(s_sfo_saem_1$confint_back["k_parent", "est."], 3)) + expect_equal(round(s_sfo_nlme_1$confint_back["k_parent", "est."], 3), + round(s_sfo_saem_1$confint_back["k_parent", "est."], 3)) + + # Compare fits with heavy rounding to avoid platform dependent results + anova_sfo <- anova( + sfo_saem_1, sfo_saem_1_reduced, + sfo_saem_1_mkin, sfo_saem_1_reduced_mkin, + test = TRUE) + anova_sfo_rounded <- round(anova_sfo, 0) + expect_known_output(print(anova_sfo_rounded), file = "anova_sfo_saem.txt") + + # Check the influence of an invented covariate + set.seed(123456) # In my first attempt I hit a false positive by chance... + pH <- data.frame(pH = runif(15, 5, 8), row.names = as.character(1:15)) + sfo_saem_pH <- update(sfo_saem_1_reduced_mkin, covariates = pH, + covariate_models = list(log_k_parent ~ pH)) + # We expect that this is not significantly better, as the covariate values were completely random + expect_true(anova(sfo_saem_1_reduced_mkin, sfo_saem_pH, test = TRUE)[2, "Pr(>Chisq)"] > 0.05) + + # FOMC mmkin_fomc_1 <- mmkin("FOMC", ds_fomc, quiet = TRUE, error_model = "tc", cores = n_cores) - fomc_saem_1 <- saem(mmkin_fomc_1, quiet = TRUE) + fomc_saem_1 <- saem(mmkin_fomc_1, quiet = TRUE, transformations = "saemix", no_random_effect = "parent_0") + fomc_saem_2 <- update(fomc_saem_1, transformations = "mkin") ci_fomc_s1 <- summary(fomc_saem_1)$confint_back fomc_pop <- as.numeric(fomc_pop) expect_true(all(ci_fomc_s1[, "lower"] < fomc_pop)) expect_true(all(ci_fomc_s1[, "upper"] > fomc_pop)) + expect_equal(endpoints(fomc_saem_1), endpoints(fomc_saem_2), tol = 0.01) mmkin_fomc_2 <- update(mmkin_fomc_1, state.ini = 100, fixed_initials = "parent") fomc_saem_2 <- saem(mmkin_fomc_2, quiet = TRUE, transformations = "mkin") @@ -43,62 +87,71 @@ test_that("Parent fits using saemix are correctly implemented", { expect_true(all(ci_fomc_s2[, "lower"] < fomc_pop[2:3])) expect_true(all(ci_fomc_s2[, "upper"] > fomc_pop[2:3])) + # DFOP + dfop_saemix_2 <- saem(mmkin_dfop_1, quiet = TRUE, transformations = "saemix", + no_random_effect = "parent_0") + s_dfop_s1 <- summary(dfop_saemix_1) s_dfop_s2 <- summary(dfop_saemix_2) s_dfop_n <- summary(dfop_nlme_1) dfop_pop <- as.numeric(dfop_pop) - expect_true(all(s_dfop_s1$confint_back[, "lower"] < dfop_pop)) - expect_true(all(s_dfop_s1$confint_back[, "upper"] > dfop_pop)) + + # When using DFOP with mkin transformations, k1 and k2 are sometimes swapped + swap_k1_k2 <- function(p) c(p[1], p[3], p[2], 1 - p[4]) + expect_true(all(s_dfop_s1$confint_back[, "lower"] < swap_k1_k2(dfop_pop))) + expect_true(all(s_dfop_s1$confint_back[, "upper"] > swap_k1_k2(dfop_pop))) expect_true(all(s_dfop_s2$confint_back[, "lower"] < dfop_pop)) expect_true(all(s_dfop_s2$confint_back[, "upper"] > dfop_pop)) - dfop_mmkin_means_trans_tested <- mean_degparms(mmkin_dfop_1, test_log_parms = TRUE) - dfop_mmkin_means_trans <- apply(parms(mmkin_dfop_1, transformed = TRUE), 1, mean) - - dfop_mmkin_means_tested <- backtransform_odeparms(dfop_mmkin_means_trans_tested, mmkin_dfop_1$mkinmod) - dfop_mmkin_means <- backtransform_odeparms(dfop_mmkin_means_trans, mmkin_dfop_1$mkinmod) - - # We get < 20% deviations for parent_0 and k1 by averaging the transformed parameters - # If we average only parameters passing the t-test, the deviation for k2 is also < 20% - rel_diff_mmkin <- (dfop_mmkin_means - dfop_pop) / dfop_pop - rel_diff_mmkin_tested <- (dfop_mmkin_means_tested - dfop_pop) / dfop_pop - expect_true(all(rel_diff_mmkin[c("parent_0", "k1")] < 0.20)) - expect_true(all(rel_diff_mmkin_tested[c("parent_0", "k1", "k2")] < 0.20)) - - # We get < 20% deviations with transformations made in mkin - rel_diff_1 <- (s_dfop_s1$confint_back[, "est."] - dfop_pop) / dfop_pop + # We get < 20% deviations with transformations made in mkin (need to swap k1 and k2) + rel_diff_1 <- (swap_k1_k2(s_dfop_s1$confint_back[, "est."]) - dfop_pop) / dfop_pop expect_true(all(rel_diff_1 < 0.20)) # We get < 20% deviations with transformations made in saemix rel_diff_2 <- (s_dfop_s2$confint_back[, "est."] - dfop_pop) / dfop_pop expect_true(all(rel_diff_2 < 0.2)) + # SFORB + mmkin_sforb_1 <- mmkin("SFORB", ds_dfop, quiet = TRUE, cores = n_cores) + sforb_saemix_1 <- saem(mmkin_sforb_1, quiet = TRUE, + no_random_effect = c("parent_free_0"), + transformations = "mkin") + sforb_saemix_2 <- saem(mmkin_sforb_1, quiet = TRUE, + no_random_effect = c("parent_free_0"), + transformations = "saemix") + expect_equal( + log(endpoints(dfop_saemix_1)$distimes[1:2]), + log(endpoints(sforb_saemix_1)$distimes[1:2]), tolerance = 0.03) + expect_equal( + log(endpoints(sforb_saemix_1)$distimes[1:2]), + log(endpoints(sforb_saemix_2)$distimes[1:2]), tolerance = 0.01) + mmkin_hs_1 <- mmkin("HS", ds_hs, quiet = TRUE, error_model = "const", cores = n_cores) hs_saem_1 <- saem(mmkin_hs_1, quiet = TRUE) + hs_saem_2 <- saem(mmkin_hs_1, quiet = TRUE, transformations = "mkin") + expect_equal(endpoints(hs_saem_1), endpoints(hs_saem_2), tol = 0.01) ci_hs_s1 <- summary(hs_saem_1)$confint_back hs_pop <- as.numeric(hs_pop) - # expect_true(all(ci_hs_s1[, "lower"] < hs_pop)) # k1 is overestimated + #expect_true(all(ci_hs_s1[, "lower"] < hs_pop)) # k1 is overestimated expect_true(all(ci_hs_s1[, "upper"] > hs_pop)) mmkin_hs_2 <- update(mmkin_hs_1, state.ini = 100, fixed_initials = "parent") - hs_saem_2 <- saem(mmkin_hs_2, quiet = TRUE) - ci_hs_s2 <- summary(hs_saem_2)$confint_back - - #expect_true(all(ci_hs_s2[, "lower"] < hs_pop[2:4])) # k1 again overestimated - expect_true(all(ci_hs_s2[, "upper"] > hs_pop[2:4])) + hs_saem_3 <- saem(mmkin_hs_2, quiet = TRUE) + ci_hs_s3 <- summary(hs_saem_3)$confint_back - # HS would likely benefit from implemenation of transformations = "saemix" + #expect_true(all(ci_hs_s3[, "lower"] < hs_pop[2:4])) # k1 again overestimated + expect_true(all(ci_hs_s3[, "upper"] > hs_pop[2:4])) }) test_that("We can also use mkin solution methods for saem", { expect_error(saem(mmkin_dfop_1, quiet = TRUE, transformations = "saemix", solution_type = "analytical"), "saemix transformations is only supported if an analytical solution is implemented" ) - skip_on_cran() # This still takes almost 2.5 minutes although we do not solve ODEs + skip("This still takes almost 2.5 minutes although we do not solve ODEs") dfop_saemix_3 <- saem(mmkin_dfop_1, quiet = TRUE, transformations = "mkin", - solution_type = "analytical") + solution_type = "analytical", no_random_effect = "parent_0") distimes_dfop <- endpoints(dfop_saemix_1)$distimes distimes_dfop_analytical <- endpoints(dfop_saemix_3)$distimes rel_diff <- abs(distimes_dfop_analytical - distimes_dfop) / distimes_dfop diff --git a/tests/testthat/test_set_nd.R b/tests/testthat/test_set_nd.R new file mode 100644 index 00000000..232e7c62 --- /dev/null +++ b/tests/testthat/test_set_nd.R @@ -0,0 +1,86 @@ +context("Processing of residue series") + +# FOCUS (2014) page 76 (parent) and page 132 (metabolite) + +parent_1 <- c(.12, .09, .05, .03, "nd", "nd", "nd", "nd", "nd", "nd") +parent_2 <- c(.12, .09, .05, .03, "nd", "nd", .03, "nd", "nd", "nd") +parent_3 <- c(.12, .09, .05, .03, "nd", "nd", .06, "nd", "nd", "nd") +metabolite <- c("nd", "nd", "nd", 0.03, 0.06, 0.10, 0.11, 0.10, 0.09, 0.05, 0.03, "nd", "nd") + +test_that("Simple residue series are processed as intended", { + + expect_equal(set_nd_nq(parent_1, 0.02), + c(.12, .09, .05, .03, .01, rep(NA, 5))) + + expect_equal(set_nd_nq(parent_2, 0.02, loq = 0.05), + c(.12, .09, .05, .03, .01, .01, .03, .01, NA, NA)) + + expect_equal(set_nd_nq(metabolite, 0.02, loq = 0.05), + c(NA, NA, .01, .03, .06, .1, .11, .1, .09, .05, .03, .01, NA)) + + expect_equal(set_nd_nq(c("nd", 1, 0.2, "nd"), 0.1), + c(NA, 1, 0.2, 0.05)) + +}) + +test_that("Simple residue series are processed as in the FOCUS guidance", { + + # Parent 1 + expect_error(set_nd_nq_focus(parent_1, 0.02), + "You need to specify an LOQ") + expect_equal(set_nd_nq_focus(parent_1, 0.02, 0.05), + c(.12, .09, .05, .03, .01, rep(NA, 5))) + + # Parent 2 + expect_equal(set_nd_nq_focus(parent_2, 0.02, loq = 0.05), + c(.12, .09, .05, .03, .01, rep(NA, 5))) + + # Parent 3 + expect_equal(set_nd_nq_focus(parent_3, 0.02, loq = 0.05), + c(.12, .09, .05, .03, .01, .01, .06, .01, NA, NA)) + + # Metabolite + expect_equal(set_nd_nq_focus(metabolite, 0.02, loq = 0.05), + c(0, NA, .01, .03, .06, .1, .11, .1, .09, .05, .03, .01, NA)) + +}) + +test_that("Examples Boesten et al. (2015, p. 57/58) are correctly processed", { + table_8 <- matrix( + c(10, 10, rep("nd", 4), + 10, 10, rep("nq", 2), rep("nd", 2), + 10, 10, 10, "nq", "nd", "nd", + "nq", 10, "nq", rep("nd", 3), + "nd", "nq", "nq", rep("nd", 3), + rep("nd", 6), rep("nd", 6)), + ncol = 6, byrow = TRUE) + table_8_processed <- set_nd_nq(table_8, 0.5, 1.5, time_zero_presence = TRUE) + table_9 <- matrix( + c(10, 10, 0.25, 0.25, NA, NA, + 10, 10, 1, 1, 0.25, NA, + 10, 10, 10, 1, 0.25, NA, + 1, 10, 1, 0.25, NA, NA, + 0.25, 1, 1, 0.25, NA, NA, + NA, 0.25, 0.25, NA, NA, NA, + rep(NA, 6)), + ncol = 6, byrow = TRUE) + expect_equal(table_8_processed, table_9) + + table_10 <- matrix( + c(10, 10, rep("nd", 4), + 10, 10, rep("nd", 4), + 10, 10, 10, rep("nd", 3), + "nd", 10, rep("nd", 4), + rep("nd", 18)), + ncol = 6, byrow = TRUE) + table_10_processed <- set_nd_nq(table_10, 0.5, time_zero_presence = TRUE) + table_11 <- matrix( + c(10, 10, 0.25, rep(NA, 3), + 10, 10, 0.25, rep(NA, 3), + 10, 10, 10, 0.25, NA, NA, + 0.25, 10, 0.25, rep(NA, 3), + NA, 0.25, rep(NA, 4), + rep(NA, 12)), + ncol = 6, byrow = TRUE) + expect_equal(table_10_processed, table_11) +}) diff --git a/tests/testthat/test_summary.R b/tests/testthat/test_summary.R index 5cf6ac6b..87dc7de2 100644 --- a/tests/testthat/test_summary.R +++ b/tests/testthat/test_summary.R @@ -46,6 +46,12 @@ test_that("Summaries are reproducible", { expect_known_output(print(test_summary_3), "summary_DFOP_FOCUS_D_deSolve.txt") }) +test_that("Summaries of mmkin objects are reproducible", { + test_summary <- summary(fits[ , 2:3]) + test_summary$time <- c(elapsed = "test time 0") + expect_known_output(print(test_summary), "summary_parent_FOCUS_2006.txt") +}) + test_that("A fit generated with mkin 0.9.48.1 can be summarised", { # Generated with mkin 0.9.48.1 # SFO_SFO <- mkinmod(parent = list(type = "SFO", to = "m1"), diff --git a/tests/testthat/test_tests.R b/tests/testthat/test_tests.R index 39649223..caa0f70a 100644 --- a/tests/testthat/test_tests.R +++ b/tests/testthat/test_tests.R @@ -8,6 +8,7 @@ test_that("The lack-of-fit test works and can be reproduced using nls", { # This code is a slightly modified version of that given in Ritz and Streibig # (2008) Nonlinear Regression using R, p. 64 + f_2_anova <- lm(value ~ as.factor(time), data = subset(DFOP_par_c, name == "parent")) Q <- as.numeric(- 2 * (logLik(f_2_nls) - logLik(f_2_anova))) df.Q <- df.residual(f_2_nls) - df.residual(f_2_anova) p_nls <- 1 - pchisq(Q, df.Q) |