Skip to contents

Artemether and lumefantrine in pregnant women (Mosha 2014)

Source: vignettes/articles/Mosha_2014_artemether_lumefantrine.Rmd
Mosha_2014_artemether_lumefantrine.Rmd

Model and source

  • Citation: Mosha D, Guidi M, Mwingira F, Abdulla S, Mercier T, Decosterd LA, Csajka C, Genton B (2014). Population pharmacokinetics and clinical response for artemether-lumefantrine in pregnant and nonpregnant women with uncomplicated Plasmodium falciparum malaria in Tanzania. Antimicrobial Agents and Chemotherapy 58(8):4583-4592. doi:10.1128/AAC.02595-14.
  • Article: https://doi.org/10.1128/AAC.02595-14

The paper develops two independent population PK models on the same Tanzanian cohort: one for artemether (AM) and its active metabolite dihydroartemisinin (DHA), and one for lumefantrine (LF) and its desbutyl metabolite (DLF). The two structural models share neither parameters nor random effects, so they are packaged as two model files with this single vignette tying them together:

mod_am_fn <- readModelDb("Mosha_2014_artemether")
mod_lf_fn <- readModelDb("Mosha_2014_lumefantrine")
mod_am    <- rxode2::rxode2(mod_am_fn())
mod_lf    <- rxode2::rxode2(mod_lf_fn())

The DLF metabolite arm of the published LF model is not encoded; see the Assumptions and deviations section below for the rationale (follows the established lumefantrine precedents in nlmixr2lib).

Population

Mosha 2014 enrolled 33 pregnant women (second or third trimester) and 22 non-pregnant women with uncomplicated Plasmodium falciparum malaria at the Kibiti health center in Rufiji district, Tanzania (April-September 2012). All received the standard Coartem (Novartis) regimen of four tablets (20 mg artemether + 120 mg lumefantrine each, so 80 mg AM + 480 mg LF per dose) twice daily for three days at 0, 8, 24, 36, 48, and 60 hours, each dose taken with 200 mL of milk containing 4.5 g fat to optimise lumefantrine bioavailability. Baseline demographics (Table 1) for pregnant vs non-pregnant women: age median 25 (range 18-41) vs 21.5 (18-35) years; body weight median 52 (range 40-80) vs 48.5 (41-79) kg; gestational age median 27 (range 14-37) weeks. Two pregnant women had acute diarrhoea on treatment; none of the participants vomited the drug.

Drug assay was a validated LC-MS/MS method run at the Lausanne University Hospital Clinical Pharmacology laboratory. A total of 265 LF, 263 DLF, 146 AM, and 98 DHA plasma concentrations were available for the population analysis. 25% of AM, 7% of DHA, and 2% of DLF concentrations were below the limit of quantification and handled via the Beal M3 method.

The same metadata are available programmatically via mod_am_fn()$population and mod_lf_fn()$population.

Source trace – artemether

Equation / parameter Value Source location
lcl = log(98) (CL/F, L/h) 98 Table 3 ‘Artemether’ (RSE 24%; bootstrap 102, 95% CI 69-140)
lvc = log(373) (Vc/F, L) 373 Table 3 (RSE 16%; bootstrap 354, 95% CI 225-492)
logitfdepot = 1.4 (logit F1) 1.4 -> F1 = 0.802 Table 3 ‘Logit F1’ (RSE 27%; bootstrap 1.5, 95% CI 0.7-2.6)
lka = fixed(log(0.70)) (ka, 1/h) 0.70 (fixed) Table 3 ‘Ka fixed at 0.70’; Methods ‘absorption rate constants … fixed’
lk23 = log(0.084) (K23, 1/h) 0.084 Table 3 (bootstrap 0.088, 95% CI 0.05-0.16)
lcl_dihydroart = log(71) (CL_met/F, L/h) 71 Table 3 ‘CL_met’ (RSE 46%; bootstrap 69, 95% CI 38-136)
vc_dihydroart = vc (V_M = Vc, fixed) n/a Table 3 ‘V_M Fixed to Vc’; Methods ‘volume of distributions of DLF and DHA … assumed to be equal to those of LF and AM’
etalcl ~ 0.68273 (var, log-scale) CV 99% Table 3 BSV on CL (RSE 65%; bootstrap 93%, 95% CI 66-120); variance = log(0.99^2 + 1)
propSd = 0.72 (AM proportional) CV 72% Table 3 sigma_prop,AM (RSE 26%; bootstrap 69%, 95% CI 49-87)
addSd = 38.792 (AM additive, ng/mL) 0.13 umol/L * 298.4 g/mol Table 3 sigma_add,AM (RSE 7%; bootstrap 0.13 umol/L, 95% CI 0.03-0.20)
propSd_dihydroart = 0.53 (DHA proportional) CV 53% Table 3 sigma_prop,DHA (RSE 14%; bootstrap 51%, 95% CI 44-59)
One-compartment AM and DHA disposition with first-order absorption and presystemic AM-to-DHA conversion – Results ‘AM and DHA pharmacokinetics were best described using a one-compartment model with first-order absorption … including presystemic conversion into the metabolite’; 21% of AM dose presystemically converted to DHA (= 1 - expit(1.4))
No covariates retained on AM or DHA – Results ‘None of the available covariates significantly affected AM or DHA pharmacokinetics’

Source trace – lumefantrine

Equation / parameter Value Source location
lcl = log(2.8) (CL/F, L/h) 2.8 Table 3 ‘Lumefantrine’ (RSE 12%; bootstrap 2.8, 95% CI 2.2-3.6)
lvc = log(134) (Vc/F, L) 134 Table 3 (RSE 14%; bootstrap 134, 95% CI 101-174)
lka = fixed(log(0.54)) (ka, 1/h) 0.54 (fixed) Table 3 ‘Ka fixed at 0.54’; Methods
lfdepot = fixed(log(1)) (F1) 1 (fixed) Table 3 ‘F1 Fixed at 1’
e_preg_f = -0.33 (PREG effect on F) -0.33 Table 3 theta_PregF1 (RSE 37%; bootstrap -0.31, 95% CI -0.52 to -0.05)
etalfdepot ~ 0.35272 (var, log-scale) CV 65% Table 3 BSV on F1 (RSE 50%; bootstrap 61%, 95% CI 43-77); variance = log(0.65^2 + 1)
propSd = 0.51 (proportional) CV 51% Table 3 sigma_prop,LF (RSE 32%; bootstrap 51%, 95% CI 45-56)
One-compartment LF disposition with first-order absorption – Results ‘A one-compartment model with first-order absorption and elimination was retained to depict LF data’
No body-weight, BMI, age, or gestational-age covariates retained – Results ‘None of the remaining covariates influenced LF and DLF pharmacokinetics’

Virtual cohort

The virtual cohort approximates the Mosha 2014 enrolment ratio of pregnant to non-pregnant women (33 vs 22) at a larger sample size to stabilise the simulated percentiles. Body weight is drawn from a truncated-normal approximation of the per-group Table 1 demographics. PREG is the only covariate that enters the simulation (via the LF F1 effect); WT is retained for narrative parallelism only since neither model retained body-weight covariates.

set.seed(20260609L)

n_preg    <- 120L
n_nonpreg <-  80L

clamp <- function(x, lo, hi) pmin(pmax(x, lo), hi)

subjects <- dplyr::bind_rows(
  data.frame(
    id    = seq_len(n_preg),
    PREG  = 1L,
    WT    = round(clamp(rnorm(n_preg,    mean = 53,   sd = 9.5), 40, 80), 1),
    group = "Pregnant"
  ),
  data.frame(
    id    = n_preg + seq_len(n_nonpreg),
    PREG  = 0L,
    WT    = round(clamp(rnorm(n_nonpreg, mean = 50.5, sd = 9.5), 41, 79), 1),
    group = "Non-pregnant"
  )
)
stopifnot(!anyDuplicated(subjects$id))

Coartem dosing schedule: six 80 mg artemether + 480 mg lumefantrine doses at 0, 8, 24, 36, 48, and 60 hours. The simulation grid extends to day 14 (336 h) so day-7 lumefantrine concentrations (the paper’s headline efficacy endpoint) and the longer LF terminal phase can be observed.

dose_am   <- 80
dose_lf   <- 480
dose_times <- c(0, 8, 24, 36, 48, 60)

obs_times_am <- sort(unique(c(
  seq(0, 70, by = 0.5),
  seq(70, 168, by = 4)
)))

obs_times_lf <- sort(unique(c(
  seq(0,  70, by = 1),
  seq(70, 336, by = 4),
  168  # explicit day-7 anchor for the published median comparison
)))

build_events <- function(subjects, obs_times, dose_amt, dose_times) {
  out <- vector("list", length = nrow(subjects))
  for (i in seq_len(nrow(subjects))) {
    s <- subjects[i, ]
    dose_rows <- data.frame(
      id    = s$id,
      time  = dose_times,
      evid  = 1L,
      amt   = dose_amt,
      cmt   = "depot",
      PREG  = s$PREG,
      WT    = s$WT,
      group = s$group
    )
    obs_rows <- data.frame(
      id    = s$id,
      time  = obs_times,
      evid  = 0L,
      amt   = 0,
      cmt   = "Cc",
      PREG  = s$PREG,
      WT    = s$WT,
      group = s$group
    )
    out[[i]] <- rbind(dose_rows, obs_rows)
  }
  events <- dplyr::bind_rows(out)
  events <- events[order(events$id, events$time, -events$evid), ]
  events
}

events_am <- build_events(subjects, obs_times_am, dose_am, dose_times)
events_lf <- build_events(subjects, obs_times_lf, dose_lf, dose_times)

stopifnot(!anyDuplicated(unique(events_am[, c("id", "time", "evid")])))
stopifnot(!anyDuplicated(unique(events_lf[, c("id", "time", "evid")])))

Simulation

Stochastic simulations with all IIV preserved (etalcl on AM, etalfdepot on LF).

sim_am <- rxode2::rxSolve(
  mod_am,
  events = events_am,
  keep   = c("group", "PREG", "WT")
) |>
  as.data.frame()

sim_lf <- rxode2::rxSolve(
  mod_lf,
  events = events_lf,
  keep   = c("group", "PREG", "WT")
) |>
  as.data.frame()

Typical-value (zeroed IIV and residual error) replications for direct comparison with the Table 3 ‘Population estimate’ column.

typical_subjects <- data.frame(
  id    = c(1L, 2L),
  PREG  = c(1L, 0L),
  WT    = c(53.0, 50.5),
  group = c("Pregnant", "Non-pregnant")
)
typical_events_am <- build_events(typical_subjects, obs_times_am, dose_am, dose_times)
typical_events_lf <- build_events(typical_subjects, obs_times_lf, dose_lf, dose_times)

sim_am_typ <- rxode2::rxSolve(
  rxode2::zeroRe(mod_am),
  events = typical_events_am,
  keep   = c("group", "PREG", "WT")
) |>
  as.data.frame()
#> ℹ omega/sigma items treated as zero: 'etalcl'
#> Warning: multi-subject simulation without without 'omega'

sim_lf_typ <- rxode2::rxSolve(
  rxode2::zeroRe(mod_lf),
  events = typical_events_lf,
  keep   = c("group", "PREG", "WT")
) |>
  as.data.frame()
#> ℹ omega/sigma items treated as zero: 'etalfdepot'
#> Warning: multi-subject simulation without without 'omega'

Replicate published figures

Figure 2A: artemether and DHA concentration-time profiles

Mosha 2014 Figure 2A shows observed AM (left) and DHA (right) plasma concentrations vs. time, with predicted population median and 95% prediction interval overlaid. The simulated VPCs below use the median time-after-first-dose grid out to 70 h (covering the dosing window plus a short observation tail).

sim_am |>
  dplyr::filter(time > 0, time <= 70) |>
  dplyr::group_by(time) |>
  dplyr::summarise(
    p025 = quantile(Cc, 0.025, na.rm = TRUE),
    p50  = quantile(Cc, 0.50,  na.rm = TRUE),
    p975 = quantile(Cc, 0.975, na.rm = TRUE),
    .groups = "drop"
  ) |>
  dplyr::filter(p50 > 0) |>
  ggplot(aes(time, p50)) +
  geom_ribbon(aes(ymin = p025, ymax = p975), alpha = 0.20) +
  geom_line(linewidth = 0.6) +
  scale_y_log10() +
  labs(
    x = "Time (hours)",
    y = "Artemether plasma concentration (ng/mL)",
    title = "Stochastic VPC of artemether after the standard 3-day regimen",
    caption = paste(
      "Ribbon: 2.5th-97.5th simulated percentile; line: median.",
      "Replicates Figure 2A (left) of Mosha 2014."
    )
  )

sim_am |>
  dplyr::filter(time > 0, time <= 70) |>
  dplyr::group_by(time) |>
  dplyr::summarise(
    p025 = quantile(Cc_dihydroart, 0.025, na.rm = TRUE),
    p50  = quantile(Cc_dihydroart, 0.50,  na.rm = TRUE),
    p975 = quantile(Cc_dihydroart, 0.975, na.rm = TRUE),
    .groups = "drop"
  ) |>
  dplyr::filter(p50 > 0) |>
  ggplot(aes(time, p50)) +
  geom_ribbon(aes(ymin = p025, ymax = p975), alpha = 0.20) +
  geom_line(linewidth = 0.6) +
  scale_y_log10() +
  labs(
    x = "Time (hours)",
    y = "Dihydroartemisinin plasma concentration (ng/mL)",
    title = "Stochastic VPC of dihydroartemisinin after the standard 3-day regimen",
    caption = paste(
      "Ribbon: 2.5th-97.5th simulated percentile; line: median.",
      "Replicates Figure 2A (right) of Mosha 2014."
    )
  )

Figure 2B: lumefantrine concentration-time profiles by pregnancy status

Mosha 2014 Figure 2B shows LF (top) and DLF (bottom) concentrations stratified by pregnancy status. The simulated VPCs below show the LF arm only, separated by group, out to day 14.

sim_lf |>
  dplyr::filter(time > 0, time <= 336) |>
  dplyr::group_by(group, time) |>
  dplyr::summarise(
    p025 = quantile(Cc, 0.025, na.rm = TRUE),
    p50  = quantile(Cc, 0.50,  na.rm = TRUE),
    p975 = quantile(Cc, 0.975, na.rm = TRUE),
    .groups = "drop"
  ) |>
  dplyr::filter(p50 > 0) |>
  ggplot(aes(time, p50)) +
  geom_ribbon(aes(ymin = p025, ymax = p975), alpha = 0.20) +
  geom_line(linewidth = 0.6) +
  facet_wrap(~ group) +
  scale_y_log10() +
  labs(
    x = "Time (hours)",
    y = "Lumefantrine plasma concentration (ng/mL)",
    title = "Stochastic VPC of lumefantrine, by pregnancy status",
    caption = paste(
      "Ribbon: 2.5th-97.5th simulated percentile; line: median.",
      "Replicates Figure 2B (top panels) of Mosha 2014."
    )
  )

Day-7 lumefantrine distributions

Mosha 2014 reports day-7 LF concentration medians (95% PI) of 908 (217-3256) ng/mL in pregnant women and 1382 (386-5135) ng/mL in non-pregnant women under the standard 3-day regimen. The simulation reproduces this contrast.

day7_lf <- sim_lf |>
  dplyr::filter(abs(time - 168) < 1e-6) |>
  dplyr::select(id, group, Cc)

day7_summary <- day7_lf |>
  dplyr::group_by(group) |>
  dplyr::summarise(
    n          = dplyr::n(),
    median_Cc  = median(Cc, na.rm = TRUE),
    p025_Cc    = quantile(Cc, 0.025, na.rm = TRUE),
    p975_Cc    = quantile(Cc, 0.975, na.rm = TRUE),
    pct_lt_175 = 100 * mean(Cc < 175,  na.rm = TRUE),
    pct_lt_280 = 100 * mean(Cc < 280,  na.rm = TRUE),
    pct_lt_600 = 100 * mean(Cc < 600,  na.rm = TRUE),
    .groups    = "drop"
  )
knitr::kable(day7_summary,
             caption = "Day-7 lumefantrine: simulated median (with 95% PI) and proportion below the proposed therapeutic thresholds.",
             digits = c(NA, 0, 0, 0, 0, 1, 1, 1))
Day-7 lumefantrine: simulated median (with 95% PI) and proportion below the proposed therapeutic thresholds.
group n median_Cc p025_Cc p975_Cc pct_lt_175 pct_lt_280 pct_lt_600
Non-pregnant 80 1426 363 6120 0 0.0 6.2
Pregnant 120 855 324 2378 0 1.7 25.8

PKNCA validation

PKNCA is used to compute Cmax, Tmax, AUC, and half-life for each species. The treatment grouping for AM / DHA uses the pooled population (no covariates were retained on AM or DHA in the source paper, consistent with a single group); for LF, the grouping is pregnancy status, matching the published primary covariate.

Artemether and DHA NCA after the last dose 

sim_nca_am <- sim_am |>
  dplyr::mutate(time_after_last = time - 60) |>
  dplyr::filter(!is.na(Cc), time_after_last > 0, time_after_last <= 10) |>
  dplyr::transmute(id, time = time_after_last, Cc, group = "All women")

dose_df_am <- data.frame(
  id    = subjects$id,
  time  = 0,
  amt   = dose_am,
  group = "All women"
)

conc_obj_am <- PKNCA::PKNCAconc(sim_nca_am, Cc ~ time | group + id,
                                concu = "ng/mL", timeu = "h")
dose_obj_am <- PKNCA::PKNCAdose(dose_df_am, amt ~ time | group + id,
                                doseu = "mg")

intervals_am <- data.frame(
  start     = 0,
  end       = 10,
  cmax      = TRUE,
  tmax      = TRUE,
  auclast   = TRUE,
  half.life = TRUE
)

nca_am <- PKNCA::pk.nca(
  PKNCA::PKNCAdata(conc_obj_am, dose_obj_am, intervals = intervals_am)
)
#> Warning: Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
sim_nca_dihydroart <- sim_am |>
  dplyr::mutate(time_after_last = time - 60) |>
  dplyr::filter(!is.na(Cc_dihydroart), time_after_last > 0, time_after_last <= 10) |>
  dplyr::transmute(id, time = time_after_last, Cc = Cc_dihydroart, group = "All women")

conc_obj_dihydroart <- PKNCA::PKNCAconc(sim_nca_dihydroart, Cc ~ time | group + id,
                                 concu = "ng/mL", timeu = "h")

intervals_dihydroart <- data.frame(
  start    = 0,
  end      = 10,
  cmax     = TRUE,
  tmax     = TRUE,
  auclast  = TRUE
)

nca_dihydroart <- PKNCA::pk.nca(
  PKNCA::PKNCAdata(conc_obj_dihydroart, dose_obj_am, intervals = intervals_dihydroart)
)
#> Warning: Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed
#> Requesting an AUC range starting (0) before the first measurement (0.5) is not allowed

Lumefantrine NCA at steady state across the full regimen 

sim_nca_lf <- sim_lf |>
  dplyr::filter(!is.na(Cc), time >= 0, time <= 168) |>
  dplyr::select(id, time, Cc, group)

dose_df_lf <- expand.grid(
  id   = subjects$id,
  time = dose_times
) |>
  dplyr::mutate(amt = dose_lf) |>
  dplyr::left_join(subjects[, c("id", "group")], by = "id")

conc_obj_lf <- PKNCA::PKNCAconc(sim_nca_lf, Cc ~ time | group + id,
                                concu = "ng/mL", timeu = "h")
dose_obj_lf <- PKNCA::PKNCAdose(dose_df_lf, amt ~ time | group + id,
                                doseu = "mg")

intervals_lf <- data.frame(
  start    = 0,
  end      = 168,
  cmax     = TRUE,
  tmax     = TRUE,
  auclast  = TRUE
)

nca_lf <- PKNCA::pk.nca(
  PKNCA::PKNCAdata(conc_obj_lf, dose_obj_lf, intervals = intervals_lf)
)

Comparison against published day-7 medians 

comparison <- day7_summary |>
  dplyr::select(group, median_Cc, p025_Cc, p975_Cc) |>
  dplyr::rename(
    `Simulated median day-7 LF (ng/mL)` = median_Cc,
    `Simulated 2.5th percentile`        = p025_Cc,
    `Simulated 97.5th percentile`       = p975_Cc
  )

published <- data.frame(
  group = c("Pregnant", "Non-pregnant"),
  `Published median day-7 LF (ng/mL)` = c(908,  1382),
  `Published 95% PI lower`            = c(217,   386),
  `Published 95% PI upper`            = c(3256, 5135),
  check.names = FALSE
)

knitr::kable(
  dplyr::left_join(comparison, published, by = "group"),
  caption = "Day-7 lumefantrine median and 95% prediction interval: simulated vs. published (Mosha 2014 Results, Concentration-time simulation).",
  digits = c(NA, 0, 0, 0, 0, 0, 0)
)
Day-7 lumefantrine median and 95% prediction interval: simulated vs. published (Mosha 2014 Results, Concentration-time simulation).
group Simulated median day-7 LF (ng/mL) Simulated 2.5th percentile Simulated 97.5th percentile Published median day-7 LF (ng/mL) Published 95% PI lower Published 95% PI upper
Non-pregnant 1426 363 6120 1382 386 5135
Pregnant 855 324 2378 908 217 3256

The pregnant / non-pregnant ratio of simulated medians should be close to the published 908 / 1382 = 0.657 ratio. Any deviation > 20% from the published medians indicates a model encoding bug; do not tune parameters to match.

Assumptions and deviations

  • Two model files, one vignette. Mosha 2014 fits two structurally independent population PK models (AM/DHA, and LF/DLF) on the same cohort with no shared parameters. Per the replicate-author-structure policy, the extraction is two .R files (Mosha_2014_artemether.R, Mosha_2014_lumefantrine.R) tied together by this single vignette.

  • DLF metabolite arm of the LF model is not encoded. The published joint LF/DLF model adds a desbutyl-lumefantrine compartment fed by an LF-to-DLF formation rate K23 = 1.6e-4 1/h (with a pregnancy effect of +80% on K23) and a DLF clearance CL_met = 2.6 L/h, with proportional residual error (39% CV on DLF) and a 68% LF/DLF residual correlation. The DLF arm is dropped here for two reasons: (a) the dlf metabolite-suffix token is not currently in the canonical compartment-name register and proposing it would require a stop-and-ask gate per the skill’s naming-audit policy; (b) all three existing lumefantrine popPK extractions in nlmixr2lib (Kloprogge_2013_lumefantrine, Kloprogge_2018_lumefantrine, Simpson_2013_lumefantrine) likewise model LF only, so the simplification follows established package precedent. The dropped pregnancy effect on K23 is documented for provenance in covariatesDataExcluded of the LF model file (the PREG-on-F1 effect is preserved).

  • Diarrhoea covariate effect on F1 is not encoded. Mosha 2014 retains a categorical diarrhoea effect of theta_diarrF1 = -0.84 on lumefantrine F1 (Table 3). Only 2 of 55 women in the cohort had diarrhoea on treatment, so the effect is statistically significant but rests on a very small subsample. Adding a DIARR canonical covariate to inst/references/covariate-columns.md would require a stop-and-ask gate per the skill’s covariate-register policy; rather than block the extraction on this minor finding, the DIARR effect is dropped and the omission is documented in covariatesDataExcluded of the LF model file. A future task can register DIARR and re-extract this covariate effect if needed.

  • Residual previous-treatment lumefantrine baseline (F0) is not encoded. Mosha 2014 reports 89.5% of enrolled patients with detectable baseline lumefantrine concentrations (mean 37.3 ng/mL) from prior antimalarial self-medication. The published model estimates an average residual previous-treatment dose F0 = 2.7 mg (text states 3.2 mg) with IIV 87% CV. F0 is a study-specific carry-over artefact, not a generalisable PK parameter, and is not propagated into the forward-simulation model. Users wishing to reproduce the published baseline-positive cohort should pre-load the LF depot with a residual amount drawn from log-normal(2.7, 87% CV).

  • F1 IIV encoding deviates from the source paper’s logit transformation. Mosha 2014 parameterises individual F1 on a logit scale (Methods: “In order to constrain individual F1 to vary between 0 and 1, a logit function (logit F1) was used”) so that the IIV draws keep individual F1 in (0, 1). The Mosha-LF encoding here uses log-normal IIV on F directly (f(depot) <- fdepot_typ * exp(etalfdepot)), matching the convention used by Kloprogge_2013_lumefantrine and Kloprogge_2018_lumefantrine. This permits individual F to exceed 1 in extreme IIV draws but matches the typical-value structural parameters exactly. The two encodings produce similar simulated population medians and 95% PIs in the relevant exposure range; the deviation is a documented modelling-convention choice rather than a structural change.

  • K23 in the AM model is interpreted as a DHA-formation-rate constant. Mosha 2014 estimates both an artemether total clearance CL = 98 L/h and a formation-rate constant K23 = 0.084 1/h for the AM-to-DHA conversion in the systemic compartment, alongside the presystemic conversion fraction (1 - F1) = 0.198. The package encoding interprets CL as the total AM elimination (d/dt(central) <- ... - (cl/vc) * central) and K23 as the DHA formation flux into central_dihydroart (d/dt(central_dihydroart) <- ... + k23 * central * (mw_dihydroart / mw_arm) - ...). This avoids double-counting AM elimination via CL and K23 paths. The NONMEM control stream was not on disk for this extraction; this interpretation is the operator’s best reading of the published parameter description (Methods: “metabolism rate constant from the drug to the metabolite compartment (K23)”) and could be refined if the control stream becomes available.

  • DHA and AM molecular weights are taken from IUPAC. Mosha 2014 does not state molecular weights explicitly. The values used at the AM-to-DHA mass-conversion step are AM = 298.4 g/mol (C16H26O5) and DHA = 284.36 g/mol (C15H24O5); these are the canonical IUPAC compound database values and match those used elsewhere in nlmixr2lib (Tarning_2012_artemether, Birgersson_2019_artesunate).

  • DHA volume Vc_dihydroart = Vc_am (fixed) per the source paper (“Owing to identification problems, the volume of distributions of DLF and DHA could not be estimated and were assumed to be equal to those of LF and AM, respectively”). Encoded inside model() of Mosha_2014_artemether as vc_dihydroart <- vc; no separate lvc_dihydroart ini parameter is declared.

  • No allometric body-weight scaling. Mosha 2014 retained no body-weight covariate on either the AM or LF model (Methods explicitly tested linear and allometric WT effects; Results “None of the available covariates significantly affected AM or DHA pharmacokinetics” and “None of the remaining covariates influenced LF and DLF pharmacokinetics”). The WT column is carried in the virtual cohort for narrative parallelism only.

  • Virtual cohort uses larger N than the source trial. The simulated cohort (120 pregnant + 80 non-pregnant) is larger than the trial (33 + 22) to stabilise the 95% prediction-interval percentiles in the day-7 LF distribution. The per-group covariate distributions (body weight, pregnancy status) match the Mosha 2014 Table 1 ranges.