| Literature DB >> 31657867 |
Maarja Hallik1, Mari-Liis Ilmoja2, Joseph F Standing3, Hiie Soeorg4, Tiiu Jalas2, Maila Raidmäe2, Karin Uibo2, Kristel Köbas5, Margit Sõnajalg5, Kalev Takkis6, Rūta Veigure7, Karin Kipper6,7, Joel Starkopf1,8, Tuuli Metsvaht8,9.
Abstract
AIMS: To describe the pharmacokinetics (PK) and concentration-related effects of dobutamine in critically ill neonates in the first days of life, using nonlinear mixed effects modelling.Entities:
Keywords: cardiovascular pharmacology, intensive care, neonatology, NONMEM, pharmacokinetic-pharmacodynamic
Mesh:
Substances:
Year: 2020 PMID: 31657867 PMCID: PMC7015735 DOI: 10.1111/bcp.14146
Source DB: PubMed Journal: Br J Clin Pharmacol ISSN: 0306-5251 Impact factor: 4.335
The linear pharmacokinetic model mean (standard error, SE) parameter estimates
| Parameters | Fixed effect θ (SE) | BSV (SE) | Shrinkage |
|---|---|---|---|
| CL (L h−1 1618‐g −1) | 41.2 (44.5) | 29% (17.2%) | 17% |
| V (L 1618‐g −1) | 5.29 (0.821) | 29% (17.2%) | 17% |
| Shared BSV scale factor | 1.34 (0.373) | ‐ | ‐ |
| Hill | 2.67 (1.90) | NE | NE |
| PMA50 (weeks) | 37.4 (30.6) | NE | NE |
| Residual error (proportional) | 0.581 (0.229) | ‐ | 5% |
θ, population typical parameter value; NE, not estimated; BSV, between subject variability;
presented as coefficient of variation, calculated as: (square root of ω2)·100%; CL, clearance; V, volume of distribution; Hill, the sigmoidicity coefficient of maturation of CL; PMA50, the PMA when the maturation of the CL reaches 50% of adult values
Demographic and clinical data of the study population. Data are presented as median (range) or count (percent of the population), if not stated differently
| Patient characteristics ( | Values |
|---|---|
|
| |
| GA at birth (weeks) | 30.4 (22.7–41.0) |
| GA <28 weeks | 7 (25%) |
| GA 28–32 weeks | 9 (32%) |
| GA 32–37 weeks | 7 (25%) |
| GA >37 weeks | 5 (18%) |
| Sex, male | 18 (64%) |
| Birth weight, g | 1618 (465–4380) |
| Age at recruitment (h) | 6 (2–28) |
|
| |
| Multiple birth | 6 (21%) |
| Small for GA | 2(7%) |
| Born from caesarean section | 22(79%) |
| SNAPPE II score | 16 (3–89) |
| Apgar score at 5′ | 7 (1–8) |
| Antenatal glucocorticoids (% of neonates born <34 weeks of GA) | 15 (71%) |
|
| |
| Haemoglobin, g/L | 163 (117–203) |
| Albumin, g/L | 27.7 (21.6–41.3) |
| pH | 7.327 (7.137–7.536) |
| HCO3, mmol/L | 19.1 (15.2–24.9) |
|
| |
| Dopamine | 5 (18%) |
| Caffeine | 5 (18%) |
| Opiates | 6 (21%) |
| Sedatives | 5 (18%) |
| Nitric oxide inhalation | 1 (4%) |
|
| |
| Invasive ventilation/FiO2 | 23 (82%)/0.30(0.21–1) |
| Noninvasive ventilation or nasal CPAP/FiO2 | 5 (18%)/0.25(0.21–0.6) |
|
| |
| RVO (mL/kg/min) | 136 (75–306) |
| LVO (mL/kg/min) | 128 (71–338) |
| LVEF (%) | 64 (51–79) |
GA, gestational age; SNAPPE II, Score for Neonatal Acute Physiology Perinatal Extension; RVO, right ventricular cardiac output; LVO, left ventricular cardiac output; LVEF, left ventricular ejection fraction
Figure 1Measured dobutamine plasma concentrations at different continuous infusion rates. The connected observation points represent the same patient
Figure 2Basic goodness‐of‐fit plots of the final linear pharmacokinetic model: (A) observed vs population predicted dobutamine plasma concentrations (C); (B) observed vs individual predicted dobutamine plasma concentrations (C); (C) absolute value of individual weighted residuals (|iWRES|) vs individual predictions; (D) conditional weighted residuals (CWRES) over time (log‐scale)
Figure 3Prediction‐corrected visual predictive check (VPC) of 1000 simulated concentration–time datasets from the final linear pharmacokinetic model. Open circles represent the observations, solid line the 50th, dashed lines the 2.5th and 97.5th percentiles, shaded areas the 95% confidence intervals of the corresponding predicted dobutamine concentrations
Objective function values of tested pharmacokinetic–pharmacodynamic models
| PD model structure | RVO | LVO | LVEF | HR | HR + KEO | MAP | MAP+KEO | cFTOE | cFTOE+KEO |
|---|---|---|---|---|---|---|---|---|---|
| Linear |
| 1806 |
| 7655 | 7598 | 5418 | 5418 | −5080 | −5108 |
| Emax | 1847 | 1801 | 1451 | 7654 | 7513 | 5240 | 5145 | −5288 | −5139 |
| Sigmoidal Emax | 1847 |
| 1451 | 7457 |
|
| 5101 |
| −5152 |
RVO, right ventricular cardiac output; LVO, left ventricular cardiac output; LVEF, left ventricular ejection fraction; HR, heart rate; KEO, equilibration rate constant between effect‐ and observed (plasma) compartment, indicating that effect compartment was added to the model; MAP, mean arterial blood pressure; cFTOE, cerebral fractional oxygen extraction; underlined objective function values indicate the final models.
Final pharmacokinetic–pharmacodynamic (PKPD) model mean (standard error, SE) parameter estimates for right and left ventricular cardiac output (RVO; LVO) and left ventricular ejection fraction (LVEF)
| Model and parameters | Fixed effect θ (SE) | BSV (SE) | Shrinkage |
|---|---|---|---|
|
| |||
| CL (L h−1 1618‐g −1) | 41.0 (3.15) | 27% (18.7%) | 18% |
| V (L 1618‐g −1) | 5.31 (0.753) | 27% (18.7%) | 18% |
| Shared BSV scale factor | 1.50 (0.479) | ‐ | ‐ |
| E0 (mL kg−1 min−1) | 151 (12.8) | 41% (22.2%) | 3% |
| SL | 0.214 (0.067) | NE | NE |
| Pharmacokinetic residual error (proportional) | 0.583 (0.052) | ‐ | 8% |
| Pharmacodynamic residual error (proportional) | 0.184 (0.014) | ‐ | 8% |
|
| |||
| CL (L h−1 1618‐g −1) | 40.7 (3.03) | 25% (17.5%) | 21% |
| V (L 1618‐g −1) | 5.14 (0.726) | 25% (17.5%) | 21% |
| Shared BSV scale factor | 1.33(0.490) | ‐ | ‐ |
| E0 (mL kg−1 min−1) | 131 (9.64) | 36% (19.8%) | 3% |
| γ | 2.82 (1.25) | NE | NE |
| EC50 (μg L−1) | 117 (37.0) | NE | NE |
| Emax (mL kg−1 min−1) | 157 (21.8) | 44% (39.7%) | 29% |
| Pharmacokinetic residual error (proportional) | 0.589 (0.053) | ‐ | 11% |
| Pharmacodynamic residual error (proportional) | 0.167 (0.015) | ‐ | 11% |
|
| |||
| CL (L h−1 1618‐g −1) | 41.2(3.22) | 28% (19.3%) | 17% |
| V (L 1618‐g −1) | 5.26(0.753) | 28% (19.3%) | 17% |
| Shared BSV scale factor | 1.38(0.434) | ‐ | ‐ |
| E0 (%) | 63.5 (1.46) | 9% (5.6%) | 10% |
| SL | 0.0285 (0.0145) | NE | NE |
| Pharmacokinetic residual error (proportional) | 0.580 (0.051) | ‐ | 7% |
| Pharmacodynamic residual error (proportional) | 0.098 (0.007) | ‐ | 7% |
θ, population typical parameter value; NE, not estimated; BSV, between subject variability;
presented as coefficient of variation, calculated as: (square root of ω2)·100%; CL, clearance; V, volume of distribution; E0, estimated baseline value of PD parameter; SL is the slope of the linear relationship between effect and concentration; γ, steepness of concentration–effect relationship; EC50, concentration at half‐maximal effect; Emax, estimated maximum value of PD parameter
Final pharmacokinetic–pharmacodynamic (PKPD) model mean (standard error, SE) parameter estimates for heart rate (HR), mean arterial blood pressure (MAP) and cerebral fractional tissue oxygen extraction (cFTOE)
| Model and parameters | Fixed effect θ (SE) | BSV (SE) | Shrinkage |
|---|---|---|---|
|
| |||
| CL (L h−1 1618‐g −1) | 42.3 (3.22) | 27% (18.0%) | 15% |
| V (L 1618‐g −1) | 5.42 (0.766) | 27% (18.0%) | 15% |
| Shared BSV scale factor | 1.72 (0.421) | ‐ | ‐ |
| E0 (min−1) | 138 (4.2) | 15% (8.1%) | 4% |
| γ | 3.36 (0.326) | NE | NE |
| KE0 (h−1) | 6.59 (2.18) | NE | NE |
| EC50 (μg L−1) | 39.2 (5.56) | 50% (32.2%) | 21% |
| Emax (min−1) | 172 (2.5) | 5% (3.1%) | 28% |
| Pharmacokinetic residual error (proportional) | 0.590 (0.052) | ‐ | 3% |
| Pharmacodynamic residual error (proportional) | 0.051 (0.001) | ‐ | 3% |
|
| |||
| CL (L h−1 1618‐g −1) | 37.2 (2.88) | 24% (16.6%) | 4% |
| V (L 1618‐g −1) | 4.88 (0.958) | 24% (16.6%) | 4% |
| Shared BSV scale factor | 3.62 (0.760) | ‐ | ‐ |
| E0 (mmHg) | 39.7 (1.75) | 22% (11.8%) | 2% |
| γ | 13.5 (2.94) | NE | NE |
| EC50 (μg L−1) | 25.4 (2.00) | NE | NE |
| Emax (mmHg) | 41.9 (2.19) | 26% (13.9%) | 4% |
| Pharmacokinetic residual error (proportional) | 0.675 (0.062) | ‐ | 2% |
| Pharmacodynamic residual error (proportional) | 0.065 (0.001) | ‐ | 2% |
|
| |||
| CL (L h−1 1618‐g −1) | 37.2 (3.61) | 35% (21.5%) | 9% |
| V (L 1618‐g −1) | 4.80 (0.993) | 35% (21.5%) | 9% |
| Shared BSV scale factor | 2.42 (0.333) | ‐ | ‐ |
| E0 | 0.227 (0.023) | 50% (26.8%) | 2% |
| γ | 3.65 (0.573) | NE | NE |
| EC50 (μg L−1) | 52.9 (7.26) | NE | NE |
| Emax | 0.206 (0.027) | 60% (36.2%) | 9% |
| Pharmacokinetic residual error (proportional) | 0.653 (0.061) | ‐ | 2% |
| Pharmacodynamic residual error (proportional) | 0.181 (0.004) | ‐ | 2% |
θ, population typical parameter value; NE, not estimated; BSV, between subject variability;
presented as coefficient of variation, calculated as: (square root of ω2)·100%; CL, clearance; V, volume of distribution; E0, estimated baseline value of PD parameter; SL is the slope of the linear relationship between effect and concentration; γ, steepness of concentration‐effect relationship; KE0, the equilibration rate constant between effect‐ and observed (plasma) compartments; EC50, concentration at half‐maximal effect; Emax, the estimated maximum value of PD parameter
Figure 4Prediction‐corrected visual predictive check (VPC) of 1000 simulated effect–time datasets from the final pharmacokinetic–pharmacodynamic models. Circles represent the observations, solid line the 50th, dashed lines the 2.5th and 97.5th percentiles, shaded areas the 95% CIs of the corresponding model predicted haemodynamic parameter values: (A) right ventricular cardiac output (RVO); (B) left ventricular cardiac output (LVO); (C) left ventricular ejection fraction (LVEF); (D) heart rate (HR); (E) mean arterial blood pressure (MAP); (F) cerebral fractional tissue oxygen extraction fraction (cFTOE)