Three-Compartment Pharmacokinetic Models for Target-Controlled Infusion
All three models trace their lineage to the original propofol pharmacokinetic work of Gepts et al. (1987), who studied propofol disposition as a constant-rate infusion at 3, 6, and 9 mg·kg⁻¹·hr⁻¹ in three groups of six patients undergoing surgery under regional anaesthesia. Their data were best described by a three-compartment open mammillary model with central elimination in 17 of 18 patients.
Marsh et al. published their model as part of a study of pharmacokinetic model-driven infusion in 20 children. The model is a pragmatic adaptation of the Gepts model, with all compartmental volumes scaled linearly to total body weight. The single modification from Gepts was an increase in the central compartment volume to 0.228 L/kg — importantly, no published explanation for this adjustment exists.
Developed from two combined pharmacokinetic–pharmacodynamic studies in 24 healthy volunteers (11 female, 13 male; weight 44–123 kg; age 25–81 yr; height 155–191 cm). The studies used constant infusions of propofol at 25, 50, 100, or 200 µg·kg⁻¹·min⁻¹ over 60 minutes, with arterial blood sampling. The model uniquely fixes V₁ at 4.27 L for all patients, with only V₂ varying with age and clearance varying with weight, height, and lean body mass.
Developed from a pooled analysis of 30 previously published pharmacokinetic studies from the WorldSIVA Open TCI initiative, incorporating 1,033 patients aged 0.5–88 years and weighing 0.68–160 kg. Five of these studies also contained BIS observations enabling combined PK-PD modelling. This remains the broadest validation dataset of any propofol PK model to date.
Source: Marsh et al. Br J Anaesth. 1991, as tabulated in Absalom et al. Br J Anaesth. 2009 (Table 1).
V₁ = 0.228 × weight (kg) [L] V₂ = 0.463 × weight (kg) [L] V₃ = 2.893 × weight (kg) [L] Rate constants (FIXED — do not vary with any covariate): k₁₀ = 0.119 min⁻¹ k₁₂ = 0.112 min⁻¹ (Note: Diprifusor uses 0.114 — typographical error in Marsh 1991) k₂₁ = 0.055 min⁻¹ k₁₃ = 0.042 min⁻¹ k₃₁ = 0.0033 min⁻¹ ke₀ = 0.26 min⁻¹ (unpublished; associated TTPE ≈ 4.5 min)
For a 70 kg patient: V₁ = 15.96 L · V₂ = 32.41 L · V₃ = 202.5 L
Source: Schnider et al. Anesthesiology. 1998 and 1999, as tabulated in Absalom et al. Br J Anaesth. 2009 (Table 1).
V₁ = 4.27 L (FIXED — independent of all covariates) V₂ = 18.9 − 0.391 × (age − 53) [L] (decreases with advancing age) V₃ = 238 L (FIXED — independent of all covariates) LBM (James equation): Male: LBM = 1.1 × wt − 128 × (wt/ht)² [kg] Female: LBM = 1.07 × wt − 148 × (wt/ht)² [kg] (ht in cm) Clearance (k₁₀) — varies with weight, LBM, height: k₁₀ = [0.443 + 0.0107×(wt−77) − 0.0159×(LBM−59) + 0.0062×(ht−177)] / V₁ k₁₂ = [0.302 − 0.0056×(age−53)] / V₁ k₂₁ = k₁₂ × V₁ / V₂ k₁₃ = 0.196 / V₁ k₃₁ = 0.0035 ke₀ = 0.456 min⁻¹ (TTPE ≈ 1.69 min)
For a 40-year-old, 70 kg, 170 cm male: V₁ = 4.27 L (fixed) · V₂ ≈ 23.1 L · V₃ = 238 L (fixed)
Source: Eleveld et al. Br J Anaesth. 2018;120(5):942–959. Reference individual: 35-year-old, 70 kg, 170 cm male, no concomitant opioids.
V₁ = 6.28 L (allometric weight scaling + age decay) V₂ = 25.5 L (allometric weight scaling + age decay) V₃ = 273 L (fat-free mass adjusted) CL = 1.79 L/min (clearance — ¾ power allometric) Q₂ = 1.75 L/min (inter-compartmental) Q₃ = 1.11 L/min (inter-compartmental) ke₀ = 0.146 min⁻¹ (age-dependent) Scaling approach: V₁ scales with weight (Emax/sigmoid function) and age (exponential decay) V₂ scales with weight and age (exponential decay) V₃ scales with fat-free mass (FFM) using Al-Sallami equation CL scales with weight (¾ power allometric) × age × sex × opioid status ke₀ = 0.146 + 0.0035 × (35 − min(age, 75)) [approximate] Fat-Free Mass (Al-Sallami equation — used instead of James LBM): Calculated from weight, height, BMI, and sex More reliable than James equation in obesity
| Parameter | Marsh | Schnider | Eleveld | Scaling Covariate |
|---|---|---|---|---|
| V₁ (L) | 15.96 | 4.27 (fixed) | ~5.8 | Marsh: weight × 0.228. Schnider: fixed. Eleveld: allometric weight + age. |
| V₂ (L) | 32.41 | ~23.1 | ~25.5 | Marsh: weight × 0.463. Schnider: age-adjusted. Eleveld: weight + age. |
| V₃ (L) | 202.5 | 238 (fixed) | ~273 | Marsh: weight × 2.893. Schnider: fixed. Eleveld: fat-free mass adjusted. |
| k₁₀ (min⁻¹) | 0.119 | varies | varies | Schnider: function of weight, LBM, height. Eleveld: allometric CL/V₁. |
| k₁₂ (min⁻¹) | 0.112 | age-adj. | varies | Schnider: 0.302 − 0.0056×(age−53) / V₁. |
| k₂₁ (min⁻¹) | 0.055 | varies | varies | All models: k₂₁ = CL₂/V₂. |
| k₁₃ (min⁻¹) | 0.042 | 0.196/V₁ | varies | Schnider k₁₃ effectively fixed at 0.046. |
| k₃₁ (min⁻¹) | 0.0033 | 0.0035 | varies | Marsh and Schnider essentially equal. |
| ke₀ (min⁻¹) | 0.26 | 0.456 | age-dep. | Eleveld ke₀ decreases with age. Schnider's faster ke₀ explains quicker induction. |
| TTPE (min) | ~4.5 | ~1.69 | ~3–5 | Time to peak effect. Schnider achieves much faster effect-site equilibration. |
| Study n | 20 (children) | 24 (adults) | 1,033 (pooled) | Eleveld used by far the largest dataset. |
| Values for Eleveld are approximate at the reference patient and may differ slightly depending on implementation. Schnider V₂ = 18.9 − 0.391×(40−53) = 23.98 L for a 40-year-old. All Marsh values = weight coefficient × 70 kg. | ||||
These are the exact values published in the key review paper confirming the Diprifusor/Marsh parameters.
| Parameter | Equation | Value at 70 kg | Units |
|---|---|---|---|
| V₁ | 0.228 × wt | 15.96 | L |
| V₂ | 0.463 × wt | 32.41 | L |
| V₃ | 2.893 × wt | 202.51 | L |
| k₁₀ | 0.119 | 0.119 | min⁻¹ |
| k₁₂ | 0.112 | 0.112 | min⁻¹ |
| k₁₃ | 0.042 | 0.042 | min⁻¹ |
| k₂₁ | 0.055 | 0.055 | min⁻¹ |
| k₃₁ | 0.0033 | 0.0033 | min⁻¹ |
| ke₀ | 0.26 | 0.26 | min⁻¹ |
| Source: Absalom AR et al. Br J Anaesth. 2009;103(1):26–37. Table 1. doi:10.1093/bja/aep143 | |||
Year: 1991
n: 20 children (adapted from Gepts, n=18 adults)
V₁ scaling: Linear with weight (0.228 L/kg)
V₂ scaling: Linear with weight (0.463 L/kg)
V₃ scaling: Linear with weight (2.893 L/kg)
Covariates: Weight only
Target mode: Plasma (Cp)
ke₀: 0.26 min⁻¹ (unpublished source)
Clinical use: Diprifusor; widely used historically
Key limitation: Ignores age, sex, height; may overdose elderly/obese
Year: 1998 (PK) + 1999 (PD)
n: 24 healthy volunteers
V₁ scaling: Fixed at 4.27 L
V₂ scaling: Age-adjusted only
V₃ scaling: Fixed at 238 L
Covariates: Age, weight, height, LBM (James eq.)
Target mode: Effect-site (Ce) — mandatory
ke₀: 0.456 min⁻¹
Clinical use: Open TCI systems; Base Primea
Key limitation: Fixed V₁ unintuitive; James eq. fails in obesity
Year: 2018
n: 1,033 (30 pooled studies)
V₁ scaling: Allometric (weight + age decay)
V₂ scaling: Allometric (weight + age decay)
V₃ scaling: Fat-free mass (Al-Sallami eq.)
Covariates: Age, weight, height, sex, opioids
Target mode: Both plasma and effect-site
ke₀: Age-dependent (0.146 min⁻¹ at 35 yr)
Clinical use: Fresenius Orchestra; newer pumps
Key strength: Most broadly validated; handles extremes of age/weight
The central compartment volume V₁ directly determines the initial bolus dose required to achieve a target plasma concentration. A smaller V₁ means a higher peak concentration for any given dose. The four-fold difference in V₁ between Marsh (15.96 L) and Schnider (4.27 L) at 70 kg is the most clinically significant parameter difference between these models, explaining the very different induction behaviour of TCI pumps using each model.
Schnider's V₂ decreases linearly with age above 53 years (18.9 − 0.391 × (age − 53)). This reflects reduced muscle mass in elderly patients and means the fast peripheral compartment holds less drug, leading to higher and more prolonged plasma concentrations for the same infusion rate. Marsh ignores age entirely, which can result in relative overdosing of elderly patients.
For lipophilic drugs like propofol, the large slow peripheral compartment V₃ (fat, bone, skin) is the key driver of the context-sensitive half-time — the time for plasma concentration to fall by 50% after stopping an infusion depends on how much drug has accumulated in V₃. Eleveld's fat-mass-adjusted V₃ means obese patients have a proportionally larger V₃, which correctly predicts prolonged recovery after long TIVA in this population. Marsh overestimates V₃ by scaling with total body weight, while Schnider's fixed V₃ of 238 L may underestimate it in obese patients.
The accompanying simulation tools were using V₁ = 4.27 L for the Marsh model. This is incorrect. The 4.27 L value is Schnider's fixed V₁.
The correct Marsh V₁ is 0.228 × total body weight (kg), giving 15.96 L at 70 kg. This difference is clinically critical — it is the main reason Marsh and Schnider produce such different induction doses and concentration profiles. The simulations should be updated to use the correct Marsh V₁ = 0.228 × weight equation.
Source confirming this: Absalom et al. Br J Anaesth. 2009;103:26–37 (Table 1, confirmed parameter values); BJA Education 2016;16(3):92–97 (Table 2).
The original three-compartment model for propofol. Study of 18 patients at 3, 6, and 9 mg·kg⁻¹·hr⁻¹ constant infusion. The Marsh model is a direct adaptation of this work.
The defining publication for the Marsh model. Study in 20 children, with the key modification of V₁ = 0.228 L/kg. Implemented in the AstraZeneca Diprifusor TCI pump. This paper contains the parameter table used in all subsequent implementations.
First Schnider paper. Established the pharmacokinetic component including the fixed V₁ = 4.27 L and V₃ = 238 L, and the age-dependent V₂. Study of 24 volunteers with infusions at 25, 50, 100, or 200 µg·kg⁻¹·min⁻¹ over 60 min.
Second Schnider paper. Established the pharmacodynamic component including ke₀ = 0.456 min⁻¹ and age-dependent clearance parameters. The combined Schnider PK-PD model used in TCI practice derives from this paper and Schnider 1998 together.
The Eleveld 2018 model paper. Pooled analysis of 30 studies, n=1,033 patients aged 0.5–88 years. Confirms reference values V₁=6.28 L, V₂=25.5 L, V₃=273 L for the reference individual. Uses allometric scaling and the Al-Sallami FFM equation. Currently in use in the Fresenius Orchestra TCI system.
The earlier Eleveld general-purpose model (2014), predecessor to the 2018 model. This version reports slightly different reference values (V₁=9.77, V₂=29.0, V₃=134 L at 70 kg, 35 yr). The 2018 publication supersedes this for clinical use.
The single most important review paper for understanding Marsh vs Schnider. Contains the definitive parameter comparison table (Table 1) confirming all Marsh and Schnider values. Explains the implications of fixed V₁ in Schnider, the LBM paradox in obesity, and the different ke₀ values. Open access. Freely available.
Comprehensive narrative review covering the Eleveld general-purpose models. Discusses the move from LBM (James equation) to FFM (Al-Sallami equation). Explains allometric scaling and compartmental allometry as applied in Eleveld. Freely accessible.
Excellent educational review confirming the Marsh V₁ = 19.4 L at 85 kg versus Schnider V₁ = 4.27 L, illustrating the four-fold difference in calculated peak plasma concentrations. Contains Table 2 with the key clinical PK parameters side by side. Freely available via BJA Education.
Comprehensive 2018 review covering the full clinical pharmacology of propofol. Confirms the linear volume scaling in Marsh, fixed V₁ and V₃ in Schnider, and the Eleveld allometric approach. Discusses appropriate model selection for obese patients. Open access via PMC.
Comparative validation study of Diprifusor (Marsh), Schnider, Schüttler, and White models. Notes that a typographical error in the Marsh 1991 publication means the Diprifusor uses k₁₂ = 0.114 min⁻¹ (from Gepts) rather than the 0.112 min⁻¹ published in Marsh 1991.
Prospective validation confirming that the Eleveld model was not inferior to other models for predictive performance of measured plasma propofol concentrations during TIVA. Concluded the model can accommodate most subjects and clinical scenarios.
Retrospective comparison of all three models. Found that all three models have MDAPE exceeding 20%, suggesting inherent limits to predictive accuracy regardless of model choice. The Eleveld model showed better MDPE (bias) performance for arterial propofol concentrations.
The Al-Sallami FFM equation used by the Eleveld model. Applicable from infants to adults. Avoids the mathematical paradox of the James LBM equation in morbidly obese patients, making it more suitable for broad pharmacokinetic modelling applications.
The original source of the James lean body mass equations used in the Schnider model. Male: LBM = 1.1×wt − 128×(wt/ht)²; Female: LBM = 1.07×wt − 148×(wt/ht)². These equations fail (give paradoxical or negative values) in morbidly obese patients when BMI exceeds approximately 37–40 kg/m².