Propofol TCI Pharmacokinetics · Compiled Reference Document · Educational Use

Propofol TCI Models
Key Data & Bibliography

Three-Compartment Pharmacokinetic Models for Target-Controlled Infusion

Compiled from peer-reviewed primary sources and authoritative review literature

Marsh 1991 Schnider 1998/1999 Eleveld 2018

1. Origins & Historical Context

The Gepts Foundation (1987)

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 Model (1991)

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.

Marsh — Key Origin Facts
The Diprifusor (AstraZeneca) — the first commercial TCI pump — was programmed with the Marsh model, making it the most widely used TCI algorithm historically. The rate constants k₁₂, k₂₁, k₁₃, k₃₁ are identical to those of the Gepts model. The ke₀ value of 0.26 min⁻¹ used in the Diprifusor was not published in peer-reviewed literature.

Schnider Model (1998–1999)

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.

Schnider — Key Origin Facts
The Schnider model was specifically designed for effect-site targeting (Ce). Using it in plasma-targeting mode is clinically inappropriate. The ke₀ of 0.456 min⁻¹ gives a time-to-peak effect (TTPE) of approximately 1.69 minutes. The LBM is calculated using the James equation, which gives paradoxical (low or negative) results in morbidly obese patients — a well-recognised safety concern.

Eleveld Model (2018)

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.

Eleveld — Key Origin Facts
Uses allometric scaling (¾ power for clearances; linear for volumes). Fat-free mass is calculated using the Al-Sallami equation — not the James equation — making it more robust in obesity. The ke₀ is age-dependent, meaning the effect-site equilibration rate varies with the patient's age, unlike the fixed ke₀ of earlier models. The reference individual is a 35-year-old, 70 kg, 170 cm male without concomitant opioids.

2. Volume Equations — Confirmed from Literature

Marsh Model Volumes

Source: Marsh et al. Br J Anaesth. 1991, as tabulated in Absalom et al. Br J Anaesth. 2009 (Table 1).

Volume Equations
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

Schnider Model Volumes

Source: Schnider et al. Anesthesiology. 1998 and 1999, as tabulated in Absalom et al. Br J Anaesth. 2009 (Table 1).

Volume Equations
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)

⚠ Schnider LBM Safety Warning
In morbidly obese patients, the James equation produces paradoxical or negative LBM values. This causes the calculated metabolic clearance (k₁₀) to increase unrealistically with increasing weight, potentially leading to excessive maintenance infusion rates. Multiple published sources confirm this limitation. A minimum LBM guard should always be applied in software implementations.

Eleveld Model Volumes

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.

Reference Values (35 yr, 70 kg, 170 cm, Male, No Opioids) — Directly from Eleveld 2018 Abstract
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
Note on Eleveld Equations
The full Eleveld equation set is more complex than simplified representations used in educational tools. The complete mathematical specification is available in the supplementary material of Eleveld et al. 2018 (Br J Anaesth 120:942–959) and the published corrigendum (Br J Anaesth 2018;121:519). Implementations in commercial pumps (e.g. Fresenius Orchestra) use the complete specification.

3. Full Parameter Tables

Table 1 — Compartment Volumes at Standard Patient (70 kg, 40 yr, 170 cm Male)

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.

Table 2 — Marsh Parameter Table (from Absalom et al. 2009, Table 1)

These are the exact values published in the key review paper confirming the Diprifusor/Marsh parameters.

ParameterEquationValue at 70 kgUnits
V₁0.228 × wt15.96L
V₂0.463 × wt32.41L
V₃2.893 × wt202.51L
k₁₀0.1190.119min⁻¹
k₁₂0.1120.112min⁻¹
k₁₃0.0420.042min⁻¹
k₂₁0.0550.055min⁻¹
k₃₁0.00330.0033min⁻¹
ke₀0.260.26min⁻¹
Source: Absalom AR et al. Br J Anaesth. 2009;103(1):26–37. Table 1. doi:10.1093/bja/aep143

4. Model Comparison Summary

Marsh

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

Schnider

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

Eleveld

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

5. Clinical Implications of Volume Differences

Why V₁ matters most clinically

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.

Age effects on V₂

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.

Obesity and V₃

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.

Clinical Recommendation from Literature
Absalom et al. (2009) conclude that the Schnider model should always be used in effect-site targeting mode, never plasma-targeting mode. The Marsh model may be used in either mode. For obese or elderly patients, the Eleveld model is the most pharmacologically appropriate choice where available.

6. Correction Note for Educational Simulations

⚠ Important — Marsh V₁ Correction

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).

7. Complete Bibliography

Primary Sources — Original Model Development
1
Gepts E, Camu F, Cockshott ID, Douglas EJ.
Disposition of propofol administered as constant rate intravenous infusions in humans.
Anesthesia & Analgesia. 1987;66(12):1256–1263.
Foundational PMID: 3500657 doi:10.1213/00000539-198712000-00011

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.

2
Marsh B, White M, Morton N, Kenny GN.
Pharmacokinetic model driven infusion of propofol in children.
British Journal of Anaesthesia. 1991;67(1):41–48.
Primary — Marsh Model PMID: 1859758 doi:10.1093/bja/67.1.41

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.

3
Schnider TW, Minto CF, Gambus PL, Andresen C, Goodale DB, Shafer SL, Youngs EJ.
The influence of method of administration and covariates on the pharmacokinetics of propofol in adult volunteers.
Anesthesiology. 1998;88(5):1170–1182.
Primary — Schnider PK PMID: 9605675 doi:10.1097/00000542-199805000-00006

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.

4
Schnider TW, Minto CF, Shafer SL, Gambus PL, Andresen C, Goodale DB, Youngs EJ.
The influence of age on propofol pharmacodynamics.
Anesthesiology. 1999;90(6):1502–1516.
Primary — Schnider PD PMID: 10360845 doi:10.1097/00000542-199906000-00003

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.

5
Eleveld DJ, Colin P, Absalom AR, Struys MMRF.
Pharmacokinetic–pharmacodynamic model for propofol for broad application in anaesthesia and sedation.
British Journal of Anaesthesia. 2018;120(5):942–959.
Primary — Eleveld Model PMID: 29661412 doi:10.1016/j.bja.2018.01.018

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.

6
Eleveld DJ, Proost JH, Cortínez LI, Absalom AR, Struys MMRF.
A general purpose pharmacokinetic model for propofol.
Anesthesia & Analgesia. 2014;118(6):1221–1237.
Primary — Eleveld 2014 PMID: 24722258 doi:10.1213/ANE.0000000000000165

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.

Key Review Articles & Secondary Sources
7
Absalom AR, Mani V, De Smet T, Struys MMRF.
Pharmacokinetic models for propofol — defining and illuminating the devil in the detail.
British Journal of Anaesthesia. 2009;103(1):26–37.
Essential Review PMID: 19520702 doi:10.1093/bja/aep143

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.

8
Struys MMRF, Absalom AR, Colin PJ, Eleveld DJ.
General purpose pharmacokinetic–pharmacodynamic models for target-controlled infusion of anaesthetic drugs: a narrative review.
Journal of Clinical Medicine. 2022;11(9):2487.
Narrative Review PMID: 35566613 doi:10.3390/jcm11092487

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.

9
Kennedy RR, Baker AB.
Principles of total intravenous anaesthesia: basic pharmacokinetics and model descriptions.
BJA Education. 2016;16(3):92–97.
Education Review doi:10.1093/bjaed/mkv021

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.

10
Sahinovic MM, Struys MMRF, Absalom AR.
Clinical pharmacokinetics and pharmacodynamics of propofol.
Clinical Pharmacokinetics. 2018;57(12):1539–1558.
Comprehensive Review PMID: 29931594 doi:10.1007/s40262-018-0672-3

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.

11
Glen JB, Servin F.
Evaluation of the predictive performance of four pharmacokinetic models for propofol.
British Journal of Anaesthesia. 2009;102(5):626–632.
Validation Study PMID: 19297371 doi:10.1093/bja/aep043

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.

Validation Studies
12
Vellinga R, Hoeks SE, Diletti R, et al.
Prospective clinical validation of the Eleveld propofol pharmacokinetic–pharmacodynamic model in general anaesthesia.
British Journal of Anaesthesia. 2021;126(2):386–394.
Prospective Validation doi:10.1016/j.bja.2020.10.040

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.

13
Lohse J, Hüppe M, Dieck T, et al.
Retrospective comparison of Eleveld, Marsh, and Schnider propofol pharmacokinetic models in 50 patients.
British Journal of Anaesthesia. 2020;124(2):e29–e31.
Comparative Validation doi:10.1016/j.bja.2019.11.005

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.

Supporting Equations — Body Composition
14
Al-Sallami HS, Duffull SB, Dooley MJ, Ghabrial H, Broadbent RS.
Prediction of fat-free mass in infants, children and adults.
Clinical Pharmacokinetics. 2015;54(12):1289–1298.
FFM Equation doi:10.1007/s40262-015-0277-z

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.

15
James WPT.
Research on obesity: a report of the DHSS/MRC group.
London: Her Majesty's Stationery Office, 1976.
LBM Equation

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.