Tutorials › Physiologically-Based Pharmacokinetics (PBPK) › Worked Example: Scaling Clearance From Adults to Neonates

Pediatric Ontogeny and Scaling · Tutorial 592 of 799

Worked Example: Scaling Clearance From Adults to Neonates

Learn to calculate neonatal clearance from an adult reference while accounting for how much each elimination pathway has matured.

Advanced 10 min read

What You'll Learn

  • Apply body-weight allometry to scale adult clearance to neonatal size.
  • Combine adult pathway fractions with pathway-specific neonatal maturation factors.
  • Calculate and compare size-only and maturation-adjusted clearance predictions.
  • Explain the assumptions behind the weighted maturation calculation.
  • Recognize when a simple clearance multiplier may not represent the underlying PBPK model.

From Adult Clearance to a Neonatal Prediction

A body-weight adjustment alone predicts how clearance changes with size, but it does not account for the fact that drug-eliminating pathways may be less developed in a neonate than in an adult. A useful worked calculation therefore has two distinct parts: first scale adult clearance to neonatal body weight, then adjust each pathway contribution for its degree of maturation. Keeping these steps separate makes the assumptions visible and makes the size-only prediction a clear comparator.

The calculation below is an approximation for a specified neonatal age and clinical context. The maturation factors must describe the relevant pathway at that age; they are not universal constants for all neonates or drugs. All numerical data in the examples are hypothetical.

Definition: Let \(CL_{adult}\) be adult total clearance in L/h, and let \(W_{adult}\) and \(W_N\) be adult and neonatal body weight in kg. Under a body-weight allometric model with exponent 0.75, the size-only prediction is \(CL_{N,size}=CL_{adult}(W_N/W_{adult})^{0.75}\). If adult clearance is divided among \(J\) additive elimination pathways, let \(f_j\) be the fraction attributable to pathway \(j\), with \(\sum_{j=1}^{J} f_j=1\), and let \(M_{j,N}\) be that pathway’s neonatal maturation factor relative to its adult level after size scaling. The maturation-adjusted prediction is \(CL_N=CL_{adult}(W_N/W_{adult})^{0.75}\sum_{j=1}^{J} f_jM_{j,N}\).

The \(f_j\) values are adult pathway shares, not shares of enzyme abundance or fractions of the dose. The \(M_{j,N}\) values are dimensionless: \(M_{j,N}=1\) means no additional maturation reduction relative to the size-scaled adult pathway contribution, while a value below 1 reduces that contribution. Values above 1 are possible if a pathway’s per-size capacity is greater than the adult reference, although that requires an appropriate biological justification. The weighted sum is a single overall maturation multiplier only because the pathways are being treated as additive components of clearance.

Why the Weighted Maturation Factor Appears

The calculation follows from writing adult total clearance as the sum of adult pathway-specific clearances. If pathway \(j\) contributes fraction \(f_j\), its adult contribution is \(f_jCL_{adult}\). Under the stated model, that contribution is first scaled by the common body-weight factor and then multiplied by the pathway’s maturation factor.

1
Decompose adult clearance.
Write pathway \(j\)'s adult contribution as \(CL_{j,adult}=f_jCL_{adult}\), where the pathway fractions sum to 1.
2
Scale each contribution for size.
Apply the same allometric factor \((W_N/W_{adult})^{0.75}\) to each adult pathway contribution.
3
Apply pathway maturation and sum.
Multiply each size-scaled contribution by \(M_{j,N}\), then add the pathway-specific predictions.

In equations, this gives

$$ \begin{aligned} CL_N &=\sum_{j=1}^{J} f_jCL_{adult} \left(\frac{W_N}{W_{adult}}\right)^{0.75}M_{j,N}\\ &=CL_{adult}\left(\frac{W_N}{W_{adult}}\right)^{0.75} \sum_{j=1}^{J}f_jM_{j,N}. \end{aligned} $$

The factorization is valid here because the model assumes one shared size exponent for all pathways and additive contributions on the same clearance basis. It also shows why a single unweighted average of the maturation factors is generally wrong: pathways contribute in proportion to their adult shares \(f_j\), not equally by default.

Worked Example: Two Pathways in a 3.20 kg Neonate

Suppose, hypothetically, an adult weighing 70.0 kg has total clearance of 10.0 L/h. Two pathways account for the adult clearance: pathway 1 contributes 60% and pathway 2 contributes 40%. For a 3.20 kg neonate, suppose the respective maturation factors are 0.15 and 0.12. Calculate size-only and maturation-adjusted clearance.

Check the pathway shares. The adult fractions are \(f_1=0.60\) and \(f_2=0.40\), and \(0.60+0.40=1.00\). They can therefore represent the two specified additive components.

Calculate the size factor.

$$ \left(\frac{W_N}{W_{adult}}\right)^{0.75} =\left(\frac{3.20}{70.0}\right)^{0.75} =(0.0457143)^{0.75} \approx 0.0988642. $$

Thus size-only clearance is \(10.0\text{ L/h}\times0.0988642=0.988642\text{ L/h}\), or 0.9886 L/h to four significant figures.

Weight the maturation factors by adult pathway share.

$$ \sum_j f_jM_{j,N} =0.60(0.15)+0.40(0.12) =0.090+0.048 =0.138. $$

The resulting neonatal clearance is \(10.0\text{ L/h}\times0.0988642\times0.138=0.136433\text{ L/h}\), or 0.1364 L/h. This is 13.8% of the size-only prediction, a reduction of 86.2% relative to size-only scaling. The comparison is conditional on the stated maturation factors and pathway shares; it is not a claim that every neonate has this clearance.

Comparing Size-Only and Maturation-Adjusted Predictions

Size-only scaling answers a limited question: what clearance would be predicted if adult pathway capacity scaled with body weight according to the selected exponent, with no additional developmental adjustment? The maturation-adjusted calculation answers a different question: how does that prediction change when specified pathways have neonatal capacities below or above their adult levels after size scaling?

ApproachCalculationWhat it assumes
Size-only\(CL_{adult}(W_N/W_{adult})^{0.75}\)No additional age-related change beyond the size adjustment.
Pathway-specific maturation\(CL_{adult}(W_N/W_{adult})^{0.75}\sum_j f_jM_{j,N}\)Adult pathway shares are known or specified, and each pathway has an applicable neonatal maturation factor.

These are not competing estimates of the same assumptions. The first is a useful benchmark; the second adds pathway-development information. A difference between them is expected when the weighted maturation factor differs from 1. When every \(M_{j,N}=1\), the adjusted expression reduces exactly to the size-only prediction.

Worked Example: Comparing Two Maturation Profiles

Consider a hypothetical adult with clearance 6.00 L/h at 70.0 kg. Pathway 1 accounts for 70% of adult clearance and pathway 2 for 30%. For a 2.50 kg neonate, compare two possible sets of pathway maturation factors: profile A has 0.080 and 0.050; profile B has 0.180 and 0.120.

The common weight factor is

$$ \left(\frac{2.50}{70.0}\right)^{0.75} =(0.0357143)^{0.75} \approx 0.0821545. $$

The size-only prediction is \(6.00\times0.0821545=0.492927\text{ L/h}\), or 0.493 L/h to three significant figures.

For profile A, the weighted maturation factor is \(0.70(0.080)+0.30(0.050)=0.056+0.015=0.0710\). The predicted clearance is \(0.492927\times0.0710=0.0349978\text{ L/h}\), or 0.0350 L/h.

For profile B, the weighted factor is \(0.70(0.180)+0.30(0.120)=0.126+0.036=0.162\). The predicted clearance is \(0.492927\times0.162=0.0798542\text{ L/h}\), or 0.0799 L/h to three significant figures.

Both profile-based predictions are below the size-only value because each weighted maturation factor is below 1. Profile B gives the higher prediction because its weighted factor, 0.162, is greater than profile A’s 0.0710. The numbers illustrate how developmental assumptions can materially affect the result even with identical adult clearance and body weights.

Worked Example: Why Adult Pathway Composition Matters

Use the first example’s adult clearance, weights, and maturation factors, but suppose pathway 1 contributes 30% of adult clearance and pathway 2 contributes 70%. All other inputs remain unchanged. The size factor is still 0.0988642 and the size-only prediction remains 0.988642 L/h.

The weighted maturation factor is now \(0.30(0.15)+0.70(0.12)=0.045+0.084=0.129\). Therefore, predicted clearance is \(10.0\times0.0988642\times0.129=0.127535\text{ L/h}\), or 0.1275 L/h.

This is lower than the 0.1364 L/h prediction in the first example because the pathway with the lower maturation factor now accounts for a larger fraction of adult clearance. The maturation factors alone do not determine the weighted result; their alignment with adult pathway contributions matters.

Assumptions, Diagnostics, and Limits

Before interpreting a prediction, check that the calculation’s assumptions fit the available PBPK representation. Adult clearance and neonatal clearance must use the same measurement basis, such as blood clearance compared with blood clearance, and the weights must be in the same units. The adult pathway fractions should refer to the same total clearance being scaled, be nonnegative, and sum to 1 apart from rounding. Maturation factors should correspond to the specified neonatal developmental state and should match the pathway definition used for those fractions.

The shared 0.75 exponent is a modeling choice, not a mathematical consequence of the maturation factors. It assumes the same allometric size relationship for all included pathways. The calculation also treats the pathway contributions as additive and applies maturation as a multiplier to each contribution. If a pathway is not represented in the adult clearance decomposition, the fractions do not sum to 1; silently renormalizing the listed fractions would change the model rather than fix missing information.

For a PBPK model in which a change in intrinsic clearance affects hepatic extraction, simply multiplying observed systemic clearance by a maturation factor may not reproduce the model’s prediction. For example, organ blood flow, binding, and extraction can influence the relationship between intrinsic capacity and systemic clearance. In that situation, apply the developmental change to the relevant mechanistic parameter and recompute the organ model, rather than assuming the aggregate clearance multiplier is exact. Likewise, renal filtration and secretion should not be collapsed into a metabolic maturation factor unless the model explicitly defines and supports that representation.

Useful checks include verifying that the size factor is dimensionless, that the final clearance retains units of L/h, and that the weighted maturation factor equals 1 when all pathway factors equal 1. If all \(M_{j,N}\) values lie between 0 and 1, the adjusted prediction cannot exceed the size-only prediction under this formula. A result that violates that check usually signals an arithmetic or coding error. A prediction can still be biologically implausible even when the arithmetic is correct: uncertain adult pathway shares, inappropriate maturation inputs, an unsuitable exponent, or an omitted pathway can all produce misleading precision.

Common Pitfall

Common mistake: Apply the lowest maturation factor to the whole adult clearance, or average the factors without weighting them. That reasoning ignores how much adult clearance each pathway contributes. Instead calculate \(\sum_j f_jM_{j,N}\), confirm that the adult fractions sum to 1, and multiply the size-only prediction by that weighted factor. Also keep the size-only result visible: it makes the effect of the maturation assumptions transparent.

This simple method is most useful as a transparent calculation when a pathway decomposition and suitable maturation factors are available. It is a prediction from stated inputs, not a substitute for checking whether those inputs and the clearance representation match the drug and population being modeled.

Check Your Understanding

Try each calculation, then compare it with the solutions below. All values are hypothetical.

  1. An adult has clearance 5.00 L/h at 60.0 kg. A neonate weighs 3.00 kg. Calculate size-only clearance using an exponent of 0.75. If the single pathway has maturation factor 0.20, calculate the adjusted clearance.
  2. An adult has clearance 6.00 L/h at 70.0 kg. For a 2.50 kg neonate, the size factor is 0.0821545. Adult pathway fractions are 0.70 and 0.30, with maturation factors 0.080 and 0.050. Calculate the adjusted clearance.
  3. Why is the arithmetic mean of two pathway maturation factors generally not the correct overall factor?
  4. If every pathway maturation factor equals 1, what relationship must hold between the size-only and maturation-adjusted predictions?

Solutions. (1) The weight factor is \((3.00/60.0)^{0.75}=(0.0500)^{0.75}\approx0.105737\). Size-only clearance is \(5.00\times0.105737=0.528685\text{ L/h}\), or 0.529 L/h. With a single-pathway factor of 0.20, adjusted clearance is \(0.528685\times0.20=0.105737\text{ L/h}\), or 0.106 L/h. (2) The weighted factor is \(0.70(0.080)+0.30(0.050)=0.0710\). Adjusted clearance is \(6.00\times0.0821545\times0.0710=0.0349978\text{ L/h}\), or 0.0350 L/h. (3) Adult pathway contributions need not be equal, so each maturation factor must be weighted by its corresponding adult fraction \(f_j\). An unweighted mean is appropriate only if the pathway shares are equal. (4) The weighted factor is \(\sum_j f_j=1\), so the adjusted prediction equals the size-only prediction.