From a Clinical Measure to a PBPK Input
Renal function is often reported as an indexed estimated glomerular filtration rate (eGFR), whereas a PBPK model may require an absolute filtration rate for an individual. Creatinine clearance (CrCl) is another common measure, but it is not the same quantity as GFR. A defensible mapping therefore involves more than copying a laboratory value into a model: identify what the measure represents, put it on the model's scale, and retain its limitations.
The introductory material on translating renal and hepatic disease phenotypes into PBPK changes establishes the modeling principle that clinical phenotype must be connected to the relevant physiological process. Here the focus is the numerical conversion of eGFR and CrCl into renal covariates. These measures can inform filtration-related processes; neither alone specifies every mechanism of renal drug handling.
De-indexing eGFR and Matching Model Units
To convert an indexed eGFR to an absolute estimate, multiply by the person's BSA and divide by 1.73 m2. If BSA is not already available, the Mosteller equation is one common estimate, using height in centimeters and weight in kilograms. De-indexing changes the scale of the reported value; it does not make the underlying estimate more precise or turn it into a measured GFR.
PBPK implementations may express flow or clearance in L/h rather than mL/min. Since 1 L = 1000 mL and 1 h = 60 min, multiply mL/min by \(60/1000=0.06\) to obtain L/h. Convert only after establishing whether the model input is absolute; do not convert an indexed value directly as though it were a person's total filtration rate.
Worked Example: De-indexing eGFR for an Individual
Suppose a hypothetical adult is 170 cm tall, weighs 70 kg, and has an indexed eGFR of 42 mL/min/1.73 m2. Calculate BSA, absolute eGFR, and the value in L/h.
First calculate BSA: \(\sqrt{(170\times70)/3600}=\sqrt{3.3056}=1.818\ \mathrm{m}^2\).
Then de-index: \(42\times(1.818/1.73)=44.1\ \mathrm{mL/min}\). This is an absolute eGFR estimate for this hypothetical individual, not a measured GFR.
Convert units: \(44.1\times0.06=2.65\ \mathrm{L/h}\). Thus, if the model's filtration input is absolute GFR in L/h and the modeling decision is to use this eGFR as its estimate, the candidate input is 2.65 L/h. The model record should retain that it came from de-indexed eGFR.
Creatinine Clearance: Measured and Estimated
A timed-urine CrCl estimate is calculated as urine creatinine concentration multiplied by urine flow rate, divided by serum creatinine concentration. With urine concentration and serum concentration in matching units, the concentration ratio is dimensionless, so the result has the units of urine flow. The calculation assumes that urine was collected over the stated interval and that the serum creatinine concentration represents the collection period.
Here \(U_{\mathrm{Cr}}\) is urine creatinine concentration, \(P_{\mathrm{Cr}}\) is serum or plasma creatinine concentration, \(V\) is the collected urine volume, and \(t\) is collection duration. For example, if \(V\) is in mL and \(t\) in minutes, the calculated clearance is in mL/min. Incomplete collection, incorrect timing, or a nonrepresentative serum value can undermine the result.
Worked Example: Timed-Urine Creatinine Clearance
In a hypothetical 24-hour collection, urine volume is 1.20 L, urine creatinine is 90 mg/dL, and serum creatinine is 1.5 mg/dL. Find CrCl in mL/min.
Convert urine volume to a flow rate: \(1.20\ \mathrm{L}=1200\ \mathrm{mL}\), and \(24\ \mathrm{h}=1440\ \mathrm{min}\). Thus \(V/t=1200/1440=0.8333\ \mathrm{mL/min}\). The concentration ratio is \(90/1.5=60\). Therefore, \(\mathrm{CrCl}=60\times0.8333=50.0\ \mathrm{mL/min}\).
The arithmetic is valid under the stated collection and concentration assumptions. It does not establish that the urine collection was complete; that requires appropriate clinical assessment. Nor does the result become GFR simply because both values are expressed in mL/min.
A commonly used estimated CrCl equation for adults is Cockcroft–Gault. In its conventional form, age is in years, body weight in kg, and serum creatinine in mg/dL; the result is mL/min. The factor 0.85 is applied for females in this equation. This is an equation-based estimate, not a timed urine measurement. Its output depends on the equation's assumptions and on the chosen weight, which may require clinical judgment in unusual body composition.
Worked Example: Comparing Estimated CrCl With De-indexed eGFR
Suppose a hypothetical 68-year-old female weighs 60 kg and has serum creatinine 1.2 mg/dL. Her BSA is 1.60 m2, and her indexed eGFR is 38 mL/min/1.73 m2. Calculate Cockcroft–Gault CrCl and absolute eGFR.
For Cockcroft–Gault: \(\mathrm{CrCl}_{\mathrm{CG}}=[(140-68)\times60/(72\times1.2)]\times0.85\). The numerator is \(72\times60=4320\), and the denominator is \(86.4\), so the value before the sex factor is \(50.0\ \mathrm{mL/min}\). Applying 0.85 gives \(42.5\ \mathrm{mL/min}\).
For eGFR: \(38\times(1.60/1.73)=35.1\ \mathrm{mL/min}\). The two outputs differ by about \(7.4\ \mathrm{mL/min}\). They should not be averaged or treated as interchangeable: they arise from different estimation approaches and represent different measures. A model input should be selected according to the model's definition, the evidence used to parameterize it, and the clinical decision that requires the estimate.
Mapping the Measure to a Filtration-Related PBPK Process
An absolute filtration estimate can be used directly when a PBPK model represents GFR as an absolute physiological input and the chosen clinical measure is an appropriate estimate of it. If a model instead uses a renal-function multiplier relative to a reference condition, define the multiplier explicitly as the patient's selected absolute estimate divided by the reference GFR. The reference and patient values must have matching units and must represent compatible quantities.
For a drug filtered at the glomerulus, a simplified filtration clearance is \(f_{u,p}\times\mathrm{GFR}\), where \(f_{u,p}\) is the unbound fraction in plasma. This relation assumes filtration of the unbound drug and does not include secretion, reabsorption, or other renal processes. Consequently, applying a GFR multiplier to a model's entire renal clearance is only justified if that model's renal clearance is wholly GFR-dependent. The input must follow the model's structural meaning, not merely a convenient clinical label.
Record whether the source is indexed eGFR, absolute eGFR, timed-urine CrCl, or equation-estimated CrCl. Keep its method and units with the value.
De-index eGFR with BSA when an absolute value is needed. Convert mL/min to L/h only if required by the model.
Use a filtration estimate for a GFR input, and document any CrCl value used as a proxy. Do not silently change the model's definition of GFR.
Confirm dimensional consistency, plausible magnitude, and consistency with the model's reference condition before simulation.
The ratio formula follows directly from proportional scaling. If the model's reference GFR is \(G_{\mathrm{ref}}\), and its patient input is \(G_{\mathrm{patient}}\), then the multiplier \(f_{\mathrm{GFR}}\) must satisfy \(G_{\mathrm{patient}}=f_{\mathrm{GFR}}G_{\mathrm{ref}}\). Dividing both sides by \(G_{\mathrm{ref}}\), for \(G_{\mathrm{ref}}>0\), gives \(f_{\mathrm{GFR}}=G_{\mathrm{patient}}/G_{\mathrm{ref}}\). This is a scale conversion, not evidence that all renal drug clearance scales linearly with GFR.
Choosing Between eGFR and CrCl
| Measure | Typical form | Useful modeling interpretation | Key caution |
|---|---|---|---|
| Indexed eGFR | mL/min/1.73 m2 | Population-based estimate reported on a standardized BSA scale | De-index before using as an individual's absolute rate |
| Absolute eGFR | mL/min | Estimated individual filtration rate after BSA adjustment | Still an estimate; method and clinical context matter |
| Timed-urine CrCl | mL/min | Clearance calculated from collected creatinine excretion | Depends on collection completeness and timing |
| Cockcroft–Gault CrCl | mL/min | Equation-based estimate of creatinine clearance | Not GFR; depends on equation inputs and conventions |
Creatinine is filtered and also secreted by renal tubules. As a result, CrCl can exceed GFR, although the size of the difference is not fixed for every person or clinical circumstance. eGFR and CrCl can also differ because their equations, inputs, and normalization differ. When a clinical protocol, drug-development analysis, or model calibration specifies one measure, preserve that definition rather than substituting another without justification.
Diagnostics, Pitfalls, and Limits
A basic diagnostic is dimensional: indexed eGFR has a BSA denominator, so it cannot be inserted as an absolute rate without accounting for that denominator. Another is arithmetic: \(1\ \mathrm{mL/min}=0.06\ \mathrm{L/h}\), and the conversion factor should make the numerical value in L/h smaller. Check whether height and weight are in the units required by the BSA formula and whether the creatinine concentrations use compatible units in timed-urine calculations.
A frequent mistake is to take an indexed eGFR of 40 mL/min/1.73 m2, label it 40 mL/min for an individual, and enter it directly into a model. That ignores body size. The correction is to calculate \(40\times\mathrm{BSA}/1.73\) before treating it as an absolute estimate. A separate mistake is to call a CrCl value “the GFR.” The correction is to retain its identity as CrCl, explain why it is being used as a proxy if the model requires GFR, and report the resulting uncertainty rather than implying equivalence.
These conversions do not resolve limitations in the underlying clinical estimate. Creatinine-based estimates may be less representative when creatinine production or concentration is changing rapidly, and a timed urine result may be unreliable if collection is incomplete. BSA itself is estimated from height and weight. Finally, the conversion only addresses filtration-scale inputs; it does not determine how tubular processes or other renal changes should be represented. Those require separate mechanistic decisions.
Check Your Understanding
Work through each item, then compare with the solutions.
- An individual has indexed eGFR 55 mL/min/1.73 m2 and BSA 1.50 m2. What is the absolute eGFR in mL/min?
- Convert 36 mL/min to L/h. Show the conversion factor.
- A timed urine collection gives \(U_{\mathrm{Cr}}=100\) mg/dL, \(P_{\mathrm{Cr}}=2.0\) mg/dL, and a urine flow of 0.70 mL/min. What is CrCl?
- Why should an indexed eGFR and Cockcroft–Gault CrCl not automatically be averaged for a PBPK input?
Solutions. 1. \(55\times(1.50/1.73)=47.7\ \mathrm{mL/min}\). 2. \(36\times0.06=2.16\ \mathrm{L/h}\). 3. The concentration ratio is \(100/2.0=50\); therefore CrCl \(=50\times0.70=35.0\ \mathrm{mL/min}\), assuming the stated urine flow is valid. 4. They differ in definition and estimation method; the indexed eGFR also requires BSA adjustment to become an absolute rate. Select and document the measure that matches the model input rather than averaging unlike quantities.