- #1
lavoisier
- 177
- 24
Hi everyone,
I am working on a problem related to pharmacodynamics, and I'm stuck with an integral that doesn't seem to have an analytical solution. Thing is, I'm not a mathematician, so maybe there is a solution and I can't see it. I wonder if anyone can please have a look and tell me.
Here's a summary of the problem (long explanation, sorry - I suppose it can be skipped if not considered relevant).
In pharmacodynamics, it is often found that the percentage biological response (R) depends on the concentration of a drug in plasma (C) according to the equation:
R(C)=\frac{C^H} {C^H+IC_{50}^H}
where IC50 is a constant that measures the strength of the drug-target interaction (the smaller, the stronger the interaction) and H is another constant ('Hill slope') that tells you how fast R varies when C gets close to IC50.
As you can see, when C tends to zero, R also tends to zero; for C=IC50, R is exactly 50%, and when C gets very large, R tends to 100%. This is in agreement with the theory that the biological response is proportional to the percentage of target bound to the drug (under the hypothesis of fast binding kinetics, but that's a different problem).
A parameter that can be derived from R is the integrated efficacy Ieff, which is simply the integral of R over time. For a single dose of drug, the integration is from the time of administration t=0 to infinity.
I_{eff} = \int_0^{+\inf} R \, dt
So one must plug in an expression of R as a function of time (right?).
When you administer a drug, the concentration in plasma vs time is determined, in the simplest cases, by differential equations that express the mass balance of drug entering and exiting the body, and being transformed into something else by metabolic processes.
For intravenous (IV) administration, the solution is:
C_{IV}(t)=\frac{D_0} {V} e^{- \frac {CL} {V} t}
where D0 is the administered dose, V ('volume of distribution') tells you how the drug partitions between plasma and the rest of the body and CL ('clearance') tells you how fast the drug is excreted and metabolised (they are all positive constants).
In this case Ieff can be computed exactly. I got (from Maxima) the following result:
I_{eff,IV} = \int_0^{+\inf} R(C_{IV}(t)) \, dt = \int_0^{+\inf} \frac{{\big(\frac{D_0} {V} e^{- \frac {CL} {V} t}\big)}^H} {{\big(\frac{D_0} {V} e^{- \frac {CL} {V} t}\big)}^H+IC_{50}^H} \, dt = \frac {V} {H \, CL} Ln \big[ 1+ \big( \frac {D_0} {IC_{50} \, V} \big) ^H \big]
which is very useful, because one can then study the effect of the various parameters on Ieff.
For oral (PO) administration, C(t) is more complicated:
C_{PO}(t)=\frac{D_0 F} {V} \frac{k_a} {k_a-k}(e^{-k t}-e^{-k_a t})
The new parameters F and ka are positive constants, F ('bioavailability') expressing how much of the administered dose reaches the systemic circulation, and ka ('first-order absorption constant') expressing how fast the drug is absorbed in the gastro-intestinal tract. k is just CL / V.
I tried to plug this expression into R and integrate, but Maxima couldn't handle it. Indefinite integration gave me something with still an integral inside. Even simplifying to H=1 (most common case) didn't help.
I_{eff,PO} = \int_0^{+\inf} R(C_{PO}(t)) \, dt
So the first question is, do you think the above integral Ieff,PO can be calculated analytically?
And if so, what technique would you suggest?
I would have thought that as C contains exponentials, the ratio R should be reducible to a form like:
I_{eff} = \int \frac {f'(t)} {f(t)} \, dt
(with the addition of appropriate constants of course), but I couldn't find a way to achieve that.
I also considered a series solution, but can one use e.g. Taylor to approximate definite integrals (and especially this one with an infinite limit)?
Thanks!
L
I am working on a problem related to pharmacodynamics, and I'm stuck with an integral that doesn't seem to have an analytical solution. Thing is, I'm not a mathematician, so maybe there is a solution and I can't see it. I wonder if anyone can please have a look and tell me.
Here's a summary of the problem (long explanation, sorry - I suppose it can be skipped if not considered relevant).
In pharmacodynamics, it is often found that the percentage biological response (R) depends on the concentration of a drug in plasma (C) according to the equation:
R(C)=\frac{C^H} {C^H+IC_{50}^H}
where IC50 is a constant that measures the strength of the drug-target interaction (the smaller, the stronger the interaction) and H is another constant ('Hill slope') that tells you how fast R varies when C gets close to IC50.
As you can see, when C tends to zero, R also tends to zero; for C=IC50, R is exactly 50%, and when C gets very large, R tends to 100%. This is in agreement with the theory that the biological response is proportional to the percentage of target bound to the drug (under the hypothesis of fast binding kinetics, but that's a different problem).
A parameter that can be derived from R is the integrated efficacy Ieff, which is simply the integral of R over time. For a single dose of drug, the integration is from the time of administration t=0 to infinity.
I_{eff} = \int_0^{+\inf} R \, dt
So one must plug in an expression of R as a function of time (right?).
When you administer a drug, the concentration in plasma vs time is determined, in the simplest cases, by differential equations that express the mass balance of drug entering and exiting the body, and being transformed into something else by metabolic processes.
For intravenous (IV) administration, the solution is:
C_{IV}(t)=\frac{D_0} {V} e^{- \frac {CL} {V} t}
where D0 is the administered dose, V ('volume of distribution') tells you how the drug partitions between plasma and the rest of the body and CL ('clearance') tells you how fast the drug is excreted and metabolised (they are all positive constants).
In this case Ieff can be computed exactly. I got (from Maxima) the following result:
I_{eff,IV} = \int_0^{+\inf} R(C_{IV}(t)) \, dt = \int_0^{+\inf} \frac{{\big(\frac{D_0} {V} e^{- \frac {CL} {V} t}\big)}^H} {{\big(\frac{D_0} {V} e^{- \frac {CL} {V} t}\big)}^H+IC_{50}^H} \, dt = \frac {V} {H \, CL} Ln \big[ 1+ \big( \frac {D_0} {IC_{50} \, V} \big) ^H \big]
which is very useful, because one can then study the effect of the various parameters on Ieff.
For oral (PO) administration, C(t) is more complicated:
C_{PO}(t)=\frac{D_0 F} {V} \frac{k_a} {k_a-k}(e^{-k t}-e^{-k_a t})
The new parameters F and ka are positive constants, F ('bioavailability') expressing how much of the administered dose reaches the systemic circulation, and ka ('first-order absorption constant') expressing how fast the drug is absorbed in the gastro-intestinal tract. k is just CL / V.
I tried to plug this expression into R and integrate, but Maxima couldn't handle it. Indefinite integration gave me something with still an integral inside. Even simplifying to H=1 (most common case) didn't help.
I_{eff,PO} = \int_0^{+\inf} R(C_{PO}(t)) \, dt
So the first question is, do you think the above integral Ieff,PO can be calculated analytically?
And if so, what technique would you suggest?
I would have thought that as C contains exponentials, the ratio R should be reducible to a form like:
I_{eff} = \int \frac {f'(t)} {f(t)} \, dt
(with the addition of appropriate constants of course), but I couldn't find a way to achieve that.
I also considered a series solution, but can one use e.g. Taylor to approximate definite integrals (and especially this one with an infinite limit)?
Thanks!
L