Differential equation modeling glucose in a patient's body

In summary, a differential equation is a mathematical equation used to describe the relationship between a variable and its rate of change over time. In the context of diabetes, these equations are used to model glucose levels in a patient's body. This allows healthcare professionals to predict and monitor glucose levels, make informed decisions about treatment, and consider various factors such as insulin production, insulin sensitivity, and external factors like diet and physical activity. The accuracy of these models depends on the complexity of the model and input data, but with advanced technology and algorithms, they can be highly accurate. Additionally, differential equation modeling can be used for personalized treatment of diabetes by inputting a patient's specific physiological parameters and external factors to optimize treatment plans for that individual.
  • #1
ForceBoy
47
6
Homework Statement
"A hospital patient is fed glucose intravenously (directly to the bloodstream) at a rate of r units per minute. The body removes glucose from the bloodstream at a rate proportional to the amount Q(t) present in the bloodstream at time t. " (Finney; Weir; Giordano, 452)

A) write the differential eq.
B) Solve the diff. eq ##Q(0) = Q_0##
C) find the limit as t goes to infinity
Relevant Equations
The chapter this problem is found in is one on separable differential equations
The rate at which glucose enters the bloodstream is ##r## units per minute so:

## \frac{dI}{dt} = r ##

The rate at which it leaves the body is:

##\frac {dE}{dt} = -k Q(t) ##

Then the rate at which the glucose in the body changes is:

A) ## Q'(t) = \frac{dI}{dt} + \frac {dE}{dt} = r - k Q(t) ##

I don't see how this is a separable differential equation. I still try to solve it.

##\frac{dQ}{dt} + k Q = r ##

## Q e^{kt} = \int r e^{kt} dt ##

## Q = \frac{r}{e^{kt}}\frac{e^{kx}}{k} ##

B) ## Q(t) = \frac{r}{k} ##

This tells me that the glucose in the bloodstream at any point in time will be a constant. I know this is wrong. It would be appreciated if someone could point me onto the right path to solve this diff. eq. Thank you.
 
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  • #2
You missed the integration constant which you will need to adapt the solution to the initial condition.

ForceBoy said:
I don't see how this is a separable differential equation.
What do you know about separable ODEs? The point of a separable ODE is that you should be able to write it on the form
$$
y'(t) f(y(t)) = g(t).
$$
This is possible in this situation.
 
  • #3
Orodruin said:
What do you know about separable ODEs? The point of a separable ODE is that you should be able to write it on the form

y′(t)f(y(t))=g(t).​

Thank you. I put my equation in the form you gave and solved just fine:

## \frac{dQ}{dt} = Q'(t)##
## r - kQ(t) = g(Q(t)) ##
________________________

##Q'(t) = g(Q(t)) ##
## \frac{Q'(t)}{g(Q(t))} =1 ##

## Q'(t) f(Q(t)) = 1##

##\frac{dQ}{dt} \frac{1}{r-kQ} = 1 ##

##\frac{dQ}{r-kQ} = dt ##

##\int\frac{dQ}{r-kQ} = \int dt ##

## \ln|r-kQ | = t +C## (Can't forget the C now, thanks)

## r-kQ = Ae^{t}##

## Q = \frac{r - A e^{t}}{k} ##

If the above is correct, then I can solve the rest of the problem.
 
  • #4
ForceBoy said:
Thank you. I put my equation in the form you gave and solved just fine:

## \frac{dQ}{dt} = Q'(t)##
## r - kQ(t) = g(Q(t)) ##
________________________

##Q'(t) = g(Q(t)) ##
## \frac{Q'(t)}{g(Q(t))} =1 ##

## Q'(t) f(Q(t)) = 1##

##\frac{dQ}{dt} \frac{1}{r-kQ} = 1 ##

##\frac{dQ}{r-kQ} = dt ##

##\int\frac{dQ}{r-kQ} = \int dt ##
Things are OK but a bit verbose up to the line above.
For example, you can go directly from ##\frac{dQ}{dt} = r - kQ## and separate the equation to ##\frac{dQ}{r - kQ} = dt##, and skip several of the lines you wrote.
ForceBoy said:
## \ln|r-kQ | = t +C## (Can't forget the C now, thanks)
Mistake in the line above. What is your substitution when you do the integration?
ForceBoy said:
## r-kQ = Ae^{t}##

## Q = \frac{r - A e^{t}}{k} ##

If the above is correct, then I can solve the rest of the problem.
 
  • #5
How about writing like this:

##\displaystyle\int_{0}^{t}dt' = \int_{Q(0)}^{Q(t)}\frac{dQ}{r-kQ} = -\frac{1}{k}\int_{Q(0)}^{Q(t)}\frac{-kdQ}{r-kQ}##

Then you already have the integration constant in terms of the initial condition ##Q(0)##.
 
  • #6
Mark44 said:
Mistake in the line above. What is your substitution when you do the integration?
Oh, I hadn't caught that! Thanks alot.

Here is the correct version: ## Q(t) = \frac{r-Ae^{-kt}}{k} ##
hilbert2 said:
How about writing like this:

##\displaystyle\int_{0}^{t}dt' = \int_{Q(0)}^{Q(t)}\frac{dQ}{r-kQ} = -\frac{1}{k}\int_{Q(0)}^{Q(t)}\frac{-kdQ}{r-kQ}##

Then you already have the integration constant in terms of the initial condition ##Q(0)##.

This is a great tip. Thanks a lot this will save me
work.

## \displaystyle\frac{-1}{k}\int_{Q(0)}^{Q(t)} \frac{-kdQ}{r- kQ} = \int_{0}^{t} dt' ##

## \displaystyle\ln(r-kQ)_{Q(0)}^{Q(t)} = -kt ##

## \displaystyle\frac{r-kQ(t)}{r-kQ(0)} = e^{-kt} ##

##\displaystyle r- kQ(t) = (r-kQ(0))e^{-kt} ##

##\displaystyle Q(t) = \frac{r-(r-kQ(0))e^{-kt}}{k} ##

##\displaystyle Q(t) = \frac{r-re^{-kt}+kQ(0)e^{-kt}}{k} ##

##\displaystyle Q(t) = \frac{r-(r-kQ_{0})e^{-kt}}{k} ##So this last equation must be the answer. Thank you all for your time
 
  • #7
ForceBoy said:
The rate at which glucose enters the bloodstream is ##r## units per minute so:

## \frac{dI}{dt} = r ##

The rate at which it leaves the body is:

##\frac {dE}{dt} = -k Q(t) ##

Then the rate at which the glucose in the body changes is:

A) ## Q'(t) = \frac{dI}{dt} + \frac {dE}{dt} = r - k Q(t) ##

I don't see how this is a separable differential equation. I still try to solve it.

##\frac{dQ}{dt} + k Q = r ##

## Q e^{kt} = \int r e^{kt} dt ##

## Q = \frac{r}{e^{kt}}\frac{e^{kx}}{k} ##

B) ## Q(t) = \frac{r}{k} ##

This tells me that the glucose in the bloodstream at any point in time will be a constant. I know this is wrong. It would be appreciated if someone could point me onto the right path to solve this diff. eq. Thank you.

You can render the equation separable by changing to ##P = Q- r/k##, so that ##dP/dt +kP = 0## (because, of course, ##dP/dt = dQ/dt##).
 
  • #8
Ray Vickson said:
You can render the equation separable by changing to ##P = Q- r/k##, so that ##dP/dt +kP = 0## (because, of course, ##dP/dt = dQ/dt##).
The equation was already separable. As demonstrated in #3 by the OP.
 

FAQ: Differential equation modeling glucose in a patient's body

What is a differential equation?

A differential equation is a mathematical equation that describes the relationship between a function and its derivatives. It is commonly used in modeling dynamic systems, such as the change in glucose levels in a patient's body over time.

How do differential equations model glucose levels in a patient's body?

Differential equations can be used to model the rate of change of glucose levels in a patient's body by taking into account factors such as insulin production, glucose consumption, and metabolism. These equations can then be solved to predict the patient's glucose levels at different points in time.

What are the limitations of using differential equations to model glucose levels?

One limitation is that the equations may not accurately capture all of the complex biological processes involved in glucose regulation. Additionally, the accuracy of the model depends on the accuracy of the input parameters and assumptions made by the scientist.

How can differential equation modeling help in managing diabetes?

By using differential equations to model glucose levels, scientists can gain a better understanding of how different factors affect glucose levels and how they can be controlled. This information can then be used to develop more effective treatments and management strategies for diabetes.

Are there any real-world applications of differential equation modeling for glucose levels?

Yes, differential equation modeling is commonly used in the development of insulin pumps and continuous glucose monitoring systems for diabetes management. It is also used in research to study the effects of different medications and lifestyle factors on glucose levels in patients.

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