10 February 2006

Computer Simulation of Complex Chemical Systems: Reflections On The TCA Cycle

Marty Carlson


Figure 1. Energy production and usage.


Introduction
At the time I took the photo above, I was taking a biochemistry class. During this class I was awestruck at the glimpse I received into what we are. Our energy, our health, our lives, everything about us, directly derives from the chemistry that happens within us. Though it has been studied for decades, and its outlines mapped, the human metabolic system is still a mystery in many ways.

In addition to this, for some time I've been interested in using the computing power on my desk top to illustrate graphically what happens in a dynamic process. In this article I'll introduce that system and described how I've applied it to a very limited part of the human metabolic system; the TCA cycle.


Brief overview of the TCA cycle
The direction of nature is toward increasing entropy, increasing disorder. This is the crux of Newton 's Second Law of Thermodynamics. Countering this natural direction is work, and work requires energy. The application of Newton 's law to the human body means that in order to keep our bodies from quickly returning to the disorder from which they originated, considerable energy is constantly required.

In the UK in 1953, Sir Hans Adolph Krebs, discovered a cycle of chemical reactions that goes on within us that is responsible for the production of molecules that the body uses for energy needed to drive reactions forward. This cycle is referred to as the Krebs Cycle, or the tricarboxylic acid cycle, and this is a part of a much larger system of chemical reactions known as the "Metabolic Pathways".

The Tri Carboxylic Acid (TCA) cycle occurs in every cell in the human body. It is the main process by which these cells derive the energy needed for survival. Figure 2 is a diagram of this cycle.


Figure 2. TCA cycle image (Wikipedia).



The diagram shows a circular series of reactions that has the effect of moving a "substrate" molecule through a series of conversions, and finally back into itself. The other net result of this cycle is the conversion of lower energy molecules into higher ones. Some of these higher energy molecules; GTP, FADH 2 and NADH go on to other sets of reactions in the to be used to drive other reactions. These molecules are the goal of the TCA cycle.

Click here for Wikipedia's description of the TCA cycle or go here for one using Flash.


First Run

Now I'll jump right to the first run of this system. We can use anything we want to as starting concentrations for the chemical components of the system. For my first run I'll use 0.001 Mol/L for each of the "major molecules" in the cycle (i.e., acetyl CoA, citrate, isocitrate, etc.) and 0.0001 Mol/L for the "minor molecules" (i.e., all the rest except for water) and 55 Mol/L for water. Of these values, water is the only concentration value that's even close, so we will see a lot of movement of the system as it finds its equilibrium position. You can see this in Figs. 3 and 4.



Figure 3. Start of run.

 

 


Figure 4. End of run.



From the graphics here you can see a very robust reaction. Initially the top arrow is obvious, signifying that it is where most of the "chemical pressure" (if you will allow me to use that term) is. Quickly the second and seventh reactions become the longest arrows, and the first arrow shortens up, then disappears. From this we can say that the "pressure" has moved to these positions, and therefore the third through sixth positions pose no opposition to this system's flow.

Then the second and seventh arrows fade in color, suggesting that they are running out of all the right components for a vigorous reaction. Something has run out, but what? From the plot in Fig. 5, we can see that the oxaloacetate (symbol "OXA" on the cycle graphic) is what has run out.

...because Oxaloacetate runs out
Figure 5. Graph of run at standard concentrations.



Second run
Next I found in vivo values for as many of the components as I could. These values would be the values in the actual conditions this cycle will operate, that is, in the body. Here are the values and sources.

The result is a beginning component mixture that is close to where it should be to begin with, and so it doesn't change nearly as radically as the standard concentrations used in the first run. Because of this I had to amplify the red in this video to see what's happening. In it we see that SUC (succinate) is building up, and that the reaction again slows to a halt. However this time the pH decreases greatly, that is, an increase in H+ which is a by-product of the cycle moving in the forward direction. It appears to be working correctly!




Figure 6. Start of run.

 

 


Figure 7. End of run.



If we take a look at the data output from these calculations again, and this time normalize some of the components so we can compare them as in Fig. 8, we see plainly that FAD (the component in black) was the component that ran out.

Low on FAD
Figure 8. Graph of run at concentration found in vivo.



Since we are using in vivo starting values, this result is close to what happens in the body. But now we must make an important leap of understanding of the chemical system in which this chemical system is operating.

Buffers
The normal pH of blood at rest is 7.37. That is, a hydrogen ion concentration of 4.27E-08 is maintained by the body. We know that in chemistry buffers are used to maintain the pH of a system. We also know that the body maintains a pH that is quite constant. Buffer? Yes, but not in the same sense that a chemist normally thinks of one.

In the body the components are kept constant, or, regulated, by the action of elegant mechanisms. This is what bowled me over in the dawning of my understanding in biochemistry class. Take the CO2 levels for example. If the TCA cycle were allowed to run unchecked, CO2 would increase to a high level, poisoning us. Instead, CO2 is picked up by the Hemoglobin and transferred to the lungs for removal through inhalation. At the same time, the heme is protected on its trip back to the lungs to get more oxygen. Nothing is wasted.

In another example, the excess H+ are spirited away through ATP synthase, which creates adenosine triphosphate, the number one energy molecule in the body. Each of the energy molecules produced directly by the TCA cycle; GTP, NAHD and FADH 2, go to processes that use the energy stored in their bonds. These processes then return their degraded components for yet another cycle. In these ways all components are a part of some extremely efficient system of regulation.

So for our artificial system we will add regulation. We will maintain the in vivo values for our components, by putting excess, as it is created, into artificial containers, And we will remove from these artificial containers what is necessary to maintain the levels. We will measure the amount into and out of the containers. Remember, the amounts into and out of these "containers" relate to the other systems whose end results are overall this regulation. The system is one.

Results
Now, adding in this regulation, we no longer get an interesting TCA cycle graphic since all small molecules save water are constant. But we do we see several other interesting things happening. Figures 9 and 10 show the result.




Figure 9. Start of run.

 

 


Figure10. End of run.


Our imaginary containers are on the bottom of Fig. 10. They are red when they are losing volume, and green when gaining. Most change with the familiar non-linear rates we expect from dynamic systems like this. But the production of FADH 2 at a rest increases with a constant slope!

Figure 11 plots the in vivo concentrations, considering buffers.

...because Oxaloacetate runs out
Figure 11. In vivo concentrations, considering buffers.


If nothing is wasted, as I asserted earlier, then we may assume that there is a reason for everything in this elegant system, even this linear output of FADH2. Perhaps FADH 2 has the linear output shown in Fig. 11 because it is useful as an energy source for some low-level maintenance of this part of the metabolic system?

I like to think of this cycle as an analogy of a hydraulic pump, specifically a Vane pump . It moves around in a circle via the major molecules, and produces a pressure of the outputted energy molecules. In Fig. 11 you can see one of these molecules being pumped. As with all good research approaches, this approach asks more questions than it answers. I believe that one who loves science is interested in those questions as well as the answers gleaned from the experiment.


In the future
Why am I so excited about this? While this is a research tool in the short run, in the long it has the potential to be something else.

My Mom was recently diagnosed and hospitalized with gallstones. These developed because of high concentrations of bilirubin, cholesterol and bile salts. These, in turn, were because… etc. A similar model of the chemical equilibria that describe that sub-system would have shown these conditions long ago. They would have shown conditions that were ripe for precipitation of solids, another chemical equilibrium equation.

This program was written quickly, using Visual Basic, and it covers just a very narrow focus of the metabolic pathway. As buffer inputs it has general data from the Internet. Imagine a model of the whole system, with the "buffer inputs" in real time from the patient . Moore 's Law will soon have us there in terms of computing power. Such a system will know the positions of our metabolic equilibria. It will "see danger signs" and give us dietary, lifestyle or pharmaceutical advice that will get us back in line. Our lives will be extended greatly. This may be the future of medical diagnosis, and another turn in medical history.

For details on the calculations this is based on, how I assembled it, and where I got the data, you may take a look here. You can write if you have more questions on how to build a system for your own experimentation.

   
Copyright 2005 by Society for Amateur Scientists