The Mathematica Journal
Departments
Feature Articles
Columns
New Products
New Publications
Classifieds
Calendar
News Bulletins
Mailbox
Letters
Write Us
About the Journal
Staff and Contributors
Submissions
Subscriptions
Advertising
Back Issues
Home
Download this Issue

Introduction

Thermodynamic Background

A fundamental problem in biochemical thermodynamics pertains to the treatment of complex biochemical equilibria in aqueous solution. The problem is interesting because it involves the coupling of several different types of equilibria with ligands such as [Graphics:../Images/index_gr_9.gif] and [Graphics:../Images/index_gr_10.gif], as well as the effects of temperature and ionic strength. The effects caused by changes in these variables can dramatically affect the position of equilibrium. The problem is important because the reactions that are dealt with form the basis of metabolism and energy utilization in living systems [1].

Traditional methods [2-4] for performing these calculations involve first the derivation of analytic expressions for the fractions of the various species in solution. Since these fractions must be introduced into the computer codes, some programming effort is required for each new problem. However, a more general approach has been implemented by Alberty [5] and by Alberty and Krambeck [6] in which the chemical equilibrium problem is formulated in terms of the conservation matrix for the system of reactions [7, 8]. A Newton--Raphson minimization of the Gibbs free energy is then used to solve for the molalities of the species.

The package described here builds upon these earlier efforts by including the effects of ionic strength in the computation and by allowing for the input of the data in a convenient chemical format. Thus, the transpose of the stoichiometric number matrix [Graphics:../Images/index_gr_11.gif] is constructed directly from the chemical equations. The package allows one to calculate the molalities and mole fractions of the species in the solution, the activity coefficients of the species and the activity of the solvent ([Graphics:../Images/index_gr_12.gif]), values of apparent equilibrium constants [Graphics:../Images/index_gr_13.gif], standard transformed Gibbs free energies [Graphics:../Images/index_gr_14.gif] and standard transformed enthalpies of reaction [Graphics:../Images/index_gr_15.gif], calorimetric enthalpies of reaction [Graphics:../Images/index_gr_16.gif], and changes in the binding [Graphics:../Images/index_gr_17.gif] of ligands such as [Graphics:../Images/index_gr_18.gif] and [Graphics:../Images/index_gr_19.gif]. The package allows for the calculation of these thermodynamic quantities as functions of pX (e.g., pH and pMg), ionic strength, and temperature. It is also capable of treating systems involving several overall biochemical reactions at a specified temperature, ionic strength, and pX. Thus, the package allows for the convenient calculation of the quantities that are of primary interest to biochemical thermodynamics. Although designed for biochemical applications, this package can also be used for the study of other complex systems at equilibrium.

The reader wishing to gain additional background on the thermodynamics of biochemical reactions is referred to [9] and the references cited therein. The terminology, symbols, and units used for the physical quantities in the present article adhere generally to IUPAC recommendations [9, 10] (see glossary).

Mathematica [11] has several features that are useful for the implementation of a computer program suitable for the above purposes. Firstly, the capabilities to conveniently perform symbolic manipulations and matrix calculations are particularly important. Also, the Newton-Raphson minimization used by Krambeck and Alberty [6] has been implemented in a very brief but elegant Mathematica module. This module has also proven to be extremely powerful and rugged in its ability to provide reliable values of the molalities of the species in solution at equilibrium. The capability of Mathematica to carry out equilibrium calculations with arbitrary precision will also almost certainly prove valuable in dealing with some classes of problems. Finally, the capability to conveniently integrate graphics with calculations in a notebook format is a significant convenience to the user.

Treatment of Activity Coefficients

In these calculations, the activity coefficients of the species are represented by the extended Debye-Hückel equation:

where [Graphics:../Images/index_gr_21.gif] and [Graphics:../Images/index_gr_22.gif] are, respectively, the activity coefficient and the signed charge of species i. Values of the Debye-Hückel constant [Graphics:../Images/index_gr_23.gif] at various temperatures are computed by using a relatively simple analytic equation [12]. The ionic strength I is equal to [Graphics:../Images/index_gr_24.gif], where [Graphics:../Images/index_gr_25.gif] is the molality of species i. The "ion-size" parameter B has been set equal to [Graphics:../Images/index_gr_26.gif], but this value can be changed by the user.

The calculated values of the activity coefficients are used to adjust the values of the (standard) equilibrium constants, which are input as data and pertain to [Graphics:../Images/index_gr_27.gif] to the actual ionic strength of the solution. Values of the standard molar enthalpies of reaction [Graphics:../Images/index_gr_28.gif] at [Graphics:../Images/index_gr_29.gif] are also adjusted to the appropriate ionic strength. The activity of water [Graphics:../Images/index_gr_30.gif] is calculated by using a Gibbs-Duhem integration [4]. Following an initial guess for the ionic strength I, this quantity is calculated at each cycle of the equilibrium calculations until it has converged to within 1 part in [Graphics:../Images/index_gr_31.gif]. The standard state used in the thermodynamic calculations is that of the hypothetical ideal solution, namely [Graphics:../Images/index_gr_32.gif] as [Graphics:../Images/index_gr_33.gif]. As a consequence of the Gibbs-Duhem equation, [Graphics:../Images/index_gr_34.gif] also[Graphics:../Images/index_gr_35.gif] as [Graphics:../Images/index_gr_36.gif].

Overview of Package

The package consists of 35 modules, each of which performs a specific function. However, not all of the modules need to be directly accessed. Documentation for use of BioEqCalc is primarily by way of example, solving generic problems that users can copy and adapt for their own use. In these examples, the names of functions will be denoted in the text in bold with [] following the name of the function; the names of variables or parameters used by the functions will also be in bold. These functions are also defined with usage statements in the package BioEqCalc. The package also uses several global variables which are summarized below.

In many of the calculations that follow, adenosine [Graphics:../Images/index_gr_37.gif]-triphosphate (ATP) (see Figure 1) is used as an example. This is done for several reasons. First, it is an excellent example of a biochemical reaction in that it involves the binding of [Graphics:../Images/index_gr_38.gif] and metal ions such as [Graphics:../Images/index_gr_39.gif]. Thus, the thermodynamic quantities are functions of pH, pMg, and ionic strength. Also, ATP is of fundamental biochemical importance since it can be viewed as "energy currency" in biochemical reactions and in metabolism. Finally, some carefully done calculations involving ATP are in the literature [13]. The results of these calculations can be used to check the accuracy of the results obtained herein. For this reason, the data used in the examples that follow are also taken from Alberty and Goldberg [13].

[Graphics:../Images/index_gr_40.gif]

Figure 1.


Converted by Mathematica     

[Article Index] [Next Page]