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Biophys J, March 1999, p. 1320-1329, Vol. 76, No. 3

General Method of Analysis of Kinetic Equations for Multistep Reversible Mechanisms in the Single-Exponential Regime: Application to Kinetics of Open Complex Formation between Esigma 70 RNA Polymerase and lambda PR Promoter DNA

Oleg V. Tsodikov* and M. Thomas Record Jr.*#§

 *Biophysics Program and  #Departments of Biochemistry and  §Chemistry, University of Wisconsin, Madison, Wisconsin 53706

    ABSTRACT
Top
Abstract
INTRODUCTION
RESULTS
DISCUSSION
Appendix A
Appendix B
Appendix C
Appendix D
Appendix E
References

A novel analytical method based on the exact solution of equations of kinetics of unbranched first- and pseudofirst-order mechanisms is developed for application to the process of Esigma 70 RNA polymerase (R)-lambda PR promoter (P) open complex formation, which is described by the minimal three-step mechanism with two kinetically significant intermediates (I1, I2),
<UP>R</UP>+<UP>P</UP> <LIM><OP><ARROW>⇄</ARROW></OP><LL><SUB><UP>k</UP><SUB><UP>−</UP>1</SUB></SUB></LL><UL><SUB><UP>k</UP><SUB>1</SUB></SUB></UL></LIM> <UP>I</UP><SUB>1</SUB> <LIM><OP><ARROW>⇄</ARROW></OP><LL><SUB><UP>k</UP><SUB>−2</SUB></SUB></LL><UL><SUB><UP>k</UP><SUB>2</SUB></SUB></UL></LIM> <UP>I</UP><SUB>2</SUB> <LIM><OP><ARROW>⇄</ARROW></OP><LL><SUB><UP>k</UP><SUB>−3</SUB></SUB></LL><UL><SUB><UP>k</UP><SUB>3</SUB></SUB></UL></LIM> <UP>RP</UP><SUB><UP>o</UP></SUB>,
where the final product is an open complex RPo. The kinetics of reversible and irreversible association (pseudofirst order, [R] >> [P]) to form long-lived complexes (RPo and I2) and the kinetics of dissociation of long-lived complexes both exhibit single exponential behavior. In this situation, the analytical method provides explicit expressions relating observed rate constants to the microscopic rate constants of mechanism steps without use of rapid equilibrium or steady-state approximations, and thereby provides a basis for interpreting the composite rate constants of association (ka), isomerization (ki), and dissociation (kd) obtained from experiment for this or any other sequential mechanism of any number of steps. In subsequent papers, we apply this formalism to analyze kinetic data obtained in the reversible and irreversible binding regimes of Esigma 70 RNA polymerase (R)-lambda PR promoter (P) open complex formation.

    INTRODUCTION
Top
Abstract
INTRODUCTION
RESULTS
DISCUSSION
Appendix A
Appendix B
Appendix C
Appendix D
Appendix E
References

Many protein processes are multistep, initiated by a bimolecular association step that is often pseudofirst order (e.g., enzyme catalysis, protein-nucleic acid interactions). In vivo, the concentration of substrate and enzyme may be maintained constant by coupled reactions so an analogous situation may apply even if one reactant is not in excess. In general, the kinetics of such multistep processes are multiexponential in both relaxation to equilibrium and irreversible cases even where all steps are first (or pseudofirst) order. The maximum number of exponential terms is equal to the number of steps; in favorable cases, one can numerically decompose the kinetics into a sum of exponentials and interpret the corresponding exponential decay rate constants in terms of elementary rate constants for individual steps. In many other cases, however, including the formation of open complexes by Esigma 70 RNA polymerase (R) at the lambda PR promoter (P), the kinetics are multistep but single exponential (Roe et al., 1984, 1985; Roe and Record, 1985). What quantitative information regarding individual steps of a multistep pseudofirst-order process can be unambiguously derived from its single-exponential kinetic behavior?

The initial steps in transcription initiation are the formation of a so-called open complex between RNA polymerase and promoter DNA. Kinetic-mechanistic studies at the lambda PR promoter (Roe et al., 1984, 1985; Roe and Record, 1985; Craig et al., 1998) and lacUV5 promoter (Buc and McClure, 1985) show that this unbranched process consists of at least three major steps: formation of the first kinetically-significant intermediate I1, subsequent isomerization to form the second kinetically significant intermediate I2, and a DNA-opening step that forms the open complex (RPo) [designated as RPo2 in Mg2+, conditions under which both the start site and the adjacent upstream region of DNA are open, and designated as RPo1 in the absence of Mg2+, where the start site is closed (Suh et al., 1992; Zaychikov et al., 1997; Craig et al., 1995)]. Recent work (McQuade, 1996) shows significant reversibility of all three steps in the 7-15°C temperature range. Previous quantitative treatments of association and dissociation kinetics in the context of the three-step process (Roe et al., 1985; Roe and Record, 1985; Buc and McClure, 1985) have justified to the extent possible and used rapid equilibrium and/or steady-state approximations to analyze kinetic data. The implicit assumption in these cases has been that no exact solution of the system of differential equations of kinetics for such a complex system was available, and that general numerical fitting procedures contained too many parameters to determine uniquely. In many other polymerase-promoter kinetic studies, the mechanism has been reduced to two steps (reversible initial binding and subsequent irreversible composite conformational changes), before analysis by rapid equilibria or steady-state approximations. The approximations involved in reducing the three-step mechanism to two steps and neglecting reversibility of open complex formation generally have not been considered in these studies. Here, we show that all these approximate analyses are unnecessary, and that the observation of single-exponential kinetics allows an exact analytical treatment of observed rate and equilibrium constants. This analysis avoids approximations in the mechanism and the analysis and yields an exact analytic solution for the proposed three-step mechanism and, in some cases, even for an unbranched pseudofirst order mechanism of any number of reversible steps.

    RESULTS
Top
Abstract
INTRODUCTION
RESULTS
DISCUSSION
Appendix A
Appendix B
Appendix C
Appendix D
Appendix E
References

General analytical solution to the kinetics of a reversible three-step mechanism for RNA polymerase-promoter open complex formation

The general solution of the system of linear differential equations of kinetics for pseudofirst-order reversible three-step mechanisms (Castellan, 1963) has been applied in numerous relaxation kinetics studies (e.g., Hammes and Schimmel, 1966, 1967; Hammes and Haslam, 1969; Haslam, 1972; Bernasconi, 1976). Various approximations to the general form of the solution (steady-state, rapid equilibrium, "bottleneck" step approximations) have been made prior to data analysis to relate the observed rate constants to the microscopic rate constants and initial reactant concentrations. To our knowledge, the general theory has never been specialized for the case of single-exponential kinetics, as observed in studies of the kinetics of interactions of RNA polymerase with lambda PR promoter, where a minimal three-step reversible mechanism is required (e.g., Roe et al., 1984, 1985; Roe and Record, 1985; Craig et al., 1998). In what follows, we state the general results of the study by Castellan (1963) as applied to this system in the case of distinct characteristic roots of the matrix of the system of differential equations of kinetics for a three-step reversible mechanism. The basic theory leading to these results is outlined in Appendix A.

The minimal three-step pseudofirst-order mechanism for RNA polymerase-promoter open complex formation is
<UP>P</UP> <LIM><OP><ARROW>⇄</ARROW></OP><LL><SUB><UP>k</UP><SUB>−1</SUB></SUB></LL><UL><SUB><UP>k</UP><SUB>1</SUB>[<UP>R</UP>]<SUB><UP>T</UP></SUB></SUB></UL></LIM> <UP>I</UP><SUB>1</SUB> <LIM><OP><ARROW>⇄</ARROW></OP><LL><SUB><UP>k</UP><SUB>−2</SUB></SUB></LL><UL><SUB><UP>k</UP><SUB>2</SUB></SUB></UL></LIM> <UP>I</UP><SUB>2</SUB> <LIM><OP><ARROW>⇄</ARROW></OP><LL><SUB><UP>k</UP><SUB>−3</SUB></SUB></LL><UL><SUB><UP>k</UP><SUB>3</SUB></SUB></UL></LIM> <UP>RP</UP><SUB><UP>o</UP></SUB>, (1)
where [R]T, the total concentration of polymerase, is typically in large excess over promoter. Craig et al. (1998) characterized I1 and I2 as extended complexes in which RNA polymerase contacts the promoter DNA at least from -40 to +20; I1 is short-lived and I2 is long-lived; the conformational change in I1 right-arrow I2 appears to involve closing of the polymerase jaws on the DNA downstream of the start site (+1), forming the long-lived intermediate I2. The DNA in the start site region opens in the subsequent step (I2 right-arrow RPo2). In excess RNA polymerase ([R]T >> [P]T), where the initial binding step is pseudofirst order, the time-dependent vector of concentrations of reactants, intermediates, and products for the approach to equilibrium from the association direction Ca (the subscript "a" denotes reversible association in all subsequent abbreviations) of Mechanism 1 depends on time (t) as a linear combination of exponential terms (cf. Appendix A)
<UP><B>C</B></UP><SUB><UP>a</UP></SUB>=<LIM><OP>∑</OP><LL><UP>i=1</UP></LL><UL>4</UL></LIM> <UP>M<SUB>ai</SUB><B>B</B></UP><SUB><UP>ai</UP></SUB><UP>e</UP><SUP><UP>−</UP>&lgr;<SUB><UP>i</UP></SUB><UP>t</UP></SUP>, (2)
where vectors Bai and constants Mai are defined in Appendix A.

The four rate constants lambda i in Eq. 2 are the roots of the quartic equation
&lgr;<SUP>4</SUP><SUB><UP>i</UP></SUB>−<UP>D</UP><SUB><UP>a1</UP></SUB>&lgr;<SUP>3</SUP><SUB><UP>i</UP></SUB>+<UP>D</UP><SUB><UP>a2</UP></SUB>&lgr;<SUP>2</SUP><SUB><UP>i</UP></SUB>−<UP>D</UP><SUB><UP>a3</UP></SUB>&lgr;<SUB><UP>i</UP></SUB>=0. (3)
Without approximation, the coefficients Dai of this equation are functions of elementary rate constants and [R]T.
<UP>D</UP><SUB><UP>a1</UP></SUB>≡k<SUB>1</SUB>[<UP>R</UP>]<SUB><UP>T</UP></SUB>+k<SUB><UP>−</UP>1</SUB>+k<SUB>2</SUB>+k<SUB><UP>−</UP>2</SUB>+k<SUB>3</SUB>+k<SUB><UP>−</UP>3</SUB> (4)
<UP>D</UP><SUB><UP>a2</UP></SUB>≡k<SUB>1</SUB>[<UP>R</UP>]<SUB><UP>T</UP></SUB>(k<SUB>2</SUB>+k<SUB><UP>−</UP>2</SUB>+k<SUB>3</SUB>+k<SUB><UP>−</UP>3</SUB>)+k<SUB><UP>−</UP>1</SUB>(k<SUB><UP>−</UP>2</SUB>+k<SUB>3</SUB>+k<SUB><UP>−</UP>3</SUB>)
+k<SUB>2</SUB>(k<SUB>3</SUB>+k<SUB><UP>−</UP>3</SUB>)+k<SUB><UP>−</UP>2</SUB>k<SUB><UP>−</UP>3</SUB>
<UP>D</UP><SUB><UP>a3</UP></SUB>≡k<SUB>1</SUB>[<UP>R</UP>]<SUB><UP>T</UP></SUB>k<SUB><UP>−</UP>2</SUB>k<SUB><UP>−</UP>3</SUB>+k<SUB><UP>−</UP>1</SUB>k<SUB><UP>−</UP>2</SUB>k<SUB><UP>−</UP>3</SUB>+k<SUB>1</SUB>[<UP>R</UP>]<SUB><UP>T</UP></SUB>k<SUB>2</SUB>k<SUB>3</SUB>
<UP>+</UP> k<SUB>1</SUB>[<UP>R</UP>]<SUB><UP>T</UP></SUB>k<SUB>2</SUB>k<SUB><UP>−</UP>3</SUB>.
One solution of Eq. 3 is lambda  = 0. Therefore, one of the terms in Eq. 2 is a constant. The other lambda i are the solutions of the cubic equation
&lgr;<SUP>3</SUP><SUB><UP>i</UP></SUB>−<UP>D</UP><SUB><UP>a1</UP></SUB>&lgr;<SUP>2</SUP><SUB><UP>i</UP></SUB>+<UP>D</UP><SUB><UP>a2</UP></SUB>&lgr;<SUB><UP>i</UP></SUB>−<UP>D</UP><SUB><UP>a3</UP></SUB>=0. (5)
The roots lambda i of Eq. 5 are the observed relaxation rate constants (or reciprocal time constants 1/tau i, commonly used in relaxation kinetics). For the mechanism considered, lambda i are positive because Dai are positive (Eq. 4).

In the dissociation direction, disappearance of preformed complexes is irreversible when the dissociation reaction is performed in the presence of a large excess of a polyanionic competitor (e.g., heparin) that binds polymerase and prevents it from rebinding DNA. Therefore, in this case, we can neglect the bimolecular reassociation step,
<UP>RP</UP><SUB><UP>o</UP></SUB> <LIM><OP><ARROW>⇄</ARROW></OP><LL><SUB>k<SUB>3</SUB></SUB></LL><UL><SUB>k<SUB><UP>−</UP>3</SUB></SUB></UL></LIM> <UP>I</UP><SUB>2</SUB> <LIM><OP><ARROW>⇄</ARROW></OP><LL><SUB>k<SUB>2</SUB></SUB></LL><UL><SUB>k<SUB><UP>−</UP>2</SUB></SUB></UL></LIM> <UP>I</UP><SUB>1</SUB> <LIM><OP><ARROW>→</ARROW></OP><UL><SUB>k<SUB><UP>−</UP>1</SUB></SUB></UL></LIM> <UP>R</UP>+<UP>P</UP>. (6)
Mechanism 6 is a special case of Mechanism 1 where [R] = 0 at all times.

The solution of the system of differential equations of dissociation kinetics for Mechanism 6, Cd (the subscript "d" denotes irreversible dissociation in all subsequent abbreviations), is also a linear combination of exponentials (cf. Appendix A),
<UP><B>C</B></UP><SUB><UP>d</UP></SUB>=<LIM><OP>∑</OP><LL><UP>i=1</UP></LL><UL>3</UL></LIM> <UP>M<SUB>di</SUB><B>B</B></UP><SUB><UP>di</UP></SUB>e<SUP><UP>−</UP>&lgr;<SUB><UP>i</UP></SUB><UP>t</UP></SUP>. (7)
The three distinct lambda i for dissociation solutions of secular Eq. 5, where coefficients Dai are replaced by coefficients Ddi given by Eq. 4 at [R]T = 0, i.e.,
<UP>D</UP><SUB><UP>d1</UP></SUB>≡k<SUB><UP>−</UP>1</SUB>+k<SUB>2</SUB>+k<SUB><UP>−</UP>2</SUB>+k<SUB>3</SUB>+k<SUB><UP>−</UP>3</SUB>,
<UP>D</UP><SUB><UP>d2</UP></SUB>≡k<SUB><UP>−</UP>1</SUB>(k<SUB><UP>−</UP>2</SUB>+k<SUB>3</SUB>+k<SUB><UP>−</UP>3</SUB>)+k<SUB>2</SUB>(k<SUB>3</SUB>+k<SUB><UP>−</UP>3</SUB>)
<UP>+</UP> k<SUB><UP>−</UP>2</SUB>k<SUB><UP>−</UP>3</SUB> (8)
<UP>D</UP><SUB><UP>d3</UP></SUB>≡k<SUB><UP>−</UP>1</SUB>k<SUB><UP>−</UP>2</SUB>k<SUB><UP>−</UP>3</SUB>.
The lambda i, or 1/tau i in this case, are the observed dissociation relaxation rate constants. In general, as follows from Eqs. 2 and 7, the concentrations of the experimentally observed complexes can be linear combinations of as many as three exponential terms. That is, the observed association and/or dissociation kinetics can generally exhibit single, double, or triple exponential behavior.

Single-exponential kinetics

In many cases, more than one set of theoretical parameters, or even an infinite number of them, provide statistically indistinguishable best fits to the experimental data, given their uncertainty. For example, this occurs when the number of the independent observed parameters is smaller than the number of unknown microscopic rate constants. In such cases, the explicit form of the exact solution of the differential equation of kinetics discussed above does not by itself provide any insight into the interrelationships between the elementary rate constants in Eq. 4 or 8. However, other situations exist in which the exact solution of a mechanism of a specified number of steps can be greatly simplified (without reducing the number of steps) on the basis of the experimental observations, allowing these interrelationships to be established. In this study, we focus on one such case, namely, when the observed kinetics are single-exponential.

Under the conditions examined in filter binding assays, both the association and dissociation kinetics of Esigma 70 RNA polymerase-lambda PR promoter complexes exhibit single exponential behavior within experimental uncertainty (Roe et al., 1984, 1985; Roe and Record, 1985; Schlax, 1995). In this assay, the observable is the concentration of long-lived (heparin-resistant) complexes, which include RPo and I2. Complex I1 is a short-lived (heparin-sensitive) complex that is present at equilibrium at temperatures below 15°C (Craig et al., 1998). From the single exponential character of the kinetics in the association direction, it follows that the solutions of secular Eq. 5 satisfy the relationships lambda 3 << lambda 2, lambda 1, where lambda 3, the observed rate constant, is a function of the microscopic rate constants and [R]T (Appendix B). Therefore, given Eq. 5 and the derivation given in Appendix B, it follows that
&lgr;<SUB>3</SUB>≅<FR><NU><UP>D</UP><SUB>3</SUB></NU><DE><UP>D</UP><SUB>2</SUB></DE></FR>, (9)
where appropriate expressions for D3 and D2 for association are given by Eq. 4.

Because the kinetics of dissociation of long-lived complexes at the lambda PR promoter are also single exponential, the rate constant in the dissociation direction is also calculated from Eq. 9, where the appropriate expressions for D3 and D2 for dissociation are given by Eq. 8. Hence, Eq. 9 describes the consequence of single-exponential character of both association and dissociation kinetics.

Application to Esigma 70 RNA polymerase-lambda PR promoter DNA open complex formation kinetics

Filter binding and DNase I footprinting assays used to study kinetics of RNA polymerase-promoter open complex formation typically detect long-lived (LL) complexes. The observed fractional extent of conversion of unbound promoter DNA to long-lived complexes (RPLL; I2 + RPo) at equilibrium in the excess of RNA polymerase is
&thgr;<SUP><UP>eq</UP></SUP><SUB><UP>LL</UP></SUB>=<FR><NU>[<UP>I</UP><SUB>2</SUB>]<SUB><UP>eq</UP></SUB>+[<UP>RP</UP><SUB><UP>o</UP></SUB>]<SUB><UP>eq</UP></SUB></NU><DE>[<UP>P</UP>]<SUB><UP>T</UP></SUB></DE></FR> (10)
=<FR><NU><UP>K</UP><SUP><UP>LL</UP></SUP><SUB><UP>eq</UP></SUB>[<UP>R</UP>]<SUB><UP>T</UP></SUB></NU><DE>1+(<UP>K</UP><SUB>1</SUB>+<UP>K</UP><SUB>1</SUB><UP>K</UP><SUB>2</SUB>+<UP>K</UP><SUB>1</SUB><UP>K</UP><SUB>2</SUB><UP>K</UP><SUB>3</SUB>)[<UP>R</UP>]<SUB><UP>T</UP></SUB></DE></FR>,
where
<UP>K</UP><SUP><UP>LL</UP></SUP><SUB><UP>eq</UP></SUB>=<UP>K</UP><SUB>1</SUB><UP>K</UP><SUB>2</SUB>+<UP>K</UP><SUB>1</SUB><UP>K</UP><SUB>2</SUB><UP>K</UP><SUB>3</SUB> (11)
and K1 = k1/k-1, K2 = k2/k-2, K3 = k3/k-3 (cf. Eq. 1).

For application to thermodynamic and kinetic data obtained from assays that monitor only the amount of open complex (RPo) but not I2, such as abortive initiation technique (Buc and McClure, 1985) or KMnO4 footprinting (Craig et al., 1998), theta LLeq is replaced by theta RPoeq = [RPo]/[P]T and, therefore, in Eq. 10, the equilibrium constant KeqLL is replaced by KeqRPo = K1K2K3.

At lambda PR promoter, the fractional occupancy theta LL is found experimentally to exhibit single exponential kinetic behavior under all conditions (reversible or irreversible association and irreversible dissociation) and follows the rate law (Schlax et al., 1995; Record et al., 1996)
<UP>−</UP><FR><NU><UP>d ln</UP>‖&Dgr;&thgr;<SUB><UP>LL</UP></SUB>‖</NU><DE><UP>d</UP>t</DE></FR>=&bgr;, (12)
where beta  is the relaxation rate constant. For single exponential relaxation kinetics, the above analysis shows that beta  = lambda 3 in Eq. 9. To apply Eq. 12 in the association direction, |Delta theta LL| theta LLeq - theta LL; in the dissociation direction |Delta theta LL| = theta LL - theta LLeq. Alternatively, one can rewrite the rate law in the association direction from Eqs. 10 and 12:
<FR><NU><UP>d</UP>[<UP>RP<SUB>LL</SUB></UP>]</NU><DE><UP>d</UP>t</DE></FR>=&agr;[<UP>P</UP>]<SUB><UP>T</UP></SUB>−&bgr;[<UP>RP<SUB>LL</SUB></UP>], (13)
where alpha  triple-bond  beta theta LLeq = lambda 3theta LLeq. If association is irreversible, theta LLeq = 1 and lambda 3 = beta  = alpha . For irreversible dissociation (in the presence of competitor) theta LLeq = 0; therefore alpha  = 0 and beta  = lambda 3|[R]=0 = kd, the experimentally observed first-order dissociation rate constant.

For RNA polymerase-promoter association kinetics to form either long-lived, open or abortively-initiating complexes, the reciprocal of alpha  (designated as tau obs in earlier studies) is found to be a linear function of the reciprocal of the concentration of RNA polymerase (McClure, 1980; Schlax et al., 1995),
<FR><NU>1</NU><DE>&agr;</DE></FR>=<FR><NU>1</NU><DE>k<SUB><UP>a</UP></SUB>[<UP>R</UP>]<SUB><UP>T</UP></SUB></DE></FR>+<FR><NU>1</NU><DE>k<SUB><UP>i</UP></SUB></DE></FR>, (14)
where ka is a composite second order association rate constant and ki is a composite first-order isomerization rate constant. The general analytical theory presented in the previous section yields Eq. 14 for the single-exponential case without any other approximations. For the formation of long-lived complexes, calculation of alpha  from its definition (Eq. 13) using Eqs. 4, 9, and 10 yields a result of the same functional form as Eq. 14, and predicts ka and ki:
<FR><NU>1</NU><DE>k<SUB><UP>a</UP></SUB></DE></FR>=<FR><NU>1</NU><DE><UP>K</UP><SUB>1</SUB>k<SUB>2</SUB></DE></FR>+<FR><NU>1</NU><DE><UP>K</UP><SUP><UP>LL</UP></SUP><SUB><UP>eq</UP></SUB>k<SUB><UP>−</UP>3</SUB></DE></FR>+<FR><NU><UP>K</UP><SUB>1</SUB>+<UP>K</UP><SUB>1</SUB><UP>K</UP><SUB>2</SUB>+<UP>K</UP><SUB>1</SUB><UP>K</UP><SUB>2</SUB><UP>K</UP><SUB>3</SUB></NU><DE>k<SUB>1</SUB><UP>K</UP><SUP><UP>LL</UP></SUP><SUB><UP>eq</UP></SUB></DE></FR> (15)
<FR><NU>1</NU><DE>k<SUB><UP>i</UP></SUB></DE></FR>=<FR><NU>1</NU><DE>k<SUB>2</SUB></DE></FR>+<FR><NU>1</NU><DE>k<SUB><UP>−</UP>3</SUB>(1+<UP>K</UP><SUB>3</SUB>)</DE></FR>+<FR><NU><UP>K</UP><SUB>1</SUB></NU><DE><UP>K</UP><SUP><UP>LL</UP></SUP><SUB><UP>eq</UP></SUB>k<SUB><UP>−</UP>3</SUB></DE></FR>. (16)
If one measures theta RPo instead of theta LL and observes single exponential association, then modified forms of Eqs. 15 and 16 apply with KeqLL replaced by KeqRPo. Eqs. 15 and 16 are general (not steady state!) results, subject only to the requirement of single-exponential kinetics. If, experimentally, the kinetics are shown to be single-exponential at some [R]T, then, by continuity, they are single-exponential over a range of [R]T in some neighborhood of this [R]T, so Eqs. 14-16 must be applicable over this range, in which the slope, 1/ka, and the intercept, 1/ki, exist and, generally, can be experimentally determined.

The relaxation rate constant for irreversible dissociation of either long-lived or open complexes in the single exponential regime is determined from Eqs. 8 and 9,
<FR><NU>1</NU><DE>k<SUB><UP>d</UP></SUB></DE></FR>=<FR><NU>1</NU><DE>k<SUB><UP>−</UP>3</SUB></DE></FR>+<FR><NU>1+<UP>K</UP><SUB>3</SUB></NU><DE>k<SUB><UP>−</UP>2</SUB></DE></FR>+<FR><NU><UP>K</UP><SUP><UP>LL</UP></SUP><SUB><UP>eq</UP></SUB></NU><DE><UP>K</UP><SUB>1</SUB>k<SUB><UP>−</UP>1</SUB></DE></FR>+<FR><NU>1</NU><DE>k<SUB><UP>−</UP>1</SUB></DE></FR>. (17)
Where long-lived complexes are monitored, comparison of Eqs. 15 and 17 then yields
<FR><NU>k<SUB><UP>a</UP></SUB></NU><DE>k<SUB><UP>d</UP></SUB></DE></FR>=<UP>K</UP><SUB>1</SUB><UP>K</UP><SUB>2</SUB>+<UP>K</UP><SUB>1</SUB><UP>K</UP><SUB>2</SUB><UP>K</UP><SUB>3</SUB>=<UP>K</UP><SUP><UP>LL</UP></SUP><SUB><UP>eq</UP></SUB>. (18)
Where open complexes are monitored,
<FR><NU>k<SUB><UP>a</UP></SUB></NU><DE>k<SUB><UP>d</UP></SUB></DE></FR>=<UP>K</UP><SUB>1</SUB><UP>K</UP><SUB>2</SUB><UP>K</UP><SUB>3</SUB>=<UP>K</UP><SUP><UP>RP<SUB>o</SUB></UP></SUP><SUB><UP>eq</UP></SUB>. (18`)
Eqs. 18 and 18' are not trivial results because such relationships between rate constants and an equilibrium constant are generally valid only for reversible single-step (elementary) reactions. The validity of these relationships for a sequential pseudofirst-order three-step mechanism is a result of single-exponential kinetics. This is a general result for a mechanism showing single-exponential kinetics in that it does not involve the steady-state or rapid equilibrium assumptions. One does not need to have any information about fast/slow steps in the mechanism a priori to obtain Eq. 18. The derivations of Eqs. 18 and 18' are valid regardless of the number of steps in the mechanism.

Relationships between observed and microscopic rate constants

In this section, we present five important inequalities, each of which follows solely from the single-exponential character of the kinetics. These relationships are used in subsequent parts of this study to relate observed relaxation rate constants to the microscopic rate constants of individual steps in the mechanism. (Details of the derivations are given in the Appendices C and D.) These relationships are derived for specific application to the kinetics of formation and dissociation of long-lived complexes (I2, RPo) between RNA polymerase and promoter DNA. For this case, the systems of differential rate equations of Mechanisms 1 and 6 are rewritten to incorporate the observation of single-exponential kinetics.
1. Applying the single-exponential character to the kinetics in the association direction yields the following inequality (cf. Appendix C, Eq. C6):
&bgr;≡&lgr;<SUB>3</SUB> &z.Lt; k<SUB>3</SUB>+k<SUB><UP>−</UP>3</SUB>. (19)
Inequality 19 means that equilibration between I2 and RPo occurs rapidly on the time scale of their accumulation. It is a relationship between the relaxation rate constant and an elementary constant in the reverse direction.
2. A relationship that is stronger than inequality 19 can be obtained using results in Appendix C and vector Ba3 (Eqs. A5 and A6). The full derivation is given in Appendix D. It yields
&bgr; &z.Lt; k<SUB><UP>−</UP>3</SUB>. (20)
Therefore, the accumulation of long-lived complexes is much slower than conversion from RPo to I2.
3. The derivation in Appendix C also yields
<FENCE><FR><NU>1</NU><DE>k<SUB><UP>a</UP></SUB>[<UP>R</UP>]<SUB><UP>T</UP></SUB></DE></FR>+<FR><NU>1</NU><DE>k<SUB><UP>i</UP></SUB></DE></FR></FENCE><SUP><UP>−</UP>1</SUP>=&agr;≡&lgr;<SUB>3</SUB> &thgr;<SUP><UP>eq</UP></SUP><SUB><UP>LL</UP></SUB>≤&lgr;<SUB>3</SUB> (21)
≡&bgr; &z.Lt; k<SUB>1</SUB>[<UP>R</UP>]<SUB><UP>T</UP></SUB>+k<SUB><UP>−</UP>1</SUB>.
These inequalities relate irreversible or reversible association relaxation rate constants alpha  and beta  to the microscopic rate constants of the first step and demonstrate that both alpha  and beta  are much smaller than the relaxation rate constant for equilibration of the initial binding step.
4. and 5. Two other important inequalities are derived by applying to the dissociation direction considerations analogous to those applied to the kinetics in the association direction in Sections 1 and 3. The final results (consequences of single-exponential character of dissociation kinetics) are
k<SUB><UP>d</UP></SUB>=&lgr;<SUB>3</SUB>(<UP>at</UP> [<UP>R</UP>]=0) &z.Lt; k<SUB>3</SUB>+k<SUB><UP>−</UP>3</SUB>, (22)
indicating that dissociation is much slower than the equilibration between I2 and RPo, and
k<SUB><UP>d</UP></SUB>=&lgr;<SUB>3</SUB>(<UP>at</UP> [<UP>R</UP>]=0) &z.Lt; k<SUB><UP>−</UP>1</SUB>. (23)
Therefore, dissociation of heparin-resistant complexes is much slower than the dissociation of I1.

Rapid equilibria and rate-limiting steps in Esigma 70 RNA polymerase-lambda PR promoter open complex formation

By considering the ranges of polymerase concentrations in which single-exponential kinetics are experimentally observed, one can draw conclusions about which steps of its mechanism must equilibrate rapidly and which steps occur irreversibly. For the case in which the kinetics of forming long-lived complexes (I2 + RPo) are single-exponential at [R]T >=  0.3ki/ka, one can simplify the expressions for observed association, isomerization, and dissociation rate constants (ka, ki, kd) given by Eqs. 15-17. These simplified expressions are given in Table 1, and their derivation is given below.


                              
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TABLE 1   Relationships between relaxation and microscopic rate constants for different types of mechanisms and their analyses

Interpretation of isomerization rate constant ki

When single-exponentiality is observed at RNA polymerase concentrations [R]T on the order of or greater than ki/ka (specifically [R]T >=  0.3ki/ka; or [R]T >=  3 nM for Esigma 70-lambda PR kinetics at 7-15°C (McQuade, 1996)), the second term on the right hand side in Eq. 16 for ki can be neglected on the basis of Eq. 14 and Inequality 19. The third term in Eq. 16 is also negligible for the analysis of Esigma 70-lambda PR kinetics, on the basis of the following argument. From Eq. 10 it follows that
<FR><NU><UP>K</UP><SUB>1</SUB></NU><DE><UP>K</UP><SUP><UP>LL</UP></SUP><SUB><UP>eq</UP></SUB></DE></FR>=<FR><NU>1−&thgr;<SUP><UP>eq.max</UP></SUP><SUB><UP>LL</UP></SUB></NU><DE>&thgr;<SUP><UP>eq.max</UP></SUP><SUB><UP>LL</UP></SUB></DE></FR>, (24)
where theta LLeq.max is the fraction of promoters in the form of long-lived complexes at infinitely large [R]T. Because experimental values of theta LLeq.max increase monotonically from theta LLeq.max = 0.4 at 7°C to theta LLeq.max = 1 above 15°C (McQuade, 1996; cf. Craig et al., 1998), therefore K1/KeqLL <=  1 for T > 7°C. This result and Inequality 20 allow us to neglect the third term on the right hand side of Eq. 16 in the temperature range accessible to association kinetic experiments for lambda PR (T > 7°C), yielding
k<SUB><UP>i</UP></SUB>≅k<SUB>2</SUB>. (25)
Eq. 14 and Inequality 20 then yield
k<SUB>2</SUB> &z.Lt; k<SUB><UP>−</UP>3</SUB>, (26)
that is, conversion from I1 to I2 occurs much more slowly than conversion from RPo to I2. Where there is appreciable isomerization of product (RPo) from I2 (so a three-step mechanism is required), then k3 >=  k-3 and, therefore, from Eq. 26,
k<SUB>2</SUB> &z.Lt; k<SUB>3</SUB>. (27)
For Esigma 70-lambda PR case, Inequality 27 demonstrates that conversion of I1 to I2 is much slower than conversion from I2 to RPo at T > 7°C.

Interpretation of observed association rate constant ka

We rewrite the expression for ka (Eq. 15) in the form
<FR><NU>1</NU><DE>k<SUB><UP>a</UP></SUB></DE></FR>=<FR><NU>1</NU><DE><UP>K</UP><SUB>1</SUB></DE></FR><FENCE><FR><NU>1</NU><DE>k<SUB>2</SUB></DE></FR>+<FR><NU><UP>K</UP><SUB>1</SUB></NU><DE><UP>K</UP><SUP><UP>LL</UP></SUP><SUB><UP>eq</UP></SUB>k<SUB><UP>−</UP>3</SUB></DE></FR></FENCE>+<FR><NU><UP>K</UP><SUB>1</SUB>+<UP>K</UP><SUP><UP>LL</UP></SUP><SUB><UP>eq</UP></SUB></NU><DE>k<SUB>1</SUB><UP>K</UP><SUP><UP>LL</UP></SUP><SUB><UP>eq</UP></SUB></DE></FR>. (28)
As shown in the derivation of Eq. 25, K1/KeqLL <=  1 for open complex formation at the lambda PR promoter at 7-37°C. Therefore, because of Inequality 26, we can neglect the second term in the parenthesis in Eq. 28. We simplify Eq. 28 further by using, again, the single-exponentiality at [R]T on the order of or greater than ki/ka. After substituting ki/ka for [R]T in Inequality 21 and using the fact that k1ki/ka is on the order of k-1 + k2, which is a consequence of Eqs. 25 and 28, neglecting the second term in parenthesis (K1/(Keqk3) << 1/k2), we obtain
k<SUB>2</SUB> &z.Lt; k<SUB><UP>−</UP>1</SUB>. (29)
Inequality 29 remains valid at temperatures below 7°C based on the extrapolation of the values of k2 and k-1 reported by McQuade (1996). For Esigma 70-lambda PR case, Inequality 29 shows that conversion of I1 to I2 is much slower than dissociation of I1 to free P and R. This allows us to simplify further Eq. 28, in which the first term is proved now to be much greater than the other two, and we obtain
k<SUB><UP>a</UP></SUB>=<UP>K</UP><SUB>1</SUB>k<SUB>2</SUB>. (30)
This expression is valid at all temperatures at which association kinetic experiments have been performed for lambda PR.

Interpretation of observed dissociation rate constant kd

To simplify the general equation for kd (Eq. 17) and obtain a result applicable to Esigma 70-lambda PR promoter kinetic data, we rewrite Eq. 17 as
<FR><NU>1</NU><DE>k<SUB><UP>d</UP></SUB></DE></FR>=<FR><NU>1</NU><DE>k<SUB><UP>−</UP>3</SUB></DE></FR>+<FR><NU>1+<UP>K</UP><SUB>3</SUB></NU><DE>k<SUB><UP>−</UP>2</SUB></DE></FR>+<FR><NU>1</NU><DE>k<SUB><UP>−</UP>1</SUB></DE></FR>(1+<UP>K</UP><SUB>2</SUB>+<UP>K</UP><SUB>2</SUB><UP>K</UP><SUB>3</SUB>). (31)
For RPo complexes at lambda PR promoter, Craig et al. (1998) reported K3 = 0.3 at 0°C. This result together with Inequality 22 (derived based only on the observation of single-exponential dissociation kinetics) yield kd << k-3 at 0°C. Because k-3 increases with increasing temperature (it is postulated to behave like an elementary rate constant) and kd decreases with increasing temperature (Roe et al., 1985; Roe and Record, 1985; McQuade, 1996), we can neglect the first term in Eq. 31 above 0°C. In addition, 1/k-1 is much smaller than 1/kd, as follows from Inequality 23. These two simplifications yield
<FR><NU>1</NU><DE>k<SUB><UP>d</UP></SUB></DE></FR>=<FENCE>1+<FR><NU>k<SUB>2</SUB></NU><DE>k<SUB><UP>−</UP>1</SUB></DE></FR></FENCE><FENCE><FR><NU>1+<UP>K</UP><SUB>3</SUB></NU><DE>k<SUB><UP>−</UP>2</SUB></DE></FR></FENCE>. (32)
For Esigma 70-lambda PR case, Inequality 29 (proved at T > 7°C and extended to lower temperatures (cf. derivation of Inequality 29 above) then yields
<FR><NU>1</NU><DE>k<SUB><UP>d</UP></SUB></DE></FR>=<FR><NU>1+<UP>K</UP><SUB>3</SUB></NU><DE>k<SUB><UP>−</UP>2</SUB></DE></FR>. (33)
To examine possible rapid equilibria in the dissociation direction, we rewrite Mechanism 6 using rapid equilibrium 29, 
<UP>RP<SUB>o</SUB></UP> <LIM><OP><ARROW>⇄</ARROW></OP><LL><SUB><UP>k</UP><SUB>3</SUB></SUB></LL><UL><SUB><UP>k</UP><SUB>−3</SUB></SUB></UL></LIM> <UP>I</UP><SUB>2</SUB> <LIM><OP><ARROW>→</ARROW></OP><UL><SUB><UP>k</UP><SUB>−2</SUB></SUB></UL></LIM> <UP>unobservable species</UP> (<UP>I</UP><SUB>1</SUB>, <UP>P</UP>). (34)
The treatment of this mechanism is given in Appendix E. Comparison of Eq. E5 and Eq. 33 yields
<FR><NU>k<SUB><UP>−</UP>2</SUB></NU><DE>k<SUB><UP>−</UP>3</SUB></DE></FR> &z.Lt; <UP>K</UP><SUB>3</SUB>+1. (35)
As noted above, the equilibrium constant of the third step, K3, is on the order of unity or greater above 0°C. Therefore, to a good approximation, we can drop the unity in Inequality 35, which yields
k<SUB><UP>−</UP>2</SUB> &z.Lt; k<SUB>3</SUB>. (36)
For Esigma 70-lambda PR case, Inequality 36 means that conversion of I2 to I1 is much slower than conversion from I2 to RPo at all temperatures.

    DISCUSSION
Top
Abstract
INTRODUCTION
RESULTS
DISCUSSION
Appendix A
Appendix B
Appendix C
Appendix D
Appendix E
References

Analytical solution to the reversible three-step mechanism under pseudofirst-order binding conditions

The novel kinetic analysis reported here should provide a general approach to the quantitative treatment of association and dissociation kinetic data for RNA polymerase-promoter DNA long-lived or open complexes, if the association and/or dissociation kinetics are single-exponential and conditions are pseudofirst order. Open complex formation, the key initial process in transcription initiation, involves at least two kinetically significant intermediates and three mechanistic steps for the lacUV5 and lambda PR promoters, the only ones for which detailed quantitative kinetic data over a wide temperature range are available. The multistep nature of the mechanism of open complex formation poses a problem in the analysis of data, even of experiments performed under pseudofirst-order conditions in a large excess of polymerase over promoter DNA. Although the exact solution of the system of differential equations of kinetics can be obtained for a pseudofirst-order mechanism of any number of steps without any simplifying assumptions, its use for data analysis is limited. The number of observed parameters is often smaller than the number of unknown rate constants, such that direct fitting does not give a unique result. Furthermore, it does not provide any insight as to what the relative rates of the steps in the mechanism are. The question one tries to answer in this case is what information about the mechanism still can be extracted and what fitted parameters are correlated. To do this, one commonly makes some simplifying assumptions. Rapid equilibrium and/or steady-state approximations are examples. Efforts were made to justify the rapid equilibrium approximation for polymerase-promoter kinetics experimentally (Roe et al., 1984, 1985; McClure, 1980; Buc and McClure, 1985) and this approximation has been used with success in the kinetic studies of the mechanism of RNA polymerase-promoter open complex formation. A potentially more serious approximation is to reduce the number of steps in the mechanism. This may allow one to solve the problem without making steady-state or other approximations, but rate or equilibrium constants obtained in this way are composite functions of the parameters of the original larger mechanism and not readily interpretable. (A similar situation exists in the use of the over-simplified two-step mechanism of enzyme kinetics.) It is very important to preserve the number of kinetically significant intermediates in the analysis.

This study shows that the single-exponential character of the kinetics of association and dissociation provides a way to find the observed rate constants as a function of microscopic rate and equilibrium constants for any unbranched pseudofirst-order mechanism without using steady-state approximations or reducing the number of mechanistic steps below the minimum required by the data. The idea of this approach lies in the fact that the observed rate constant is much smaller in magnitude than the magnitudes of the other relaxation rate constants lambda i for a sequential (unbranched) mechanism. The mathematical side of this statement is detailed in Appendix B. This approach derives the conditions (such as rapid equilibrium) that are necessary for the mechanism to exhibit the observed single-exponential character. This study shows that rapid equilibria in the first step in the forward direction and in the last step in the reverse direction guarantee the single-exponential behavior in the three-step mechanism of Esigma 70 RNA polymerase-lambda PR promoter DNA open complex formation. Another important consequence of the single-exponential character is the derivation without approximations of the expression Keq = ka/kd (Eq. 18). The essential features of this analysis remain the same for any unbranched pseudofirst mechanism of any number of steps. We expect that the minimal three-step mechanism of open complex formation will be general, independent of promoter sequence, and, therefore, that this approach will be generally useful in analysis of kinetic and thermodynamic data for other promoters. One must note, though, that rapid equilibrium/rate limiting steps can be distributed differently for different polymerases and/or promoters. In this sense, the kinetic and/or thermodynamic significance of different intermediates may vary.

Comparison with approximate solutions to the three-step mechanism and the approximate two-step mechanism of RNA polymerase-promoter open complex formation

Table 1 compares the expressions for the composite rate constants, ka, ki, and kd, derived in this work with those used previously in the studies of the kinetics of transcription initiation.

Roe et al. (1985) analyzed association and dissociation kinetics of long-lived polymerase-promoter complexes. They used an approach based on approximations of rapid equilibria in the first step in the association direction and in the third step in the dissociation direction that are rigorously proved to be valid in the present study. These rapid equilibrium approximations were tested using salt effect on ka (originating in K1) and negative activation energy (Eact) of kd (originating in K3). The steady-state assumption on I2 in the association direction and on I1 in the dissociation direction are less satisfactory. Table 1 shows that the expression of Roe et al. (1985) for ka is correct but that their steady-state result for ki is only accurate if k2 << k3. The latter inequality is valid at lambda PR at T > 15°C (Inequality 27). The expression of Roe et al. for kd is correct in the temperature range of their experiments (T > 10°C), where K3 >> 1. Tsodikov et al. (1998) demonstrated K3 >> 1 at 37°C for lambda PR but K3 = 0.3 at 0°C (Craig et al., 1998) and, therefore, the assumption that I2 does not accumulate is no longer accurate at temperatures below 10°C.

Buc and McClure (1985) used the abortive initiation assay to monitor open complexes (RPo). They analyzed the data by using the general solution of the equations of kinetics applied to individual two-step mechanisms of association and dissociation obtained from the minimal three-step mechanism by assuming rapid equilibrium of the first step and irreversibility of the second step in each direction. These assumptions regarding rapid equilibria and slow steps, which we deduce in the present analysis from the observation of single exponential kinetics at [R]T >=  0.3ki/ka, yield correct expressions for ka, ki, and kd in terms of elementary rate and equilibrium constants (Table 1). However, Buc and McClure (1985) reported values of ka and ki calculated using analysis of beta  (the relaxation rate constant) and not alpha ; because open complex formation is reversible even in the presence of nucleoside triphosphates at the lacUV5 promoter under at least some of conditions investigated, beta  not equal  alpha  and systematic errors in K1 and k2 may have been introduced (Eq. 14; see also Schlax et al., 1995).

Despite the complexity of the three-step mechanism and difficulty of determining the six rate constants of its steps and their dependences on temperature, [salt], and other solution variables, it is a minimal kinetic mechanism of open complex formation and both intermediates are kinetically significant. One inevitably introduces the possibility for misinterpretation when simplifying a three-step mechanism to a two-step mechanism. For example, the second and third steps of open complex formation are often collapsed into one step. Because the rate-limiting step in the association direction is usually the second (and the last!) step in this two-step mechanism with the open complex RPo as the final product, one draws an apparent, but unjustified, conclusion for this mechanism that the DNA opening step is rate limiting. However, in the case of the lambda PR promoter, such a conclusion would be erroneous because the interconversion of the two intermediates is rate limiting in both directions at this promoter under the conditions of interest (Craig et al., 1998; Tsodikov et al., 1998).

In conclusion, for the situation in which an unbranched pseudofirst-order multistep process exhibits single exponential kinetics, we derive algebraic expressions for composite association, isomerization, and dissociation rate constants (ka, ki, and kd) in terms of elementary rate constants and locate rapid equilibrium and rate-limiting steps. This generality is important in analyzing not only the kinetics of open complex formation in transcription initiation, but also in analysis of other unbranched enzymatic mechanisms exhibiting similar experimental behavior. This approach should be especially valuable in cases in which no information exists regarding the validity of the rapid equilibrium or steady-state assumptions for the intermediates, rapid equilibria, or regarding rate-limiting steps.

    APPENDIX A
Top
Abstract
INTRODUCTION
RESULTS
DISCUSSION
Appendix A
Appendix B
Appendix C
Appendix D
Appendix E
References

Association

In excess of RNA polymerase ([R]T >> [P]T), the concentrations of P, I1, I2, RPo as functions of time in Mechanism 1 are the solutions of the following system of differential equations
   <FR><NU><UP>d</UP>[<UP>P</UP>]</NU><DE><UP>d</UP>t</DE></FR>=<UP>−</UP>k<SUB>1</SUB>[<UP>R</UP>]<SUB><UP>T</UP></SUB>[<UP>P</UP>]+k<SUB><UP>−</UP>1</SUB>[<UP>I</UP><SUB>1</SUB>], (A1)
<FR><NU><UP>d</UP>[<UP>I</UP><SUB>1</SUB>]</NU><DE><UP>d</UP>t</DE></FR>=k<SUB>1</SUB>[<UP>R</UP>]<SUB><UP>T</UP></SUB>[<UP>P</UP>]−(k<SUB><UP>−</UP>1</SUB>+k<SUB>2</SUB>)[<UP>I</UP><SUB>1</SUB>]+k<SUB><UP>−</UP>2</SUB>[<UP>I</UP><SUB>2</SUB>],
<FR><NU><UP>d</UP>[<UP>I</UP><SUB>2</SUB>]</NU><DE><UP>d</UP>t</DE></FR>=k<SUB>2</SUB>[<UP>I</UP><SUB>1</SUB>]−(k<SUB><UP>−</UP>2</SUB>+k<SUB>3</SUB>)[<UP>I</UP><SUB>2</SUB>]+k<SUB><UP>−</UP>3</SUB>[<UP>RP<SUB>o</SUB></UP>],
<FR><NU><UP>d</UP>[<UP>RP<SUB>o</SUB></UP>]</NU><DE><UP>d</UP>t</DE></FR>=k<SUB>3</SUB>[<UP>I</UP><SUB>2</SUB>]−k<SUB><UP>−</UP>3</SUB>[<UP>RP<SUB>o</SUB></UP>].
This system can be rewritten in the matrix form
<FR><NU><UP>d<B>C</B></UP><SUB><UP>a</UP></SUB></NU><DE><UP>d</UP>t</DE></FR>=<A><AC><UP><B>A</B></UP></AC><AC>ˆ</AC></A><SUB><UP>a</UP></SUB><UP><B>C</B></UP><SUB><UP>a</UP></SUB>, (A2)
where
<UP><B>C</B></UP><SUB><UP>a</UP></SUB>=<FENCE><AR><R><C>[<UP>P</UP>]</C></R><R><C>[<UP>I</UP><SUB>1</SUB>]</C></R><R><C>[<UP>I</UP><SUB>2</SUB>]</C></R><R><C>[<UP>RP<SUB>o</SUB></UP>]</C></R></AR></FENCE> (A3)
and
<A><AC><UP><B>A</B></UP></AC><AC>ˆ</AC></A><SUB><UP>a</UP></SUB>=<FENCE><AR><R><C><UP>−</UP>k<SUB>1</SUB>[<UP>R</UP>]<SUB><UP>T</UP></SUB></C><C>k<SUB><UP>−</UP>1</SUB></C><C>0</C><C>0</C></R><R><C>k<SUB>1</SUB>[<UP>R</UP>]<SUB><UP>T</UP></SUB></C><C><UP>−</UP>(k<SUB><UP>−</UP>1</SUB>+k<SUB>2</SUB>)</C><C>k<SUB><UP>−</UP>2</SUB></C><C>0</C></R><R><C>0</C><C>k<SUB>2</SUB></C><C><UP>−</UP>(k<SUB><UP>−</UP>2</SUB>+k<SUB>3</SUB>)</C><C>k<SUB><UP>−</UP>3</SUB></C></R><R><C>0</C><C>0</C><C>k<SUB>3</SUB></C><C><UP>−</UP>k<SUB><UP>−</UP>3</SUB></C></R></AR></FENCE>
(The subscript "a" denotes (reversible) association starting with R and P.)

The theory of ordinary differential equations allows one to find a general solution of this system by first finding the roots lambda i of the secular equation
<UP>det</UP>(<A><AC><UP><B>A</B></UP></AC><AC>ˆ</AC></A><SUB><UP>a</UP></SUB>+&lgr;<SUB><UP>i</UP></SUB><A><AC><UP><B>I</B></UP></AC><AC>ˆ</AC></A>)=0, (A4)
where Î is the identity matrix. In the case of four distinct lambda i (lambda 1 not equal  lambda 2 not equal  lambda 3 not equal  lambda 4; their equality, which is usually defined to a very high computational precision, would be a very unlikely coincidence) one solves 4 linear algebraic systems
(<A><AC><UP><B>A</B></UP></AC><AC>ˆ</AC></A><SUB><UP>a</UP></SUB>+&lgr;<SUB><UP>i</UP></SUB><A><AC><UP><B>I</B></UP></AC><AC>ˆ</AC></A>)<UP><B>B</B></UP><SUB><UP>ai</UP></SUB>=0, i=1,…, 4 (A5)
for the characteristic vectors Bai. Then, the solution of Eq. A2 is
<UP><B>C</B></UP><SUB><UP>a</UP></SUB>=<LIM><OP>∑</OP><LL><UP>i=1</UP></LL><UL>4</UL></LIM> <UP>M<SUB>ai</SUB><B>B</B></UP><SUB><UP>ai</UP></SUB>e<SUP><UP>−</UP>&lgr;<SUB><UP>i</UP></SUB><UP>t</UP></SUP>, (A6)
where Mai are arbitrary constants. Mai can be obtained from the initial conditions, which, in the association direction, often are
<UP><B>C</B></UP><SUB><UP>a</UP></SUB>(0)=<FENCE><AR><R><C>[<UP>P</UP>]<SUB><UP>T</UP></SUB></C></R><R><C>0</C></R><R><C>0</C></R><R><C>0</C></R></AR></FENCE>,
which yields a system of linear algebraic equations
<LIM><OP>∑</OP><LL><UP>i=1</UP></LL><UL>4</UL></LIM> <UP>M<SUB>ai</SUB><B>B</B></UP><SUB><UP>ai</UP></SUB>=<FENCE><AR><R><C>[<UP>P</UP>]<SUB><UP>T</UP></SUB></C></R><R><C>0</C></R><R><C>0</C></R><R><C>0</C></R></AR></FENCE>. (A7)
By solving Eq. A4 we obtain
(k<SUB>1</SUB>−&lgr;<SUB><UP>i</UP></SUB>)(k<SUB><UP>−</UP>1</SUB>+k<SUB>2</SUB>+&lgr;<SUB><UP>i</UP></SUB>)(k<SUB><UP>−</UP>2</SUB>+k<SUB>3</SUB>+&lgr;<SUB><UP>i</UP></SUB>)(k<SUB><UP>−</UP>3</SUB>+&lgr;<SUB><UP>i</UP></SUB>) (A8)
−(k<SUB>1</SUB>+&lgr;<SUB><UP>i</UP></SUB>)(k<SUB><UP>−</UP>1</SUB>+k<SUB>2</SUB>+&lgr;<SUB><UP>i</UP></SUB>)k<SUB>3</SUB>k<SUB><UP>−</UP>3</SUB>−(k<SUB>1</SUB>+&lgr;<SUB><UP>i</UP></SUB>)(k<SUB><UP>−</UP>3</SUB>+&lgr;<SUB><UP>i</UP></SUB>)k<SUB>2</SUB>k<SUB><UP>−</UP>2</SUB>