What is special about autocatalysis? Peter Schuster Institut fr - - PowerPoint PPT Presentation
What is special about autocatalysis? Peter Schuster Institut fr - - PowerPoint PPT Presentation
What is special about autocatalysis? Peter Schuster Institut fr Theoretische Chemie, Universitt Wien, Austria and The Santa Fe Institute, Santa Fe, New Mexico, USA Advances in Chemical Reaction Network Theory ESI Wien, 15. 19.10.2018
What is special about autocatalysis?
Peter Schuster
Institut für Theoretische Chemie, Universität Wien, Austria and The Santa Fe Institute, Santa Fe, New Mexico, USA
Advances in Chemical Reaction Network Theory ESI Wien, 15.– 19.10.2018
Web-Page for further information: http://www.tbi.univie.ac.at/~pks
1. Autocatalysis in chemistry 2. Autocatalysis in the batch reactor 3. Autocatalysis in the flow reactor 4. Autocatalysis and the logistic equation 5. Natural selection 6. Concluding remarks
1. Autocatalysis in chemistry 2. Autocatalysis in the batch reactor 3. Autocatalysis in the flow reactor 4. Autocatalysis and the logistic equation 5. Natural selection 6. Concluding remarks
Wilhelm Ostwald, 1853 – 1932
Definition of autocatalytic reactions: Reactions that show an acceleration
- f the rate as a function of time.
Wilhelm Ostwald, 1890
( )
( )t
x a k
e a x x x a t x
) ( ) (
) ( ) ( ) ( ) ( ) ( ) (
+ −
+ + =
x(0) = 0 x(t) = 0
( )x
x x a k x a k dt dx − + = = ) ( ) (
X X A 2 → +
k
- D. Edelson, R.J. Field, R.M. Noyes. Mechanistic details of the Belousov-Zhabotinskii oscillations. Internat. J. Chem. Kinetics 7, 417-432 (1975)
- B. Rudovics, E. Dulos, P. De Kepper. Physica Scripta T67, 43-50, 1996
- V. K. Vanag, I. R. Epstein. Internat.J.Developmental Biology 53, 673-681
1. Autocatalysis in chemistry 2. Autocatalysis in the batch reactor 3. Autocatalysis in the flow reactor 4. Autocatalysis and the logistic equation 5. Natural selection 6. Concluding remarks
By Echis at English Wikipedia, CC BY 2.5, https://commons.wikimedia.org/w/index.php?curid=29915305
batch reactor two basic features: (i) homogeneous medium achieved by stirring
(ii) temperature control
facilitates modeling enormously!
) exp( ) ( ) ( ) ( const ) ( ) ( , ) ( , ) (
2
t c k x h a k x h k x c k t x c t x t a x x a a dt da x h x a k dt dx − − + + = = = + = = − = − =
rate of reaction for a = const: 1 x – 2 x2
stationary states: (i) state of extinction S0: (ii) state of reproduction S1: .
= x
2 1
γ γ = x
The master equation of the autocatalytic reaction A + X 2 X
A + X 2 X
- E. Arslan, I.J. Laurenzi. J.Chem.Phys.128,e015101, 2008
A + X 2 X
The reflecting barrier of A + X 2 X at X(t) = 1
The reversible autocatalytic reaction A + X 2 X can‘t become extinct (X(t) = 0). A(t) + X(t) = M + L = C
autocatalysis first order: A + X 2 X, single trajectory
{ A , X } { A – 1 , X + 1}
autocatalysis first order: A + X 2 X, single trajectory and deterministic solution
autocatalysis first order: A + X 2 X, bundle of trajectories
autocatalysis first order: A + X 2 X, bundle and deterministic solution
autocatalysis first order: A + X 2 X, expectation value and one error band
autocatalysis first order: A + X 2 X, expectation value and deterministic solution
autocatalysis first order: A + X 2 X, measuring stochastic delay
stochastic delay: = Xmax X0 / N
A + X 2X
k
k = 0.01, 0.001, 0.0001; sample size: 10 000
1. Autocatalysis in chemistry 2. Autocatalysis in the batch reactor 3. Autocatalysis in the flow reactor 4. Autocatalysis and the logistic equation 5. Natural selection 6. Concluding remarks
stationary states: S0 = (c0 , 0) and S1 = ((c0 + r)/(1+K) , K(c0 + r)/(1+K) – r/h)
Approach of the reaction A+X2X towards the steady state in the flow reactor initial condition empty reactor: A(0) = 0, X(0) = 1,2,3,…
example of a deterministic bifurcation
separatrix
Approach of the reaction A+X2X towards the steady state in the flow reactor initial condition empty reactor: A(0) = 0, X(0) = 1,2,3,…
example of a stochastic bifurcation anomalous fluctuations
Approach of the reaction A+X2X towards the steady state in the flow reactor initial condition empty reactor: A(0) = 0, X(0) = 1,2,3,…
Four phases of the autocatalytic process: (i) phase I: the empty reactor is filled with resource A, (ii) phase II: random events select the state towards which the trajectory converges, (iii) phase III: the trajectory approches the long-time state, and (iv) phase IV: the trajectory fluctuates around the long-time state.
Approach of the reaction A+X2X towards the steady state in the flow reactor initial condition empty reactor: A(0) = 0, X(0) = 1, convergence towards S1
Approach of the reaction A+X2X towards the steady state in the flow reactor initial condition empty reactor: A(0) = 0, X(0) = 1, convergence towards S0
Approach of the reaction A+X2X towards the steady states in the flow reactor initial condition empty reactor: A(0) = 0, X(0) = 1
Approach of the reaction A+X2X towards the steady states in the flow reactor initial condition empty reactor: A(0) = 0, X(0) = 1; deterministic solution dashed
The stochastic trajectory approaches the steady states S0 and S1 with probabilities that depend strongly on the initial condition X(0).
Approach of the reaction A+X2X towards the steady state S1 in the flow reactor initial condition empty reactor: A(0) = 0, X(0) = 1; k = 0.01, 0.02, 0.05, 0.10
S0: state of extinction, A = C, X = 0 S1: state of reproduction, A = r / k, X = C – r/k C = A + X
three classes of fluctuations with autocatalytic processes (i) thermal fluctuations all chemical reactions N (ii) stochastic delay autocatalytic reactions (iii) anomalous fluctuations bistability
( )
const
max
= ≅ ∆ = α δ X N X ) , ( P X f ∆ ∆ = σ
Thermal fluctuations are universal in chemical kinetics in the sense that they
- ccur with every reaction.
Stochastic delay is special for autocatalytic process with very small initial concentrations of the autocatalyst. Anomalous fluctuations occur in systems with stochastic bifurcation points.
- F. de Pasquale, P. Tartaglia, P. Tombesi. Lettere al Nuovo Cimento 28, 141- 145, 1980.
1. Autocatalysis in chemistry 2. Autocatalysis in the batch reactor 3. Autocatalysis in the flow reactor 4. Autocatalysis and the logistic equation 5. Natural selection 6. Concluding remarks
Leonhard Euler, 1717 – 1783
geometric progression exponential function
Thomas Robert Malthus, 1766 – 1834
Pierre-François Verhulst, 1804-1849
the logistic equation: Verhulst 1838
the consequence of finite resources
) ( exp ) ( ) ( 1 t f x C x x C t x C x x f dt x d − − + = ⇒ − =
population: = {X}
chemical models:
reversible autocatalytic reaction annihilation reaction
absorbing barrier: X = 0 dx/dt = 0
reversible autocatalytic reaction reflecting barrier
annihilation reaction
logistic growth: A + X 2 X, 2 X , expectation value and deterministic solution
stochastic delay: = Xmax X0 / N logistic equation:
) ( , ) ( ) ( X X e X C X X C t X
t f
= − + =
−
annihilation reaction: (A) + X 2 X , 2 X
bistability in the logistic equation:
( )
) ( lim : extinct and ) ( lim : = =
∞ → ∞ →
t X C t X E
t t
X
state of reproduction, S1 and state of extinction S0
1. Autocatalysis in chemistry 2. Autocatalysis in the batch reactor 3. Autocatalysis in the flow reactor 4. Autocatalysis and the logistic equation 5. Natural selection 6. Concluding remarks
Darwin generalization of the logistic equation to n variables yields selection
( )
Φ f x x C Φ x f x f C x x f x C x x f x − = = ≡ − = ⇒ − = dt d : 1 , ) t ( dt d 1 dt d
[ ]
( )
( )
∑ ∑ ∑
= = =
= − = − = = = =
n i i i j j n i i i j j j n i i i i n
x f Φ Φ f x x f f x x C x x
1 1 1 2 1
; dt d 1 ; : , , , X X X X
( )
{ }
var 2 2 dt d
2 2
≥ = > < − > < = f f f Φ
;
N(0) = (1,4,9,16,25) f = (1.10,1.08,1.06,1.04,1.02)
population:
= {X1 , X2 , X3 , … , Xn}
selection in the flow reactor
probability of selection
n = 3: X1, f1 = f + f / 2f ; X2, f2 = f ; X3, f3 = f - f / 2f ; f = 0.1 initial particle numbers: X1(0) = X2(0) = X3(0) =1
new variables:
plus-minus replication
plus-minus replication in the flow reactor
stochastic trajectory deterministic trajectory k1 = 0.011, k2 = 0.09, r = 0.5, N = 400
, , , , , *
2 1
→ + → + + → + →
r k k r c
Y X A Y X Y A Y X X A A
the logic of DNA (or RNA) replication and mutation
RNA replication by Q-replicase
- C. Weissmann, The making of a phage.
FEBS Letters 40 (1974), S10-S18
Charles Weissmann 1931-
kinetics of RNA replication
C.K. Biebricher, M. Eigen, W.C. Gardiner, Jr. Biochemistry 22:2544-2559, 1983
Christof K. Biebricher, 1941-2009
1. Autocatalysis in chemistry 2. Autocatalysis in the batch reactor 3. Autocatalysis in the flow reactor 4. Autocatalysis and the logistic equation 5. Natural selection 6. Concluding remarks
Fluctuations in autocatalytic processes consist of (i) stochastic delay and (ii) anomalous fluctuations besides the common thermal fluctuations. Autocatalysis is commonly not represented by a single elementary step but appears as the results of complex many-step reaction networks. Complex autocatalytic processes in reaction networks
- ften give rise to simple over-all kinetics under suitable