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Table 1 Symbol, value range, meaning and type of all quantities used in the algorithm description

From: Partial inhibition and bilevel optimization in flux balance analysis

Network and drugs

Symbol

Range

Description

Type

r

Number of reactions

Parameter

m

Number of metabolites

Parameter

d

Number of drugs

Parameter

S

R m × r

Stoichiometric matrix of the network

Parameter

v 1 ut ,…, v r ut

R +

Reaction fluxes of the untreated network

Parameter

v 1 tr ,…, v r tr

R +

Reaction fluxes after drug treatment h

Variable

mod

1,…,r

Index of the reaction which must be modulated

Parameter

W

-

Set of feasible solutions for unperturbed network

Parameter

W(h)

-

Set of feasible solutions for network perturbed by drug inhibition h

Parameter(*)

-

Set of drugs (|D|=d)

Parameter

T k

-

Set of targets of drug k (k = 1,…,d)

Parameter

Outer problem

Symbol

Range

Description

Type

Ï„

(0,1)

Threshold for the reaction that must be inhibited ( v mod tr ≤τ v mod ut )

Parameter

 

>1

Threshold for the reaction that must be activated ( v mod tr ≥τ v mod ut )

 

P

N 0

Precision parameter

Parameter

h1,…,h d

[0,1]

Drug inhibitions

Variable

x1,0,x1,1,…,xd,P

{0,1}

Drug-dosage variables

Variable

b

10-3

Correction against an "overselection" of drugs

Parameter

Inner problem

Symbol

Range

Description

Type

v1,…,v r

R +

Reaction fluxes (primal problem and outer problem)

Variable

L1,…,L r

R +

Lower-bounds for the reaction fluxes (of the primal problem)

Parameter

U1,…,U r

R +

Upper-bounds for the reaction fluxes (of the primal problem)

Parameter

a1,…,a r

R +

Absolute fluxes differences a i =| v i - v i ut | (primal problem)

Variable

μ1,…,μ m

Dual variables associated to the FBA steady state constraint

Variable

λ1,…,λ r

R +

Dual variables associated to the unperturbed upper-bounds

Variable

δ1,…,δ t

R +

Dual variables associated to the drug inhibition; t:= ∑ k = 1 d T k

Variable

δ 1 max ,…, δ t max

R +

Upper-bounds of the dual variables δ’s

Variable

α1,…,α r

R +

Dual variables associated to the first absolute value inequalities

Variable

β1,…,β r

R +

Dual variables associated to the second absolute value inequalities

Variable

  1. (*): The set W(h) is considered as parameter in the sense that its dependence on the variables h is given.