Introduction Interaction of halides with amino acids Conclusion
Interaction between positively charged amino acids and halide anions
Mgr. Jan Heyda1,2 Doc. Mgr. Pavel Jungwirth, CSc.1
1Institute of Organic Chemistry and Biochemistry, Academy of Science v.v.i., CR 2Section of Mathematical Modeling, MFF, Charles University in Prague
Young investigator forum 07.04.2008
Jan Heyda Halides and amino acids interaction Introduction Interaction of halides with amino acids Conclusion Outline
1 Introduction Motivation Methodology Analysis
2 Interaction of halides with amino acids Arginine Lysine Protonated histidine (charged form) Deprotonated histidine (neutral form)
3 Conclusion
Jan Heyda Halides and amino acids interaction Introduction Interaction of halides with amino acids Conclusion Outline
1 Introduction Motivation Methodology Analysis
2 Interaction of halides with amino acids Arginine Lysine Protonated histidine (charged form) Deprotonated histidine (neutral form)
3 Conclusion
Jan Heyda Halides and amino acids interaction Introduction Interaction of halides with amino acids Conclusion Outline
1 Introduction Motivation Methodology Analysis
2 Interaction of halides with amino acids Arginine Lysine Protonated histidine (charged form) Deprotonated histidine (neutral form)
3 Conclusion
Jan Heyda Halides and amino acids interaction Introduction Motivation Interaction of halides with amino acids Methodology Conclusion Analysis Outline
1 Introduction Motivation Methodology Analysis
2 Interaction of halides with amino acids Arginine Lysine Protonated histidine (charged form) Deprotonated histidine (neutral form)
3 Conclusion
Jan Heyda Halides and amino acids interaction Introduction Motivation Interaction of halides with amino acids Methodology Conclusion Analysis
Jan Heyda Halides and amino acids interaction Introduction Motivation Interaction of halides with amino acids Methodology Conclusion Analysis
Jan Heyda Halides and amino acids interaction Introduction Motivation Interaction of halides with amino acids Methodology Conclusion Analysis
Jan Heyda Halides and amino acids interaction Introduction Motivation Interaction of halides with amino acids Methodology Conclusion Analysis
Jan Heyda Halides and amino acids interaction Introduction Motivation Interaction of halides with amino acids Methodology Conclusion Analysis Hofmeister series
In 1888, Franz Hofmeister ordered ions according to their ability to salt proteins in/out
↑ Surface tension ↓ Surface tension ↑ Protein stability ↓ Protein stability Harder to make cavity Easier to make cavity Salting out (aggregate) Salting in (solubilize) ↓ Solubility of proteins ↑ Solubility of proteins ↓ Protein denaturation ↑ Protein denaturation
Jan Heyda Halides and amino acids interaction Introduction Motivation Interaction of halides with amino acids Methodology Conclusion Analysis Hofmeister series
In 1888, Franz Hofmeister ordered ions according to their ability to salt proteins in/out
↑ Surface tension ↓ Surface tension ↑ Protein stability ↓ Protein stability Harder to make cavity Easier to make cavity Salting out (aggregate) Salting in (solubilize) ↓ Solubility of proteins ↑ Solubility of proteins ↓ Protein denaturation ↑ Protein denaturation
Jan Heyda Halides and amino acids interaction Introduction Motivation Interaction of halides with amino acids Methodology Conclusion Analysis Hofmeister series
In 1888, Franz Hofmeister ordered ions according to their ability to salt proteins in/out
these series are widely used, but ...... understanding at the atomic level is still missing
Jan Heyda Halides and amino acids interaction Introduction Motivation Interaction of halides with amino acids Methodology Conclusion Analysis Hofmeister series
In 1888, Franz Hofmeister ordered ions according to their ability to salt proteins in/out
these series are widely used, but ...... understanding at the atomic level is still missing
Jan Heyda Halides and amino acids interaction Introduction Motivation Interaction of halides with amino acids Methodology Conclusion Analysis Main Goals
To understand the order of halide anions in the Hofmeister series Ordering of halide anions’ (F−, Cl−, Br−, I−) attraction to basic amino acids – Lysine, Arginine, Histidine Qualitative and quantitative analysis of the trajectories Reliability of used interaction potential for more general projects (proteins) Anionic specificity ⇒ specific interaction sites
Jan Heyda Halides and amino acids interaction Introduction Motivation Interaction of halides with amino acids Methodology Conclusion Analysis Outline
1 Introduction Motivation Methodology Analysis
2 Interaction of halides with amino acids Arginine Lysine Protonated histidine (charged form) Deprotonated histidine (neutral form)
3 Conclusion
Jan Heyda Halides and amino acids interaction Introduction Motivation Interaction of halides with amino acids Methodology Conclusion Analysis Classical MD in canonical ensemble [N,p,T]
Molecular dynamics gives us a description on the atomic level We study the system in thermodynamic equilibrium to obtain statistically averaged data Verlet algorithm is used for propagating Newton’s equations of motion Used interaction potential plays a key role in our simulations
Jan Heyda Halides and amino acids interaction Introduction Motivation Interaction of halides with amino acids Methodology Conclusion Analysis Governing equations and definition of interaction potential
pi r˙i = mi ˙ pi = Fi = −∇ri V (ri ) intra inter V (ri ) = V (ri ) + V (ri )
stretch ki 0 2 bend li 0 2 Vi = 2 (bi − bi ) Vi = 2 (θi − θi )
2 dihe vi 0 coulomb e zi zj V = 1 + cos(ni ωi − ω ) V = i 2 i ij 4π0 rij 12 6 LJ σij σij polar V = 4ij − V = µ · E = αi E · E ij rij rij i i
Jan Heyda Halides and amino acids interaction Introduction Motivation Interaction of halides with amino acids Methodology Conclusion Analysis Governing equations and definition of interaction potential
pi r˙i = mi ˙ pi = Fi = −∇ri V (ri ) intra inter V (ri ) = V (ri ) + V (ri )
stretch ki 0 2 bend li 0 2 Vi = 2 (bi − bi ) Vi = 2 (θi − θi )
2 dihe vi 0 coulomb e zi zj V = 1 + cos(ni ωi − ω ) V = i 2 i ij 4π0 rij 12 6 LJ σij σij polar V = 4ij − V = µ · E = αi E · E ij rij rij i i
Jan Heyda Halides and amino acids interaction Introduction Motivation Interaction of halides with amino acids Methodology Conclusion Analysis Governing equations and definition of interaction potential
pi r˙i = mi ˙ pi = Fi = −∇ri V (ri ) intra inter V (ri ) = V (ri ) + V (ri )
stretch ki 0 2 bend li 0 2 Vi = 2 (bi − bi ) Vi = 2 (θi − θi )
2 dihe vi 0 coulomb e zi zj V = 1 + cos(ni ωi − ω ) V = i 2 i ij 4π0 rij 12 6 LJ σij σij polar V = 4ij − V = µ · E = αi E · E ij rij rij i i
Jan Heyda Halides and amino acids interaction Introduction Motivation Interaction of halides with amino acids Methodology Conclusion Analysis Outline
1 Introduction Motivation Methodology Analysis
2 Interaction of halides with amino acids Arginine Lysine Protonated histidine (charged form) Deprotonated histidine (neutral form)
3 Conclusion
Jan Heyda Halides and amino acids interaction Introduction Motivation Interaction of halides with amino acids Methodology Conclusion Analysis Thermodynamic analysis
Ergodic theorem The average of a quantity (i.e. X) over time is equal to its average over an ensemble.
A trajectory is used to sample the phase space Results of our analysis are: Density maps ρ(x, y, z) Radial distribution function g(r) Z Z 1 2π π ρ(r) g(r) = 2 ρ(r, ϕ, θ)sin(θ)dϕ dθ = 4πr 2 0 − π ρ0 2 Contacts are given by the cumulative sums N(R) Z R N(R) = 4πr 2 g(r) dr 0
Jan Heyda Halides and amino acids interaction Arginine Introduction Lysine Interaction of halides with amino acids Protonated histidine (charged form) Conclusion Deprotonated histidine (neutral form) Amino acids and halides
arginine; guanidinium+
lysine; amonium+
histidine; imidazolium+
Jan Heyda Halides and amino acids interaction Arginine Introduction Lysine Interaction of halides with amino acids Protonated histidine (charged form) Conclusion Deprotonated histidine (neutral form) Amino acids and halides
arginine; guanidinium+
lysine; amonium+
histidine; imidazolium
Jan Heyda Halides and amino acids interaction Arginine Introduction Lysine Interaction of halides with amino acids Protonated histidine (charged form) Conclusion Deprotonated histidine (neutral form) Technical details
All simulations were run with AMBER8 package Simulation box of approximate dimensions 31.7 A˚ x 31.7 A˚ x 31.7 A˚ with periodic boundary conditions was introduced Each box has ≈ 600 (SPCE or POL3) water molecules, 1 amino acid − + molecule, 4 anions X (equal to ≈ 0.5 M). Three potassium cations K are added to obtain electroneutrality In cases of anionic mixtures, 4 atoms of each anion were included and 7 potassium cations K+ were added to obtain electroneutrality Cutoff for long range electrostatic interaction – 7.5 A˚ Minimalization of potential energy (to prevent overlaps) Heating procedure (T=0 K −→ 300 K, isochoric) Pressure procedure (isothermal) Equilibration time of 500 ps, [N,p,T] ensemble Production run: ≈ 50 ns in nonpolarizable, ≈ 20 ns in polarizable simulations, [N,p,T] ensemble
Jan Heyda Halides and amino acids interaction Arginine Introduction Lysine Interaction of halides with amino acids Protonated histidine (charged form) Conclusion Deprotonated histidine (neutral form) Outline
1 Introduction Motivation Methodology Analysis
2 Interaction of halides with amino acids Arginine Lysine Protonated histidine (charged form) Deprotonated histidine (neutral form)
3 Conclusion
Jan Heyda Halides and amino acids interaction Arginine Introduction Lysine Interaction of halides with amino acids Protonated histidine (charged form) Conclusion Deprotonated histidine (neutral form) Simulation box before minimalization
− − + F , I , K , H2O
Jan Heyda Halides and amino acids interaction Arginine Introduction Lysine Interaction of halides with amino acids Protonated histidine (charged form) Conclusion Deprotonated histidine (neutral form) Simulation box before minimalization
vizualization of nearest periodic images
Jan Heyda Halides and amino acids interaction Arginine Introduction Lysine Interaction of halides with amino acids Protonated histidine (charged form) Conclusion Deprotonated histidine (neutral form) Complex analysis for arginine
Arginine without polarizability (% of simulation time) Anion Arginine Guanidinium F− 34 34 Cl− 10 9 Br− 7 6 I− 10 6
Arginine with polarizability (% of simulation time) Anion Arginine Guanidinium F− 17 16 Cl− 8 6 Br− 8 7 I− 8 5
Jan Heyda Halides and amino acids interaction Arginine Introduction Lysine Interaction of halides with amino acids Protonated histidine (charged form) Conclusion Deprotonated histidine (neutral form) Density maps: F− and I−
Jan Heyda Halides and amino acids interaction Arginine Introduction Lysine Interaction of halides with amino acids Protonated histidine (charged form) Conclusion Deprotonated histidine (neutral form) Density maps: F− and I−
Jan Heyda Halides and amino acids interaction Arginine Introduction Lysine Interaction of halides with amino acids Protonated histidine (charged form) Conclusion Deprotonated histidine (neutral form) Density maps: F− and I−
Jan Heyda Halides and amino acids interaction Arginine Introduction Lysine Interaction of halides with amino acids Protonated histidine (charged form) Conclusion Deprotonated histidine (neutral form) Density maps: F− and I−
Jan Heyda Halides and amino acids interaction Arginine Introduction Lysine Interaction of halides with amino acids Protonated histidine (charged form) Conclusion Deprotonated histidine (neutral form) Specific interaction sites for F− and I−
Jan Heyda Halides and amino acids interaction Arginine Introduction Lysine Interaction of halides with amino acids Protonated histidine (charged form) Conclusion Deprotonated histidine (neutral form) Outline
1 Introduction Motivation Methodology Analysis
2 Interaction of halides with amino acids Arginine Lysine Protonated histidine (charged form) Deprotonated histidine (neutral form)
3 Conclusion
Jan Heyda Halides and amino acids interaction Arginine Introduction Lysine Interaction of halides with amino acids Protonated histidine (charged form) Conclusion Deprotonated histidine (neutral form) Complex analysis for lysine
Lysin without polarizability (% of simulation time) Anion Lysin Amonium F− 17 17 Cl− 10 8 Br− 8 6 I− 13 7
Lysin with polarizability (% of simulation time) Anion Lysin Amonium F− 8 6 Cl− 7 5 Br− 8 5 I− 11 5
Jan Heyda Halides and amino acids interaction Arginine Introduction Lysine Interaction of halides with amino acids Protonated histidine (charged form) Conclusion Deprotonated histidine (neutral form) Density maps: F− and I−
Jan Heyda Halides and amino acids interaction Arginine Introduction Lysine Interaction of halides with amino acids Protonated histidine (charged form) Conclusion Deprotonated histidine (neutral form) Outline
1 Introduction Motivation Methodology Analysis
2 Interaction of halides with amino acids Arginine Lysine Protonated histidine (charged form) Deprotonated histidine (neutral form)
3 Conclusion
Jan Heyda Halides and amino acids interaction Arginine Introduction Lysine Interaction of halides with amino acids Protonated histidine (charged form) Conclusion Deprotonated histidine (neutral form) Complex analysis for protonated histidine
Protonated histidine (not pol.) (% of simulation time) Anion Histidine Imidazolium F− 24 23 Cl− 7 5 Br− 6 3 I− 11 4‘
Protonated histidine (with pol.) (% of simulation time) Anion Histidine Imidazolium F− 11 8 Cl− 8 6 Br− 6 4 I− 10 3
Jan Heyda Halides and amino acids interaction Arginine Introduction Lysine Interaction of halides with amino acids Protonated histidine (charged form) Conclusion Deprotonated histidine (neutral form) Density maps: F− and I−
Jan Heyda Halides and amino acids interaction Arginine Introduction Lysine Interaction of halides with amino acids Protonated histidine (charged form) Conclusion Deprotonated histidine (neutral form) Outline
1 Introduction Motivation Methodology Analysis
2 Interaction of halides with amino acids Arginine Lysine Protonated histidine (charged form) Deprotonated histidine (neutral form)
3 Conclusion
Jan Heyda Halides and amino acids interaction Arginine Introduction Lysine Interaction of halides with amino acids Protonated histidine (charged form) Conclusion Deprotonated histidine (neutral form) Complex analysis for deprotonated histidine
Deprotonated histidine (not pol.) (% of simulation time) Anion Histidine Imidazole F− 2 2 Cl− 3 1 Br− 5 2 I− 8 3
Deprotonated histidine (with pol.) (% of simulation time) Anion Histidine Imidazole F− 5 2 Cl− 3 2 Br− 5 2 I− 7 2
Jan Heyda Halides and amino acids interaction Arginine Introduction Lysine Interaction of halides with amino acids Protonated histidine (charged form) Conclusion Deprotonated histidine (neutral form) Density maps: F− and I−
Jan Heyda Halides and amino acids interaction Introduction Interaction of halides with amino acids Conclusion Conclusion
Statistically converged results for interaction between halide anions and positively charged amino acids were obtained Small (harder) anions bind strongly to positively charged parts of amino acids – ion pairing behavior Bigger (softer) anions also interact with the hydrophobic parts of amino acids There is qualitatively the same effect in both polarizable and nonpolarizable cases, quantitatively weaker for the polarizable case The effects follow Hofmeister ordering
Jan Heyda Halides and amino acids interaction Introduction Interaction of halides with amino acids Conclusion Future outlook
Amino acids are the basic building blocks of proteins Ions mediate protein-protein interactions, but it’s unclear how To interpret behavior of proteins in salt solutions, understanding of ion-protein interactions is necessary
Jan Heyda Halides and amino acids interaction Thank You!
Introduction Interaction of halides with amino acids Conclusion
Thanks to my colleagues doc. Mgr. Pavel Jungwirth, CSc. RNDr. Lubosˇ Vrbka, PhD. RNDr. Robert Vacha´ Mikael Lund, PhD.
Jan Heyda Halides and amino acids interaction Introduction Interaction of halides with amino acids Conclusion
Thanks to my colleagues doc. Mgr. Pavel Jungwirth, CSc. RNDr. Lubosˇ Vrbka, PhD. RNDr. Robert Vacha´ Mikael Lund, PhD.
Thank You!
Jan Heyda Halides and amino acids interaction Introduction Interaction of halides with amino acids Conclusion
F. Hofmeister, Naunym-Schmiedebergs Archiv Exp. Pathol. Pharmakol., 23 (1888) 247; English translation: W. Kunz, J. Henle, B. W. Ninham Curr. Opin. Colloid Interface Sci. 9 (2004) 19 http://www.lsbu.ac.uk/water/hofmeist.html
P. Jungwirth, D. J. Tobias, J. Phys. Chem. B 105 (2001) 10468
P. G. Kusalik and I. M. Svishchev, Science 265 (1994) 1219
J. W. Caldwell and P. A. Kollman, J. Phys. Chem. 99 (1995) 6208
M. Lund, P. Jungwirth, C. E. Woodward, Phys. Rev. Lett. submitted J. Heyda, T. Hrobarik,´ P. Jungwirth, J. Am. Chem. Soc. submitted
Jan Heyda Halides and amino acids interaction Introduction Interaction of halides with amino acids Conclusion Verlet algorithm
derived from forward and backward step in Newton’s equation
r(t + δt) = 2r(t) − r(t − δt) + δt2a(t) r(t + δt) − r(t − δt) v(t) = 2δt equivalent alternative is Leap-Frog algorithm time reversible, symplectic computationaly cheap – gradients (95% of computional time) are calculated only once in every time-step robust (time step, stability)
Jan Heyda Halides and amino acids interaction Introduction Interaction of halides with amino acids Conclusion Gear’s algorithm
predictor-corrector method of 4th order 1 1 r p(t + δt) = r(t) + δtv(t) + δt2a(t) + δt3b(t) 2 6 1 v p(t + δt) = v(t) + δta(t) + δt2b(t) 2 ap(t + δt) = a(t) + δtb(t) bp(t + δt) = b(t) finally ∆a(t + δt) = ac(t + δt) − ap(t + δt) is defined and all r c, v c, ac, and bc are calculated not time reversible, not symplectic more precise then Verlet, but only for sufficiently short time step
More precise algorithms (i.e. Runge-Kutta) are not usually used because of multiple calculation of forces in every step.
Jan Heyda Halides and amino acids interaction Introduction Interaction of halides with amino acids Conclusion Theoretical background of thermostats Berendsen thermostat
by the use of equipartition theorem scales the velocities 3 1 X N k T = m v 2 2 B 2 i i i 1 ∆t T 2 λ = 1 + − 1 τT T0
v new = λ v old
λ is velocity scaling parameter, τT is the ”rise time” of the thermostat, T0 targeted temperature
Jan Heyda Halides and amino acids interaction Introduction Interaction of halides with amino acids Conclusion Theoretical background of thermostats Stochastic NVT thermostats
Andersen thermostat each step, prescribed number of particles is randomly selected, and their velocities are drawn from a Gaussian distribution at the prescribed temperature:
3/2 2 β − βp P(p) = exp 2m 2πm 1 where β = kT Langevin thermostat – new degree of freedom (friction)
m ¨r i = −∇i V − m Γ r˙i + W i (t) 0 0 hW i (t), W j (t )i = δi,j δ(t − t ) 6 kB m T Γ −1 Γ is a friction coefficient (τ ) and W i (t) is stochastic random force, uncorrelated in time and across particles
Jan Heyda Halides and amino acids interaction Introduction Interaction of halides with amino acids Conclusion Configuration space exploration by anions
Averaged length of contact (100ns trajectories for ARG) av. length [ps] number F− 210 162 Cl− 28 325 Br− 18 310 I− 17 317
interruption time for contact with guanidinium was 100ps
Jan Heyda Halides and amino acids interaction Introduction Interaction of halides with amino acids Conclusion Spacetime information – trajectory
Jan Heyda Halides and amino acids interaction Introduction Interaction of halides with amino acids Conclusion Basic MD parameters – ions
Table: MD parameters for halide anions and potassium cation are adopted from the publication [3].
−1 3 Name Atomic weight rm [A]˚ [kcal·mol ] α [A˚ ] Fluoride 19 1.758 0.20 0.974 Chloride 35.45 2.435 0.10 3.690 Bromide 79.90 2.638 0.10 4.530 Iodide 127.45 2.89 0.10 6.90 Potassium 39.10 1.771 0.10 0.83
Jan Heyda Halides and amino acids interaction Introduction Interaction of halides with amino acids Conclusion Basic MD parameters – solvent
Table: MD parameters for water models – SPCE1 and POL32.
−1 3 Name Weight Charge [e] rm [A]˚ [kcal·mol ] α [A˚ ] SPCE1model Oxygen 16 -0.8476 1.7766 0.1554 0 Hydrogen 1 0.4238 0 0 0 POL32model Oxygen 16 -0.73 1.798 0.156 0.528 Hydrogen 1 0.365 0 0 0.170
1 from publication [4] 2 from publication [5]
Jan Heyda Halides and amino acids interaction Introduction Interaction of halides with amino acids Conclusion Results for arginine in binary mixture
Strength of fluoride attraction is independent on presence of other ions. The effect of different salts is roughly additive at present concentration.
Jan Heyda Halides and amino acids interaction Introduction Interaction of halides with amino acids Conclusion Density profiles for water oxygens
Jan Heyda Halides and amino acids interaction Introduction Interaction of halides with amino acids Conclusion Interaction sites – charge distribution
Atom Charge [e] HE 0.3456 HH11 0.4478 HH12 0.4478 HH21 0.4478 HH22 0.4478 HZ1 0.3400 HZ2 0.3400 HZ3 0.3400 HD1 0.3866 HE2 0.3911 HD1 0.3649 H 0.2747
Jan Heyda Halides and amino acids interaction