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Creativity in Science: Creativity in Science: Theoretical Predictions in Chemical Theoretical Predictions in Chemical and Biological Physics and Biological Physics Cynthia Cynthia Trevisan Trevisan ( cstrevisan@ucdavis cstrevisan@ucdavis. edu edu) Research conducted at the Research conducted at the University of California, Davis University of California, Davis and at the and at the Lawrence Berkeley National Laboratory Lawrence Berkeley National Laboratory Yukawa Institute for Theoretical Physics Kyoto, October 20 - 22, 2008 What is Creativity? Emergent Phenomena in Complex Adaptive Systems

Transcript of What is Creativity? Emergent Phenomena in … › ja › news › international_lecture ›...

Page 1: What is Creativity? Emergent Phenomena in … › ja › news › international_lecture › ...Creativity in Science: Theoretical Predictions in Chemical and Biological Physics Cynthia

Creativity in Science:Creativity in Science:Theoretical Predictions in ChemicalTheoretical Predictions in Chemical

and Biological Physicsand Biological PhysicsCynthia Cynthia Trevisan Trevisan ((cstrevisan@[email protected]))

Research conducted at theResearch conducted at theUniversity of California, DavisUniversity of California, Davis and at theand at theLawrence Berkeley National LaboratoryLawrence Berkeley National Laboratory

Yukawa Institute forTheoretical Physics

Kyoto, October 20 - 22, 2008

What is Creativity? Emergent Phenomenain Complex Adaptive Systems

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Basic time scalesBasic time scales

Fast e-

collisions( < 0.1fs)

Resonant e-

collisions(~ 10fs)

10-14s 10-12s 10-9s 10-3s 1s

molecularvibration

molecularrotation

vision,photosynthesis,MD simulations

enzymatic &regulatoryprocesses

protein folding,structural

reorganizations

Electron drivenElectron drivenprocesses -processes -

ee--- - molecule collisionsmolecule collisions

Biological processes

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What can theory help us predict?What can theory help us predict?

Electron Driven Processes:Molecules can form temporary negativeion (anion) states by capturing a low-energy incident electron. This transientanion state (resonance) can enhance byenhance byseveral orders of magnitude the probabilityseveral orders of magnitude the probabilityof certain reactionsof certain reactions. It can also lead todistortions of polyatomic moleculesdistortions of polyatomic moleculesnecessary for a reaction to occur.

Structure of Biological Molecules:The mechanisms by which proteins bind

metal ions may lead to disruption ofdisruption ofstructures that are associated with diseasestructures that are associated with disease.

HCOOH -

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Electronic collisions drive aElectronic collisions drive a multitude ofmultitude of commoncommonphysical devices and chemical changesphysical devices and chemical changes

High Intensity PlasmaArc Lamp (OSRAM-Sylvania)

Plasma-etching Gate,0.12 microns wide(Bell Labs - Lucent

Technologies)

Electronic collisionsare uniquelyeffective intransferring energyto the electronicdegrees of freedomof atoms andmolecules, makingmodern fluorescentlighting energyefficiency andmaking plasmaetching ofsemiconductormaterials possible.

Low energy electrons with energiesbelow the ionization energies ofDNA molecules can initiate strand-breaks by attaching to componentsof DNA molecules and drivingbond dissociation.

Most energy deposited in cells by ionizingradiation is channeled into secondaryelectrons between 1eV and 20eV.(Research group of L. Sanche, firstfindings in Science 287, 1658, 2000).

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Electron-molecule interactionsElectron-molecule interactions Electron-driven processes hinge on the mechanisms by which

electronic energy is transferred into nuclear motion to producereactive species by excitation and/or fragmentation.

¬ Incident electron either “is captured into an empty MO” (shapeshaperesonanceresonance) or “excites an electronic state and attaches to it”(Feshbach Feshbach resonanceresonance).

Resonant collisions – Formation of a temporary negative ion

¬Electron collision times arecommensurate with molecularvibrational period (~10s offemtoseconds).¬Multidimensional nucleardynamics in polyatomics leadto new effects.

e-

wps.prenhall.com

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Vibrational Excitation and Elastic Scattering – NO(of relevance in neurotransmission and atmospheric chemistry)

• Overlapping“Boomerang”structure fromthreeresonances

• Disagreementbetweenexperiments:The low energypeaks aresuppressed inJelisavicic et al.

Experiments: Allan (2005), Jelisavcic et al. (2003)

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From vibrational excitedstates ν = 5 through 9

From vibrational excitedstates ν = 10 through 23

)()( 42SNPONOe +!+

"" Producing ground state products

~ 1000 fold enhancement at ν = 15

Dissociative electron attachment to NO

These findings stimulated aThese findings stimulated anew experiment currentlynew experiment currentlybeing performed at LBNL!being performed at LBNL!

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Intrinsic polyatomic effects: formic acidIntrinsic polyatomic effects: formic acidMeasured DA reaction with lowest incident e- energy (~1.3 eV)with fine structure oscillations on the high energy tail of the peak.

The path to stable formate ion fragments requires asymmetry breaking, non-planar deformation of HCOOH-

after capture of an electron into a π* resonance orbital.

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Reaction cannot take place without the distortion of the molecule - e- system out ofits initial planar geometry => need to go beyond simple, 1D models for DA.

DA involves a barrier thatindicates the presence of a

conical intersection:Intrinsically polyatomicIntrinsically polyatomicdissociation dynamicsdissociation dynamics

HCOOH HCOOH -

HCOOH -

+ H

Fixed-nuclei cross sections and potential energy curvesFixed-nuclei cross sections and potential energy curvesalong reaction path leading to HCOOalong reaction path leading to HCOO- - + H+ H

bent! planarplanar

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Research at the Dept. of Physics - UC Davis -Research at the Dept. of Physics - UC Davis -

Currently modeling proteins that are associated withneurodegenerative diseases such as:

•Alzheimer’s Disease (AD) - Amyloid-β protein -

•Creutzfeldt - Jacob Disease (CJD) - Prion protein -

•Parkinson’s Disease (PD) - α-synuclein -

Extracellular deposits - plaques - that contain transitionmetals (Cu, Fe, Zn) is a common characteristics of AD& PD. Cu depletion in regions of CJD infection.

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Amino acids: building blocks of proteinsAmino acids: building blocks of proteinsα-helix

Parallel β-sheet Anti-parallel β-sheetwww.langara.bc.ca

www.columbia.edu

http://dbs.umt.edu

amine carboxl

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PrPPrPCC 88-231 primary structure88-231 primary structure

Fig. from chembytes e-zine websitehttp://www.chemsoc.org/chembytes/ezine/2002/

jones_apr02.htm

Why?

• Breakdown of metal homeostasisas key factor in manyneurodegenerative diseases.

• Debate about whether binding ofmetals plays a neuroprotective orneurodegenerative role in disease.

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Calculations by D. Cox, J. Panand R. Singh predict structuralchange when Cu2+ binds to coreregion (sequence 92-96GGGTH) of PrPC. Bending isnot compatible with the straightβ-strand backbone structureassociated with PrPSc.

CuCu2+2+ binding could inhibit conformational change binding could inhibit conformational changeassociated with diseased form of associated with diseased form of PrP PrP ((PrPPrPScSc))

Differencebetween PrPC

and PrPSc isconformational

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Explored Cu2+ binding by histidine and neighbor amino acids inC-terminal region of prion fibrils (no experimental evidence of

PrPPrPCC 88-231 primary structure88-231 primary structure

Fig. from chembytes e-zine websitehttp://www.chemsoc.org/chembytes/ezine/2002/

jones_apr02.htm

Why?

• Breakdown of metal homeostasisas key factor in manyneurodegenerative diseases.

• Debate about whether binding ofmetals plays a neuroprotective orneurodegenerative role in disease.

binding).

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Cu2+ will NOT bind toα-helical structure of PrP.

Conversion of PrP to amyloid fibrils involves disruptionof α-helices enabling Cu2+ binding at this stage orrefolding to β-structure.

C-terminal & N-terminal lefthanded β−Helix (LHβH)

models for prion fibril(K. Kunes et al).

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Goal: estimate Goal: estimate energetics energetics of of Cu-PrP Cu-PrP bindingbinding(Ebinding= Ecomplex- Efragment)

Cu2+

+

Cu2+- H2O fragment

Peptide (FVH) fragment

Complex

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Which calculations will predict binding?Which calculations will predict binding?

Studied PrPC sequence 92-96 GGGTH, knownexperimentally to be a strong Cu2+ binding site:

• Molecular Dynamics (MD) calculations alone (using implicitsolvent) DO NOT predict Cu2+ binding .

• Quantum Mechanical (QM) calculations (in vacuum) predictunphysically large binding energies.

Embedded QM calculations in MD simulationsusing the Generalized Born (GB) approximation as

implicit solvent.

Same outcome for the sequence 175-177 FVH.

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Energies from QM calculations:• Electrostatic energy (Coulomb interactions)

between each atom of the system, which includeexchange and correlation interactions betweenelectrons.

• Total kinetic energy.

Energies from MD simulations:• Van der Waals interactions.

• Solvation energy.

Cu2+

Cu2+- GGGTH - H2O complex

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Results obtained by embedding QMResults obtained by embedding QMcalculations in MDcalculations in MD simulationssimulations

PrP sequence 92-96 GGGTH:Binding energies of about 2.4 eV.

PrP sequence 175-177 FVH:Binding energies of about 3.0 eV.

Prion protein sequence 175-177 FVH predictedto bind Cu2+ at least as strongly as the 92-96

GGGTH region.

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More resultsMore resultsExplored the binding affinity of other transition metalions to HGGGW of the octarepeat region of PrP:

Cu2+: 1.8 eV

Ni2+: 1.6 eV

Zn2+: 1.3 eV

Mn2+: Non-binding.

Follows trend observedexperimentally, however…

Some unresolved issues:• Lack of good force-field parameters for most transition metals.

• Na+, Cl- ions included in MD simulation may generate environmentthat differs from physiological salt concentrations in the brain.

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Work & PeopleWork & People

• Electron-driven chemistry in collaboration with theLawrence Berkeley National Laboratory and the AppliedScience Dept. at UC Davis.¬ Prof. A. Orel, Dr. T. Rescigno, Prof. C. W. McCurdy,

Dr. K. Houfek, Dr. Z. Zhang.

• Theoretical modeling of aggregation processes inneurodegenerative diseases (e. g. CJD, Alzheimer’s,Parkinson’s) at the Dept. of Physics, UC Davis.¬ Prof. D. Cox, Dr. A. Huebsch.

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Some AcronymsSome Acronyms

• MESA: Molecular Electronic Structure Applications

• SIESTA: Spanish Initiative for Electronic Simulationswith Thousands of Atoms

• AMBER: Assisted Model Building with EnergyRefinement

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Supplementary Slides

Electron Driven Chemistry

and

Biophysics

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ReferencesReferences• Low-energy electron scattering by formic acid, C. S. Trevisan, A. E.

Orel and T. N. Rescigno, Phys. Rev. A, 74, 042716, (2006).

• Dynamics of low-energy electron attachment to formic acid, T. N.Rescigno, C. S. Trevisan and A. E. Orel, Phys. Rev. Lett., 96, 213201(2006).

• A nonlocal, ab initio model of dissociative electron attachment andvibrational excitation of NO, C. S. Trevisan, K. Houfek, Z Zhang, A.E. Orel C. W. McCurdy and T. N. Rescigno, Phys. Rev. A, 71,052714 (2005).

• D. L. Cox, J Pan and R. R. P. Singh, Biophys. Lett. 91 L11 - L13(2006).

• C. S. Burns et. al., Biochemistry 42, 6794 - 6803 (2003).

• C. Govaerts, C. H. Wille, S. B. Prusiner and F. E. Cohen, Proc. Natl.Acad. Sci. USA 101:8342 - 8347 (2004)

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Some electron- moleculeSome electron- molecule collision processescollision processesElastic scattering (can lead to change in the direction of thescattering e- - momentum transfer)

Vibrational, rotational, or electronic excitation

Dissociative electron attachment

e-

AB

AB*

e-

(AB-)* B-A

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The probability of a particular process is proportional to itscross sectioncross section, which can be thought of as an effective areaeffective area ofthe molecule to the incoming electron.

Vibrational excitationcross section:

Dissociative electronattachment cross section:

Studied e- scattering by NO, CF,C2F4, C2H4, THF, ... Will chooseNO to show some results.

A + B-

R

(AB)* + e-

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Sequence 175-177 FVH in human Sequence 175-177 FVH in human PrPPrPCC

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Candidate structure Candidate structure for sequence 175-177 FVH:for sequence 175-177 FVH:CuCu2+2+ coordination by N atoms of HFV backbone, H coordination by N atoms of HFV backbone, Hside chain and O atoms of Hside chain and O atoms of H22OO..

Candidate structurescreated using

visualization software(e.g. VMD, PyMol,

Swiss-PDB).

Local structure(geometry) minimized

using quantummechanical -DensityFunctional Theory

calculations (SIESTA).Cu2+

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I. For each molecular geometry (internuclear distance, R):

• Electronic structure calculations (MCSCF, CAS, MRCI, MRCISD, etc).

Complete quantum calculations withComplete quantum calculations with quantum electron dynamicsquantum electron dynamics.

Breaking upBreaking up electron-molecule collisionelectron-molecule collisionproblems into two parts:problems into two parts:

Potential curve of target state

Real part of anionpotential curve

A + B-

A + B

Vibrationalstates of target:

ν = 2ν = 1ν = 0

Resonancewidth (lifetime)

and energy

• Electron scattering calculations (Complex Kohn Variational Method).

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Anion potential (LocalComplex Potential Model)

R

V A + B

A + B-

Dissociative Attachment

Cross section (probabilities) from the asymptotic behavior of ξ(R),(nuclear wavefunction associated with electronic resonance state)

!

Vres(R) = E

res(R) " i

#(R)

2

II. Nuclear dynamics calculations(Time-independent formulation):Time-independent formulation):

Initial vibrationalwavefunction of target

Nuclear kineticoperator

Resonance width(lifetime)

Energy ofincident e-

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Dissociative Attachment to NO – The Mechanism forVibrational Enhancement

3Σ-

ην: vibrationalwave function

ψE : scattering function

!

" = g4# 2

Ee

µ

K$E %

12& R( )2#

'

( )

*

+ ,

12

-. R( )

2

Ene

rgy

(eV

)

Dissociative Attachment σ's

∝ ην x ψE =>larger overlap with

increasing vibrationalquantum number, ν

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Amino AcidsCheat Sheet

A H K

S T N Q

D E

C G P

A I L M F W Y V