Cheminformatics & Validation Molecular modelling Introduction Molecular mechanics/dynamics – Conformational analysis Electronic structure methods – Transition states Density functional theory – Crystalline state 1 25-Feb (JS) 26-Feb (NG) 27, 4 & 6th Feb/March 13-Mar (JS) 18th & 20th Mar 26-Mar (PM) 27th Mar & 1 & 3 Apr Introduction to molecular modelling Predicting properties of molecules, such as energy, structure, polarisability, dipole moment, etc. including reaction profiles and transition states Focus on the application Spartan Practical sessions: Monday afternoons 2am – Feb: 17 & 24 (NG) – Mar: 3 & 10 (JS) 17, 24 (PM) – Location: Corrib suite 2 Registration, usernames, passwords, etc. Informatics (normally Wed 9am) World wide web (JS) – Tue March 25th Chemical Abstracts via STN (LS) – 12th & 19th March Beilstein CrossFire (NG) – 11th March Cambridge crystallography database (PM) – 26th March & 2nd April 3 Comparisons at a glance 4 Molecular mechanics: Introduction Molecular mechanics (each different force field) – eg AMBER, OPLS, BIO+, MM+ Potential energy of molecule location of atoms Atom types? Just elements? – eg 5 different oxygens – carbonyl, hydroxyl, carboxylic, ester or water Parameter sets; elements parametrised Interaction of nuclei not electrons 5 Force fields 6 ES = (k/2) (r - r0)2 Bond str.: Angle bending: EB = kq (q- q0)2 Torsion: van der Waals: ENB = AIJ r -12 - BIJ r -6 Electrostatic: H-bonding: 10-12 potential Ew = VN{1+cos (nf -f0)}/2 EE = qI qJ/(er) Applications 7 Geometry optimisation Molecules with 1,000s of atoms Organics, oligonucleotides, peptides, etc. Metallo-organics and inorganics Vacuum and solvent Ground states only Electronic structure methods ab initio: purely theoretical – many different approximations – Hartree-Fock, e correlation: MPn, MCSCF – basis sets: STO-3G, 6-31G(d), 6-311+G(d,p), etc Semi-empirical: some exptal. data – many different expressions: MNDO, AM1, PM3 Density functional theory (ab initio?) – many different – B3LYP, SVWN, etc 8 Semi-empirical methods Very large systems & 1st step for large systems Ground state organic molecules – Calibration: parametrised – AM1: H, B/Al, C/Si/Ge, N/P, O/S, F/Cl/Br, Zn Energies Geometry optimisation Frequencies 9 Molecular orbitals (!?) E = f(x) dE/dx d2E/dx2 Example 2 X OH 3 Bredt’s rule: “Elimination to give a double bond in a bridged bicyclic system always leads away from the bridgehead” Build #2 and #3 optimise and record the energy; which is more stable? Why? Measure C=C bond lengths (130-132 pm) Effect of increasing ring size? 10 Practical: acetone Build, minimise & optimise via AM1 (H3C)2CO Experimental data: – Heat of formation DHF = -51.9 kcal/mol – Dipole moment = 2.88 Debyes Energy levels and MOs – Identify HOMO – View HOMO & LUMO (Setup/Surfaces/Add/HOMO then up to Setup/Submit) Vibrational analysis – Identify vibrations and IR spectrum – C=O stretching vibration? 11 Structure versus Energy Hexasilabenzene can exist in several isomeric forms; Sax et al. [J. Comp. Chem. 1988, 9:564–77] found that the prismane, isomer 2, is the most stable, do you agree (AM1)? H H Si Si Si H Si Si Si H H 12 H H H Si Si Si Si Si Si H H H H H H Si Si H Si H Si Si Si H H Si H Si Si H Si Si H Si H H Exercise: Walsh Diagrams 13 Walsh diagrams are useful in predicting molecular geometry. They correlate energy changes of molecular orbitals between a reference geometry, frequently of high symmetry, and a deformed structure of lower symmetry. Sketch the water molecule, aligning it on screen; set a restraint or constraint (by clicking on ‘angle padlock’ icon) select the H–O–H angle so that the angle is forced to be say 90º. Do a geometry optimisation with AM1. Example: geometry optimisation Malonaldehyde – Simple example of intramolecular H-bonding 124.5° – Cf. experimental structure with a geometry optimisation run 1.089 H – Try molecular mechanics & – Semi-empirical, PM3 – Key distance: long O...H 14 1.091 H 1.348 1.454 1.32 119.4° 1.234 O O 0.969 H 1.68 123° H 1.094 The log file Orientation of molecule Mulliken population analysis partitions total charge among the atoms of the molecule (widely used & criticized) Dipole moment of 1.709 – y-component of 1.709 – So points from negative O atom along Y-axis 15 Y H H O X Portion of log file Eigenvalues(a.u.) and Eigenvectors Mol. Orbital 1 2 3 4 5 Eigenvalue -20.25158 -1.25755 -0.59385 -0.45973 -0.39262 S O 1 0.99422 0.23377 0.00001 -0.10404 0.00000 S O 1 0.02585 -0.84445 -0.00004 0.53817 0.00000 Px O 1 0.00000 0.00000 -0.61270 -0.00008 0.00000 Py O 1 0.00416 -0.12284 0.00008 -0.75587 0.00000 Pz O 1 0.00000 0.00000 0.00000 0.00000 1.00000 S H 2 -0.00558 -0.15559 -0.44922 -0.29512 0.00000 S H 3 -0.00558 -0.15560 0.44923 -0.29509 0.00000 EIGENVALUES(eV) -551.073608 -34.219627 -16.159496 -12.509945 -10.683656 NET CHARGES AND COORDINATES Atom Z Charge Coordinates(Angstrom) (Mulliken) x y z 1 8 -0.330524 -0.00000774 -0.07115177 0.00000000 2 1 0.165255 0.75813931 0.56460971 -0.00000005 3 1 0.165271 -0.75801641 0.56471276 0.00000005 16 6 0.58179 7 0.69267 0.12582 0.00003 -0.82013 -0.00019 -0.00024 0.95980 -0.76356 -0.00023 0.00000 0.00000 0.76930 -0.81449 0.76902 0.81480 15.831361 18.848427 Mass 15.99900 1.00800 1.00800 Open versus closed shell How to handle electron spin Open shell (unrestricted) 4 – odd no. of e’s – excited states – 2 or more unpaired e’s – bond dissociation 17 Closed shell (restricted) 4 3 3 2 2 1 1 Relative Computation Times Methylcyclohexane (7 heavy atoms) Lysergic acid (20) Energy (Single-point) 0.01 Geometry Optimisation Frequency 0.08 0.66 HF 3-21G 1 14 190 HF 6-31G* AM1 5.4 0.05 90 1.9 1100 11 3-21G 17 600 6-31G* 120 AM1 18 Transition states Finding TSs (more difficult than minima) Mathematical procedures less well developed PE surface near TS probably “flatter” Only good ab initio methods will work – bonds partially or fully broken Very little quantitative data on TSs anyway Guessing TSs – Closely-related system – Average reactant & product (linear synchronous transit) – Chemical intuition 19 Verifying TS Frequency normal-mode analysis One (and one only) imaginary frequency – eg a negative frequency in the range 400-2,000 cm-1 Check that the coordinate (corresponding to imaginary frequency) smoothly connects reactants and products by: – coordinate animation – follow the coordinate by intrinsic reaction coordinate methods 20 Pyrolysis of ethyl formate H O H O H H + H H H O O H Build ethyl formate, choosing the correct geometry, minimise with AM1, save one copy as – Ethyl_formate_pBP_DNss for later & another as – Ethyl_formate_pyrolysis_AM1 for use now. 21 Select Reaction from Build menu (or curved arrow icon); click on bond ‘a’ then on ‘b’; then on ‘c’ & ‘d’ and finally on ‘e’ followed by Shift click on methyl H to be transferred and on the O-atom to receive it. With all three arrows in place, click on equilibrium icon (twin arrows) at the bottom right of screen Transition state of ethyl formate 22 Result; shown on the right Enter Calculations dialogue, specify TS geometry, semi-empirical & AM1 Click on frequencies Submit job, when finished examine geometry & animate imaginary (-ve) frequency Is vibrational motion consistent with reaction? Turn off animation by re-entering Vibrations & clicking on imaginary frequency. eH d O a c O b H Density iso-surface 23 Bring up Surfaces dialogue, click on Add … select density (bond) & none from Property menu & click on OK. Repeat with potential from Property. Submit. Enter Surfaces & click on density completed 0.08 Is CO bond in ethyl formate nearly fully cleaved? Is the migrating H midway between C & O? Click anywhere on graphic, select either Transparent or Mesh from the menu to the right of Style (bottom right) to replace opaque solid density surface by a mesh or transparent solid view Click on density Completed 0.08 then click again Check migrating H colour code Is it ? – H+ (blue) – H (green) or – H– (red) Computation of activation energy Use “ethyl_formate_pBP_DNss” Enter Calculations dialogue, specify single-point using the pBP/DN** DFT model, click OK & submit job. Bring on-screen “ethyl_formate_pBP_DNss”. Enter Calculations, specify pBP/DN** but start from an AM1 structure. Submit job When both calculations are complete, compute the activation energy from the difference between the total energies of TS and ethyl formate (use molecular properties from the Display menu) 1 atomic unit (au) = 627.51 kcal/mol 24 How does your value cf. with exptal. of 40-44 kcal/mol?