Locating Transition States: Part 2
Tutorial Created with Software Release: 2024-4
Topics: Catalysis & Reactivity , Energy Capture & Storage , Organic Electronics , Thin Film Processing
Methodology: Molecular Quantum Mechanics
Products Used: AutoTS , Jaguar , MS Maestro
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2.8 MB |
This tutorial is written for use with a 3-button mouse with a scroll wheel.
Words found in the Glossary of Terms are shown like this: Workspacethe 3D display area in the center of the main window, where molecular structures are displayed
Abstract:
In this tutorial, we will demonstrate how to use a known transition state to locate the transition state of a similar reaction with Maestro Materials Science.
Tutorial Content
1. Introduction
Locating a transition state is essential for computing the activation energy of a reaction, and thereby the rate. In a previous tutorial, Locating Transition States: Part 1, we located the following transition state using a manual transition state search and using AutoTS.
Figure 1: Reaction being studied in Locating Transition States: Part 1.
The Introduction section in that tutorial includes background information on transition state concepts and best practices for using Schrödinger Materials Science (MS) Maestro to locate transition states. We recommend reviewing that content before proceeding.
This tutorial demonstrates simple approaches for using a known reaction transition state to find analogous transition states in reactions involving similar (e.g., functionalized or enumerated) species. These approaches are particularly useful for computational substrate screening, locating hard-to-find transition states, or determining the impact of the functionalized groups on the reaction properties. Specifically, in this tutorial, we will address the topic of changing our dienophile, ethene, into furan in the model reaction studied in the Locating Transition States: Part 1 example. We will also look at the impact of adding alkane groups to the diene on the properties of the Diels-Alder reaction. Rather than repeat the steps for finding the original transition state, we can efficiently use the output from the original findings as a template to determine the new barriers, given that we can expect the new transition state to geometrically resemble the original transition state.
This tutorial demonstrates several panels that are key to studying homogeneous reaction pathways in MS Maestro: Introduction to Geometry Optimizations, Functionals, and Basis Sets, Jaguar Transition State Search, and Reaction Profile Viewer.
2. Creating Projects and Importing Structures
At the start of the session, change the file path to your chosen Working Directorythe location where files are saved in MS Maestro to make file navigation easier. Each session in MS Maestro begins with a default Scratch Projecta temporary project in which work is not saved, closing a scratch project removes all current work and begins a new scratch project, which is not saved. A MS Maestro project stores all your data and has a .prj extension. A project may contain numerous entries corresponding to imported structures, as well as the output of modeling-related tasks. Once a project is saved, the project is automatically saved each time a change is made.
Structures can be built in MS Maestro or can be imported using File > Import Structures (or drag-and-dropped), and are added to the Entry Lista simplified view of the Project Table that allows you to perform basic operations such as selection and inclusion and Project Tabledisplays the contents of a project and is also an interface for performing operations on selected entries, viewing properties, and organizing structures and data. The Entry Lista simplified view of the Project Table that allows you to perform basic operations such as selection and inclusion is located to the left of the Workspacethe 3D display area in the center of the main window, where molecular structures are displayed. The Project Tabledisplays the contents of a project and is also an interface for performing operations on selected entries, viewing properties, and organizing structures and data can be accessed by Ctrl+T (Cmd+T) or Window > Project Table if you would like to see an expanded view of your project data.
- Double-click the Materials Science icon
- (No icon? See Starting Maestro)
- Go to File > Change Working Directory
- Find your directory, and click Choose
- Pre-generated input and results files are included for running jobs or examining output. Download the zip file here: schrodinger.com/sites/default/files/s3/release/current/Tutorials/zip/transition_states_plus.zip
- After downloading the zip file, unzip the contents in your Working Directorythe location where files are saved for ease of access throughout the tutorial
- Go to File > Save Project As
- Change the File name to transition_states_plus_tutorial, click Save
- The project is now named
transition_states_plus_tutorial.prj
- The project is now named
In order to compute the complete reaction profile at the end of the tutorial for our three systems of interest, we will need to perform a geometry optimization on the reactants and products at the same level of theory (same basis set and density functional) as the transition state. If these same settings are not used, the energy values will not be directly comparable. To confirm that the structures are minima and transition states, we will also need to perform a frequency calculation. This is also needed if we are interested in the free energy of the reaction.
In this case, the structures of the reactants and products have been built in advance, and geometry optimizations and frequency calculations have been performed at the B3LYP-D3/LACVP** level of theory. The subsequent step will guide you to import those outputs.
If you are interested in building and optimizing the reactants and products yourself, feel free to do so. For how to perform the geometry optimizations, see the Introduction to Geometry Optimizations, Functionals and Basis Sets tutorial.
- Go to File > Import Structures
- Navigate to where you downloaded the tutorial files (presumably in your working directorythe location where files are saved), and select
reactants_products_optimized.maegz. Click Open- A new entry group titled optimized_reactants_products (3) appears in the entry lista simplified view of the Project Table that allows you to perform basic operations such as selection and inclusion, containing ten entries associated with the reactants and products of our reactions of interest
Note: You can confirm that these molecules have been geometry optimized by opening the Project Tabledisplays the contents of a project and is also an interface for performing operations on selected entries, viewing properties, and organizing structures and data. There you can see the level of theory for the optimizations as well as the energies, among other properties.
3. Locating the Transition State for Cyclopentadiene and Furan
We will now utilize the transition state found in the Locating Transition States: Part 1 tutorial as a template to find the analogous transition state for the reaction of furan with cyclopentadiene, specifically the endo product of the reaction. The atoms associated with the bond breaking and bond forming processes are the same as in the original transition state. Their current positions (and therefore relative distances, angles, etc.) are likely quite close to where they will be in the new transition states. Thus, we will use a workflow in which we (1) modify the structure of the dienophile, (2) optimize the modified structure while constraining the atoms directly ‘involved’ bond breaking/forming process, (3) run a transition state calculation on the entire system.
To begin, let’s import the previous transition state
- Go to File > Import Structures
- Navigate to where you downloaded the tutorial files, and select
previous_TS.maegz. Click Open- A new entry is added to the entry lista simplified view of the Project Table that allows you to perform basic operations such as selection and inclusion titled TS.01
- Duplicate this entry (right-click > Duplicate > Entries Only (In Place)) and rename it modified_TS_DA
- Select(1) the atoms are chosen in the Workspace. These atoms are referred to as "the selection" or "the atom selection". Workspace operations are performed on the selected atoms. (2) The entry is chosen in the Entry List (and Project Table) and the row for the entry is highlighted. Project operations are performed on all selected entries and includethe entry is represented in the Workspace, the circle in the In column is blue the new entry from the entry lista simplified view of the Project Table that allows you to perform basic operations such as selection and inclusion
- We will proceed to alter the modified_TS_DA. We will preserve the manual_TS entry for reference and later use (you can always import again if needed.)
We will modify the ethene to change it into furan using the 3D Builder tools while leaving the double bond acting as a dienophile intact:
- Select one of the upward-facing hydrogen atoms in the ethene molecule
- In the Toolbar, click on the Build palette
- The 3D Builder appears in the workspacethe 3D display area in the center of the main window, where molecular structures are displayed
- Click Add Fragments
- Click on the CH4 fragment from the Organic options
- Choosing the CH4 fragment will add a methane molecule if nothing is selected in the workspacethe 3D display area in the center of the main window, where molecular structures are displayed. When an atom is selected to be replaced (as in this case), a methyl group is added
- Select the other upward-facing hydrogen atom and add an H2O fragment using the same procedure, this will add an -OH group
- Select one of the hydrogens atoms on the newly added methyl group
- Select one of the hydrogens on the methyl group and add another CH4 fragment
- Select both the oxygen and the just-added carbon atoms (via holding cmd or ctrl) and create a bond between them
- Increase the bond order of the carbon-carbon single bond to create furan
- Delete any extra hydrogen atoms as necessary
- Use the Minimize selected atoms tool to make the bond lengths and angles more realistic
- Be sure to only select atoms and bonds not directly involved in the double bond acting as the dienophile in the Diels-Alder reaction
- Close the 3D Builder and deselect any selected atoms
Note: Immediately after making a substitution with the 3D Builder, the selected atoms can be manipulated
while they remain selected (four stacked horizontal lines appear). Here we do not need to rotate the methyl groups and so we simply clear the selection.
This starting point is likely already sufficient to use for a manual transition state search. However, with substituents with more degrees of freedom, two more steps may be helpful in ensuring that the ultimate transition state search converges. First, you may wish to perform a conformational search on the new groups. Next, you may wish to pre-optimize the molecule to a minimum with the bond-breaking and bond-forming atoms frozen.
We will explore the conformational search process in Section 4, in this section we will look at pre-optimization:
- Ensure that modified_TS_DA is selected(1) the atoms are chosen in the Workspace. These atoms are referred to as "the selection" or "the atom selection". Workspace operations are performed on the selected atoms. (2) The entry is chosen in the Entry List (and Project Table) and the row for the entry is highlighted. Project operations are performed on all selected entries and go to Tasks > Materials > Quantum Mechanics > Molecular Quantum Mechanics > QM Multistage Workflow
- The QM Multistage Workflow panel opens
- Change the Stage type to Optimization
- Change the Basis set to LACVP**
- Go to the Optimization tab
We will perform the optimization with the six distances associated with the bond-breaking and bond-forming atoms fixed. This will relax the surrounding atoms, as well as some minor adjustments to the associated angles and dihedrals corresponding to the bonds directly involved in the Diels-Alder reaction. This structure is likely a great guess for the transition state structure.
- In the Add new constraint section, set Type to Distance
- Pick is now checked by default
- In the workspacethe 3D display area in the center of the main window, where molecular structures are displayed, select the bonds that are relevant in the Diels-Alder transition state in the workspacethe 3D display area in the center of the main window, where molecular structures are displayed by picking the atom pairs, see the Figure
- The panel updates dynamically to indicate that the distances will be fixed, and the spring symbol appears in the workspacethe 3D display area in the center of the main window, where molecular structures are displayed on the bonds
We do not need to call for any Properties here. This optimization is simply to generate an input for the transition state calculation. We are ready to run the job.
- Change the Job name to modified_TS_DA_opt_B3LYP-D3_LACVPss
- Adjust the job settings (
) as needed
- This job requires a CPU host. The job can be completed in about 20 minutes on a 8 CPU host
- If you would like to run the job yourself, click Run. Otherwise, import the pregenerated
modified_TS_DA_opt_B3LYP-D3_LACVPss.01.maefile - Close the QM Multistage Workflow panel
When the job finishes or after importing, a new entry appears in the entry lista simplified view of the Project Table that allows you to perform basic operations such as selection and inclusion entitled modified_TS_DA
- Select(1) the atoms are chosen in the Workspace. These atoms are referred to as "the selection" or "the atom selection". Workspace operations are performed on the selected atoms. (2) The entry is chosen in the Entry List (and Project Table) and the row for the entry is highlighted. Project operations are performed on all selected entries, includethe entry is represented in the Workspace, the circle in the In column is blue and rename the entry to modified_TS_DA_preopt
This entry is now an excellent guess to use as an input for a transition state calculation. From here, we will follow analogous steps from Section 3 of the Locating Transition States: Part 1 tutorial, detailed here again:
- Go to Tasks > Materials > Quantum Mechanics > Molecular Quantum Mechanics > More Molecular QM Tasks > Transition State Search
- The Jaguar - Transition State Search panel opens
- Note that you can use the search function in the tasks menu to access the panel
- Also note that this job can also be prepared using the QM Multistage Workflow panel by choosing Transition State for Stage Type
- Keep Standard as the Search method
- Click Load next to Use Structures From
- The modified transition state structure that you either imported or calculated in the last step should appear next to Transition State in the table. The checkbox under In should automatically be checked.
The quality of a transition state search depends on the search direction. We can identify the relevant bonds to break and form as “active constraints” to help guide the search:
- Go to the Optimization tab
- Under Add new constraint, change the Type dropdown to Distance
- Keeping the panel open, return to the workspacethe 3D display area in the center of the main window, where molecular structures are displayed and again, select the six atom pairs associated with the relevant forming and breaking bonds
- The atom pairs are added to the constraints table in the panel
- Spring icons appear in the workspacethe 3D display area in the center of the main window, where molecular structures are displayed associated with the selected distances
- Once the six pairs are in the panel, check Set constraints as active constraints
- Return to the Transition State tab
- Some of the parameters have been automatically updated, in particular the Search along option is now updated to the Active coordinate eigenvector associated with our active constraints
- Change the Basis set to LACVP maintaining the ** Polarization
- Finally, go to the Properties tab
- Check Vibrational frequencies
- Change the Job name to modified_TS_DA_ts_search
- Adjust the job settings (
) as needed
- This job requires a CPU host. The job can be completed in about 10 minutes on a 8 CPU host
- If you would like to run the job yourself, click Run. Otherwise, import the pregenerated
Section_03 > modified_TS_DA_ts_search > jag_modified_TS_DA_ts_search.01.maefile - Close the Jaguar - Transition State panel
When the job is complete (or after importing) a new entry is incorporated titled modified_TS_DA
- Change the name of the entry to TS_DA_exo by double-clicking on the entry name
We can verify the transition state by analyzing the frequency calculation
- Open the Vibrations directly from the entry lista simplified view of the Project Table that allows you to perform basic operations such as selection and inclusion by clicking on the button (
)
- Notice that there is one negative frequency as expected
- If you do not see this button next to the entry, make sure you performed step 29.
- Visualize this vibration by clicking the play
button
- The animation should resemble the expected bond breaking and bond forming processes
- Close the Vibrations pop up
We will return to this transition state in Section 5.
For additional practice, repeat the procedure for the analogous reaction that creates the endo product. Begin by duplicating the original manual_TS entry again and renaming it as modified_TS_DA_endo.
(modified_TS.mae is available as a starting point if you are having trouble with the 3D Building)
4. Conformational Search for Transition States
The conformational space associated with the reaction between furan and cyclopentadiene is not very large (i.e. these groups are relatively rigid). However, when we add R groups onto cyclopentadiene, there are more possible conformations. In the reaction, multiple conformers of the substrates pass over the saddle point, and so, looking at the lowest energy conformer (or several low energy conformers) allows for a more accurate prediction of the reaction barrier. In this section, we’ll learn how to incorporate a conformational search into the procedure taught in the previous section.
To begin, let’s now use the output from the Part 1 tutorial as our transition state to modify:
- Duplicate the TS_DA_exo entry As Ungrouped Entries and rename it as modified_TS_DA_exo
- Use the 3D Builder as before to replace the hydrogens at each end of the diene with CH4 fragments. Repeat the process to create ethyl groups, as shown in the Figure.
- It does not matter which hydrogen you choose in the second round of fragment additions, in the next steps we will perform a conformational search.
- Deselect any atoms in the workspacethe 3D display area in the center of the main window, where molecular structures are displayed and select(1) the atoms are chosen in the Workspace. These atoms are referred to as "the selection" or "the atom selection". Workspace operations are performed on the selected atoms. (2) The entry is chosen in the Entry List (and Project Table) and the row for the entry is highlighted. Project operations are performed on all selected entries and includethe entry is represented in the Workspace, the circle in the In column is blue the modified_TS_DA_exo entry
- Go to Tasks > Browse All > MacroModel > Conformational Search
- The Conformational Search panel opens
This panel allows us to perform a conformational search on our molecule with the bonds involved in the transition state fixed. This will allow us to sample the various possible conformations of the ethyl groups efficiently
- Go to the Constraints tab
- Go to the Distances tab
- Ensure Pick is selected with Atoms selected in the options menu
- In the workspacethe 3D display area in the center of the main window, where molecular structures are displayed, select the 6 bonds involved in the reaction, as done before for the transition state search
- The table will automatically populate
When the job is complete, a new entry group is incorporated titled modified_TS_DA_exo_csearch-out (28) containing five entries
- Includethe entry is represented in the Workspace, the circle in the In column is blue the various entries in the workspacethe 3D display area in the center of the main window, where molecular structures are displayed to see the different conformations of the ethyl groups
- In the Figure, we tile several of the entries for the ease of comparison, you can do this by using the Workspace Configuration panel (
)
- In the Figure, we tile several of the entries for the ease of comparison, you can do this by using the Workspace Configuration panel (
We can compare the relative energies of these conformers directly in the entry lista simplified view of the Project Table that allows you to perform basic operations such as selection and inclusion (note, these energies are based on the force field, we have not yet run any quantum mechanical calculations)
- Choose Potential Energy-S-OPLS and click OK
- The Relative Potential energy property is added to the entry lista simplified view of the Project Table that allows you to perform basic operations such as selection and inclusion
You can view the relative potential energies of the conformers directly in the entry lista simplified view of the Project Table that allows you to perform basic operations such as selection and inclusion. The list is automatically sorted by energy.
At this stage, you can select(1) the atoms are chosen in the Workspace. These atoms are referred to as "the selection" or "the atom selection". Workspace operations are performed on the selected atoms. (2) The entry is chosen in the Entry List (and Project Table) and the row for the entry is highlighted. Project operations are performed on all selected entries and includethe entry is represented in the Workspace, the circle in the In column is blue the lowest energy conformer and repeat the steps detailed in Section 3 for finding the transition state.
The final transition state is shown here. You can also import the pregenerated modified_TS_DA_exo_opt_B3LYP-D3_LACVPss.01.mae and modified_TS_DA_exo_ts_search.01.mae files if you prefer not to run the jobs. We will use the transition state output in Section 5
Note: While we ran each of our three transition state calculations here individually, you could imagine automating this workflow by selecting multiple entries to run through the corresponding panels simultaneously
Note: In some instances, you may wish to find the TS associated with each conformer to determine a Boltzmann-averaged (Gibbs) Total Free Energy for the saddle point. The Reaction Workflow tools include and automate this capability. For more information, visit the RxnProfiler for Polyethylene Insertion tutorial.
5. Comparing the Reaction Profiles
Now that we have located the transition states for all three Diels-Alder reactions, in tandem with the provided (or calculated) geometries and energies of the reactants and products, we can plot and compare the reaction profiles. The full steps for creating these reaction profiles, and more, is shown in the Calculating Reaction Energetics for Molecular Systems tutorial. Here we will simply show the plots.
In the Calculating Reaction Energetics for Molecular Systems tutorial, the reactant and product structures for the reaction between furan and cyclopentadiene are optimized. Refer to that tutorial if you are interested in running the optimization calculation yourself. To import the structures:
- Go to File > Import Structures and select
Section05 > optimization_DA > optimization_DA-out.mae -
Go to File > Import Structures and select
Section05 > diethylcyclopentadiene_opt > diethylcyclopentadiene_opt-out.maegz- This file has the optimized 1,4-diethylcyclopenta-1,3-diene structure along with the optimized exo-product structure from its reaction with furan
6. Conclusions and References
In this tutorial, we learned how to expand on a known transition state to further functionalized derivatives with Materials Science Maestro.
For further learning:
For introductory content, focused on navigating the Schrödinger Materials Science interface, an Introduction to Materials Science Maestro tutorial is available. Please visit the materials science training website for access to 70+ tutorials. For scientific inquiries or technical troubleshooting, submit a ticket to our Technical Support Scientists at help@schrodinger.com.
For self-paced, asynchronous, online courses in Materials Science modeling, including access to Schrödinger software, please visit the Schrödinger Online Learning portal on our website.
If you are interested in running Jaguar calculations from the command line, please visit the documentation for example files and guidance.
For some related practice, proceed to explore other relevant tutorials:
- Locating Transition States: Part 1
- Introduction to Geometry Optimizations, Functionals and Basis Sets
- RxnProfiler with Polyethylene Insertion
- Introduction to Multistage Quantum Mechanical Workflows
- Organometallic Complexes
- Rigid and Relaxed Coordinate Scans
- Activation Energies for Reactivity in Solids and on Surfaces
For further reading:
- Automated Transition State Search and Its Application to Diverse Types of Organic Reactions. DOI:10.1021/acs.jctc.7b00764
- Introduction to Computational Chemistry, 3rd Edition
- Essentials of Computational Chemistry: Theories and Models, 2nd Edition
- Molecular Modelling: Principles and Applications, 2nd Edition
- For an excellent summary of transition state searches as well as recommendations for running and verifying transition states, see the help documentation
7. Glossary of Terms
Entry List - a simplified view of the Project Table that allows you to perform basic operations such as selection and inclusion
Include - the entry is represented in the Workspace, the circle in the In column is blue
Project Table - displays the contents of a project and is also an interface for performing operations on selected entries, viewing properties, and organizing structures and data
Scratch Project - a temporary project in which work is not saved, closing a scratch project removes all current work and begins a new scratch project
Selected - (1) the atoms are chosen in the Workspace. These atoms are referred to as "the selection" or "the atom selection". Workspace operations are performed on the selected atoms. (2) The entry is chosen in the Entry List (and Project Table) and the row for the entry is highlighted. Project operations are performed on all selected entries
Working Directory - the location where files are saved
Workspace - the 3D display area in the center of the main window, where molecular structures are displayed