Sequence Annotation of Antibodies with the Multiple Sequence Viewer/Editor
Tutorial Created with Software Release: 2024-2
Topics: Antibody Design , Biologics Drug Discovery
Products Used: BioLuminate
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13 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, you will learn how to use custom sequence annotations in the Multiple Sequence Viewer/Editor to map residue-level aggregation properties onto the sequence.
Tutorial Content
1. Creating Projects and Importing Structures
At the start of the session, change the file path to your chosen Working Directorythe location that files are saved in Maestro to make file navigation easier. Each session in 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 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 created, the project is automatically saved each time a change is made.
Structures can be imported from the PDB directly, or from your Working Directorythe location that files are saved using File > Import Structures, 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 BioLuminate 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: https://www.schrodinger.com/sites/default/files/s3/release/current/Tutorials/zip/antibody_annotation.zip
- After downloading the zip file, unzip the contents in your Working Directory for ease of access throughout the tutorial
- Go to File > Open Project
- Choose Sequence_Annotation.prjzip
- Click Open
- Structures are now shown in the Entry Lista simplified view of the Project Table that allows you to perform basic operations such as selection and inclusion
- Go to File > Save Project As
- Change the File name to sequence_annotation , click Save
- The project is now named sequence_annotation.prj
2. Analyzing the Antibody Surface
In this section, we will generate an aggregation surface for the 4M5Z structure. This is useful for predicting residue patches that may encourage aggregation in solution.
Here we will select just the antibody structure in the workspace (from the antibody-antigen complex) so we can load just that into the Protein Surface Analyzer. For more information on protein surface analysis check out the Liability Analysis for Biologics tutorial or the Protein Surface Analyzer documentation page
- Include 4M5Z in the Workspacethe 3D display area in the center of the main window, where molecular structures are displayed
- Type C on your keyboard
- Selection mode is changed to Chains
- The cursor has a ‘C’ next to the arrow
- Shift-click to 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 both Chain H (blue) and Chain L (red)
- Go to Tasks > Biologics > Protein Surface Analyzer
Note: Use the Structure Hierarchy or Status Bar to help identify the chains
- For Use structure from, choose Workspace (selected residues only)
- Click Analyze
- This job takes about a minute
- An ‘S’ icon is in the Entry Lista simplified view of the Project Table that allows you to perform basic operations such as selection and inclusion
Note: Previous analyses can be imported from file to the Protein Surface Analyzer panel. Additionally, completed analyses can be saved for later reference.
- Check Fit to select
- Click on a Patch entry
- The Workspacethe 3D display area in the center of the main window, where molecular structures are displayed is zoomed to the selection
Note: Click Settings to change colors, size cutoff, value cutoff, etc.
- Click the Aggregation tab
- Click the AggScore header twice
- The table is now sorted by Aggscore
-
For Color by, choose AggScore
- The table and surface patches are now colored by AggScore
Note: AggScore provides a single numerical value to estimate the aggregation propensity of a protein based on a patch analysis of the protein surface. The score is based on the respective contribution of residues to hydrophobic and charged surface patches smoothed over a residue window of five consecutive residues. The method is strictly structure-based, not dependent on the presence of natural amino acids and is not trained on beta-amyloid aggregation data. The AggScore function provides propensity values for each amino acid position in a protein, thus allowing for the prediction of aggregation hotspots within the protein.
We will now look at the per-residue contribution by chain (according to AggScore as well as Aggrescan and Zyggregator)
Click Profiles
- Aggregation profiles for chains are shown
3. Annotating the Antibody Sequence in the Multiple Sequence Viewer/Editor
In this section, we will use custom sequence annotation to color the residues by their Aggscore values.
3.1 Color sequence in Multiple Sequence Viewer/Editor by AggScore
- Go to Tasks > Biologics > Multiple Sequence Viewer/Editor
- The Multiple Sequence Viewer/Editor panel opens
- Click the + icon in the bottom right-hand corner of the Multiple Sequence Viewer/Editor and make sure Split Chains is selected
- All chains in this entry are split in the Multiple Sequence Viewer/Editor
- Hover over the brush icon and click the …
- For Color by, choose Define Custom Scheme
- For Start with, choose Residue Property
- For Residue Property, choose residue aggscore
- For Color palette, choose Blue-White-Red
- For # values/ranges, type 10
- Click Update
- Click Save
- The updated coloring has been added to the Multiple Sequence Viewer/Editor
Note: Any residue-level property can be mapped onto the sequence in a similar manner
3.2 Annotate the CDRs
- Hover over the chart icon and click the …
- Click Antibody CDRs
- The antibody CDR regions are now annotated in the Multiple Sequence Viewer/Editor
Note: After selecting Antibody CDRs, you can choose which numbering scheme you would like to use for the annotation and whether to annotate the Vernier Zone
- Change the numbering scheme to Chothia
- The annotation is updated in the Multiple Sequence Viewer/Editor
4. Conclusion and References
In this tutorial, we generated residue-level aggregation properties using the Protein Surface Analyzer, and then mapped those customs properties onto the sequence as a color gradient.
For further learning:
- Batch Homology Modeling Using the Multiple Sequence Viewer/Editor
- Chimeric Homology Modeling Using the Multiple Sequence Viewer/Editor
- Introduction to Computational Antibody Engineering online course (Course Page | Preview)
5. Glossary of Terms
Entry List - a simplified view of the Project Table that allows you to perform basic operations such as selection and inclusion
included - 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 that files are saved
Workspace - the 3D display area in the center of the main window, where molecular structures are displayed