Bioinformatics lecture 9+10 Bi4999en
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Questions and Answers

Oligomerization interfaces generally have a surface area of less than 1400 Å2.

False

In oligomerization, the proteins involved are typically denatured.

False

The presence of 'hot-spot' residues in oligomeric interactions is primarily due to their frequent occurrence and evolutionary conservation.

True

Aggregates formed by proteins are always pathological and indicate disease.

<p>False</p> Signup and view all the answers

The nature of protein oligomers is strictly reversible in all cases.

<p>False</p> Signup and view all the answers

Methods based on distance between interacting residues are not commonly used for interface analysis.

<p>False</p> Signup and view all the answers

PDBsum provides information only about protein-protein interactions.

<p>False</p> Signup and view all the answers

The Voronoi diagram is a computational geometry method utilized in interface analysis.

<p>True</p> Signup and view all the answers

Hot spots in macromolecular complexes contribute minimally to the binding free energy.

<p>False</p> Signup and view all the answers

The change in solvent accessible surface area can be used to define interfaces in macromolecular analysis.

<p>True</p> Signup and view all the answers

PISA, MolSurfer, and PIC are tools used to analyze the interface of given macromolecular complexes.

<p>True</p> Signup and view all the answers

Knowledge of hot spots has no implications for drug development.

<p>False</p> Signup and view all the answers

All three approaches for interface definition provide significantly different results.

<p>False</p> Signup and view all the answers

Hot spots in protein interactions are typically found in loosely packed regions at the interface.

<p>False</p> Signup and view all the answers

Alanine scanning mutagenesis is a method used to identify hot spots based on changes in binding affinity.

<p>True</p> Signup and view all the answers

Energy-based methods for predicting hot spots do not consider changes in binding free energy (∆∆Gbind).

<p>False</p> Signup and view all the answers

Point mutations can include substitutions, insertions, and deletions of nucleotides in DNA.

<p>True</p> Signup and view all the answers

Missense mutations result in the introduction of a stop codon, leading to protein truncation.

<p>False</p> Signup and view all the answers

The Human Genome Variation Society offers a comprehensive database of human mutations categorized by types.

<p>True</p> Signup and view all the answers

Silent mutations result in a change in the amino acid sequence of the protein.

<p>False</p> Signup and view all the answers

Locus-specific databases generally contain a wide range of mutations across various genes.

<p>False</p> Signup and view all the answers

UniProtKB/Swiss-Prot is a source of low-quality protein entries with limited information on known sequence variants.

<p>False</p> Signup and view all the answers

The introduction of insertions or deletions can potentially lead to frameshift mutations.

<p>True</p> Signup and view all the answers

Missense mutations can only affect the stability of proteins, not their function.

<p>False</p> Signup and view all the answers

The introduction of hydrophobic residues on the surface of a protein can decrease its aggregation.

<p>False</p> Signup and view all the answers

Glycine is known as the most flexible amino acid due to its unique backbone conformation.

<p>True</p> Signup and view all the answers

Mutations that affect ligand transport can either enhance or hinder the movement of specific molecules.

<p>True</p> Signup and view all the answers

Protein dynamics are solely responsible for maintaining protein stability after translation.

<p>False</p> Signup and view all the answers

Ile84Val and Ile50Val mutations lead to a significant increase in Ki, indicating a decrease in binding affinity.

<p>True</p> Signup and view all the answers

Short specific sequences known as Aggregation-prone regions (APRs) typically consist of 10-20 hydrophobic residues.

<p>False</p> Signup and view all the answers

Changes in charge and hydrophobicity within a protein can lead to altered folding and stability.

<p>True</p> Signup and view all the answers

The mutations affecting folding primarily involve interactions such as salt bridges and hydrogen bonds.

<p>True</p> Signup and view all the answers

Missense mutations can only cause loss of function and never result in improved binding or function.

<p>False</p> Signup and view all the answers

Binding energy can only be estimated using empirical methods.

<p>False</p> Signup and view all the answers

Clustering-based scoring functions consider the presence of numerous similar solutions as an indication of correctness.

<p>True</p> Signup and view all the answers

FastContact is an online tool designed to provide in-depth analysis of the nucleic acid chains only.

<p>False</p> Signup and view all the answers

Macromolecular interfaces are determined solely through experimental methods and cannot be predicted computationally.

<p>False</p> Signup and view all the answers

Two-stage ranking methods in macromolecular docking first apply an accurate function for the initial evaluation.

<p>False</p> Signup and view all the answers

Interface analysis provides insights into shape and chemical complementarity of macromolecular interactions.

<p>True</p> Signup and view all the answers

The contributions of individual residues to free energy are ignored in the analysis of macromolecular interactions.

<p>False</p> Signup and view all the answers

The scoring functions used in macromolecular docking include empirical and force field-based methods among others.

<p>True</p> Signup and view all the answers

The mutation of highly conserved residues is likely to lead to destabilization or loss of function.

<p>True</p> Signup and view all the answers

Mutations in often variable residues typically have a significant impact on protein function.

<p>False</p> Signup and view all the answers

A mutation that introduces a charged residue in a neutral environment is likely to stabilize the protein.

<p>False</p> Signup and view all the answers

Mutations in residues located in binding sites can alter biochemical activities such as catalysis.

<p>True</p> Signup and view all the answers

The Monte Carlo approach is used to predict the most favorable rotamer conformations for mutated residues.

<p>True</p> Signup and view all the answers

Mutations causing a small residue to become a large residue may lead to steric clashes.

<p>True</p> Signup and view all the answers

Desolvation penalties resulting from mutations are always destabilizing to the protein structure.

<p>False</p> Signup and view all the answers

Introduction of hydrophobic residues at the protein surface generally has a neutral effect.

<p>False</p> Signup and view all the answers

Proline or glycine mutations do not significantly affect the conformation of the protein.

<p>False</p> Signup and view all the answers

The assessment of mutational effects involves comparing the energy states of mutant and native proteins.

<p>True</p> Signup and view all the answers

Oligomers typically exist in a native state, while aggregates consist of denatured proteins.

<p>True</p> Signup and view all the answers

Aggregates are always associated with pathological conditions and indicative of disease.

<p>False</p> Signup and view all the answers

Hot-spot residues are located primarily at the edges of oligomerization interfaces.

<p>False</p> Signup and view all the answers

The surface area of an oligomerization interface is typically less than 1400 Å2.

<p>False</p> Signup and view all the answers

Aggregates can be reversible, while oligomers are often irreversible.

<p>False</p> Signup and view all the answers

The author-specified assembly in PDB files is always accurate and does not require verification.

<p>False</p> Signup and view all the answers

Experimental methods like gel filtration and native electrophoresis can aid in determining the oligomeric state of a protein.

<p>True</p> Signup and view all the answers

Most proteins in the PDB exhibit only minimal crystal contacts, contributing less than 10% to the solvent accessible surface area.

<p>False</p> Signup and view all the answers

The use of predictive tools for determining macromolecular complex structures is not acknowledged in protein structure analysis.

<p>False</p> Signup and view all the answers

Understanding the biological unit requires solely relying on the author-specified assembly without evaluating additional literature or methodologies.

<p>False</p> Signup and view all the answers

Obligate complexes function independently of their protomers.

<p>False</p> Signup and view all the answers

Hetero-oligomers are more common than homo-oligomers in cellular proteins.

<p>False</p> Signup and view all the answers

Approximately 75% of proteins in a cell exist in an oligomeric form.

<p>True</p> Signup and view all the answers

Oligomerization enhances stability against denaturation by increasing the surface area.

<p>False</p> Signup and view all the answers

The process of cooperativity in proteins refers to uniform activity among all subunits during molecular interaction.

<p>False</p> Signup and view all the answers

In obligate complexes, individual subunits can retain some functional activity when not associated.

<p>False</p> Signup and view all the answers

Oligomerization is evolutionarily favored due to the advantages it provides in terms of protein function.

<p>True</p> Signup and view all the answers

Redundancy and error control are significant advantages of protein oligomerization.

<p>True</p> Signup and view all the answers

Homology-based methods can predict protein interactions based on close homologs with less than 40% sequence identity.

<p>False</p> Signup and view all the answers

The search space for flexible docking is characterized by a dimensionality less than that of rigid docking.

<p>False</p> Signup and view all the answers

Soft docking methods utilize strict scoring functions to account for the rigidity of molecules during macromolecular docking.

<p>False</p> Signup and view all the answers

An exhaustive search in macromolecular docking is computationally less expensive than stochastic methods.

<p>False</p> Signup and view all the answers

Macromolecular docking can efficiently predict the best bound state of interacting macromolecules without requiring prior knowledge of binding sites.

<p>False</p> Signup and view all the answers

In flexible docking, both interacting macromolecules are treated as rigid structures.

<p>False</p> Signup and view all the answers

A scoring function in macromolecular docking is solely based on empirical methods.

<p>False</p> Signup and view all the answers

Macromolecular representation involves the use of geometric descriptors to describe the shape of macromolecules.

<p>True</p> Signup and view all the answers

Semiflexible docking involves both interacting molecules being treated as fully flexible.

<p>False</p> Signup and view all the answers

Distance constraints in macromolecular docking can lead to an increase in the conformational search space.

<p>False</p> Signup and view all the answers

Scoring functions in macromolecular docking can include empirical and clustering-based methods.

<p>True</p> Signup and view all the answers

Binding energy analysis only considers electrostatic interactions and ignores van der Waals forces.

<p>False</p> Signup and view all the answers

Clustering-based methods assume that the presence of numerous similar solutions indicates correctness.

<p>True</p> Signup and view all the answers

Interface analysis focuses on the dynamics of protein chains rather than their structural conformations.

<p>False</p> Signup and view all the answers

Hot spot residues do not play a significant role in the binding free energy of macromolecular complexes.

<p>False</p> Signup and view all the answers

FastContact is designed to assess the interaction between proteins and nucleic acids exclusively.

<p>False</p> Signup and view all the answers

The two-stage ranking approach in scoring functions uses a fast-to-compute function followed by a more accurate function.

<p>True</p> Signup and view all the answers

The contributions of individual residues to binding energy are highlighted through methods like alanine scanning mutagenesis.

<p>True</p> Signup and view all the answers

The biological unit of a protein is also referred to as the functional unit.

<p>True</p> Signup and view all the answers

Zinc is not necessary for the stabilization of zinc finger motifs in DNA binding proteins.

<p>False</p> Signup and view all the answers

Amyloid β has solely pathological functions related to Alzheimer's disease.

<p>False</p> Signup and view all the answers

Electrostatic interactions between positive side chains and the negative backbone of nucleic acids play a role in protein-nucleic acid interactions.

<p>True</p> Signup and view all the answers

Crystal contacts during protein crystallization can simplify the identification of native quaternary structure.

<p>False</p> Signup and view all the answers

Helix-turn-helix motifs typically involve recognition of the minor groove of DNA.

<p>False</p> Signup and view all the answers

The concept of artifacts in crystallization refers to concerns about the conformation of specific surface regions.

<p>True</p> Signup and view all the answers

The RRM domain is associated with sequence-specific recognition of double-stranded DNA.

<p>False</p> Signup and view all the answers

The asymmetrical unit (ASU) in crystallography represents the simplest form of a protein structure to create the entire crystal.

<p>True</p> Signup and view all the answers

PDB databases exclusively contain structures of proteins that are in their quaternary state.

<p>False</p> Signup and view all the answers

Most proteins in the PDB have three or more crystal contacts that sum up to 40% of the protein solvent accessible surface area.

<p>False</p> Signup and view all the answers

Experimental knowledge of oligomeric state is essential for correctly identifying the structure of the native complex.

<p>True</p> Signup and view all the answers

REMARK 350 in headers of PDB files exclusively provides details about crystallization conditions.

<p>False</p> Signup and view all the answers

Predictive tools can sometimes substitute for experimental methods when determining macromolecular complex structures.

<p>True</p> Signup and view all the answers

It is always guaranteed that the author-proposed biological unit in PDB entries is correct.

<p>False</p> Signup and view all the answers

Obligate protein complexes can function independently when isolated from their subunits.

<p>False</p> Signup and view all the answers

Approximately 75% of proteins in a cell exist solely as monomers.

<p>False</p> Signup and view all the answers

Non-obligate complexes are capable of existing and functioning independently as single polypeptides.

<p>True</p> Signup and view all the answers

Oligomerization of proteins is largely disfavored by evolutionary processes.

<p>False</p> Signup and view all the answers

Mutual interaction between protomers in oligomeric proteins is primarily due to favorable interface characteristics.

<p>True</p> Signup and view all the answers

The primary role of oligomerization is to limit the structural complexity of proteins.

<p>False</p> Signup and view all the answers

Cooperativity in proteins can stem from oligomerization, enhancing biological activity through allostery.

<p>True</p> Signup and view all the answers

Proteins subunits in obligate complexes retain their activity when isolated from the complex.

<p>False</p> Signup and view all the answers

All three approaches for the definition of interfaces provide identical results in interface analysis.

<p>False</p> Signup and view all the answers

PDBsum provides schematic diagrams for both protein-protein interactions and protein-nucleic acid interactions.

<p>True</p> Signup and view all the answers

Knowledge of hot spots in macromolecular interactions is crucial for drug design and understanding binding processes.

<p>True</p> Signup and view all the answers

The size of hot spots in protein complexes is primarily determined by their solvent accessibility rather than their contribution to binding free energy.

<p>False</p> Signup and view all the answers

Voronoi diagrams are exclusively used for studying protein-nucleic acid interactions.

<p>False</p> Signup and view all the answers

The PISA tool is designed solely for the analysis of protein-nucleic acid interfaces.

<p>False</p> Signup and view all the answers

Methods based on the change in solvent accessible surface area are among the most established approaches for interface analysis.

<p>True</p> Signup and view all the answers

Mutations that are classified as hot spots generally reduce the binding free energy of the complex.

<p>False</p> Signup and view all the answers

Prediction of mutation impact on protein function relies only on empirical data.

<p>False</p> Signup and view all the answers

Rational design of proteins can involve modifying properties like stability, function, and solubility.

<p>True</p> Signup and view all the answers

RosettaDesign uses a fixed sequence of trials to determine the structure of mutant proteins.

<p>False</p> Signup and view all the answers

Aggrescan3D and SoluProt are tools specifically aimed at predicting protein folding.

<p>False</p> Signup and view all the answers

Empirical scoring functions play a role in predicting stability changes upon mutation.

<p>True</p> Signup and view all the answers

Machine learning methods in protein engineering are used purely for structural analysis.

<p>False</p> Signup and view all the answers

The introduction of mutations can only decrease a protein's solubility.

<p>False</p> Signup and view all the answers

Missense mutations can enhance protein folding and increase stability.

<p>False</p> Signup and view all the answers

Energy-based tools like Rosetta-ddG focus on structural features without considering energy metrics.

<p>False</p> Signup and view all the answers

Aggregation-prone regions typically consist of sequences of 5-15 hydrophobic residues.

<p>True</p> Signup and view all the answers

The prediction of pathogenicity focuses solely on qualitative results.

<p>False</p> Signup and view all the answers

Hybrid approaches such as PROSS integrate both empirical and evolutionary-based methodologies.

<p>True</p> Signup and view all the answers

Introducing a hydrophilic residue into the protein core can potentially increase solubility.

<p>False</p> Signup and view all the answers

The introduction of mutations affecting protein dynamics can improve the adaptability of rigid protein regions.

<p>True</p> Signup and view all the answers

The loss of interactions with inhibitors is a primary characteristic of HIV-1 protease mutants, leading to drug resistance.

<p>True</p> Signup and view all the answers

Mutations can only disrupt the transport of specific molecules and cannot allow the transport of different molecules.

<p>False</p> Signup and view all the answers

Increased aggregation of proteins is typically associated with a high level of α-structures.

<p>False</p> Signup and view all the answers

Changes in charge and hydrophobicity primarily affect the protein's binding and catalysis functionalities.

<p>True</p> Signup and view all the answers

Missense mutations can result in modifications that only impact protein localization without affecting folding.

<p>False</p> Signup and view all the answers

Glycine is recognized as the most rigid amino acid due to its unique conformation.

<p>False</p> Signup and view all the answers

Hot spots are generally found in loosely packed regions at the center of the interface.

<p>False</p> Signup and view all the answers

Knowledge-based methods for predicting hot spots use evolutionary conservation as one of their features.

<p>True</p> Signup and view all the answers

Silent mutations always result in a change in the protein sequence.

<p>False</p> Signup and view all the answers

Energy-based methods predict hot spots by calculating the change in binding free energy upon in silico modification of a residue.

<p>True</p> Signup and view all the answers

Missense mutations introduce a stop codon that leads to protein truncation.

<p>False</p> Signup and view all the answers

The introduction of insertions or deletions can lead to frameshift mutations due to changes in codon grouping.

<p>True</p> Signup and view all the answers

The Human Genome Variation Society provides a comprehensive list of mutation databases sorted by types.

<p>True</p> Signup and view all the answers

UniProtKB/Swiss-Prot consists of low-quality protein entries with limited known sequence variants.

<p>False</p> Signup and view all the answers

The calculation of solvent accessible surface area (ASA) is used to effectively predict binding sites in macromolecular analysis.

<p>True</p> Signup and view all the answers

A mutation introducing a charged residue in a neutral environment is likely to destabilize the protein.

<p>False</p> Signup and view all the answers

Study Notes

Macromolecular Complexes and Interactions

  • Macromolecular complexes involve two or more polypeptide chains (protomers) associating to form an oligomer.
  • Protein-protein and protein-nucleic acid interactions are crucial for all cellular processes, including metabolism, transport, signal transduction, genetic activity (transcription, translation, replication, repair), membrane trafficking, and mobility.

Protein-Protein Complexes

  • Obligate complexes: Protomers (individual polypeptides) cannot function independently, but only when associated.
    • Examples include GABA receptors, ATP synthase, many ion channels, and ribosomes.
  • Non-obligate complexes: Protomers can exist and function independently.
    • Examples include hemoglobin, beta-2 adrenergic receptor, and insulin receptor.

Protein Oligomerization

  • Oligomerization is a common feature of proteins.
    • Approximately 75% of proteins in a cell are oligomers.
    • Homo-oligomers are the most frequent type.
    • Some proteins exist exclusively as oligomers.
  • Oligomerization interfaces are often symmetric and complementary.
  • Oligomerization is favored by evolution.

Advantages of Oligomerization

  • Morphology: More complex structures are often required for multiple functions (e.g., membrane pores).
  • Cooperativity: Allostery (modulation of biological activity) and multivalent binding.
  • Stability against denaturation: Smaller surface area.
  • Redundancy and error control: For example, in protein translation control.

Oligomerization Interface Characteristics

  • Large surface area—greater than 1400 Ų.
  • Tendency to circular or planar shape (not always for obligate complexes).
  • Surface residues often protrude.
  • Non-polar residues substantially outnumber polar residues (approximately 2/3 versus 1/5) compared to other protein surface regions.
  • Hot-spot residues: Primarily responsible for oligomeric interactions; more evolutionarily conserved and typically polar located towards the center of the interface.

Oligomerization vs. Aggregation

  • Oligomers are soluble, have a precise native fold, and are often reversible.
  • Aggregates are insoluble, can be heterogeneous, involve denatured proteins, and are irreversible.
  • The function of certain proteins involves aggregation.
  • Aggregates are not always pathological.

Non-pathological Aggregates

  • Keratin filaments (e.g., in hair, skin, and nails).
  • HET-S (in fungal reproduction and apoptosis).

Pathological Aggregates

  • Amyloid β from the human brain (involved in Alzheimer's disease) exhibits different morphologies (I and II) and a transition from I to II.

Non-pathological Functions of Amyloid β

  • Blood-brain barrier maintenance.
  • Anti-microbial peptide function.
  • Synapse function.

Protein-Nucleic Acid Interactions

  • Non-specific: Electrostatic interactions with negative charges on the nucleic acid backbone (lysine and arginine residues).
  • Specific: Recognition of particular nucleotide sequences involving major groove (B-DNA), minor groove (A-DNA or A-RNA), and single-stranded RNA.

DNA Binding Proteins

  • Helix-turn-helix: (+)-sidechains, perpendicular helices, recognition of major groove.
  • Zinc finger: Stabilized by zinc ions (Zn²⁺) bound to cysteine and histidine residues; important for folding and mediating DNA binding.

RNA Binding Proteins

  • RRM (RNA recognition motif): βαββαβ barrel-like arrangement, sequence-specific RNA recognition.
  • KH domain: ssRNA/DNA binding via hydrogen bonds, electrostatic and shape complementarity.
  • PUF domain: Each helix recognizes a single base.

Quaternary Structure in PDB Database

  • Asymmetric unit (ASU): Macromolecular structures from X-ray crystallography; the smallest portion of a crystal structure.
  • Unit cell or crystal unit: The basic unit of a crystal that is repeated in three dimensions to generate the entire crystal.
  • Crystal contacts: Intermolecular contacts caused by protein crystallization; can interfere with the identification of the native quaternary structure of the protein.
  • Artifacts of crystallization: Concerns about conformation in some surface regions due to crystallization; can affect loops or side chains and complicate mutation analysis.

Biological vs. Asymmetric Unit

  • A biological unit can comprise multiple copies, one copy, or part of the asymmetric unit.

Complex or Artifact?

  • Many proteins in the PDB have multiple crystal contacts that represent a significant portion of the protein's surface area.
  • Determining biologically relevant contacts from crystal contacts is a challenge.
  • Experimental knowledge of an oligomeric state assists in identifying the structure of the native complex.

Prediction of 3D Structure of Complexes

  • Homology-based predictions: Build a complex based on a similar complex with a known structure, assuming interaction information is transferable.
    • Close homologs (≥40% sequence identity) are more likely to interact similarly.
    • Sequence similarity doesn't always imply similarity in interactions.
  • Machine learning-based predictions.
  • Macromolecular docking: Predicting the optimal configuration of two or more macromolecules.
  • Various docking methods exist, ranging from simple rigid-body docking to more sophisticated methods that account for flexibility in side chains using predefined rotamer libraries.

Macromolecule representation methods

  • Geometric descriptors: Use shapes (spheres), normals, and vectors from molecule center.
  • Discretization of space: Employing grid representation as a way to represent the spatial conformation of molecular structures.
  • Fully rigid approximation
  • Soft docking
  • Explicit side-chain flexibility
  • Docking to a molecular ensemble. This method requires docking multiple crystal structures from NMR analysis or MD simulation.
  • Rigid body docking

Macromolecular Docking - Search and scoring

  • Search Methods
    • Exhaustive search: Full conformational space exploration to determine every possible relative configuration. (Difficult and computationally expensive).
    • Stochastic methods: Random search methods (Monte Carlo, genetic algorithms, Brownian dynamics) used to reduce computational costs compared to exhaustive search.
  • Scoring methods
    • Two-stage ranking: An approximate, quick function is used to eliminate unlikely solutions. A second, more precise function is used to select optimal solutions.
    • Empirical, knowledge-based, force-field-based, and clustering-based scoring: Different scoring function types that address various aspects of the interactions.

Analysis of Macromolecular complexes

  • Binding energy: Evaluation of energetic components of protein-protein interactions, such as electrostatic, van der Waals, and desolvation. Tools like FastContact can help rapidly compute binding energy. The results highlight hotspot interactions.
  • Macromolecular interface: The area where two protein chains or protein and nucleic acid chains interact.
  • Interface analysis: The process of identifying interface residues and the interactions that are essential for stability and activity. Includes methods based on distance, solvent accessible surface area, and computational geometry. databases, and tools.
  • Interaction hotspots: Residues critically involved in binding, usually highly conserved. The location and characteristics of hotspots can be useful in understanding molecular recognition principles.

Engineering of Protein Structures

  • Protein engineering: Modifying protein structures through mutagenesis. Useful for optimization
  • Properties that can be modified
    • Stability
    • Function (e.g., binding site, catalytic activity, substrate specificity)
    • Macromolecular interface
    • Molecular tunnels/channels
    • Solubility

Prediction of Stability Changes upon Mutation

  • Empirical scoring functions: Methods developed from experimental data.
  • Evolutionary conservation analysis (back-to-consensus): Based on comparing the conserved amino acid types across related proteins/sequences.
  • Machine learning approaches: Artificial intelligence for prediction via trained datasets.

Rational Design: Function

  • RosettaDesign: A tool for predicting minimum-energy mutant structures using Monte Carlo.
  • Free energy changes: Helps in designing mutations to optimize binding sites.

Rational Design: Solubility

  • Aggrescan3D/SoluProt: Tools for identifying stabilizing mutations to reduce aggregation tendency.
  • Solubis: Tool for identifying stabilizing mutations to reduce aggregation tendency.

Prediction of Pathogenicity

  • Machine learning approaches: Used to find predictions from data.
  • Qualitative results: Identifying deleterious versus neutral mutations.

Identification of Mutable Residues

  • Evolutionary conserved residues: Tend to be critical for stability/function and mutations have more significant consequences.
  • Highly variable residues: Mutations often have neutral effects.
  • Mutation effects on stability & folding: Impact mutations in critical areas such as protein core, surface residues, and polar/hydrophobic changes as determined by the interaction hotspot predictions.
  • Mutation effects on function: Mutation effects on binding sites, transport pathways, flexibility, and protein localization.

Prediction of Effects on Structure

  • Workflow: Identifying the mutated residue and its surroundings, selecting suitable rotamers from a library of structures, and optimizing to achieve a stable low-energy structure.
  • Tools: Geometric tools (e.g., PyMOL, WhatIF), energy-based tools (e.g., FOLDX, Rosetta), and homology-based tools (e.g., Swiss Model, MODELLER).

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