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Predictive shifts in free energy couple mutations to their phenotypic consequences
by
Belliveau, Nathan M.
, Razo-Mejia, Manuel
, Barnes, Stephanie L.
, Kaczmarek, Zofii A.
, Lewis, Mitchell
, Phillips, Rob
, Chure, Griffin
, Einav, Tal
in
Algorithms
/ Allosteric properties
/ Allosteric Regulation
/ Binding
/ Biological Sciences
/ Biophysics and Computational Biology
/ DNA-Binding Proteins - genetics
/ DNA-Binding Proteins - metabolism
/ Domains
/ E coli
/ Energy Metabolism - genetics
/ Escherichia coli - genetics
/ Escherichia coli - metabolism
/ Free energy
/ Gene Dosage
/ Gene regulation
/ Genetic Association Studies
/ Granulation
/ Lac Repressors - genetics
/ Lac Repressors - metabolism
/ Models, Biological
/ Mutation
/ Null hypothesis
/ Operator Regions, Genetic
/ Parameters
/ Phenotype
/ Physical Sciences
/ PNAS Plus
/ Predictions
/ Protein Interaction Domains and Motifs
/ Systems Biology
/ Transcription
2019
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Predictive shifts in free energy couple mutations to their phenotypic consequences
by
Belliveau, Nathan M.
, Razo-Mejia, Manuel
, Barnes, Stephanie L.
, Kaczmarek, Zofii A.
, Lewis, Mitchell
, Phillips, Rob
, Chure, Griffin
, Einav, Tal
in
Algorithms
/ Allosteric properties
/ Allosteric Regulation
/ Binding
/ Biological Sciences
/ Biophysics and Computational Biology
/ DNA-Binding Proteins - genetics
/ DNA-Binding Proteins - metabolism
/ Domains
/ E coli
/ Energy Metabolism - genetics
/ Escherichia coli - genetics
/ Escherichia coli - metabolism
/ Free energy
/ Gene Dosage
/ Gene regulation
/ Genetic Association Studies
/ Granulation
/ Lac Repressors - genetics
/ Lac Repressors - metabolism
/ Models, Biological
/ Mutation
/ Null hypothesis
/ Operator Regions, Genetic
/ Parameters
/ Phenotype
/ Physical Sciences
/ PNAS Plus
/ Predictions
/ Protein Interaction Domains and Motifs
/ Systems Biology
/ Transcription
2019
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Predictive shifts in free energy couple mutations to their phenotypic consequences
by
Belliveau, Nathan M.
, Razo-Mejia, Manuel
, Barnes, Stephanie L.
, Kaczmarek, Zofii A.
, Lewis, Mitchell
, Phillips, Rob
, Chure, Griffin
, Einav, Tal
in
Algorithms
/ Allosteric properties
/ Allosteric Regulation
/ Binding
/ Biological Sciences
/ Biophysics and Computational Biology
/ DNA-Binding Proteins - genetics
/ DNA-Binding Proteins - metabolism
/ Domains
/ E coli
/ Energy Metabolism - genetics
/ Escherichia coli - genetics
/ Escherichia coli - metabolism
/ Free energy
/ Gene Dosage
/ Gene regulation
/ Genetic Association Studies
/ Granulation
/ Lac Repressors - genetics
/ Lac Repressors - metabolism
/ Models, Biological
/ Mutation
/ Null hypothesis
/ Operator Regions, Genetic
/ Parameters
/ Phenotype
/ Physical Sciences
/ PNAS Plus
/ Predictions
/ Protein Interaction Domains and Motifs
/ Systems Biology
/ Transcription
2019
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Predictive shifts in free energy couple mutations to their phenotypic consequences
Journal Article
Predictive shifts in free energy couple mutations to their phenotypic consequences
2019
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Overview
Mutation is a critical mechanism by which evolution explores the functional landscape of proteins. Despite our ability to experimentally inflict mutations at will, it remains difficult to link sequence-level perturbations to systems-level responses. Here, we present a framework centered on measuring changes in the free energy of the system to link individual mutations in an allosteric transcriptional repressor to the parameters which govern its response. We find that the energetic effects of the mutations can be categorized into several classes which have characteristic curves as a function of the inducer concentration. We experimentally test these diagnostic predictions using the well-characterized LacI repressor of Escherichia coli, probing several mutations in the DNA binding and inducer binding domains. We find that the change in gene expression due to a point mutation can be captured by modifying only the model parameters that describe the respective domain of the wild-type protein. These parameters appear to be insulated, with mutations in the DNA binding domain altering only the DNA affinity and those in the inducer binding domain altering only the allosteric parameters. Changing these subsets of parameters tunes the free energy of the system in a way that is concordant with theoretical expectations. Finally, we show that the induction profiles and resulting free energies associated with pairwise double mutants can be predicted with quantitative accuracy given knowledge of the single mutants, providing an avenue for identifying and quantifying epistatic interactions.
Publisher
National Academy of Sciences
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