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  1. Article ; Online: Molecular bases for strong phenotypic effects of single synonymous codon substitutions in the E. coli ccdB toxin gene.

    Bajaj, Priyanka / Bhasin, Munmun / Varadarajan, Raghavan

    BMC genomics

    2023  Volume 24, Issue 1, Page(s) 732

    Abstract: Background: Single synonymous codon mutations typically have only minor or no effects on gene function. Here, we estimate the effects on cell growth of ~ 200 single synonymous codon mutations in an operonic context by mutating almost all positions of ... ...

    Abstract Background: Single synonymous codon mutations typically have only minor or no effects on gene function. Here, we estimate the effects on cell growth of ~ 200 single synonymous codon mutations in an operonic context by mutating almost all positions of ccdB, the 101-residue long cytotoxin of the ccdAB Toxin-Antitoxin (TA) operon to most degenerate codons. Phenotypes were assayed by transforming the mutant library into CcdB sensitive and resistant E. coli strains, isolating plasmid pools, and subjecting them to deep sequencing. Since autoregulation is a hallmark of TA operons, phenotypes obtained for ccdB synonymous mutants after transformation in a RelE toxin reporter strain followed by deep sequencing provided information on the amount of CcdAB complex formed.
    Results: Synonymous mutations in the N-terminal region involved in translation initiation showed the strongest non-neutral phenotypic effects. We observe an interplay of numerous factors, namely, location of the codon, codon usage, t-RNA abundance, formation of anti-Shine Dalgarno sequences, predicted transcript secondary structure, and evolutionary conservation in determining phenotypic effects of ccdB synonymous mutations. Incorporation of an N-terminal, hyperactive synonymous mutation, in the background of the single synonymous codon mutant library sufficiently increased translation initiation, such that mutational effects on either folding or termination of translation became more apparent. Introduction of putative pause sites not only affects the translational rate, but might also alter the folding kinetics of the protein in vivo.
    Conclusion: In summary, the study provides novel insights into diverse mechanisms by which synonymous mutations modulate gene function. This information is useful in optimizing heterologous gene expression in E. coli and understanding the molecular bases for alteration in gene expression that arise due to synonymous mutations.
    MeSH term(s) Codon ; Escherichia coli/genetics ; Phenotype ; Protein Biosynthesis ; Silent Mutation ; Escherichia coli Proteins/genetics
    Chemical Substances Codon ; CcdB protein, Plasmid F ; Escherichia coli Proteins
    Language English
    Publishing date 2023-12-04
    Publishing country England
    Document type Journal Article
    ZDB-ID 2041499-7
    ISSN 1471-2164 ; 1471-2164
    ISSN (online) 1471-2164
    ISSN 1471-2164
    DOI 10.1186/s12864-023-09817-0
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  2. Article ; Online: Mutational scan inferred binding energetics and structure in intrinsically disordered protein CcdA.

    Chandra, Soumyanetra / Manjunath, Kavyashree / Asok, Aparna / Varadarajan, Raghavan

    Protein science : a publication of the Protein Society

    2023  Volume 32, Issue 3, Page(s) e4580

    Abstract: Unlike globular proteins, mutational effects on the function of Intrinsically Disordered Proteins (IDPs) are not well-studied. Deep Mutational Scanning of a yeast surface displayed mutant library yields insights into sequence-function relationships in ... ...

    Abstract Unlike globular proteins, mutational effects on the function of Intrinsically Disordered Proteins (IDPs) are not well-studied. Deep Mutational Scanning of a yeast surface displayed mutant library yields insights into sequence-function relationships in the CcdA IDP. The approach enables facile prediction of interface residues and local structural signatures of the bound conformation. In contrast to previous titration-based approaches which use a number of ligand concentrations, we show that use of a single rationally chosen ligand concentration can provide quantitative estimates of relative binding constants for large numbers of protein variants. This is because the extended interface of IDP ensures that energetic effects of point mutations are spread over a much smaller range than for globular proteins. Our data also provides insights into the much-debated role of helicity and disorder in partner binding of IDPs. Based on this exhaustive mutational sensitivity dataset, a rudimentary model was developed in an attempt to predict mutational effects on binding affinity of IDPs that form alpha-helical structures upon binding.
    MeSH term(s) Intrinsically Disordered Proteins/chemistry ; Ligands ; Mutation ; Protein Conformation, alpha-Helical ; Protein Conformation ; Protein Binding
    Chemical Substances Intrinsically Disordered Proteins ; Ligands
    Language English
    Publishing date 2023-01-10
    Publishing country United States
    Document type Journal Article ; Research Support, Non-U.S. Gov't
    ZDB-ID 1106283-6
    ISSN 1469-896X ; 0961-8368
    ISSN (online) 1469-896X
    ISSN 0961-8368
    DOI 10.1002/pro.4580
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  3. Article: Prediction of Function Determining and Buried Residues Through Analysis of Saturation Mutagenesis Datasets.

    Bhasin, Munmun / Varadarajan, Raghavan

    Frontiers in molecular biosciences

    2021  Volume 8, Page(s) 635425

    Abstract: Mutational scanning can be used to probe effects of large numbers of point mutations on protein function. Positions affected by mutation are primarily at either buried or at exposed residues directly involved in function, hereafter designated as active- ... ...

    Abstract Mutational scanning can be used to probe effects of large numbers of point mutations on protein function. Positions affected by mutation are primarily at either buried or at exposed residues directly involved in function, hereafter designated as active-site residues. In the absence of prior structural information, it has not been easy to distinguish between these two categories of residues. We curated and analyzed a set of twelve published deep mutational scanning datasets. The analysis revealed differential patterns of mutational sensitivity and substitution preferences at buried and exposed positions. Prediction of buried-sites solely from the mutational sensitivity data was facilitated by incorporating predicted sequence-based accessibility values. For active-site residues we observed mean sensitivity, specificity and accuracy of 61, 90 and 88% respectively. For buried residues the corresponding figures were 59, 90 and 84% while for exposed non active-site residues these were 98, 44 and 82% respectively. We also identified positions which did not follow these general trends and might require further experimental re-validation. This analysis highlights the ability of deep mutational scans to provide important structural and functional insights, even in the absence of three-dimensional structures determined using conventional structure determination techniques, and also discuss some limitations of the methodology.
    Language English
    Publishing date 2021-03-11
    Publishing country Switzerland
    Document type Journal Article
    ZDB-ID 2814330-9
    ISSN 2296-889X
    ISSN 2296-889X
    DOI 10.3389/fmolb.2021.635425
    Database MEDical Literature Analysis and Retrieval System OnLINE

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  4. Article ; Online: Identification of stabilizing point mutations through mutagenesis of destabilized protein libraries.

    Ahmed, Shahbaz / Manjunath, Kavyashree / Chattopadhyay, Gopinath / Varadarajan, Raghavan

    The Journal of biological chemistry

    2022  Volume 298, Issue 4, Page(s) 101785

    Abstract: Although there have been recent transformative advances in the area of protein structure prediction, prediction of point mutations that improve protein stability remains challenging. It is possible to construct and screen large mutant libraries for ... ...

    Abstract Although there have been recent transformative advances in the area of protein structure prediction, prediction of point mutations that improve protein stability remains challenging. It is possible to construct and screen large mutant libraries for improved activity or ligand binding. However, reliable screens for mutants that improve protein stability do not yet exist, especially for proteins that are well folded and relatively stable. Here, we demonstrate that incorporation of a single, specific, destabilizing mutation termed parent inactivating mutation into each member of a single-site saturation mutagenesis library, followed by screening for suppressors, allows for robust and accurate identification of stabilizing mutations. We carried out fluorescence-activated cell sorting of such a yeast surface display, saturation suppressor library of the bacterial toxin CcdB, followed by deep sequencing of sorted populations. We found that multiple stabilizing mutations could be identified after a single round of sorting. In addition, multiple libraries with different parent inactivating mutations could be pooled and simultaneously screened to further enhance the accuracy of identification of stabilizing mutations. Finally, we show that individual stabilizing mutations could be combined to result in a multi-mutant that demonstrated an increase in thermal melting temperature of about 20 °C, and that displayed enhanced tolerance to high temperature exposure. We conclude that as this method is robust and employs small library sizes, it can be readily extended to other display and screening formats to rapidly isolate stabilized protein mutants.
    MeSH term(s) Mutagenesis ; Point Mutation/genetics ; Protein Stability ; Proteins/chemistry ; Saccharomyces cerevisiae/genetics
    Chemical Substances Proteins
    Language English
    Publishing date 2022-03-03
    Publishing country United States
    Document type Journal Article
    ZDB-ID 2997-x
    ISSN 1083-351X ; 0021-9258
    ISSN (online) 1083-351X
    ISSN 0021-9258
    DOI 10.1016/j.jbc.2022.101785
    Database MEDical Literature Analysis and Retrieval System OnLINE

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  5. Article: Prediction of Residue-specific Contributions to Binding and Thermal Stability Using Yeast Surface Display.

    Ahmed, Shahbaz / Bhasin, Munmun / Manjunath, Kavyashree / Varadarajan, Raghavan

    Frontiers in molecular biosciences

    2022  Volume 8, Page(s) 800819

    Abstract: Accurate prediction of residue burial as well as quantitative prediction of residue-specific contributions to protein stability and activity is challenging, especially in the absence of experimental structural information. This is important for ... ...

    Abstract Accurate prediction of residue burial as well as quantitative prediction of residue-specific contributions to protein stability and activity is challenging, especially in the absence of experimental structural information. This is important for prediction and understanding of disease causing mutations, and for protein stabilization and design. Using yeast surface display of a saturation mutagenesis library of the bacterial toxin CcdB, we probe the relationship between ligand binding and expression level of displayed protein, with
    Language English
    Publishing date 2022-01-21
    Publishing country Switzerland
    Document type Journal Article
    ZDB-ID 2814330-9
    ISSN 2296-889X
    ISSN 2296-889X
    DOI 10.3389/fmolb.2021.800819
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  6. Article ; Online: Structural and functional determinants inferred from deep mutational scans.

    Bajaj, Priyanka / Manjunath, Kavyashree / Varadarajan, Raghavan

    Protein science : a publication of the Protein Society

    2022  Volume 31, Issue 7, Page(s) e4357

    Abstract: Mutations that affect protein binding to a cognate partner primarily occur either at buried residues or at exposed residues directly involved in partner binding. Distinguishing between these two categories based solely on mutational phenotypes is ... ...

    Abstract Mutations that affect protein binding to a cognate partner primarily occur either at buried residues or at exposed residues directly involved in partner binding. Distinguishing between these two categories based solely on mutational phenotypes is challenging. The bacterial toxin CcdB kills cells by binding to DNA Gyrase. Cell death is prevented by binding to its cognate antitoxin CcdA, at an extended interface that partially overlaps with the GyrA binding site. Using the CcdAB toxin-antitoxin (TA) system as a model, a comprehensive site-saturation mutagenesis library of CcdB was generated in its native operonic context. The mutational sensitivity of each mutant was estimated by evaluating the relative abundance of each mutant in two strains, one resistant and the other sensitive to the toxic activity of the CcdB toxin, through deep sequencing. The ability to bind CcdA was inferred through a RelE reporter gene assay, since the CcdAB complex binds to its own promoter, repressing transcription. By analyzing mutant phenotypes in the CcdB-sensitive, CcdB-resistant, and RelE reporter strains, it was possible to assign residues to buried, CcdA interacting or GyrA interacting sites. A few mutants were individually constructed, expressed, and biophysically characterized to validate molecular mechanisms responsible for the observed phenotypes. Residues inferred to be important for antitoxin binding, are also likely to be important for rejuvenating CcdB from the CcdB-Gyrase complex. Therefore, even in the absence of structural information, when coupled to appropriate genetic screens, such high-throughput strategies can be deployed for predicting structural and functional determinants of proteins.
    MeSH term(s) Antitoxins/genetics ; Bacterial Proteins/chemistry ; DNA Gyrase/chemistry ; DNA Gyrase/genetics ; DNA Gyrase/metabolism ; Escherichia coli/genetics ; Mutation
    Chemical Substances Antitoxins ; Bacterial Proteins ; DNA Gyrase (EC 5.99.1.3)
    Language English
    Publishing date 2022-06-27
    Publishing country United States
    Document type Journal Article ; Research Support, Non-U.S. Gov't
    ZDB-ID 1106283-6
    ISSN 1469-896X ; 0961-8368
    ISSN (online) 1469-896X
    ISSN 0961-8368
    DOI 10.1002/pro.4357
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  7. Article: Rapid Identification of Secondary Structure and Binding Site Residues in an Intrinsically Disordered Protein Segment.

    Chandra, Soumyanetra / Chattopadhyay, Gopinath / Varadarajan, Raghavan

    Frontiers in genetics

    2021  Volume 12, Page(s) 755292

    Abstract: Mycobacterium ... ...

    Abstract Mycobacterium tuberculosis
    Language English
    Publishing date 2021-11-02
    Publishing country Switzerland
    Document type Journal Article
    ZDB-ID 2606823-0
    ISSN 1664-8021
    ISSN 1664-8021
    DOI 10.3389/fgene.2021.755292
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  8. Article ; Online: Facile measurement of protein stability and folding kinetics using a nano differential scanning fluorimeter.

    Chattopadhyay, Gopinath / Varadarajan, Raghavan

    Protein science : a publication of the Protein Society

    2019  Volume 28, Issue 6, Page(s) 1127–1134

    Abstract: With advancements in high-throughput generation of phenotypic data on mutant proteins, it has become important to individually characterize different proteins or their variants rapidly and with minimal sample consumption. We have made use of a nano ... ...

    Abstract With advancements in high-throughput generation of phenotypic data on mutant proteins, it has become important to individually characterize different proteins or their variants rapidly and with minimal sample consumption. We have made use of a nano differential scanning fluorimetric device, from NanoTemper technologies, to rapidly carry out isothermal chemical denaturation and measure folding/unfolding kinetics of proteins and compared these to corresponding data obtained from conventional spectrofluorimetry. We show that using sample volumes 10-50-fold lower than with conventional fluorimetric techniques, one can rapidly and accurately measure thermodynamic and kinetic stability, as well as folding/unfolding kinetics. This method also facilitates characterization of proteins that are difficult to express and purify.
    MeSH term(s) Bacterial Proteins/chemistry ; Calorimetry, Differential Scanning ; Escherichia coli/chemistry ; Fluorometry ; Kinetics ; Nanotechnology ; Protein Folding ; Protein Stability ; Thermodynamics
    Chemical Substances Bacterial Proteins ; CcdB protein, Plasmid F
    Language English
    Publishing date 2019-04-29
    Publishing country United States
    Document type Journal Article ; Research Support, N.I.H., Extramural ; Research Support, Non-U.S. Gov't
    ZDB-ID 1106283-6
    ISSN 1469-896X ; 0961-8368
    ISSN (online) 1469-896X
    ISSN 0961-8368
    DOI 10.1002/pro.3622
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  9. Article ; Online: Biophysical Correlates of Enhanced Immunogenicity of a Stabilized Variant of the Receptor Binding Domain of SARS-CoV-2.

    Kanjo, Kawkab / Chattopadhyay, Gopinath / Malladi, Sameer Kumar / Singh, Randhir / Jayatheertha, Sowrabha / Varadarajan, Raghavan

    The journal of physical chemistry. B

    2023  Volume 127, Issue 8, Page(s) 1704–1714

    Abstract: The receptor binding domain (RBD) of SARS-CoV-2 is the primary target of neutralizing antibodies. We have previously reported the design and characterization of a mammalian cell expressed RBD derivative, mRBD1-3.2, that has higher thermal stability and ... ...

    Abstract The receptor binding domain (RBD) of SARS-CoV-2 is the primary target of neutralizing antibodies. We have previously reported the design and characterization of a mammalian cell expressed RBD derivative, mRBD1-3.2, that has higher thermal stability and greatly enhanced immunogenicity relative to the wild type mRBD. The protein is highly thermotolerant and immunogenic and is being explored for use in room temperature stable Covid-19 vaccine formulations. In the current study, we have investigated the folding pathway of both WT and stabilized RBD. It was found that chemical denaturation of RBD proceeds through a stable equilibrium intermediate. Thermal and chemical denaturation is reversible, as assayed by binding to the receptor ACE2. Unusually, in its native state, RBD binds to the hydrophobic probe ANS, and enhanced ANS binding is observed for the equilibrium intermediate state. Further characterization of the folding of mRBD1-3.2, both in solution and after reconstitution of lyophilized protein stored for a month at 37 °C, revealed a higher stability represented by higher
    MeSH term(s) Animals ; Humans ; SARS-CoV-2 ; COVID-19 ; COVID-19 Vaccines ; Biological Assay ; Biophysics ; Protein Binding ; Mammals
    Chemical Substances COVID-19 Vaccines
    Language English
    Publishing date 2023-02-15
    Publishing country United States
    Document type Journal Article ; Research Support, Non-U.S. Gov't
    ISSN 1520-5207
    ISSN (online) 1520-5207
    DOI 10.1021/acs.jpcb.2c07262
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  10. Article ; Online: Insights into protein structure, stability and function from saturation mutagenesis.

    Gupta, Kritika / Varadarajan, Raghavan

    Current opinion in structural biology

    2018  Volume 50, Page(s) 117–125

    Abstract: Where convenient phenotypic readouts are available, saturation mutagenesis coupled to deep sequencing provides a rapid and facile method to infer sequence determinants of protein structure, stability and function. We provide brief descriptions and ... ...

    Abstract Where convenient phenotypic readouts are available, saturation mutagenesis coupled to deep sequencing provides a rapid and facile method to infer sequence determinants of protein structure, stability and function. We provide brief descriptions and currently available options for the various steps involved, and mention limitations of current implementations. We also highlight recent applications such as estimating relative stabilities and affinities of protein variants, mapping epitopes, protein model discrimination and prediction of mutant phenotypes. Most mutational scans have so far been applied to single genes and proteins. Additional methodological improvements are required to expand the scope to study intergenic epistasis and intermolecular interactions in macromolecular complexes.
    MeSH term(s) Epitope Mapping ; Epitopes/chemistry ; Epitopes/genetics ; Epitopes/immunology ; Gene Library ; Mutagenesis ; Mutation ; Protein Conformation ; Protein Stability ; Proteins/chemistry ; Proteins/genetics ; Proteins/immunology ; Quantitative Structure-Activity Relationship ; Sequence Analysis, DNA
    Chemical Substances Epitopes ; Proteins
    Language English
    Publishing date 2018-03-02
    Publishing country England
    Document type Journal Article ; Research Support, N.I.H., Extramural ; Research Support, Non-U.S. Gov't ; Review
    ZDB-ID 1068353-7
    ISSN 1879-033X ; 0959-440X
    ISSN (online) 1879-033X
    ISSN 0959-440X
    DOI 10.1016/j.sbi.2018.02.006
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