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    Protein engineering, design & selection : PEDS

    Protein engineering, design & selection : PEDS

    JournalISSN 1741-0126eISSN 1741-0134中科院 生物学 4区

    年发文量

    研究主题

    论文(3667)

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    1Engineering Isoform-Selective Miniprotein Binders to the Fetal Form of the Insulin Receptor
    Melissa A Walsh, Paul L Blanchard, Xihong Zhang, Nathaniel T Cheung,Douglas Yee,Benjamin J Hackel

    The fetal form of the insulin receptor (IRA) is predominantly expressed in many cancers, where IR signaling promotes progression of the disease. Alternatively, the adult IR isoform (IRB) is predominantly expressed in normal tissues. Previous attempts to target IR indiscriminately via dual IR/IGF1R tyrosine kinase inhibitors frequently failed due to on-target off-tumor effects. However, an IRA-specific therapeutic has the potential to specifically target cancer while sparing normal tissues. Furthermore, an IRA-specific binder would advance research regarding this disease-associated isoform. Yet, isoform-specific IR binders have not been developed. Herein, we engineer six high-affinity, IRA-specific protein binders from a synthetic miniprotein scaffold. These miniprotein variants have IRA KDs ranging from 0.98-7.6 nM with no appreciable IRB binding at 100 nM ligand. Five of the six variants are synergistic agonists. One variant (V1) is a passive, IRA-specific binder with a KD = 6.3 nM and no IRB binding at 1 μM ligand as well as no IGF1R binding at 100 nM, which provides compelling potential as a targeted therapeutic. Additionally, we present the discovery process for these molecules, a yeast display directed evolution campaign utilizing a combination of sorting techniques. Retrospective analysis of the discovery process revealed the importance of alternating selections for target affinity and isoform specificity to generate binders with a favorable combination of these properties.

    2026
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    2The Dibasics of M13 Phage Display: Examining the Substrate Specificity of Escherichia Coli Outer Membrane Proteases
    Michael D Scholle, Brian K Kay

    Bacteriophage M13 substrate libraries are a useful tool to discover novel protease substrates. In this study, we have mapped 7-mer protease substrates cleaved by native Escherichia coli proteases during phage outgrowth. Cleavage was monitored by the loss of a biotinylated AviTag at the N-terminus of the recombinant M13 minor coat protein, protein III. Using this method, we isolated 120 phage-displayed substrates that contain dibasic amino acid motifs (Lys-Lys, Arg-Arg, Lys-Arg, and Arg-Lys), of which the Lys-Lys motif has not been previously described using substrate phage. Since dibasic motifs are known to be substrates of the outer membrane protein proteases OmpP and OmpT, the phage library was transferred into a mutant strain deficient in both protease activities, and the selection process was repeated. Sequencing of recovered clones revealed no enrichment of the four dibasic motifs, demonstrating that all four motifs are substrates of Omptin proteases. These findings indicate that phage propagation in Omptin-expressing bacteria leads to the loss of dibasic amino acid motifs from phage-displayed combinatorial peptide, protein, and antibody libraries. This suggests that the presence of dibasic residues in proteins and peptides displayed on bacteriophage M13 should necessitate the use of OmpT- and OmpP-deficient bacterial hosts.

    2026
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    3Incorporation of Azide Groups into an Engineered Fn3 Scaffold Protein for Site-Specific, Bioorthogonal Conjugation
    Kristine T Le, Tatum R McKenna, Pauline M Mallari, Sheher-Bano Z Ahmed, Alexis M Ziemba, Maren E Buck, Sarah J Moore

    Protein bioconjugates have a wide range of applications, including for targeted drug delivery and in vivo diagnostics. Expanding the chemistry available to link protein to cargo remains a critical consideration for the development of novel bioconjugates for unmet needs. Currently, most FDA-approved protein bioconjugates are based on the antibody structure, which constrains the available conjugation chemistries and applications. Alternative scaffold proteins have potential as targeting molecules that advance the synthetic possibilities. Here, we report two methods of high-yield incorporation of azide-containing groups into an Fn3 domain protein scaffold to enable click chemistry conjugation. One approach incorporates noncanonical amino acid azidohomoalanine during recombinant protein expression, and the other method develops a linker system using a unique thiol residue in the Fn3 structure. These synthetic approaches enabled orthogonal, dual labeling. The resulting conjugates retain functionality in receptor binding assays, validating these methods for diverse applications in engineering scaffold proteins for bioconjugate applications.

    2026
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    4Assessing Structural Prediction Accuracy for Nanobody-Small Molecule Complexes.
    Berta Bori-Bru, Juan-Pablo Salvador, Ramon Crehuet

    Generative models have transformed structural bioinformatics, enabling antibody and nanobody design against protein epitopes; however, nanobody engineering for small molecule sensing remains largely experimental. In this work, we evaluate seven state-of-the-art structure predictors, AlphaFold3, Chai-1, Boltz-2x, RoseTTAFold3, Protenix, FlowDock and OmegaFold, on nanobody-small molecule complexes. Most predictors accurately reproduced nanobody and CDR geometries but struggled with ligand placement and orientation, although co-folding improved overall accuracy. Contact analysis revealed that CDR1, rather than CDR3, was predominantly involved in ligand binding. Intrinsic confidence scores correlated poorly with experimental accuracy and showed limited power in distinguishing binders from non-binders. Increasing the number of samples and seeds yielded modest gains in accuracy, whereas additional recycles did not. These findings highlight both the strengths and limitations of structure prediction methods for nanobody-small molecule complexes.

    2026
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    5Improved Calreticulin Nanobody by Framework Engineering
    Logan Mavar,Mikhail Pavlenok, Avraneel Paul, Lucinda Hall,Benjamin M Larimer,Michael Niederweis

    ABSTRACT Calreticulin is an emerging cancer biomarker, but current detection methods rely on expensive monoclonal antibodies that suffer from inefficient protein production, pharmacokinetic challenges and poor tissue penetration. Cal3, a calreticulin-specific nanobody, was constructed by replacing the complementarity-determining region 2 (CDR2) of a soluble, clinically validated HER2 nanobody with a calreticulin-specific CDR2 isolated from a phage display library. However, the poor solubility and low yield of Cal3 limit its usefulness. In this study, we engineered the CALR nanobody 02 by adapting the core of Cal3 to a consensus framework sequence for stable nanobodies. CALR-Nb02 was purified with a 240-fold higher yield as a soluble protein with an increased thermal stability and a five-fold higher calreticulin binding affinity (KD: 25 nM) compared with Cal3. These results reveal a strategy for quickly altering the specificity of a stable nanobody and provide an improved calreticulin-binding reagent for future diagnostic, imaging, and therapeutic applications.

    2026
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    高被引作者

    作者引用发文
    Nils Gunnar Hansson von Heijne120118
    Søren Brunak118308
    Janet Thornton821322
    Henrik Nielsen80032
    Jacob Engelbrecht68111
    Ac Wallace66261
    Roman Laskowski66261
    Bauke W. Dijkstra316510
    Ruth Nussinov303613
    Philip E. Bourne27422

    高产作者

    作者引用发文
    Gert Vriend126323
    Janet Thornton821322
    Kuo-Chen Chou234921
    Mje Sternberg146121
    Valerie Daggett61021
    Clark Ford91120
    Andreas Plückthun178520
    Peter J. Reilly89920
    Taiji Imoto76119
    Arne Skerra135219

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